From 3f4d5f265d2098d1d3eb37eaf61c46791b56a451 Mon Sep 17 00:00:00 2001 From: root Date: Mon, 2 Dec 2019 10:57:24 -0500 Subject: [PATCH] Resultats Brutus --- higher/compare_res.py | 2 +- ...-LeNet)-150epochs(dataug:0)-10in_it-0.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-1.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-2.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-1.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-2.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-0.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-1.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-2.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-0.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-1.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-2.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-0.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-1.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-2.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-0.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-1.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-2.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-0.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-1.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-2.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-0.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-1.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-2.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-0.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-1.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-2.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-0.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-1.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-2.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-0.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-1.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-2.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-0.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-1.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-2.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-0.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-1.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-2.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-0.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-1.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-2.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-0.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-1.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-2.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-0.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-1.json | 9776 +++++++++++++++++ ...-LeNet)-150epochs(dataug:0)-10in_it-2.json | 9776 +++++++++++++++++ 48 files changed, 459473 insertions(+), 1 deletion(-) create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json create mode 100644 higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json diff --git a/higher/compare_res.py b/higher/compare_res.py index c399aa1..e3f8ed3 100644 --- a/higher/compare_res.py +++ b/higher/compare_res.py @@ -78,7 +78,7 @@ if __name__ == "__main__": nb_run=3 accs = [] times = [] - files = ["res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-1in_it-%s.json"%str(run) for run in range(nb_run)] + files = ["res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-%s.json"%str(run) for run in range(nb_run)] for idx, file in enumerate(files): #legend+=str(idx)+'-'+file+'\n' diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json new file mode 100644 index 0000000..261f676 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 71.31, + "Time": [ + 188.00263784324906, + 2.2463933802419893 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.421126365661621, + "val_loss": 2.251560688018799, + "acc": 21.17, + "time": 188.89290565392002, + "param": [ + { + "p": 0.06788085401058197, + "m": 1.0 + }, + { + "p": 0.018246417865157127, + "m": 1.0 + }, + { + "p": 0.103042833507061, + "m": 1.0 + }, + { + "p": 0.08154750615358353, + "m": 0.9951757788658142 + }, + { + "p": 0.0710417851805687, + "m": 0.9571842551231384 + }, + { + "p": 0.06269490718841553, + "m": 0.9628071784973145 + }, + { + "p": 0.09199564903974533, + "m": 0.9898524284362793 + }, + { + "p": 0.09852758049964905, + "m": 0.9424992799758911 + }, + { + "p": 0.062315527349710464, + "m": 0.9920296669006348 + }, + { + "p": 0.0664493590593338, + "m": 1.0 + }, + { + "p": 0.07315083593130112, + "m": 0.9954268336296082 + }, + { + "p": 0.08024094253778458, + "m": 0.9965798854827881 + }, + { + "p": 0.107192762196064, + "m": 1.0 + }, + { + "p": 0.015673039481043816, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 1.9538413286209106, + "val_loss": 2.0451064109802246, + "acc": 26.91, + "time": 184.4851166459266, + "param": [ + { + "p": 0.09574804455041885, + "m": 1.0 + }, + { + "p": 0.019888827577233315, + "m": 1.0 + }, + { + "p": 0.10515367239713669, + "m": 1.0 + }, + { + "p": 0.08900675922632217, + "m": 0.9706117510795593 + }, + { + "p": 0.07174987345933914, + "m": 0.9708396196365356 + }, + { + "p": 0.022956542670726776, + "m": 0.8954455256462097 + }, + { + "p": 0.12438846379518509, + "m": 0.9734057188034058 + }, + { + "p": 0.08520079404115677, + "m": 0.9117029905319214 + }, + { + "p": 0.05541161820292473, + "m": 0.980903685092926 + }, + { + "p": 0.06052996218204498, + "m": 0.981856644153595 + }, + { + "p": 0.06744322925806046, + "m": 0.9823917746543884 + }, + { + "p": 0.10235794633626938, + "m": 1.0 + }, + { + "p": 0.09751487523317337, + "m": 1.0 + }, + { + "p": 0.0026493710465729237, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 1.96620512008667, + "val_loss": 1.9044004678726196, + "acc": 31.9, + "time": 189.92764797294512, + "param": [ + { + "p": 0.11719758808612823, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1180252805352211, + "m": 1.0 + }, + { + "p": 0.07912066578865051, + "m": 0.9468771815299988 + }, + { + "p": 0.07345309853553772, + "m": 0.9411726593971252 + }, + { + "p": 0.015444014221429825, + "m": 0.8393230438232422 + }, + { + "p": 0.1463439166545868, + "m": 0.9499039053916931 + }, + { + "p": 0.09698937088251114, + "m": 0.8554233908653259 + }, + { + "p": 0.06660733371973038, + "m": 0.9947125911712646 + }, + { + "p": 0.04167690873146057, + "m": 0.943991482257843 + }, + { + "p": 0.03690832853317261, + "m": 0.9879106283187866 + }, + { + "p": 0.11475642025470734, + "m": 0.9890949726104736 + }, + { + "p": 0.09347707033157349, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 1.938018798828125, + "val_loss": 1.8396990299224854, + "acc": 35.37, + "time": 186.3580321590416, + "param": [ + { + "p": 0.1433507800102234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14655722677707672, + "m": 1.0 + }, + { + "p": 0.03813386335968971, + "m": 0.8776320219039917 + }, + { + "p": 0.09447380900382996, + "m": 0.9491726756095886 + }, + { + "p": 0.0, + "m": 0.8785919547080994 + }, + { + "p": 0.16074419021606445, + "m": 0.8964968323707581 + }, + { + "p": 0.10289411246776581, + "m": 0.8014599084854126 + }, + { + "p": 0.07732804119586945, + "m": 0.9887434244155884 + }, + { + "p": 0.015746843069791794, + "m": 0.9457634091377258 + }, + { + "p": 0.015035131014883518, + "m": 0.9654920101165771 + }, + { + "p": 0.11651068925857544, + "m": 0.9661840796470642 + }, + { + "p": 0.0892253890633583, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.8946948051452637, + "val_loss": 1.803578495979309, + "acc": 37.91, + "time": 186.57027709903196, + "param": [ + { + "p": 0.1425616294145584, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16700701415538788, + "m": 1.0 + }, + { + "p": 0.002300198655575514, + "m": 0.8678566813468933 + }, + { + "p": 0.09415892511606216, + "m": 0.9626275897026062 + }, + { + "p": 0.0, + "m": 0.902564525604248 + }, + { + "p": 0.17191936075687408, + "m": 0.8858133554458618 + }, + { + "p": 0.10943973809480667, + "m": 0.7700374722480774 + }, + { + "p": 0.08845899254083633, + "m": 0.9708125591278076 + }, + { + "p": 0.008671410381793976, + "m": 0.9320787787437439 + }, + { + "p": 0.0, + "m": 0.9265767931938171 + }, + { + "p": 0.12408941239118576, + "m": 1.0 + }, + { + "p": 0.09139338880777359, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.7344698905944824, + "val_loss": 1.6118311882019043, + "acc": 42.05, + "time": 186.55496849515475, + "param": [ + { + "p": 0.1453065574169159, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16525597870349884, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8764440417289734 + }, + { + "p": 0.07084859162569046, + "m": 0.9845524430274963 + }, + { + "p": 0.0, + "m": 0.9409204125404358 + }, + { + "p": 0.17603901028633118, + "m": 0.8828209042549133 + }, + { + "p": 0.1342226266860962, + "m": 0.7462530136108398 + }, + { + "p": 0.08245077729225159, + "m": 0.9493516683578491 + }, + { + "p": 0.0, + "m": 0.9349498748779297 + }, + { + "p": 0.0, + "m": 0.8856164813041687 + }, + { + "p": 0.13381215929985046, + "m": 1.0 + }, + { + "p": 0.09206433594226837, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.4699052572250366, + "val_loss": 1.6339396238327026, + "acc": 43.65, + "time": 184.3516622108873, + "param": [ + { + "p": 0.13168515264987946, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15661360323429108, + "m": 1.0 + }, + { + "p": 0.02528856322169304, + "m": 0.9046446681022644 + }, + { + "p": 0.047040969133377075, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9993652105331421 + }, + { + "p": 0.165261909365654, + "m": 0.9059454798698425 + }, + { + "p": 0.12148302048444748, + "m": 0.733833909034729 + }, + { + "p": 0.06894885748624802, + "m": 0.9139577150344849 + }, + { + "p": 0.011310151778161526, + "m": 0.9484003186225891 + }, + { + "p": 0.029635051265358925, + "m": 0.8804004192352295 + }, + { + "p": 0.14061836898326874, + "m": 1.0 + }, + { + "p": 0.10211435705423355, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.633482813835144, + "val_loss": 1.4469865560531616, + "acc": 45.12, + "time": 185.38007840700448, + "param": [ + { + "p": 0.11358071863651276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14982444047927856, + "m": 1.0 + }, + { + "p": 0.026472164317965508, + "m": 0.9190824627876282 + }, + { + "p": 0.008542130701243877, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1493329256772995, + "m": 0.8827362060546875 + }, + { + "p": 0.11887751519680023, + "m": 0.7486083507537842 + }, + { + "p": 0.1019994392991066, + "m": 0.9053145051002502 + }, + { + "p": 0.038531869649887085, + "m": 0.9421026706695557 + }, + { + "p": 0.049425818026065826, + "m": 0.8944655060768127 + }, + { + "p": 0.13509143888950348, + "m": 1.0 + }, + { + "p": 0.10832156240940094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.5726958513259888, + "val_loss": 1.4879958629608154, + "acc": 48.0, + "time": 184.29845178406686, + "param": [ + { + "p": 0.10798026621341705, + "m": 1.0 + }, + { + "p": 0.0018882063450291753, + "m": 1.0 + }, + { + "p": 0.1376643031835556, + "m": 1.0 + }, + { + "p": 0.06350298970937729, + "m": 0.9470692873001099 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10647133737802505, + "m": 0.8939676284790039 + }, + { + "p": 0.11791487038135529, + "m": 0.7316354513168335 + }, + { + "p": 0.11568214744329453, + "m": 0.901563286781311 + }, + { + "p": 0.051884233951568604, + "m": 0.935989260673523 + }, + { + "p": 0.06538747251033783, + "m": 0.9192981719970703 + }, + { + "p": 0.11835727095603943, + "m": 1.0 + }, + { + "p": 0.10410476475954056, + "m": 1.0 + }, + { + "p": 0.009162156842648983, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.6762179136276245, + "val_loss": 1.4437543153762817, + "acc": 47.95, + "time": 186.70935654593632, + "param": [ + { + "p": 0.09670890867710114, + "m": 1.0 + }, + { + "p": 0.021316273137927055, + "m": 1.0 + }, + { + "p": 0.12780968844890594, + "m": 1.0 + }, + { + "p": 0.08558843284845352, + "m": 0.9483147859573364 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009198169223964214, + "m": 1.0 + }, + { + "p": 0.08170413970947266, + "m": 0.8689557313919067 + }, + { + "p": 0.10673264414072037, + "m": 0.704533576965332 + }, + { + "p": 0.10313691943883896, + "m": 0.8912752270698547 + }, + { + "p": 0.06485843658447266, + "m": 0.9184228181838989 + }, + { + "p": 0.08019107580184937, + "m": 0.9491291046142578 + }, + { + "p": 0.10559962689876556, + "m": 0.9805830717086792 + }, + { + "p": 0.09560447186231613, + "m": 1.0 + }, + { + "p": 0.02155132405459881, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.6269593238830566, + "val_loss": 1.407483696937561, + "acc": 49.6, + "time": 184.68867821479216, + "param": [ + { + "p": 0.0997522845864296, + "m": 1.0 + }, + { + "p": 0.013489860109984875, + "m": 1.0 + }, + { + "p": 0.14093178510665894, + "m": 1.0 + }, + { + "p": 0.09292910993099213, + "m": 0.8877937197685242 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08214250952005386, + "m": 0.8427100777626038 + }, + { + "p": 0.10172250866889954, + "m": 0.6718185544013977 + }, + { + "p": 0.0958709716796875, + "m": 0.8354078531265259 + }, + { + "p": 0.0739397406578064, + "m": 0.9126489758491516 + }, + { + "p": 0.07596658915281296, + "m": 0.8910409808158875 + }, + { + "p": 0.115559883415699, + "m": 1.0 + }, + { + "p": 0.10769478976726532, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.4259945154190063, + "val_loss": 1.3324793577194214, + "acc": 50.04, + "time": 185.00803887401707, + "param": [ + { + "p": 0.0838099867105484, + "m": 1.0 + }, + { + "p": 0.011108474805951118, + "m": 1.0 + }, + { + "p": 0.13474498689174652, + "m": 1.0 + }, + { + "p": 0.08765371143817902, + "m": 0.8891041874885559 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08596248179674149, + "m": 0.7907878756523132 + }, + { + "p": 0.09831711649894714, + "m": 0.6860916018486023 + }, + { + "p": 0.10253456979990005, + "m": 0.7964284420013428 + }, + { + "p": 0.08667070418596268, + "m": 0.9054833054542542 + }, + { + "p": 0.0717940405011177, + "m": 0.8530794382095337 + }, + { + "p": 0.1172734871506691, + "m": 1.0 + }, + { + "p": 0.12013039737939835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.6715377569198608, + "val_loss": 1.3853893280029297, + "acc": 50.93, + "time": 189.15241412608884, + "param": [ + { + "p": 0.06885218620300293, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13344743847846985, + "m": 1.0 + }, + { + "p": 0.09070397168397903, + "m": 0.9155398011207581 + }, + { + "p": 0.0, + "m": 0.9985138177871704 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1034412831068039, + "m": 0.7466042637825012 + }, + { + "p": 0.09149696677923203, + "m": 0.7523569464683533 + }, + { + "p": 0.11588353663682938, + "m": 0.7648564577102661 + }, + { + "p": 0.09696928411722183, + "m": 0.8857205510139465 + }, + { + "p": 0.07817289233207703, + "m": 0.8436877727508545 + }, + { + "p": 0.10011517256498337, + "m": 1.0 + }, + { + "p": 0.12091729789972305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.5901802778244019, + "val_loss": 1.3214175701141357, + "acc": 52.9, + "time": 191.19171720487066, + "param": [ + { + "p": 0.06809528917074203, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1296682208776474, + "m": 1.0 + }, + { + "p": 0.10140961408615112, + "m": 0.9464815258979797 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1082354485988617, + "m": 0.7007325887680054 + }, + { + "p": 0.07813699543476105, + "m": 0.789313554763794 + }, + { + "p": 0.1267627626657486, + "m": 0.7221212387084961 + }, + { + "p": 0.09738902747631073, + "m": 0.8797832727432251 + }, + { + "p": 0.08236841857433319, + "m": 0.82771897315979 + }, + { + "p": 0.08638415485620499, + "m": 0.9935179352760315 + }, + { + "p": 0.1215500757098198, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.3533506393432617, + "val_loss": 1.395165205001831, + "acc": 52.98, + "time": 192.607279028045, + "param": [ + { + "p": 0.07542303949594498, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11605384945869446, + "m": 1.0 + }, + { + "p": 0.10570593923330307, + "m": 0.944916844367981 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10870594531297684, + "m": 0.6752233505249023 + }, + { + "p": 0.0677102729678154, + "m": 0.8137477040290833 + }, + { + "p": 0.12947912514209747, + "m": 0.7031343579292297 + }, + { + "p": 0.10132690519094467, + "m": 0.874211311340332 + }, + { + "p": 0.08552206307649612, + "m": 0.8075117468833923 + }, + { + "p": 0.08660079538822174, + "m": 0.9945629835128784 + }, + { + "p": 0.12347202748060226, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.3439371585845947, + "val_loss": 1.2229249477386475, + "acc": 55.17, + "time": 188.6232060790062, + "param": [ + { + "p": 0.0841081514954567, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11098425090312958, + "m": 1.0 + }, + { + "p": 0.09778501093387604, + "m": 0.9083766937255859 + }, + { + "p": 0.0, + "m": 0.9919272065162659 + }, + { + "p": 0.0, + "m": 0.9998894333839417 + }, + { + "p": 0.10285425931215286, + "m": 0.6504772305488586 + }, + { + "p": 0.04645868018269539, + "m": 0.8037680387496948 + }, + { + "p": 0.139926940202713, + "m": 0.6851452589035034 + }, + { + "p": 0.1101253554224968, + "m": 0.8883544206619263 + }, + { + "p": 0.09520655125379562, + "m": 0.7937133312225342 + }, + { + "p": 0.08878199011087418, + "m": 1.0 + }, + { + "p": 0.12376881390810013, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.5239148139953613, + "val_loss": 1.221928358078003, + "acc": 55.26, + "time": 183.6466757939197, + "param": [ + { + "p": 0.08950300514698029, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11361025273799896, + "m": 1.0 + }, + { + "p": 0.08252429962158203, + "m": 0.862542450428009 + }, + { + "p": 0.0, + "m": 0.992737352848053 + }, + { + "p": 0.0017679422162473202, + "m": 0.9997822046279907 + }, + { + "p": 0.09736058861017227, + "m": 0.6366063952445984 + }, + { + "p": 0.039350900799036026, + "m": 0.8112385869026184 + }, + { + "p": 0.14066602289676666, + "m": 0.6784374713897705 + }, + { + "p": 0.11710788309574127, + "m": 0.8970307111740112 + }, + { + "p": 0.1115463376045227, + "m": 0.8121413588523865 + }, + { + "p": 0.07887979596853256, + "m": 1.0 + }, + { + "p": 0.12514828145503998, + "m": 1.0 + }, + { + "p": 0.0025345671456307173, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.5475454330444336, + "val_loss": 1.3068838119506836, + "acc": 55.96, + "time": 185.31609826395288, + "param": [ + { + "p": 0.09074154496192932, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10530565679073334, + "m": 1.0 + }, + { + "p": 0.06716953217983246, + "m": 0.8565785884857178 + }, + { + "p": 0.0, + "m": 0.9948647022247314 + }, + { + "p": 0.014789653941988945, + "m": 0.9984006285667419 + }, + { + "p": 0.1027420163154602, + "m": 0.6159260272979736 + }, + { + "p": 0.05433369427919388, + "m": 0.8302934765815735 + }, + { + "p": 0.12404626607894897, + "m": 0.6562643647193909 + }, + { + "p": 0.10869545489549637, + "m": 0.8695434331893921 + }, + { + "p": 0.11700695008039474, + "m": 0.8228195905685425 + }, + { + "p": 0.07010706514120102, + "m": 1.0 + }, + { + "p": 0.1220170184969902, + "m": 1.0 + }, + { + "p": 0.023045165464282036, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.5260310173034668, + "val_loss": 1.3306766748428345, + "acc": 56.51, + "time": 184.7224191739224, + "param": [ + { + "p": 0.09764056652784348, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10471078753471375, + "m": 1.0 + }, + { + "p": 0.0635267049074173, + "m": 0.822014331817627 + }, + { + "p": 0.0, + "m": 0.9821235537528992 + }, + { + "p": 0.0038013975135982037, + "m": 0.9928826093673706 + }, + { + "p": 0.1232675090432167, + "m": 0.5861398577690125 + }, + { + "p": 0.05488723888993263, + "m": 0.8596352338790894 + }, + { + "p": 0.12032271176576614, + "m": 0.6121058464050293 + }, + { + "p": 0.11306164413690567, + "m": 0.8343777060508728 + }, + { + "p": 0.11111994832754135, + "m": 0.7912384867668152 + }, + { + "p": 0.07769825309515, + "m": 1.0 + }, + { + "p": 0.1254386156797409, + "m": 1.0 + }, + { + "p": 0.004524612799286842, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.409930944442749, + "val_loss": 1.181956171989441, + "acc": 56.99, + "time": 190.4714119010605, + "param": [ + { + "p": 0.1186557412147522, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10058291256427765, + "m": 1.0 + }, + { + "p": 0.055013515055179596, + "m": 0.7918434143066406 + }, + { + "p": 0.00537456339225173, + "m": 0.9677417874336243 + }, + { + "p": 0.009396356530487537, + "m": 0.95833820104599 + }, + { + "p": 0.13924233615398407, + "m": 0.5718082189559937 + }, + { + "p": 0.045564841479063034, + "m": 0.8460111618041992 + }, + { + "p": 0.11301855742931366, + "m": 0.5793856382369995 + }, + { + "p": 0.10359158366918564, + "m": 0.8241567611694336 + }, + { + "p": 0.09246383607387543, + "m": 0.7434516549110413 + }, + { + "p": 0.07898527383804321, + "m": 1.0 + }, + { + "p": 0.12781578302383423, + "m": 1.0 + }, + { + "p": 0.010294740088284016, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.5471330881118774, + "val_loss": 1.2368594408035278, + "acc": 59.0, + "time": 185.5682324739173, + "param": [ + { + "p": 0.13050633668899536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0923353061079979, + "m": 1.0 + }, + { + "p": 0.04726213216781616, + "m": 0.7783492803573608 + }, + { + "p": 0.004574752878397703, + "m": 0.9718306660652161 + }, + { + "p": 0.014554999768733978, + "m": 0.9487339854240417 + }, + { + "p": 0.15348851680755615, + "m": 0.5752238035202026 + }, + { + "p": 0.03898393735289574, + "m": 0.8302311301231384 + }, + { + "p": 0.09729250520467758, + "m": 0.5510215759277344 + }, + { + "p": 0.09880588948726654, + "m": 0.8248019814491272 + }, + { + "p": 0.08365453779697418, + "m": 0.729806125164032 + }, + { + "p": 0.07733912020921707, + "m": 1.0 + }, + { + "p": 0.13762161135673523, + "m": 1.0 + }, + { + "p": 0.023580361157655716, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.399043083190918, + "val_loss": 1.1161073446273804, + "acc": 60.15, + "time": 187.66642475686967, + "param": [ + { + "p": 0.1350105255842209, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09254716336727142, + "m": 1.0 + }, + { + "p": 0.059355683624744415, + "m": 0.7880818247795105 + }, + { + "p": 0.0006202438962645829, + "m": 0.977074384689331 + }, + { + "p": 0.04262177646160126, + "m": 0.9455623626708984 + }, + { + "p": 0.1490810066461563, + "m": 0.5623922348022461 + }, + { + "p": 0.029511822387576103, + "m": 0.8246126174926758 + }, + { + "p": 0.08626146614551544, + "m": 0.5366700887680054 + }, + { + "p": 0.09285148978233337, + "m": 0.8422117829322815 + }, + { + "p": 0.08756585419178009, + "m": 0.7262610197067261 + }, + { + "p": 0.07155434787273407, + "m": 1.0 + }, + { + "p": 0.12884120643138885, + "m": 1.0 + }, + { + "p": 0.024177344515919685, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.1687618494033813, + "val_loss": 1.1763323545455933, + "acc": 59.48, + "time": 187.94910014793277, + "param": [ + { + "p": 0.13782335817813873, + "m": 1.0 + }, + { + "p": 0.0034973809961229563, + "m": 1.0 + }, + { + "p": 0.09319482743740082, + "m": 1.0 + }, + { + "p": 0.05566074699163437, + "m": 0.8050959706306458 + }, + { + "p": 0.0034951770212501287, + "m": 1.0 + }, + { + "p": 0.05323876067996025, + "m": 0.9403976202011108 + }, + { + "p": 0.14515645802021027, + "m": 0.5183801651000977 + }, + { + "p": 0.028831180185079575, + "m": 0.8247239589691162 + }, + { + "p": 0.0801963359117508, + "m": 0.5351755619049072 + }, + { + "p": 0.10968310385942459, + "m": 0.8502299189567566 + }, + { + "p": 0.09307349473237991, + "m": 0.7261055707931519 + }, + { + "p": 0.07055570185184479, + "m": 1.0 + }, + { + "p": 0.11317698657512665, + "m": 1.0 + }, + { + "p": 0.012416583485901356, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.4786639213562012, + "val_loss": 1.1642706394195557, + "acc": 59.79, + "time": 185.41306946706027, + "param": [ + { + "p": 0.1254529058933258, + "m": 1.0 + }, + { + "p": 0.0005741303903050721, + "m": 1.0 + }, + { + "p": 0.08758809417486191, + "m": 1.0 + }, + { + "p": 0.05934888869524002, + "m": 0.8391580581665039 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08081991225481033, + "m": 0.8939669132232666 + }, + { + "p": 0.13488726317882538, + "m": 0.43638721108436584 + }, + { + "p": 0.02970164269208908, + "m": 0.8540275692939758 + }, + { + "p": 0.06257185339927673, + "m": 0.5369454622268677 + }, + { + "p": 0.1342347264289856, + "m": 0.8956215977668762 + }, + { + "p": 0.10408466309309006, + "m": 0.7472900748252869 + }, + { + "p": 0.06880971789360046, + "m": 1.0 + }, + { + "p": 0.09847714006900787, + "m": 1.0 + }, + { + "p": 0.013449029065668583, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.3524068593978882, + "val_loss": 1.047184944152832, + "acc": 61.34, + "time": 185.8943542141933, + "param": [ + { + "p": 0.13257479667663574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08688205480575562, + "m": 1.0 + }, + { + "p": 0.0539981909096241, + "m": 0.846869707107544 + }, + { + "p": 0.002536933869123459, + "m": 1.0 + }, + { + "p": 0.09249135106801987, + "m": 0.8959969282150269 + }, + { + "p": 0.1396671086549759, + "m": 0.36765921115875244 + }, + { + "p": 0.03916691616177559, + "m": 0.8605562448501587 + }, + { + "p": 0.03837798535823822, + "m": 0.5254377722740173 + }, + { + "p": 0.15354032814502716, + "m": 0.9483933448791504 + }, + { + "p": 0.11451640725135803, + "m": 0.7534592151641846 + }, + { + "p": 0.06579136848449707, + "m": 1.0 + }, + { + "p": 0.08045658469200134, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.124199390411377, + "val_loss": 1.0709197521209717, + "acc": 61.85, + "time": 184.98357424209826, + "param": [ + { + "p": 0.14716778695583344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07775481045246124, + "m": 1.0 + }, + { + "p": 0.046136099845170975, + "m": 0.8106443285942078 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08527291566133499, + "m": 0.9273934960365295 + }, + { + "p": 0.13673096895217896, + "m": 0.3331436812877655 + }, + { + "p": 0.05386807769536972, + "m": 0.867100179195404 + }, + { + "p": 0.025533150881528854, + "m": 0.524096667766571 + }, + { + "p": 0.1602877974510193, + "m": 0.9883778691291809 + }, + { + "p": 0.12372121959924698, + "m": 0.759620726108551 + }, + { + "p": 0.07574819028377533, + "m": 0.9992928504943848 + }, + { + "p": 0.06768938153982162, + "m": 1.0 + }, + { + "p": 8.96147612365894e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.2461429834365845, + "val_loss": 1.0563938617706299, + "acc": 61.88, + "time": 189.37527652992867, + "param": [ + { + "p": 0.14327943325042725, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07462184876203537, + "m": 1.0 + }, + { + "p": 0.04593475162982941, + "m": 0.7857142686843872 + }, + { + "p": 0.0019157759379595518, + "m": 0.9974223971366882 + }, + { + "p": 0.08388146758079529, + "m": 0.9219189882278442 + }, + { + "p": 0.13774794340133667, + "m": 0.3103109896183014 + }, + { + "p": 0.060842644423246384, + "m": 0.8745946288108826 + }, + { + "p": 0.028185024857521057, + "m": 0.5359436869621277 + }, + { + "p": 0.143602192401886, + "m": 1.0 + }, + { + "p": 0.12231943011283875, + "m": 0.7305518984794617 + }, + { + "p": 0.08815600723028183, + "m": 1.0 + }, + { + "p": 0.0695134848356247, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.467236876487732, + "val_loss": 1.0622286796569824, + "acc": 61.92, + "time": 184.3939930300694, + "param": [ + { + "p": 0.1493532359600067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07183856517076492, + "m": 1.0 + }, + { + "p": 0.027486132457852364, + "m": 0.7521271705627441 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0870957002043724, + "m": 0.9203816056251526 + }, + { + "p": 0.14371353387832642, + "m": 0.2874920964241028 + }, + { + "p": 0.06726599484682083, + "m": 0.8703840374946594 + }, + { + "p": 0.03244200721383095, + "m": 0.5455436706542969 + }, + { + "p": 0.13506698608398438, + "m": 1.0 + }, + { + "p": 0.11498051881790161, + "m": 0.7151913642883301 + }, + { + "p": 0.09286140650510788, + "m": 1.0 + }, + { + "p": 0.06952287256717682, + "m": 1.0 + }, + { + "p": 0.008373082615435123, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.4013493061065674, + "val_loss": 0.9374364614486694, + "acc": 62.95, + "time": 186.4923580698669, + "param": [ + { + "p": 0.15766073763370514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06588273495435715, + "m": 1.0 + }, + { + "p": 0.008731569163501263, + "m": 0.7214769721031189 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08604750037193298, + "m": 0.9672428965568542 + }, + { + "p": 0.15978243947029114, + "m": 0.29566311836242676 + }, + { + "p": 0.05401713028550148, + "m": 0.8704763054847717 + }, + { + "p": 0.03466065600514412, + "m": 0.5477709770202637 + }, + { + "p": 0.14460024237632751, + "m": 1.0 + }, + { + "p": 0.11086273193359375, + "m": 0.6916995644569397 + }, + { + "p": 0.090001679956913, + "m": 1.0 + }, + { + "p": 0.06882518529891968, + "m": 1.0 + }, + { + "p": 0.018927430734038353, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.220144510269165, + "val_loss": 1.0751594305038452, + "acc": 62.33, + "time": 189.79327233298682, + "param": [ + { + "p": 0.1625206619501114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050218094140291214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7028259038925171 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0870342031121254, + "m": 0.9856374263763428 + }, + { + "p": 0.16790132224559784, + "m": 0.3157602548599243 + }, + { + "p": 0.03549781069159508, + "m": 0.8415905237197876 + }, + { + "p": 0.03901127353310585, + "m": 0.5511931777000427 + }, + { + "p": 0.16433683037757874, + "m": 1.0 + }, + { + "p": 0.10723938047885895, + "m": 0.6689543724060059 + }, + { + "p": 0.08972630649805069, + "m": 1.0 + }, + { + "p": 0.07201627641916275, + "m": 1.0 + }, + { + "p": 0.02449776791036129, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.4393099546432495, + "val_loss": 1.1639865636825562, + "acc": 61.65, + "time": 188.2089854287915, + "param": [ + { + "p": 0.1535423845052719, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04824461415410042, + "m": 1.0 + }, + { + "p": 0.0015998957678675652, + "m": 0.6809090971946716 + }, + { + "p": 0.0, + "m": 0.9976675510406494 + }, + { + "p": 0.08421233296394348, + "m": 0.9638139009475708 + }, + { + "p": 0.17042586207389832, + "m": 0.31935515999794006 + }, + { + "p": 0.03141285479068756, + "m": 0.816483736038208 + }, + { + "p": 0.04819070175290108, + "m": 0.5667427778244019 + }, + { + "p": 0.17165885865688324, + "m": 1.0 + }, + { + "p": 0.10511614382266998, + "m": 0.6476562023162842 + }, + { + "p": 0.09261114150285721, + "m": 1.0 + }, + { + "p": 0.06843821704387665, + "m": 1.0 + }, + { + "p": 0.02454698458313942, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 0.9445024132728577, + "val_loss": 0.9821783900260925, + "acc": 64.31, + "time": 187.3385641919449, + "param": [ + { + "p": 0.13836897909641266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07062551379203796, + "m": 1.0 + }, + { + "p": 0.0007232789066620171, + "m": 0.6567257046699524 + }, + { + "p": 0.0, + "m": 0.9857632517814636 + }, + { + "p": 0.07511819154024124, + "m": 0.9442222714424133 + }, + { + "p": 0.17130768299102783, + "m": 0.33369529247283936 + }, + { + "p": 0.0412665456533432, + "m": 0.7975983619689941 + }, + { + "p": 0.06062692776322365, + "m": 0.5763046741485596 + }, + { + "p": 0.1672995686531067, + "m": 1.0 + }, + { + "p": 0.0799461081624031, + "m": 0.6205282807350159 + }, + { + "p": 0.09519899636507034, + "m": 1.0 + }, + { + "p": 0.06608743220567703, + "m": 1.0 + }, + { + "p": 0.033430758863687515, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.2996256351470947, + "val_loss": 1.0815175771713257, + "acc": 62.47, + "time": 192.28713613911532, + "param": [ + { + "p": 0.12058088183403015, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08158410340547562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6573411822319031 + }, + { + "p": 0.0, + "m": 0.9886069893836975 + }, + { + "p": 0.07240620255470276, + "m": 0.9657586812973022 + }, + { + "p": 0.16494035720825195, + "m": 0.32512688636779785 + }, + { + "p": 0.03859240561723709, + "m": 0.785258412361145 + }, + { + "p": 0.06844279170036316, + "m": 0.571029782295227 + }, + { + "p": 0.17227806150913239, + "m": 1.0 + }, + { + "p": 0.0713082104921341, + "m": 0.5918493866920471 + }, + { + "p": 0.10856208950281143, + "m": 1.0 + }, + { + "p": 0.06449126452207565, + "m": 1.0 + }, + { + "p": 0.03681375831365585, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.1109567880630493, + "val_loss": 0.9816716909408569, + "acc": 64.37, + "time": 189.5569149388466, + "param": [ + { + "p": 0.1028694435954094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08523869514465332, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6268646121025085 + }, + { + "p": 0.0, + "m": 0.9851577281951904 + }, + { + "p": 0.07224922627210617, + "m": 0.9649284482002258 + }, + { + "p": 0.1615675687789917, + "m": 0.29499393701553345 + }, + { + "p": 0.021411733701825142, + "m": 0.7740563154220581 + }, + { + "p": 0.06622079014778137, + "m": 0.5614809393882751 + }, + { + "p": 0.1913130134344101, + "m": 0.9997332692146301 + }, + { + "p": 0.06276709586381912, + "m": 0.5731359124183655 + }, + { + "p": 0.13850955665111542, + "m": 1.0 + }, + { + "p": 0.07094289362430573, + "m": 1.0 + }, + { + "p": 0.026910029351711273, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.0753653049468994, + "val_loss": 1.064321756362915, + "acc": 64.36, + "time": 188.78484135796316, + "param": [ + { + "p": 0.08925710618495941, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10218919068574905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6173070669174194 + }, + { + "p": 0.0, + "m": 0.9986039400100708 + }, + { + "p": 0.07122087478637695, + "m": 0.9245061874389648 + }, + { + "p": 0.15197913348674774, + "m": 0.28113412857055664 + }, + { + "p": 0.01187225989997387, + "m": 0.7605827450752258 + }, + { + "p": 0.06789253652095795, + "m": 0.5585166215896606 + }, + { + "p": 0.1936359405517578, + "m": 0.9907740354537964 + }, + { + "p": 0.04853939265012741, + "m": 0.5480901598930359 + }, + { + "p": 0.15053625404834747, + "m": 1.0 + }, + { + "p": 0.10005198419094086, + "m": 1.0 + }, + { + "p": 0.012825390323996544, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.0015101432800293, + "val_loss": 1.010949730873108, + "acc": 64.82, + "time": 187.44270232506096, + "param": [ + { + "p": 0.08007559180259705, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12455811351537704, + "m": 1.0 + }, + { + "p": 0.0011526657035574317, + "m": 0.6010480523109436 + }, + { + "p": 0.0, + "m": 0.9783366918563843 + }, + { + "p": 0.05357692390680313, + "m": 0.9130479097366333 + }, + { + "p": 0.1395363211631775, + "m": 0.2850147783756256 + }, + { + "p": 0.016107507050037384, + "m": 0.7399475574493408 + }, + { + "p": 0.06687120348215103, + "m": 0.5699122548103333 + }, + { + "p": 0.1870468258857727, + "m": 0.9703482389450073 + }, + { + "p": 0.04142753407359123, + "m": 0.5405992269515991 + }, + { + "p": 0.1681036651134491, + "m": 1.0 + }, + { + "p": 0.11658094078302383, + "m": 1.0 + }, + { + "p": 0.004962726961821318, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.0689733028411865, + "val_loss": 0.9527440071105957, + "acc": 65.82, + "time": 185.1791818968486, + "param": [ + { + "p": 0.08072708547115326, + "m": 1.0 + }, + { + "p": 0.0006197227630764246, + "m": 1.0 + }, + { + "p": 0.13790224492549896, + "m": 1.0 + }, + { + "p": 0.010975068435072899, + "m": 0.5666788220405579 + }, + { + "p": 0.006946868263185024, + "m": 0.9327192902565002 + }, + { + "p": 0.026529403403401375, + "m": 0.9274038076400757 + }, + { + "p": 0.11899218708276749, + "m": 0.26565107703208923 + }, + { + "p": 0.031208720058202744, + "m": 0.721653401851654 + }, + { + "p": 0.06511583179235458, + "m": 0.576379120349884 + }, + { + "p": 0.17543438076972961, + "m": 0.9485295414924622 + }, + { + "p": 0.0399288684129715, + "m": 0.5384075045585632 + }, + { + "p": 0.17990994453430176, + "m": 0.9964233040809631 + }, + { + "p": 0.1219651848077774, + "m": 1.0 + }, + { + "p": 0.0037444974295794964, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.1008292436599731, + "val_loss": 0.830517590045929, + "acc": 64.79, + "time": 184.03481075004674, + "param": [ + { + "p": 0.08953803777694702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14717090129852295, + "m": 1.0 + }, + { + "p": 0.017076047137379646, + "m": 0.55144202709198 + }, + { + "p": 0.005343633703887463, + "m": 0.9248610138893127 + }, + { + "p": 0.022633420303463936, + "m": 0.9292564392089844 + }, + { + "p": 0.11061602830886841, + "m": 0.25221574306488037 + }, + { + "p": 0.03717930242419243, + "m": 0.7316854596138 + }, + { + "p": 0.05874795839190483, + "m": 0.5734993815422058 + }, + { + "p": 0.144328311085701, + "m": 0.9721543788909912 + }, + { + "p": 0.04803590103983879, + "m": 0.5277276635169983 + }, + { + "p": 0.18568627536296844, + "m": 1.0 + }, + { + "p": 0.13364414870738983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.0165802240371704, + "val_loss": 1.0041332244873047, + "acc": 67.0, + "time": 187.31710403901525, + "param": [ + { + "p": 0.09058897942304611, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13536065816879272, + "m": 1.0 + }, + { + "p": 0.03210308030247688, + "m": 0.518313467502594 + }, + { + "p": 0.006208460777997971, + "m": 0.9479281902313232 + }, + { + "p": 0.032901495695114136, + "m": 0.9193500876426697 + }, + { + "p": 0.11924445629119873, + "m": 0.24449282884597778 + }, + { + "p": 0.04417741298675537, + "m": 0.7457613945007324 + }, + { + "p": 0.05389080569148064, + "m": 0.5891469717025757 + }, + { + "p": 0.11471376568078995, + "m": 0.9861365556716919 + }, + { + "p": 0.06345561891794205, + "m": 0.5442453622817993 + }, + { + "p": 0.16894911229610443, + "m": 1.0 + }, + { + "p": 0.1384061872959137, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 0.9906193614006042, + "val_loss": 0.9213293790817261, + "acc": 65.33, + "time": 187.44976767199114, + "param": [ + { + "p": 0.08047942072153091, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12988069653511047, + "m": 1.0 + }, + { + "p": 0.02329288236796856, + "m": 0.4979270100593567 + }, + { + "p": 0.004704404156655073, + "m": 0.9460635781288147 + }, + { + "p": 0.023116471245884895, + "m": 0.9287263751029968 + }, + { + "p": 0.13564692437648773, + "m": 0.23402154445648193 + }, + { + "p": 0.057835161685943604, + "m": 0.7360565662384033 + }, + { + "p": 0.052418336272239685, + "m": 0.5968344211578369 + }, + { + "p": 0.10134425014257431, + "m": 0.9782866835594177 + }, + { + "p": 0.06681688874959946, + "m": 0.5409391522407532 + }, + { + "p": 0.17923520505428314, + "m": 1.0 + }, + { + "p": 0.14522933959960938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 0.925249457359314, + "val_loss": 0.9991750121116638, + "acc": 66.44, + "time": 188.27057495806366, + "param": [ + { + "p": 0.0644306018948555, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13016578555107117, + "m": 1.0 + }, + { + "p": 0.020363863557577133, + "m": 0.5024964809417725 + }, + { + "p": 0.005769684910774231, + "m": 0.9165405631065369 + }, + { + "p": 0.01913668029010296, + "m": 0.9398705959320068 + }, + { + "p": 0.14845943450927734, + "m": 0.19707971811294556 + }, + { + "p": 0.07602580636739731, + "m": 0.7344196438789368 + }, + { + "p": 0.055693939328193665, + "m": 0.5872726440429688 + }, + { + "p": 0.09784038364887238, + "m": 0.9639005064964294 + }, + { + "p": 0.06119728833436966, + "m": 0.5451112985610962 + }, + { + "p": 0.1746809333562851, + "m": 0.9983492493629456 + }, + { + "p": 0.14576788246631622, + "m": 1.0 + }, + { + "p": 0.00046775839291512966, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.0944044589996338, + "val_loss": 0.9922142624855042, + "acc": 67.22, + "time": 185.38968258700334, + "param": [ + { + "p": 0.05021781101822853, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1099715456366539, + "m": 1.0 + }, + { + "p": 0.043020714074373245, + "m": 0.5212846398353577 + }, + { + "p": 0.026377227157354355, + "m": 0.9403876662254333 + }, + { + "p": 0.040179770439863205, + "m": 0.9322322607040405 + }, + { + "p": 0.14351153373718262, + "m": 0.20140431821346283 + }, + { + "p": 0.08898051828145981, + "m": 0.7310135960578918 + }, + { + "p": 0.06662287563085556, + "m": 0.6051599979400635 + }, + { + "p": 0.08609578013420105, + "m": 0.9197287559509277 + }, + { + "p": 0.06254769116640091, + "m": 0.5749821066856384 + }, + { + "p": 0.14570656418800354, + "m": 1.0 + }, + { + "p": 0.12231855094432831, + "m": 1.0 + }, + { + "p": 0.014449325390160084, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 0.8625816702842712, + "val_loss": 0.8617804646492004, + "acc": 66.94, + "time": 185.59206046909094, + "param": [ + { + "p": 0.054894253611564636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09104275703430176, + "m": 1.0 + }, + { + "p": 0.05186808481812477, + "m": 0.5175119638442993 + }, + { + "p": 0.04143941029906273, + "m": 0.9492520689964294 + }, + { + "p": 0.05197294056415558, + "m": 0.9374310970306396 + }, + { + "p": 0.14182725548744202, + "m": 0.1806401163339615 + }, + { + "p": 0.0991891473531723, + "m": 0.7148573398590088 + }, + { + "p": 0.06691725552082062, + "m": 0.6193322539329529 + }, + { + "p": 0.08405457437038422, + "m": 0.8986874222755432 + }, + { + "p": 0.05609424039721489, + "m": 0.5978444218635559 + }, + { + "p": 0.13707903027534485, + "m": 1.0 + }, + { + "p": 0.10346221178770065, + "m": 1.0 + }, + { + "p": 0.020158866420388222, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 0.9726830124855042, + "val_loss": 1.0053681135177612, + "acc": 67.15, + "time": 187.93372475192882, + "param": [ + { + "p": 0.07397215813398361, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07329842448234558, + "m": 1.0 + }, + { + "p": 0.05059951916337013, + "m": 0.4865417182445526 + }, + { + "p": 0.0549045130610466, + "m": 0.9709547758102417 + }, + { + "p": 0.07737810909748077, + "m": 0.9686294794082642 + }, + { + "p": 0.12500980496406555, + "m": 0.18143288791179657 + }, + { + "p": 0.10425100475549698, + "m": 0.7227984666824341 + }, + { + "p": 0.0732344388961792, + "m": 0.627872884273529 + }, + { + "p": 0.07200725376605988, + "m": 0.88840252161026 + }, + { + "p": 0.05376496911048889, + "m": 0.6093629002571106 + }, + { + "p": 0.1292366087436676, + "m": 1.0 + }, + { + "p": 0.09790133684873581, + "m": 1.0 + }, + { + "p": 0.014441796578466892, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.1667300462722778, + "val_loss": 1.0545754432678223, + "acc": 65.86, + "time": 185.21461473288946, + "param": [ + { + "p": 0.08874260634183884, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05248856544494629, + "m": 1.0 + }, + { + "p": 0.04556399583816528, + "m": 0.44243279099464417 + }, + { + "p": 0.07027736306190491, + "m": 0.9627122282981873 + }, + { + "p": 0.0978449136018753, + "m": 0.9805741906166077 + }, + { + "p": 0.1138286218047142, + "m": 0.19441619515419006 + }, + { + "p": 0.10720843076705933, + "m": 0.7090429663658142 + }, + { + "p": 0.0904887244105339, + "m": 0.6365135908126831 + }, + { + "p": 0.05724915862083435, + "m": 0.8811706900596619 + }, + { + "p": 0.0573900081217289, + "m": 0.6244215965270996 + }, + { + "p": 0.12464592605829239, + "m": 1.0 + }, + { + "p": 0.08964245766401291, + "m": 1.0 + }, + { + "p": 0.004629202652722597, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.1135447025299072, + "val_loss": 0.8814350962638855, + "acc": 67.03, + "time": 189.13393774582073, + "param": [ + { + "p": 0.09971853345632553, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03196202963590622, + "m": 1.0 + }, + { + "p": 0.03130999580025673, + "m": 0.3893677592277527 + }, + { + "p": 0.07088315486907959, + "m": 1.0 + }, + { + "p": 0.11953415721654892, + "m": 0.9922251105308533 + }, + { + "p": 0.10995136946439743, + "m": 0.22694404423236847 + }, + { + "p": 0.1188175231218338, + "m": 0.6883965730667114 + }, + { + "p": 0.09099241346120834, + "m": 0.6405372619628906 + }, + { + "p": 0.045936789363622665, + "m": 0.8782458305358887 + }, + { + "p": 0.06749217212200165, + "m": 0.6393356323242188 + }, + { + "p": 0.12211435288190842, + "m": 1.0 + }, + { + "p": 0.08841244131326675, + "m": 1.0 + }, + { + "p": 0.002875075675547123, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.1260420083999634, + "val_loss": 0.8397760987281799, + "acc": 67.93, + "time": 188.83397790486924, + "param": [ + { + "p": 0.10786327719688416, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030865052714943886, + "m": 1.0 + }, + { + "p": 0.030345438048243523, + "m": 0.3217024505138397 + }, + { + "p": 0.06933038681745529, + "m": 1.0 + }, + { + "p": 0.12236609309911728, + "m": 1.0 + }, + { + "p": 0.10770074278116226, + "m": 0.23200514912605286 + }, + { + "p": 0.12610407173633575, + "m": 0.6594676971435547 + }, + { + "p": 0.08700482547283173, + "m": 0.6542704701423645 + }, + { + "p": 0.04894643276929855, + "m": 0.8689962029457092 + }, + { + "p": 0.07388795167207718, + "m": 0.6510097980499268 + }, + { + "p": 0.10676062852144241, + "m": 1.0 + }, + { + "p": 0.08233185112476349, + "m": 1.0 + }, + { + "p": 0.0064932056702673435, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.1068400144577026, + "val_loss": 0.8488019108772278, + "acc": 68.49, + "time": 191.24856441211887, + "param": [ + { + "p": 0.12858666479587555, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03496633470058441, + "m": 1.0 + }, + { + "p": 0.023610638454556465, + "m": 0.28627678751945496 + }, + { + "p": 0.062314700335264206, + "m": 1.0 + }, + { + "p": 0.1392810046672821, + "m": 0.9925644397735596 + }, + { + "p": 0.10357259958982468, + "m": 0.22110755741596222 + }, + { + "p": 0.1386093646287918, + "m": 0.6608301997184753 + }, + { + "p": 0.08283976465463638, + "m": 0.6570231318473816 + }, + { + "p": 0.03968212753534317, + "m": 0.8757982850074768 + }, + { + "p": 0.07465822994709015, + "m": 0.6469867825508118 + }, + { + "p": 0.10243183374404907, + "m": 1.0 + }, + { + "p": 0.06844175606966019, + "m": 1.0 + }, + { + "p": 0.00100497726816684, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.0542669296264648, + "val_loss": 0.9211186766624451, + "acc": 66.5, + "time": 187.58296013181098, + "param": [ + { + "p": 0.14463597536087036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020449606701731682, + "m": 1.0 + }, + { + "p": 0.008547361940145493, + "m": 0.2580438256263733 + }, + { + "p": 0.05660367012023926, + "m": 1.0 + }, + { + "p": 0.15464964509010315, + "m": 0.9932350516319275 + }, + { + "p": 0.10149697959423065, + "m": 0.22328782081604004 + }, + { + "p": 0.15173333883285522, + "m": 0.6043850183486938 + }, + { + "p": 0.08259448409080505, + "m": 0.6480477452278137 + }, + { + "p": 0.03079771064221859, + "m": 0.869964599609375 + }, + { + "p": 0.068757563829422, + "m": 0.643134593963623 + }, + { + "p": 0.11359964311122894, + "m": 1.0 + }, + { + "p": 0.06370529532432556, + "m": 1.0 + }, + { + "p": 0.0024287551641464233, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.3050647974014282, + "val_loss": 0.9348520040512085, + "acc": 67.6, + "time": 187.48475247598253, + "param": [ + { + "p": 0.151234969496727, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03382216766476631, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.25854000449180603 + }, + { + "p": 0.05570610240101814, + "m": 0.9969787001609802 + }, + { + "p": 0.1641000509262085, + "m": 0.9750941395759583 + }, + { + "p": 0.09055779874324799, + "m": 0.2409936487674713 + }, + { + "p": 0.12527768313884735, + "m": 0.5532436966896057 + }, + { + "p": 0.09679752588272095, + "m": 0.6668850779533386 + }, + { + "p": 0.04027896746993065, + "m": 0.8781284093856812 + }, + { + "p": 0.06120186671614647, + "m": 0.658225953578949 + }, + { + "p": 0.10792697966098785, + "m": 1.0 + }, + { + "p": 0.06432777643203735, + "m": 1.0 + }, + { + "p": 0.008768058381974697, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.1593621969223022, + "val_loss": 0.9589290022850037, + "acc": 67.9, + "time": 188.4340823290404, + "param": [ + { + "p": 0.16210836172103882, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03933827206492424, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.238651305437088 + }, + { + "p": 0.06573709845542908, + "m": 0.9611230492591858 + }, + { + "p": 0.16103972494602203, + "m": 0.9728558659553528 + }, + { + "p": 0.07152358442544937, + "m": 0.25204864144325256 + }, + { + "p": 0.10182853043079376, + "m": 0.5106473565101624 + }, + { + "p": 0.10159259289503098, + "m": 0.6829579472541809 + }, + { + "p": 0.04926212131977081, + "m": 0.8926486372947693 + }, + { + "p": 0.05652463063597679, + "m": 0.6651371121406555 + }, + { + "p": 0.11170441657304764, + "m": 1.0 + }, + { + "p": 0.06863348186016083, + "m": 1.0 + }, + { + "p": 0.010707168839871883, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.140438199043274, + "val_loss": 1.0112041234970093, + "acc": 68.85, + "time": 191.50299110193737, + "param": [ + { + "p": 0.1769426167011261, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.038545507937669754, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.22845180332660675 + }, + { + "p": 0.06765736639499664, + "m": 0.9066714644432068 + }, + { + "p": 0.18112123012542725, + "m": 0.9564120173454285 + }, + { + "p": 0.05670802667737007, + "m": 0.2578745484352112 + }, + { + "p": 0.07687331736087799, + "m": 0.4740878641605377 + }, + { + "p": 0.09018486738204956, + "m": 0.6783596277236938 + }, + { + "p": 0.05378340929746628, + "m": 0.9003580808639526 + }, + { + "p": 0.0403376929461956, + "m": 0.6564298868179321 + }, + { + "p": 0.12863874435424805, + "m": 0.9982044100761414 + }, + { + "p": 0.08107174932956696, + "m": 1.0 + }, + { + "p": 0.008135410025715828, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 0.9927079081535339, + "val_loss": 1.043552279472351, + "acc": 68.22, + "time": 186.56912360689603, + "param": [ + { + "p": 0.18923886120319366, + "m": 1.0 + }, + { + "p": 0.007554447744041681, + "m": 1.0 + }, + { + "p": 0.03392532840371132, + "m": 1.0 + }, + { + "p": 0.0013200249522924423, + "m": 0.23867513239383698 + }, + { + "p": 0.06827028095722198, + "m": 0.8566427230834961 + }, + { + "p": 0.19726844131946564, + "m": 0.92169588804245 + }, + { + "p": 0.0484800711274147, + "m": 0.23926272988319397 + }, + { + "p": 0.06034243851900101, + "m": 0.4751325249671936 + }, + { + "p": 0.07738141715526581, + "m": 0.661240816116333 + }, + { + "p": 0.06966879218816757, + "m": 0.9162158966064453 + }, + { + "p": 0.0382748506963253, + "m": 0.6497335433959961 + }, + { + "p": 0.11974917352199554, + "m": 0.9935134649276733 + }, + { + "p": 0.08817767351865768, + "m": 1.0 + }, + { + "p": 0.00034818824497051537, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 0.9660030007362366, + "val_loss": 0.8703523874282837, + "acc": 68.81, + "time": 187.14785219309852, + "param": [ + { + "p": 0.18831266462802887, + "m": 1.0 + }, + { + "p": 0.02271209843456745, + "m": 1.0 + }, + { + "p": 0.025250660255551338, + "m": 1.0 + }, + { + "p": 0.004436190240085125, + "m": 0.24233302474021912 + }, + { + "p": 0.07043320685625076, + "m": 0.8314304947853088 + }, + { + "p": 0.1853014975786209, + "m": 0.8899522423744202 + }, + { + "p": 0.052536509931087494, + "m": 0.21329811215400696 + }, + { + "p": 0.04795730113983154, + "m": 0.4881869852542877 + }, + { + "p": 0.07586764544248581, + "m": 0.6550559997558594 + }, + { + "p": 0.07915196567773819, + "m": 0.9357855319976807 + }, + { + "p": 0.03241609036922455, + "m": 0.64349764585495 + }, + { + "p": 0.11547447741031647, + "m": 1.0 + }, + { + "p": 0.08033670485019684, + "m": 1.0 + }, + { + "p": 0.019812945276498795, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.1159887313842773, + "val_loss": 0.9639282822608948, + "acc": 68.29, + "time": 189.83791204099543, + "param": [ + { + "p": 0.197163924574852, + "m": 1.0 + }, + { + "p": 0.025436272844672203, + "m": 1.0 + }, + { + "p": 0.018956856802105904, + "m": 1.0 + }, + { + "p": 0.002408253028988838, + "m": 0.24066777527332306 + }, + { + "p": 0.069224514067173, + "m": 0.8166043758392334 + }, + { + "p": 0.19480915367603302, + "m": 0.872654139995575 + }, + { + "p": 0.04658292979001999, + "m": 0.21687409281730652 + }, + { + "p": 0.04084830731153488, + "m": 0.49748075008392334 + }, + { + "p": 0.07281794399023056, + "m": 0.6528323292732239 + }, + { + "p": 0.0753580629825592, + "m": 0.9276859164237976 + }, + { + "p": 0.016075383871793747, + "m": 0.6253889799118042 + }, + { + "p": 0.1330133080482483, + "m": 1.0 + }, + { + "p": 0.07526304572820663, + "m": 1.0 + }, + { + "p": 0.0320420004427433, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.0213720798492432, + "val_loss": 1.0158048868179321, + "acc": 67.87, + "time": 190.07336397189647, + "param": [ + { + "p": 0.18049395084381104, + "m": 1.0 + }, + { + "p": 0.02226829156279564, + "m": 1.0 + }, + { + "p": 0.00784369744360447, + "m": 1.0 + }, + { + "p": 0.01820572279393673, + "m": 0.22410368919372559 + }, + { + "p": 0.07018892467021942, + "m": 0.7505620718002319 + }, + { + "p": 0.18412409722805023, + "m": 0.8637524843215942 + }, + { + "p": 0.04032999277114868, + "m": 0.2142132818698883 + }, + { + "p": 0.035449907183647156, + "m": 0.48284775018692017 + }, + { + "p": 0.07772868871688843, + "m": 0.6693894863128662 + }, + { + "p": 0.08073041588068008, + "m": 0.9355807304382324 + }, + { + "p": 0.002939418889582157, + "m": 0.6260547637939453 + }, + { + "p": 0.14934135973453522, + "m": 1.0 + }, + { + "p": 0.07261935621500015, + "m": 1.0 + }, + { + "p": 0.05773616209626198, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 0.9159440398216248, + "val_loss": 0.9378600716590881, + "acc": 68.22, + "time": 189.15263271401636, + "param": [ + { + "p": 0.16432829201221466, + "m": 1.0 + }, + { + "p": 0.022140296176075935, + "m": 1.0 + }, + { + "p": 0.010254108346998692, + "m": 1.0 + }, + { + "p": 0.04118003323674202, + "m": 0.16893169283866882 + }, + { + "p": 0.06195307523012161, + "m": 0.7223325967788696 + }, + { + "p": 0.1658441573381424, + "m": 0.8544299006462097 + }, + { + "p": 0.04563106223940849, + "m": 0.20564062893390656 + }, + { + "p": 0.032477691769599915, + "m": 0.4543985426425934 + }, + { + "p": 0.08887876570224762, + "m": 0.6802756190299988 + }, + { + "p": 0.08916158974170685, + "m": 0.94267338514328 + }, + { + "p": 0.0, + "m": 0.6230324506759644 + }, + { + "p": 0.14183975756168365, + "m": 1.0 + }, + { + "p": 0.07550093531608582, + "m": 1.0 + }, + { + "p": 0.06081017851829529, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.1810041666030884, + "val_loss": 1.1281256675720215, + "acc": 68.04, + "time": 187.9924364099279, + "param": [ + { + "p": 0.16450858116149902, + "m": 1.0 + }, + { + "p": 0.006220875773578882, + "m": 1.0 + }, + { + "p": 0.01981436274945736, + "m": 1.0 + }, + { + "p": 0.047279439866542816, + "m": 0.11519379168748856 + }, + { + "p": 0.05244656652212143, + "m": 0.7373150587081909 + }, + { + "p": 0.17362521588802338, + "m": 0.8719500303268433 + }, + { + "p": 0.03760425001382828, + "m": 0.19701287150382996 + }, + { + "p": 0.044594645500183105, + "m": 0.4586181938648224 + }, + { + "p": 0.09924532473087311, + "m": 0.6855807304382324 + }, + { + "p": 0.09045276790857315, + "m": 0.9351609945297241 + }, + { + "p": 0.0, + "m": 0.615379810333252 + }, + { + "p": 0.13701124489307404, + "m": 1.0 + }, + { + "p": 0.07416196167469025, + "m": 1.0 + }, + { + "p": 0.053034715354442596, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 0.8974131345748901, + "val_loss": 0.8453555703163147, + "acc": 68.82, + "time": 186.30943201784976, + "param": [ + { + "p": 0.162009134888649, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04456949979066849, + "m": 1.0 + }, + { + "p": 0.05499370023608208, + "m": 0.037139665335416794 + }, + { + "p": 0.052621934562921524, + "m": 0.7302243709564209 + }, + { + "p": 0.17064160108566284, + "m": 0.9057505130767822 + }, + { + "p": 0.027249880135059357, + "m": 0.1944376677274704 + }, + { + "p": 0.059111908078193665, + "m": 0.4600878655910492 + }, + { + "p": 0.09664943814277649, + "m": 0.6865108013153076 + }, + { + "p": 0.07311973720788956, + "m": 0.9226441979408264 + }, + { + "p": 0.0, + "m": 0.6117508411407471 + }, + { + "p": 0.1388178914785385, + "m": 1.0 + }, + { + "p": 0.06563176959753036, + "m": 1.0 + }, + { + "p": 0.054583534598350525, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 0.9389599561691284, + "val_loss": 0.9873716831207275, + "acc": 68.29, + "time": 187.36263335077092, + "param": [ + { + "p": 0.15520471334457397, + "m": 1.0 + }, + { + "p": 0.00027639491599984467, + "m": 1.0 + }, + { + "p": 0.07116352021694183, + "m": 1.0 + }, + { + "p": 0.053998202085494995, + "m": 0.0 + }, + { + "p": 0.05575249344110489, + "m": 0.7446973323822021 + }, + { + "p": 0.1707681119441986, + "m": 0.9427430629730225 + }, + { + "p": 0.03318362310528755, + "m": 0.2016097754240036 + }, + { + "p": 0.06522013992071152, + "m": 0.4354920983314514 + }, + { + "p": 0.08480236679315567, + "m": 0.6859388947486877 + }, + { + "p": 0.06642679870128632, + "m": 0.9029288291931152 + }, + { + "p": 0.0, + "m": 0.610539972782135 + }, + { + "p": 0.13351653516292572, + "m": 1.0 + }, + { + "p": 0.06266579031944275, + "m": 1.0 + }, + { + "p": 0.04702135547995567, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 0.9473145008087158, + "val_loss": 0.8985406160354614, + "acc": 69.44, + "time": 185.02232054900378, + "param": [ + { + "p": 0.13739709556102753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08138097077608109, + "m": 1.0 + }, + { + "p": 0.0552993081510067, + "m": 0.0 + }, + { + "p": 0.07672379165887833, + "m": 0.7378172874450684 + }, + { + "p": 0.16689036786556244, + "m": 0.9786615371704102 + }, + { + "p": 0.051683370023965836, + "m": 0.21413899958133698 + }, + { + "p": 0.06640718132257462, + "m": 0.44078123569488525 + }, + { + "p": 0.08846094459295273, + "m": 0.6776995658874512 + }, + { + "p": 0.053066935390233994, + "m": 0.8805291652679443 + }, + { + "p": 0.010127946734428406, + "m": 0.618098258972168 + }, + { + "p": 0.1300431340932846, + "m": 1.0 + }, + { + "p": 0.05410756170749664, + "m": 1.0 + }, + { + "p": 0.028411339968442917, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 0.9431228637695312, + "val_loss": 0.8906998634338379, + "acc": 69.3, + "time": 184.70984908705577, + "param": [ + { + "p": 0.11537599563598633, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08702170848846436, + "m": 1.0 + }, + { + "p": 0.06607408076524734, + "m": 0.0 + }, + { + "p": 0.08950471878051758, + "m": 0.7347916960716248 + }, + { + "p": 0.16544249653816223, + "m": 1.0 + }, + { + "p": 0.06012503802776337, + "m": 0.22425226867198944 + }, + { + "p": 0.052802857011556625, + "m": 0.41965827345848083 + }, + { + "p": 0.09982916712760925, + "m": 0.6943390965461731 + }, + { + "p": 0.04310964420437813, + "m": 0.8656222224235535 + }, + { + "p": 0.018847594037652016, + "m": 0.6232278943061829 + }, + { + "p": 0.12372712790966034, + "m": 1.0 + }, + { + "p": 0.05206028372049332, + "m": 1.0 + }, + { + "p": 0.026079300791025162, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 0.9470492601394653, + "val_loss": 0.9598782062530518, + "acc": 68.72, + "time": 187.24316025106236, + "param": [ + { + "p": 0.09731573611497879, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08470628410577774, + "m": 1.0 + }, + { + "p": 0.07957389205694199, + "m": 0.0 + }, + { + "p": 0.1036679819226265, + "m": 0.7120148539543152 + }, + { + "p": 0.17546924948692322, + "m": 1.0 + }, + { + "p": 0.05211244896054268, + "m": 0.19500097632408142 + }, + { + "p": 0.0422847755253315, + "m": 0.40370309352874756 + }, + { + "p": 0.10745185613632202, + "m": 0.6995155811309814 + }, + { + "p": 0.040517520159482956, + "m": 0.8672782182693481 + }, + { + "p": 0.013090226799249649, + "m": 0.6266589164733887 + }, + { + "p": 0.12036225944757462, + "m": 1.0 + }, + { + "p": 0.051631685346364975, + "m": 1.0 + }, + { + "p": 0.031816013157367706, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.0926884412765503, + "val_loss": 0.8789609670639038, + "acc": 70.2, + "time": 190.3692084089853, + "param": [ + { + "p": 0.08440453559160233, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08298847824335098, + "m": 1.0 + }, + { + "p": 0.09319183230400085, + "m": 0.014205829240381718 + }, + { + "p": 0.11319776624441147, + "m": 0.683417022228241 + }, + { + "p": 0.18427938222885132, + "m": 0.9998447299003601 + }, + { + "p": 0.05571175739169121, + "m": 0.18116989731788635 + }, + { + "p": 0.030851775780320168, + "m": 0.4000895321369171 + }, + { + "p": 0.10350506007671356, + "m": 0.7008101940155029 + }, + { + "p": 0.043131355196237564, + "m": 0.8744522929191589 + }, + { + "p": 0.010212885215878487, + "m": 0.6309328079223633 + }, + { + "p": 0.10637002438306808, + "m": 1.0 + }, + { + "p": 0.05384364724159241, + "m": 1.0 + }, + { + "p": 0.03831150755286217, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.0141998529434204, + "val_loss": 0.9130452871322632, + "acc": 68.48, + "time": 187.50486965896562, + "param": [ + { + "p": 0.07032991945743561, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08690743893384933, + "m": 1.0 + }, + { + "p": 0.099066823720932, + "m": 0.010557260364294052 + }, + { + "p": 0.10879795253276825, + "m": 0.6411358118057251 + }, + { + "p": 0.1975623369216919, + "m": 0.9531106948852539 + }, + { + "p": 0.0636603906750679, + "m": 0.18404650688171387 + }, + { + "p": 0.0066007571294903755, + "m": 0.3845224678516388 + }, + { + "p": 0.11205684393644333, + "m": 0.695632815361023 + }, + { + "p": 0.05115621164441109, + "m": 0.8541032671928406 + }, + { + "p": 0.007072404958307743, + "m": 0.640387237071991 + }, + { + "p": 0.10029862821102142, + "m": 1.0 + }, + { + "p": 0.05066167190670967, + "m": 1.0 + }, + { + "p": 0.045828647911548615, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.0138981342315674, + "val_loss": 0.9326283931732178, + "acc": 67.94, + "time": 188.33426946098916, + "param": [ + { + "p": 0.07075036317110062, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09318268299102783, + "m": 1.0 + }, + { + "p": 0.08815444260835648, + "m": 0.016733398661017418 + }, + { + "p": 0.10595561563968658, + "m": 0.6248960494995117 + }, + { + "p": 0.21698381006717682, + "m": 0.8882086873054504 + }, + { + "p": 0.0539567768573761, + "m": 0.18748946487903595 + }, + { + "p": 0.0, + "m": 0.3919372260570526 + }, + { + "p": 0.13444262742996216, + "m": 0.6829863786697388 + }, + { + "p": 0.04212015122175217, + "m": 0.8383826017379761 + }, + { + "p": 0.0, + "m": 0.6460243463516235 + }, + { + "p": 0.10857407003641129, + "m": 1.0 + }, + { + "p": 0.036658599972724915, + "m": 1.0 + }, + { + "p": 0.049220845103263855, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.0329595804214478, + "val_loss": 0.831156313419342, + "acc": 68.76, + "time": 189.4978463158477, + "param": [ + { + "p": 0.06558386981487274, + "m": 1.0 + }, + { + "p": 0.0016251467168331146, + "m": 1.0 + }, + { + "p": 0.10656669735908508, + "m": 1.0 + }, + { + "p": 0.0713382214307785, + "m": 0.0 + }, + { + "p": 0.10912831872701645, + "m": 0.6012648344039917 + }, + { + "p": 0.21681559085845947, + "m": 0.8405106663703918 + }, + { + "p": 0.050035957247018814, + "m": 0.16244226694107056 + }, + { + "p": 0.0034946631640195847, + "m": 0.38744056224823 + }, + { + "p": 0.15461982786655426, + "m": 0.6588765382766724 + }, + { + "p": 0.036608558148145676, + "m": 0.8342050909996033 + }, + { + "p": 0.00032336165895685554, + "m": 0.6477635502815247 + }, + { + "p": 0.10500384867191315, + "m": 0.9988369941711426 + }, + { + "p": 0.041455041617155075, + "m": 1.0 + }, + { + "p": 0.03740091621875763, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 0.7410682439804077, + "val_loss": 0.9285106658935547, + "acc": 69.93, + "time": 185.8709786401596, + "param": [ + { + "p": 0.06494913250207901, + "m": 1.0 + }, + { + "p": 0.0033027033787220716, + "m": 1.0 + }, + { + "p": 0.1148923933506012, + "m": 1.0 + }, + { + "p": 0.06876838207244873, + "m": 0.0 + }, + { + "p": 0.10144174098968506, + "m": 0.5814164280891418 + }, + { + "p": 0.19238029420375824, + "m": 0.8160771131515503 + }, + { + "p": 0.06473726034164429, + "m": 0.13470077514648438 + }, + { + "p": 0.01388476137071848, + "m": 0.374843567609787 + }, + { + "p": 0.15653100609779358, + "m": 0.6646595001220703 + }, + { + "p": 0.03590577840805054, + "m": 0.8231727480888367 + }, + { + "p": 0.010403735563158989, + "m": 0.6561022996902466 + }, + { + "p": 0.09978068619966507, + "m": 1.0 + }, + { + "p": 0.049962565302848816, + "m": 1.0 + }, + { + "p": 0.02305956929922104, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 0.9260461926460266, + "val_loss": 0.7190293669700623, + "acc": 68.65, + "time": 187.10445985593833, + "param": [ + { + "p": 0.06485781073570251, + "m": 1.0 + }, + { + "p": 0.021424617618322372, + "m": 1.0 + }, + { + "p": 0.11116344481706619, + "m": 1.0 + }, + { + "p": 0.06587700545787811, + "m": 0.0 + }, + { + "p": 0.10218806564807892, + "m": 0.5521973967552185 + }, + { + "p": 0.15252047777175903, + "m": 0.7854593992233276 + }, + { + "p": 0.07467175275087357, + "m": 0.14466965198516846 + }, + { + "p": 0.030929628759622574, + "m": 0.37366893887519836 + }, + { + "p": 0.15258698165416718, + "m": 0.6898177266120911 + }, + { + "p": 0.04043620452284813, + "m": 0.7964816689491272 + }, + { + "p": 0.01808791607618332, + "m": 0.6583860516548157 + }, + { + "p": 0.09909095615148544, + "m": 1.0 + }, + { + "p": 0.0480135902762413, + "m": 1.0 + }, + { + "p": 0.018151579424738884, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.0306823253631592, + "val_loss": 0.9637143611907959, + "acc": 69.71, + "time": 184.96213151700795, + "param": [ + { + "p": 0.06485981494188309, + "m": 1.0 + }, + { + "p": 0.029246097430586815, + "m": 1.0 + }, + { + "p": 0.09525694698095322, + "m": 1.0 + }, + { + "p": 0.06652210652828217, + "m": 0.005452320910990238 + }, + { + "p": 0.10695818811655045, + "m": 0.5002404451370239 + }, + { + "p": 0.15746286511421204, + "m": 0.7767417430877686 + }, + { + "p": 0.07337294518947601, + "m": 0.1449398696422577 + }, + { + "p": 0.038348566740751266, + "m": 0.34953033924102783 + }, + { + "p": 0.16030728816986084, + "m": 0.7013195157051086 + }, + { + "p": 0.043865520507097244, + "m": 0.7913185358047485 + }, + { + "p": 0.013054597191512585, + "m": 0.6515018343925476 + }, + { + "p": 0.09731089323759079, + "m": 1.0 + }, + { + "p": 0.04761219024658203, + "m": 1.0 + }, + { + "p": 0.005822011735290289, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 0.8072293400764465, + "val_loss": 1.0029722452163696, + "acc": 69.35, + "time": 185.1040979719255, + "param": [ + { + "p": 0.07439032942056656, + "m": 1.0 + }, + { + "p": 0.004187682643532753, + "m": 1.0 + }, + { + "p": 0.0873669907450676, + "m": 1.0 + }, + { + "p": 0.06294338405132294, + "m": 0.0 + }, + { + "p": 0.10130011290311813, + "m": 0.4852851927280426 + }, + { + "p": 0.16369383037090302, + "m": 0.7723081707954407 + }, + { + "p": 0.07801038771867752, + "m": 0.12733297049999237 + }, + { + "p": 0.048744723200798035, + "m": 0.30962952971458435 + }, + { + "p": 0.15524540841579437, + "m": 0.6676794290542603 + }, + { + "p": 0.049131423234939575, + "m": 0.7834927439689636 + }, + { + "p": 0.020192721858620644, + "m": 0.6525375843048096 + }, + { + "p": 0.0964222252368927, + "m": 1.0 + }, + { + "p": 0.04909583181142807, + "m": 1.0 + }, + { + "p": 0.009274870157241821, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 0.8433173894882202, + "val_loss": 0.8005227446556091, + "acc": 69.16, + "time": 188.4134725339245, + "param": [ + { + "p": 0.08723293244838715, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08461082726716995, + "m": 1.0 + }, + { + "p": 0.05806105211377144, + "m": 0.0018432101933285594 + }, + { + "p": 0.0954764187335968, + "m": 0.45546144247055054 + }, + { + "p": 0.17480385303497314, + "m": 0.7835697531700134 + }, + { + "p": 0.080568827688694, + "m": 0.09875377267599106 + }, + { + "p": 0.0623461976647377, + "m": 0.31897568702697754 + }, + { + "p": 0.14588546752929688, + "m": 0.646455705165863 + }, + { + "p": 0.04379253461956978, + "m": 0.7582929730415344 + }, + { + "p": 0.02164950780570507, + "m": 0.6426188349723816 + }, + { + "p": 0.0934639647603035, + "m": 0.997052788734436 + }, + { + "p": 0.04434539005160332, + "m": 1.0 + }, + { + "p": 0.007763053756207228, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 0.9416578412055969, + "val_loss": 0.8074457049369812, + "acc": 69.39, + "time": 191.97339297807775, + "param": [ + { + "p": 0.10796171426773071, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07371270656585693, + "m": 1.0 + }, + { + "p": 0.035703934729099274, + "m": 0.005244842730462551 + }, + { + "p": 0.09155938029289246, + "m": 0.42915040254592896 + }, + { + "p": 0.18588480353355408, + "m": 0.8006342649459839 + }, + { + "p": 0.08902882039546967, + "m": 0.11611942946910858 + }, + { + "p": 0.07718407362699509, + "m": 0.3472121059894562 + }, + { + "p": 0.15160685777664185, + "m": 0.6579263806343079 + }, + { + "p": 0.03387545421719551, + "m": 0.7173373699188232 + }, + { + "p": 0.013049166649580002, + "m": 0.6461246609687805 + }, + { + "p": 0.09315846860408783, + "m": 0.9911500215530396 + }, + { + "p": 0.03894826024770737, + "m": 1.0 + }, + { + "p": 0.008326413109898567, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.0809309482574463, + "val_loss": 0.8368737101554871, + "acc": 70.3, + "time": 187.8484391081147, + "param": [ + { + "p": 0.12234000861644745, + "m": 1.0 + }, + { + "p": 0.007368524558842182, + "m": 1.0 + }, + { + "p": 0.06908319145441055, + "m": 1.0 + }, + { + "p": 0.023142224177718163, + "m": 0.0 + }, + { + "p": 0.08300045877695084, + "m": 0.39202797412872314 + }, + { + "p": 0.20631396770477295, + "m": 0.7983279228210449 + }, + { + "p": 0.10111814737319946, + "m": 0.12153610587120056 + }, + { + "p": 0.07345394045114517, + "m": 0.37592723965644836 + }, + { + "p": 0.16517019271850586, + "m": 0.6624445915222168 + }, + { + "p": 0.010588272474706173, + "m": 0.7003201246261597 + }, + { + "p": 0.0017447469290345907, + "m": 0.6438307166099548 + }, + { + "p": 0.08512713760137558, + "m": 1.0 + }, + { + "p": 0.05154924839735031, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 0.7141574025154114, + "val_loss": 0.9306920766830444, + "acc": 69.32, + "time": 186.68254118203185, + "param": [ + { + "p": 0.1260012686252594, + "m": 1.0 + }, + { + "p": 0.016028698533773422, + "m": 1.0 + }, + { + "p": 0.08429133892059326, + "m": 1.0 + }, + { + "p": 0.02466271072626114, + "m": 0.00016514057642780244 + }, + { + "p": 0.0732898861169815, + "m": 0.35247883200645447 + }, + { + "p": 0.2064206600189209, + "m": 0.7594910264015198 + }, + { + "p": 0.10615391284227371, + "m": 0.1287587285041809 + }, + { + "p": 0.055224061012268066, + "m": 0.36348119378089905 + }, + { + "p": 0.1699262261390686, + "m": 0.6457427144050598 + }, + { + "p": 0.011150992475450039, + "m": 0.7059691548347473 + }, + { + "p": 0.0, + "m": 0.6382363438606262 + }, + { + "p": 0.06098996475338936, + "m": 1.0 + }, + { + "p": 0.06586021184921265, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 0.9920558929443359, + "val_loss": 0.7568381428718567, + "acc": 70.48, + "time": 189.16130287502892, + "param": [ + { + "p": 0.12648721039295197, + "m": 1.0 + }, + { + "p": 0.03377401456236839, + "m": 1.0 + }, + { + "p": 0.08535457402467728, + "m": 1.0 + }, + { + "p": 0.030775869265198708, + "m": 0.021668964996933937 + }, + { + "p": 0.061452388763427734, + "m": 0.3545242249965668 + }, + { + "p": 0.19435405731201172, + "m": 0.7617135643959045 + }, + { + "p": 0.10471983253955841, + "m": 0.14087159931659698 + }, + { + "p": 0.046098820865154266, + "m": 0.3447217643260956 + }, + { + "p": 0.17172546684741974, + "m": 0.6425127387046814 + }, + { + "p": 0.028978770598769188, + "m": 0.6957079768180847 + }, + { + "p": 0.0022714613005518913, + "m": 0.6344903111457825 + }, + { + "p": 0.0366901271045208, + "m": 0.9988155961036682 + }, + { + "p": 0.06804868578910828, + "m": 1.0 + }, + { + "p": 0.00926861073821783, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 0.9326400756835938, + "val_loss": 0.794882595539093, + "acc": 70.48, + "time": 188.73347182385623, + "param": [ + { + "p": 0.1182720959186554, + "m": 1.0 + }, + { + "p": 0.037220146507024765, + "m": 1.0 + }, + { + "p": 0.07635210454463959, + "m": 1.0 + }, + { + "p": 0.050099801272153854, + "m": 0.002931436523795128 + }, + { + "p": 0.04836677387356758, + "m": 0.37516602873802185 + }, + { + "p": 0.18018944561481476, + "m": 0.7856919765472412 + }, + { + "p": 0.10081829130649567, + "m": 0.1495576649904251 + }, + { + "p": 0.046110957860946655, + "m": 0.31303051114082336 + }, + { + "p": 0.17063264548778534, + "m": 0.6389212012290955 + }, + { + "p": 0.045153096318244934, + "m": 0.6692482233047485 + }, + { + "p": 0.017347421497106552, + "m": 0.640203058719635 + }, + { + "p": 0.029817571863532066, + "m": 1.0 + }, + { + "p": 0.0690491572022438, + "m": 1.0 + }, + { + "p": 0.010570406913757324, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 0.7374459505081177, + "val_loss": 0.8964947462081909, + "acc": 70.57, + "time": 185.9557356040459, + "param": [ + { + "p": 0.12463369965553284, + "m": 1.0 + }, + { + "p": 0.025596560910344124, + "m": 1.0 + }, + { + "p": 0.07280834019184113, + "m": 1.0 + }, + { + "p": 0.05200132727622986, + "m": 0.0 + }, + { + "p": 0.03807194530963898, + "m": 0.401790976524353 + }, + { + "p": 0.18916012346744537, + "m": 0.805394172668457 + }, + { + "p": 0.08903281390666962, + "m": 0.13444948196411133 + }, + { + "p": 0.04261951521039009, + "m": 0.2709789574146271 + }, + { + "p": 0.1831071823835373, + "m": 0.675299882888794 + }, + { + "p": 0.056219231337308884, + "m": 0.6662280559539795 + }, + { + "p": 0.02119574323296547, + "m": 0.6548110246658325 + }, + { + "p": 0.02404928393661976, + "m": 1.0 + }, + { + "p": 0.07253579050302505, + "m": 1.0 + }, + { + "p": 0.008968373760581017, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.0387601852416992, + "val_loss": 0.8512324690818787, + "acc": 70.19, + "time": 184.784994692076, + "param": [ + { + "p": 0.11990761756896973, + "m": 1.0 + }, + { + "p": 0.007363382261246443, + "m": 1.0 + }, + { + "p": 0.07730928063392639, + "m": 1.0 + }, + { + "p": 0.042850054800510406, + "m": 0.0 + }, + { + "p": 0.042556069791316986, + "m": 0.4193519353866577 + }, + { + "p": 0.19507917761802673, + "m": 0.7942841649055481 + }, + { + "p": 0.07380885630846024, + "m": 0.12298323214054108 + }, + { + "p": 0.044587213546037674, + "m": 0.25314489006996155 + }, + { + "p": 0.1902346909046173, + "m": 0.7166432738304138 + }, + { + "p": 0.07066506147384644, + "m": 0.6957239508628845 + }, + { + "p": 0.017838409170508385, + "m": 0.6653640270233154 + }, + { + "p": 0.01214305218309164, + "m": 1.0 + }, + { + "p": 0.07473212480545044, + "m": 1.0 + }, + { + "p": 0.03092493861913681, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 0.9218252301216125, + "val_loss": 0.904719352722168, + "acc": 70.14, + "time": 187.99366323603317, + "param": [ + { + "p": 0.1134074479341507, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08399614691734314, + "m": 1.0 + }, + { + "p": 0.04528675600886345, + "m": 0.0020267460495233536 + }, + { + "p": 0.04610581323504448, + "m": 0.4302924573421478 + }, + { + "p": 0.19248583912849426, + "m": 0.7919758558273315 + }, + { + "p": 0.06086873263120651, + "m": 0.1214006245136261 + }, + { + "p": 0.047667767852544785, + "m": 0.2349892258644104 + }, + { + "p": 0.1914377510547638, + "m": 0.6982787251472473 + }, + { + "p": 0.0727091133594513, + "m": 0.7460338473320007 + }, + { + "p": 0.024074062705039978, + "m": 0.6754412055015564 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0653984323143959, + "m": 1.0 + }, + { + "p": 0.056562211364507675, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 0.7714440822601318, + "val_loss": 0.9896411299705505, + "acc": 70.06, + "time": 189.73588703898713, + "param": [ + { + "p": 0.10645860433578491, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09015126526355743, + "m": 1.0 + }, + { + "p": 0.0473325215280056, + "m": 0.02786378376185894 + }, + { + "p": 0.03807121142745018, + "m": 0.4132217466831207 + }, + { + "p": 0.20639044046401978, + "m": 0.7970478534698486 + }, + { + "p": 0.05474329739809036, + "m": 0.0883641317486763 + }, + { + "p": 0.052638065069913864, + "m": 0.23483650386333466 + }, + { + "p": 0.20004937052726746, + "m": 0.6518837809562683 + }, + { + "p": 0.06324958056211472, + "m": 0.7579184770584106 + }, + { + "p": 0.02468368038535118, + "m": 0.6735394597053528 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05673870071768761, + "m": 1.0 + }, + { + "p": 0.0594932995736599, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 0.9819738268852234, + "val_loss": 1.1109389066696167, + "acc": 70.17, + "time": 189.1754851168953, + "param": [ + { + "p": 0.08735860884189606, + "m": 1.0 + }, + { + "p": 0.022971363738179207, + "m": 1.0 + }, + { + "p": 0.1024998277425766, + "m": 1.0 + }, + { + "p": 0.04551380127668381, + "m": 0.05537671223282814 + }, + { + "p": 0.035383496433496475, + "m": 0.3807273805141449 + }, + { + "p": 0.17871809005737305, + "m": 0.7667868137359619 + }, + { + "p": 0.05101856589317322, + "m": 0.0708966851234436 + }, + { + "p": 0.06573071330785751, + "m": 0.21556472778320312 + }, + { + "p": 0.19012929499149323, + "m": 0.6074253916740417 + }, + { + "p": 0.05228925123810768, + "m": 0.7423813343048096 + }, + { + "p": 0.022404612973332405, + "m": 0.6584063768386841 + }, + { + "p": 0.008080041967332363, + "m": 0.9983503222465515 + }, + { + "p": 0.06222125142812729, + "m": 1.0 + }, + { + "p": 0.07568106055259705, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 0.8233677744865417, + "val_loss": 0.9720087051391602, + "acc": 70.69, + "time": 185.5445586380083, + "param": [ + { + "p": 0.0695413202047348, + "m": 1.0 + }, + { + "p": 0.05665772408246994, + "m": 1.0 + }, + { + "p": 0.11229786276817322, + "m": 1.0 + }, + { + "p": 0.0397445484995842, + "m": 0.024125676602125168 + }, + { + "p": 0.021726736798882484, + "m": 0.3538585305213928 + }, + { + "p": 0.15148787200450897, + "m": 0.7463124990463257 + }, + { + "p": 0.03372937813401222, + "m": 0.010663211345672607 + }, + { + "p": 0.06891682744026184, + "m": 0.23103569447994232 + }, + { + "p": 0.18285362422466278, + "m": 0.5808059573173523 + }, + { + "p": 0.041784387081861496, + "m": 0.7486892938613892 + }, + { + "p": 0.025412598624825478, + "m": 0.6735177636146545 + }, + { + "p": 0.02463144063949585, + "m": 1.0 + }, + { + "p": 0.059927474707365036, + "m": 1.0 + }, + { + "p": 0.1112881526350975, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.0228174924850464, + "val_loss": 0.8446412682533264, + "acc": 70.17, + "time": 187.59672483219765, + "param": [ + { + "p": 0.06532657891511917, + "m": 1.0 + }, + { + "p": 0.07336649298667908, + "m": 1.0 + }, + { + "p": 0.12439585477113724, + "m": 1.0 + }, + { + "p": 0.04756871238350868, + "m": 0.0 + }, + { + "p": 0.0016410571988672018, + "m": 0.3256213068962097 + }, + { + "p": 0.14528699219226837, + "m": 0.7341106534004211 + }, + { + "p": 0.008045059628784657, + "m": 0.0 + }, + { + "p": 0.06011874973773956, + "m": 0.25973886251449585 + }, + { + "p": 0.1838809698820114, + "m": 0.541886568069458 + }, + { + "p": 0.03249823674559593, + "m": 0.7429322004318237 + }, + { + "p": 0.02395590767264366, + "m": 0.6817542910575867 + }, + { + "p": 0.041572876274585724, + "m": 1.0 + }, + { + "p": 0.06484618782997131, + "m": 1.0 + }, + { + "p": 0.12749624252319336, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.0529429912567139, + "val_loss": 1.1394498348236084, + "acc": 69.09, + "time": 186.67359811603092, + "param": [ + { + "p": 0.05446503311395645, + "m": 1.0 + }, + { + "p": 0.06817763298749924, + "m": 1.0 + }, + { + "p": 0.13722483813762665, + "m": 1.0 + }, + { + "p": 0.04683839902281761, + "m": 0.01512731984257698 + }, + { + "p": 0.0, + "m": 0.2991548776626587 + }, + { + "p": 0.12370563298463821, + "m": 0.7040170431137085 + }, + { + "p": 0.0035620538983494043, + "m": 0.000704331265296787 + }, + { + "p": 0.05556495487689972, + "m": 0.29308393597602844 + }, + { + "p": 0.1991141438484192, + "m": 0.5271766185760498 + }, + { + "p": 0.0341394878923893, + "m": 0.7359614968299866 + }, + { + "p": 0.02705339342355728, + "m": 0.6850428581237793 + }, + { + "p": 0.0392322763800621, + "m": 1.0 + }, + { + "p": 0.06905112415552139, + "m": 1.0 + }, + { + "p": 0.14187097549438477, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.0235989093780518, + "val_loss": 0.86180579662323, + "acc": 69.75, + "time": 186.8192327450961, + "param": [ + { + "p": 0.04211179539561272, + "m": 1.0 + }, + { + "p": 0.05966958403587341, + "m": 1.0 + }, + { + "p": 0.13386404514312744, + "m": 1.0 + }, + { + "p": 0.05699533596634865, + "m": 0.051641542464494705 + }, + { + "p": 0.012935844250023365, + "m": 0.2753002643585205 + }, + { + "p": 0.0901857390999794, + "m": 0.7018441557884216 + }, + { + "p": 0.009231328964233398, + "m": 0.012957291677594185 + }, + { + "p": 0.06653541326522827, + "m": 0.31705242395401 + }, + { + "p": 0.2003399133682251, + "m": 0.5453386902809143 + }, + { + "p": 0.05132061615586281, + "m": 0.7223689556121826 + }, + { + "p": 0.0317748486995697, + "m": 0.694443941116333 + }, + { + "p": 0.0479135662317276, + "m": 1.0 + }, + { + "p": 0.06178718060255051, + "m": 1.0 + }, + { + "p": 0.13533486425876617, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 0.9344069957733154, + "val_loss": 0.8395965099334717, + "acc": 69.77, + "time": 186.74164640298113, + "param": [ + { + "p": 0.047268275171518326, + "m": 1.0 + }, + { + "p": 0.048608433455228806, + "m": 1.0 + }, + { + "p": 0.10944248735904694, + "m": 1.0 + }, + { + "p": 0.07401107996702194, + "m": 0.07144898176193237 + }, + { + "p": 0.02281748503446579, + "m": 0.2531885504722595 + }, + { + "p": 0.07730399817228317, + "m": 0.674466073513031 + }, + { + "p": 0.02713606134057045, + "m": 0.0 + }, + { + "p": 0.07866445183753967, + "m": 0.3612612187862396 + }, + { + "p": 0.18103229999542236, + "m": 0.5498276352882385 + }, + { + "p": 0.063736192882061, + "m": 0.7194355726242065 + }, + { + "p": 0.037875451147556305, + "m": 0.7027341723442078 + }, + { + "p": 0.056167054921388626, + "m": 1.0 + }, + { + "p": 0.04835911840200424, + "m": 1.0 + }, + { + "p": 0.12757767736911774, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.5954555869102478, + "val_loss": 0.7304439544677734, + "acc": 70.95, + "time": 187.62062427587807, + "param": [ + { + "p": 0.04953336343169212, + "m": 1.0 + }, + { + "p": 0.04291094094514847, + "m": 1.0 + }, + { + "p": 0.0989808663725853, + "m": 1.0 + }, + { + "p": 0.07565612345933914, + "m": 0.09397780895233154 + }, + { + "p": 0.03944820165634155, + "m": 0.2447594255208969 + }, + { + "p": 0.06931620091199875, + "m": 0.6680786609649658 + }, + { + "p": 0.04472663253545761, + "m": 0.0 + }, + { + "p": 0.07388703525066376, + "m": 0.3935374617576599 + }, + { + "p": 0.17867133021354675, + "m": 0.5412325263023376 + }, + { + "p": 0.06196434795856476, + "m": 0.7330219149589539 + }, + { + "p": 0.0414348766207695, + "m": 0.7039729356765747 + }, + { + "p": 0.04852413386106491, + "m": 0.9999296069145203 + }, + { + "p": 0.03635797277092934, + "m": 1.0 + }, + { + "p": 0.13858793675899506, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.5564388632774353, + "val_loss": 0.9576629400253296, + "acc": 70.85, + "time": 192.48233268898912, + "param": [ + { + "p": 0.05136397108435631, + "m": 1.0 + }, + { + "p": 0.06608208268880844, + "m": 1.0 + }, + { + "p": 0.09510355442762375, + "m": 1.0 + }, + { + "p": 0.06858725100755692, + "m": 0.09674879163503647 + }, + { + "p": 0.04686036705970764, + "m": 0.20576348900794983 + }, + { + "p": 0.06024390459060669, + "m": 0.6574799418449402 + }, + { + "p": 0.05167821794748306, + "m": 0.0 + }, + { + "p": 0.07160250097513199, + "m": 0.4471881091594696 + }, + { + "p": 0.1771354228258133, + "m": 0.5416115522384644 + }, + { + "p": 0.05243990942835808, + "m": 0.7479878664016724 + }, + { + "p": 0.04713891074061394, + "m": 0.7049217224121094 + }, + { + "p": 0.05225072056055069, + "m": 0.9951520562171936 + }, + { + "p": 0.033395107835531235, + "m": 1.0 + }, + { + "p": 0.12611810863018036, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.6148488521575928, + "val_loss": 0.833250105381012, + "acc": 70.72, + "time": 191.98222391307354, + "param": [ + { + "p": 0.04887792468070984, + "m": 1.0 + }, + { + "p": 0.0937911868095398, + "m": 1.0 + }, + { + "p": 0.09272272884845734, + "m": 1.0 + }, + { + "p": 0.05139659345149994, + "m": 0.0756467953324318 + }, + { + "p": 0.05096736177802086, + "m": 0.13939924538135529 + }, + { + "p": 0.04305682331323624, + "m": 0.613883912563324 + }, + { + "p": 0.06087571009993553, + "m": 0.001590985688380897 + }, + { + "p": 0.0666707307100296, + "m": 0.4461786150932312 + }, + { + "p": 0.17099599540233612, + "m": 0.5392255187034607 + }, + { + "p": 0.05269334465265274, + "m": 0.7638962268829346 + }, + { + "p": 0.052281688898801804, + "m": 0.7007734179496765 + }, + { + "p": 0.05277503654360771, + "m": 1.0 + }, + { + "p": 0.048554036766290665, + "m": 1.0 + }, + { + "p": 0.11434090882539749, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 0.7634453177452087, + "val_loss": 0.8023343682289124, + "acc": 70.56, + "time": 188.14523875387385, + "param": [ + { + "p": 0.06017453223466873, + "m": 1.0 + }, + { + "p": 0.10404109954833984, + "m": 1.0 + }, + { + "p": 0.08696165680885315, + "m": 1.0 + }, + { + "p": 0.041023701429367065, + "m": 0.07072270661592484 + }, + { + "p": 0.051743026822805405, + "m": 0.13481245934963226 + }, + { + "p": 0.02715538628399372, + "m": 0.5916468501091003 + }, + { + "p": 0.06993795186281204, + "m": 0.0 + }, + { + "p": 0.042017966508865356, + "m": 0.4088706076145172 + }, + { + "p": 0.1729026734828949, + "m": 0.5351169109344482 + }, + { + "p": 0.061178334057331085, + "m": 0.7553486824035645 + }, + { + "p": 0.05779634043574333, + "m": 0.691116213798523 + }, + { + "p": 0.059262994676828384, + "m": 1.0 + }, + { + "p": 0.05682900920510292, + "m": 1.0 + }, + { + "p": 0.10897532105445862, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.6688990592956543, + "val_loss": 1.0123447179794312, + "acc": 70.69, + "time": 189.21458824095316, + "param": [ + { + "p": 0.07295586168766022, + "m": 1.0 + }, + { + "p": 0.10434942692518234, + "m": 1.0 + }, + { + "p": 0.08593378216028214, + "m": 1.0 + }, + { + "p": 0.043244216591119766, + "m": 0.06163093075156212 + }, + { + "p": 0.04184756055474281, + "m": 0.1361195147037506 + }, + { + "p": 0.02477909065783024, + "m": 0.5849519968032837 + }, + { + "p": 0.0720091164112091, + "m": 0.0 + }, + { + "p": 0.025278843939304352, + "m": 0.35453033447265625 + }, + { + "p": 0.16580000519752502, + "m": 0.5387497544288635 + }, + { + "p": 0.0768744945526123, + "m": 0.7508837580680847 + }, + { + "p": 0.060923028737306595, + "m": 0.7005752325057983 + }, + { + "p": 0.06693891435861588, + "m": 1.0 + }, + { + "p": 0.058705884963274, + "m": 1.0 + }, + { + "p": 0.100359708070755, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.6263599395751953, + "val_loss": 0.9735637903213501, + "acc": 70.25, + "time": 185.98379852692597, + "param": [ + { + "p": 0.0834617018699646, + "m": 1.0 + }, + { + "p": 0.09366142749786377, + "m": 1.0 + }, + { + "p": 0.09479795396327972, + "m": 1.0 + }, + { + "p": 0.04760405048727989, + "m": 0.047749053686857224 + }, + { + "p": 0.02692819945514202, + "m": 0.10078591853380203 + }, + { + "p": 0.02259542979300022, + "m": 0.5759074687957764 + }, + { + "p": 0.0785604789853096, + "m": 0.016602974385023117 + }, + { + "p": 0.017662864178419113, + "m": 0.35267218947410583 + }, + { + "p": 0.1525815725326538, + "m": 0.5301957726478577 + }, + { + "p": 0.07593086361885071, + "m": 0.7415285110473633 + }, + { + "p": 0.06473187357187271, + "m": 0.710136890411377 + }, + { + "p": 0.07739143818616867, + "m": 0.9998568296432495 + }, + { + "p": 0.04829249903559685, + "m": 1.0 + }, + { + "p": 0.11579962074756622, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 0.6677950024604797, + "val_loss": 0.7956516146659851, + "acc": 70.58, + "time": 190.3031554929912, + "param": [ + { + "p": 0.09013117104768753, + "m": 1.0 + }, + { + "p": 0.07291615009307861, + "m": 1.0 + }, + { + "p": 0.09611303359270096, + "m": 1.0 + }, + { + "p": 0.05878404155373573, + "m": 0.02795066311955452 + }, + { + "p": 0.03655954822897911, + "m": 0.09005732834339142 + }, + { + "p": 0.03799639269709587, + "m": 0.5687271356582642 + }, + { + "p": 0.08547380566596985, + "m": 0.0 + }, + { + "p": 0.03292006999254227, + "m": 0.3674337565898895 + }, + { + "p": 0.13063094019889832, + "m": 0.5098091959953308 + }, + { + "p": 0.07676166296005249, + "m": 0.7458797097206116 + }, + { + "p": 0.05550648644566536, + "m": 0.7199246883392334 + }, + { + "p": 0.06878092139959335, + "m": 1.0 + }, + { + "p": 0.03699298948049545, + "m": 1.0 + }, + { + "p": 0.12043273448944092, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.7987293601036072, + "val_loss": 0.7926945090293884, + "acc": 70.49, + "time": 186.54630430787802, + "param": [ + { + "p": 0.09157543629407883, + "m": 1.0 + }, + { + "p": 0.06704256683588028, + "m": 1.0 + }, + { + "p": 0.08339132368564606, + "m": 1.0 + }, + { + "p": 0.06575298309326172, + "m": 0.0 + }, + { + "p": 0.028302382677793503, + "m": 0.03678318113088608 + }, + { + "p": 0.06439099460840225, + "m": 0.582457959651947 + }, + { + "p": 0.08200966566801071, + "m": 0.0 + }, + { + "p": 0.04468759521842003, + "m": 0.37501463294029236 + }, + { + "p": 0.12161999195814133, + "m": 0.483228474855423 + }, + { + "p": 0.0850152000784874, + "m": 0.7435305118560791 + }, + { + "p": 0.0505681112408638, + "m": 0.7178958654403687 + }, + { + "p": 0.05746237561106682, + "m": 1.0 + }, + { + "p": 0.0378773994743824, + "m": 1.0 + }, + { + "p": 0.12030404061079025, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.6041107177734375, + "val_loss": 1.0253784656524658, + "acc": 69.43, + "time": 187.81540917302482, + "param": [ + { + "p": 0.08606919646263123, + "m": 1.0 + }, + { + "p": 0.0660107433795929, + "m": 1.0 + }, + { + "p": 0.08150441199541092, + "m": 1.0 + }, + { + "p": 0.06986265629529953, + "m": 0.00021704603568650782 + }, + { + "p": 0.024751577526330948, + "m": 0.0005050809122622013 + }, + { + "p": 0.09501972049474716, + "m": 0.569549560546875 + }, + { + "p": 0.08164241909980774, + "m": 0.0020743946079164743 + }, + { + "p": 0.04130362346768379, + "m": 0.3459499478340149 + }, + { + "p": 0.13270573318004608, + "m": 0.477805495262146 + }, + { + "p": 0.07622189819812775, + "m": 0.7231274247169495 + }, + { + "p": 0.06202464923262596, + "m": 0.7012184262275696 + }, + { + "p": 0.04998168349266052, + "m": 0.9929700493812561 + }, + { + "p": 0.0325138121843338, + "m": 1.0 + }, + { + "p": 0.10038793832063675, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.7056576609611511, + "val_loss": 0.9252059459686279, + "acc": 70.71, + "time": 186.4739769420121, + "param": [ + { + "p": 0.08520106971263885, + "m": 1.0 + }, + { + "p": 0.05519906431436539, + "m": 1.0 + }, + { + "p": 0.09096328914165497, + "m": 1.0 + }, + { + "p": 0.08549489080905914, + "m": 0.0 + }, + { + "p": 0.007592717185616493, + "m": 0.0010964282555505633 + }, + { + "p": 0.10845967382192612, + "m": 0.5508505702018738 + }, + { + "p": 0.07914766669273376, + "m": 0.028625337406992912 + }, + { + "p": 0.028659990057349205, + "m": 0.35101428627967834 + }, + { + "p": 0.17399024963378906, + "m": 0.48459070920944214 + }, + { + "p": 0.05850135535001755, + "m": 0.7329381108283997 + }, + { + "p": 0.06606540083885193, + "m": 0.7094470858573914 + }, + { + "p": 0.042229872196912766, + "m": 0.9715220928192139 + }, + { + "p": 0.025887684896588326, + "m": 1.0 + }, + { + "p": 0.09260717034339905, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 0.7134197354316711, + "val_loss": 0.8282288312911987, + "acc": 70.63, + "time": 189.62440835894085, + "param": [ + { + "p": 0.07416924834251404, + "m": 1.0 + }, + { + "p": 0.05296730250120163, + "m": 1.0 + }, + { + "p": 0.09795958548784256, + "m": 1.0 + }, + { + "p": 0.10671275109052658, + "m": 0.0035609265323728323 + }, + { + "p": 0.021606765687465668, + "m": 0.005839501973241568 + }, + { + "p": 0.11785315722227097, + "m": 0.5053457617759705 + }, + { + "p": 0.06561776995658875, + "m": 0.024648725986480713 + }, + { + "p": 0.019072582945227623, + "m": 0.3591989576816559 + }, + { + "p": 0.1879848837852478, + "m": 0.47999611496925354 + }, + { + "p": 0.03433706983923912, + "m": 0.7404826283454895 + }, + { + "p": 0.07521439343690872, + "m": 0.7113077044487 + }, + { + "p": 0.04096890613436699, + "m": 0.9509112238883972 + }, + { + "p": 0.019089950248599052, + "m": 1.0 + }, + { + "p": 0.08644554018974304, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.12833833694458, + "val_loss": 0.8134135603904724, + "acc": 70.77, + "time": 188.17854067403823, + "param": [ + { + "p": 0.06848569959402084, + "m": 1.0 + }, + { + "p": 0.07558317482471466, + "m": 1.0 + }, + { + "p": 0.09537723660469055, + "m": 1.0 + }, + { + "p": 0.10114669799804688, + "m": 0.0 + }, + { + "p": 0.015847980976104736, + "m": 0.0 + }, + { + "p": 0.1224023625254631, + "m": 0.43604713678359985 + }, + { + "p": 0.056823231279850006, + "m": 0.02647707425057888 + }, + { + "p": 0.023031819611787796, + "m": 0.3764443099498749 + }, + { + "p": 0.19860634207725525, + "m": 0.4691835045814514 + }, + { + "p": 0.02004169672727585, + "m": 0.732798159122467 + }, + { + "p": 0.07647760212421417, + "m": 0.7014702558517456 + }, + { + "p": 0.032733023166656494, + "m": 0.9520071148872375 + }, + { + "p": 0.010302234441041946, + "m": 1.0 + }, + { + "p": 0.10314089804887772, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.7129436135292053, + "val_loss": 0.8335691690444946, + "acc": 70.4, + "time": 188.9336899840273, + "param": [ + { + "p": 0.048356540501117706, + "m": 1.0 + }, + { + "p": 0.08577601611614227, + "m": 1.0 + }, + { + "p": 0.087075375020504, + "m": 1.0 + }, + { + "p": 0.09238835424184799, + "m": 0.0 + }, + { + "p": 0.01294455025345087, + "m": 0.0 + }, + { + "p": 0.11850392073392868, + "m": 0.34923431277275085 + }, + { + "p": 0.05953735113143921, + "m": 0.0 + }, + { + "p": 0.022255195304751396, + "m": 0.38894137740135193 + }, + { + "p": 0.19755521416664124, + "m": 0.4401223063468933 + }, + { + "p": 0.025088408961892128, + "m": 0.7196980118751526 + }, + { + "p": 0.08066991716623306, + "m": 0.7189703583717346 + }, + { + "p": 0.03303631767630577, + "m": 0.9561370611190796 + }, + { + "p": 0.016752593219280243, + "m": 1.0 + }, + { + "p": 0.12006019055843353, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.7070795893669128, + "val_loss": 0.966971218585968, + "acc": 70.65, + "time": 188.9876241858583, + "param": [ + { + "p": 0.03995410352945328, + "m": 1.0 + }, + { + "p": 0.08136826753616333, + "m": 1.0 + }, + { + "p": 0.07984746247529984, + "m": 1.0 + }, + { + "p": 0.09320889413356781, + "m": 0.02667229250073433 + }, + { + "p": 0.016015227884054184, + "m": 0.0 + }, + { + "p": 0.11185949295759201, + "m": 0.26297396421432495 + }, + { + "p": 0.05326801538467407, + "m": 0.0 + }, + { + "p": 0.03602973744273186, + "m": 0.3666049540042877 + }, + { + "p": 0.1753164827823639, + "m": 0.4282428026199341 + }, + { + "p": 0.03723711147904396, + "m": 0.7160965204238892 + }, + { + "p": 0.08359432965517044, + "m": 0.7133382558822632 + }, + { + "p": 0.043706946074962616, + "m": 0.9601391553878784 + }, + { + "p": 0.028681926429271698, + "m": 1.0 + }, + { + "p": 0.11991200596094131, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.5800781846046448, + "val_loss": 0.7924208045005798, + "acc": 71.31, + "time": 188.39373157988302, + "param": [ + { + "p": 0.05981503054499626, + "m": 1.0 + }, + { + "p": 0.08669781684875488, + "m": 1.0 + }, + { + "p": 0.0739128440618515, + "m": 1.0 + }, + { + "p": 0.09502672404050827, + "m": 0.0055713169276714325 + }, + { + "p": 0.010952000506222248, + "m": 0.00892218854278326 + }, + { + "p": 0.11255382746458054, + "m": 0.1922670602798462 + }, + { + "p": 0.034626178443431854, + "m": 0.0 + }, + { + "p": 0.030096037313342094, + "m": 0.3232230544090271 + }, + { + "p": 0.16545504331588745, + "m": 0.4376606345176697 + }, + { + "p": 0.03998866677284241, + "m": 0.7247174978256226 + }, + { + "p": 0.08876506984233856, + "m": 0.680343508720398 + }, + { + "p": 0.04053846001625061, + "m": 0.9608303308486938 + }, + { + "p": 0.03610505908727646, + "m": 1.0 + }, + { + "p": 0.12546727061271667, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.5338680148124695, + "val_loss": 1.0342708826065063, + "acc": 69.68, + "time": 186.40987642202526, + "param": [ + { + "p": 0.06494103372097015, + "m": 1.0 + }, + { + "p": 0.09755042940378189, + "m": 1.0 + }, + { + "p": 0.07273160666227341, + "m": 1.0 + }, + { + "p": 0.08011522144079208, + "m": 0.0 + }, + { + "p": 0.004320099484175444, + "m": 0.02669859491288662 + }, + { + "p": 0.10371656715869904, + "m": 0.10497250407934189 + }, + { + "p": 0.02976122312247753, + "m": 0.0 + }, + { + "p": 0.01457301527261734, + "m": 0.2683822810649872 + }, + { + "p": 0.1654566377401352, + "m": 0.4440643787384033 + }, + { + "p": 0.052498456090688705, + "m": 0.728168249130249 + }, + { + "p": 0.1021028533577919, + "m": 0.6693023443222046 + }, + { + "p": 0.03210707753896713, + "m": 0.9736103415489197 + }, + { + "p": 0.046158596873283386, + "m": 1.0 + }, + { + "p": 0.13396716117858887, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.5664762258529663, + "val_loss": 1.0940172672271729, + "acc": 70.36, + "time": 187.94042829005048, + "param": [ + { + "p": 0.05910899117588997, + "m": 1.0 + }, + { + "p": 0.10069918632507324, + "m": 1.0 + }, + { + "p": 0.07912083715200424, + "m": 1.0 + }, + { + "p": 0.06753860414028168, + "m": 0.0 + }, + { + "p": 0.004070540424436331, + "m": 0.04718109220266342 + }, + { + "p": 0.08643116056919098, + "m": 0.02819269336760044 + }, + { + "p": 0.047585587948560715, + "m": 0.01780123822391033 + }, + { + "p": 0.008651405572891235, + "m": 0.23459859192371368 + }, + { + "p": 0.1676662564277649, + "m": 0.4478977918624878 + }, + { + "p": 0.057693179696798325, + "m": 0.7485567927360535 + }, + { + "p": 0.10616108775138855, + "m": 0.6543546915054321 + }, + { + "p": 0.028579389676451683, + "m": 0.9818728566169739 + }, + { + "p": 0.043083712458610535, + "m": 1.0 + }, + { + "p": 0.14361007511615753, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.6839315891265869, + "val_loss": 0.9666146636009216, + "acc": 69.91, + "time": 189.01957151596434, + "param": [ + { + "p": 0.07447273284196854, + "m": 1.0 + }, + { + "p": 0.10348250716924667, + "m": 1.0 + }, + { + "p": 0.07449892163276672, + "m": 1.0 + }, + { + "p": 0.05196245387196541, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.09553147852420807 + }, + { + "p": 0.08313218504190445, + "m": 0.026691295206546783 + }, + { + "p": 0.049301162362098694, + "m": 0.004180959891527891 + }, + { + "p": 0.01428928505629301, + "m": 0.2197621464729309 + }, + { + "p": 0.18184509873390198, + "m": 0.4158177971839905 + }, + { + "p": 0.0661999061703682, + "m": 0.7392103672027588 + }, + { + "p": 0.11181751638650894, + "m": 0.6365426778793335 + }, + { + "p": 0.020326362922787666, + "m": 0.9696325063705444 + }, + { + "p": 0.030503131449222565, + "m": 1.0 + }, + { + "p": 0.13816875219345093, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.6472716331481934, + "val_loss": 0.8013477325439453, + "acc": 69.89, + "time": 185.66293379594572, + "param": [ + { + "p": 0.08257506042718887, + "m": 1.0 + }, + { + "p": 0.09542033076286316, + "m": 1.0 + }, + { + "p": 0.07320521026849747, + "m": 1.0 + }, + { + "p": 0.04203503951430321, + "m": 0.0 + }, + { + "p": 0.00953337550163269, + "m": 0.09079848229885101 + }, + { + "p": 0.08264661580324173, + "m": 0.0 + }, + { + "p": 0.05795640870928764, + "m": 0.052454955875873566 + }, + { + "p": 0.014487868174910545, + "m": 0.2028171718120575 + }, + { + "p": 0.19513826072216034, + "m": 0.3853697180747986 + }, + { + "p": 0.060372307896614075, + "m": 0.7249053716659546 + }, + { + "p": 0.11477912962436676, + "m": 0.6368678212165833 + }, + { + "p": 0.015383046120405197, + "m": 0.9619786739349365 + }, + { + "p": 0.017972974106669426, + "m": 1.0 + }, + { + "p": 0.1384943723678589, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.6621630191802979, + "val_loss": 1.1771187782287598, + "acc": 69.93, + "time": 187.97220268310048, + "param": [ + { + "p": 0.08248546719551086, + "m": 1.0 + }, + { + "p": 0.08068223297595978, + "m": 1.0 + }, + { + "p": 0.06687019765377045, + "m": 1.0 + }, + { + "p": 0.036724068224430084, + "m": 0.0028573425952345133 + }, + { + "p": 0.016500825062394142, + "m": 0.08230634033679962 + }, + { + "p": 0.06286291778087616, + "m": 0.0 + }, + { + "p": 0.061987556517124176, + "m": 0.07979941368103027 + }, + { + "p": 0.02512826770544052, + "m": 0.1719507873058319 + }, + { + "p": 0.21240375936031342, + "m": 0.3635507822036743 + }, + { + "p": 0.068705253303051, + "m": 0.6936835646629333 + }, + { + "p": 0.11753913760185242, + "m": 0.6373252272605896 + }, + { + "p": 0.013139951042830944, + "m": 0.963856041431427 + }, + { + "p": 0.007775935810059309, + "m": 1.0 + }, + { + "p": 0.14719437062740326, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.4586358964443207, + "val_loss": 1.0307633876800537, + "acc": 68.53, + "time": 186.0392078361474, + "param": [ + { + "p": 0.0832291692495346, + "m": 1.0 + }, + { + "p": 0.07153062522411346, + "m": 1.0 + }, + { + "p": 0.06036011874675751, + "m": 1.0 + }, + { + "p": 0.04443644732236862, + "m": 0.015834027901291847 + }, + { + "p": 0.021952472627162933, + "m": 0.028578590601682663 + }, + { + "p": 0.04763764515519142, + "m": 0.0 + }, + { + "p": 0.07084313780069351, + "m": 0.08824730664491653 + }, + { + "p": 0.043720077723264694, + "m": 0.1845114678144455 + }, + { + "p": 0.21879731118679047, + "m": 0.36551496386528015 + }, + { + "p": 0.0754881352186203, + "m": 0.6755728125572205 + }, + { + "p": 0.11582309007644653, + "m": 0.6607214212417603 + }, + { + "p": 0.0006486244965344667, + "m": 0.9602181911468506 + }, + { + "p": 0.00024290515284519643, + "m": 1.0 + }, + { + "p": 0.14529018104076385, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.6071732044219971, + "val_loss": 0.9970335364341736, + "acc": 69.86, + "time": 191.50782146211714, + "param": [ + { + "p": 0.07617276161909103, + "m": 1.0 + }, + { + "p": 0.05786457657814026, + "m": 1.0 + }, + { + "p": 0.06538500636816025, + "m": 1.0 + }, + { + "p": 0.060551922768354416, + "m": 0.060430847108364105 + }, + { + "p": 0.020738625898957253, + "m": 0.00748795410618186 + }, + { + "p": 0.036857444792985916, + "m": 0.0042141578160226345 + }, + { + "p": 0.08379937708377838, + "m": 0.045676540583372116 + }, + { + "p": 0.05740204453468323, + "m": 0.2292632758617401 + }, + { + "p": 0.21014484763145447, + "m": 0.3753400146961212 + }, + { + "p": 0.08216450363397598, + "m": 0.6557257771492004 + }, + { + "p": 0.11318397521972656, + "m": 0.6837145090103149 + }, + { + "p": 0.0, + "m": 0.946060299873352 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13573485612869263, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.6651346683502197, + "val_loss": 1.0792410373687744, + "acc": 69.07, + "time": 193.82426507794298, + "param": [ + { + "p": 0.06381985545158386, + "m": 1.0 + }, + { + "p": 0.058494195342063904, + "m": 1.0 + }, + { + "p": 0.06968355178833008, + "m": 1.0 + }, + { + "p": 0.06416485458612442, + "m": 0.082720547914505 + }, + { + "p": 0.017442233860492706, + "m": 0.021363303065299988 + }, + { + "p": 0.025154469534754753, + "m": 0.0006530151586048305 + }, + { + "p": 0.10031811892986298, + "m": 0.011605671606957912 + }, + { + "p": 0.07254728674888611, + "m": 0.24878185987472534 + }, + { + "p": 0.2031874656677246, + "m": 0.3702932596206665 + }, + { + "p": 0.07996059209108353, + "m": 0.6599951386451721 + }, + { + "p": 0.1069345623254776, + "m": 0.656328558921814 + }, + { + "p": 0.0, + "m": 0.9347610473632812 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1382928341627121, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.517716646194458, + "val_loss": 0.9096090197563171, + "acc": 70.04, + "time": 188.39724767999724, + "param": [ + { + "p": 0.04189108684659004, + "m": 1.0 + }, + { + "p": 0.05039573833346367, + "m": 1.0 + }, + { + "p": 0.092231385409832, + "m": 1.0 + }, + { + "p": 0.05713677033782005, + "m": 0.06347252428531647 + }, + { + "p": 0.0027953926473855972, + "m": 0.035811055451631546 + }, + { + "p": 0.007618269417434931, + "m": 0.0 + }, + { + "p": 0.11133033782243729, + "m": 0.0 + }, + { + "p": 0.08246911317110062, + "m": 0.23105007410049438 + }, + { + "p": 0.22880998253822327, + "m": 0.3661809265613556 + }, + { + "p": 0.0844661071896553, + "m": 0.6725850701332092 + }, + { + "p": 0.09104243665933609, + "m": 0.6149342656135559 + }, + { + "p": 0.0, + "m": 0.9295467734336853 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14981341361999512, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.48705047369003296, + "val_loss": 1.0070114135742188, + "acc": 69.36, + "time": 187.39079838688485, + "param": [ + { + "p": 0.025260431692004204, + "m": 1.0 + }, + { + "p": 0.06658212095499039, + "m": 1.0 + }, + { + "p": 0.0996403843164444, + "m": 1.0 + }, + { + "p": 0.033933669328689575, + "m": 0.026596879586577415 + }, + { + "p": 0.0019461154006421566, + "m": 0.04230662062764168 + }, + { + "p": 0.005598628893494606, + "m": 0.0 + }, + { + "p": 0.09971585869789124, + "m": 0.01973087713122368 + }, + { + "p": 0.0887061357498169, + "m": 0.23190511763095856 + }, + { + "p": 0.2324592024087906, + "m": 0.3477819561958313 + }, + { + "p": 0.09641241282224655, + "m": 0.6824037432670593 + }, + { + "p": 0.07521981000900269, + "m": 0.5631399750709534 + }, + { + "p": 0.0013075503520667553, + "m": 0.928816556930542 + }, + { + "p": 0.01123244408518076, + "m": 1.0 + }, + { + "p": 0.16198515892028809, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.7910683751106262, + "val_loss": 1.1676406860351562, + "acc": 69.15, + "time": 190.62271257303655, + "param": [ + { + "p": 0.015147439204156399, + "m": 1.0 + }, + { + "p": 0.0788126066327095, + "m": 1.0 + }, + { + "p": 0.11276757717132568, + "m": 1.0 + }, + { + "p": 0.015005344524979591, + "m": 0.0 + }, + { + "p": 0.015335979871451855, + "m": 0.02584236115217209 + }, + { + "p": 0.004176182206720114, + "m": 0.0 + }, + { + "p": 0.08105538785457611, + "m": 0.010274065658450127 + }, + { + "p": 0.0785231664776802, + "m": 0.222850039601326 + }, + { + "p": 0.233810693025589, + "m": 0.378914475440979 + }, + { + "p": 0.10138282179832458, + "m": 0.7217978835105896 + }, + { + "p": 0.0488576702773571, + "m": 0.543904721736908 + }, + { + "p": 0.0006674979231320322, + "m": 0.9207797050476074 + }, + { + "p": 0.037216756492853165, + "m": 1.0 + }, + { + "p": 0.1772409975528717, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.6273152232170105, + "val_loss": 0.8967005014419556, + "acc": 69.15, + "time": 186.22420293092728, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0897306352853775, + "m": 1.0 + }, + { + "p": 0.1022322028875351, + "m": 1.0 + }, + { + "p": 0.004300666507333517, + "m": 0.006744323298335075 + }, + { + "p": 0.0, + "m": 0.011890336871147156 + }, + { + "p": 0.0, + "m": 0.010324379429221153 + }, + { + "p": 0.07483766973018646, + "m": 0.0 + }, + { + "p": 0.07727207988500595, + "m": 0.2133304327726364 + }, + { + "p": 0.2642352283000946, + "m": 0.3971964120864868 + }, + { + "p": 0.11013825237751007, + "m": 0.7471005320549011 + }, + { + "p": 0.025816140696406364, + "m": 0.5445945858955383 + }, + { + "p": 0.0, + "m": 0.9230776429176331 + }, + { + "p": 0.03193943202495575, + "m": 1.0 + }, + { + "p": 0.21949778497219086, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.8794088363647461, + "val_loss": 0.9147671461105347, + "acc": 69.73, + "time": 190.61138816084713, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09694533050060272, + "m": 1.0 + }, + { + "p": 0.10584347695112228, + "m": 1.0 + }, + { + "p": 0.014791665598750114, + "m": 0.006898374296724796 + }, + { + "p": 0.0, + "m": 0.028926249593496323 + }, + { + "p": 0.0, + "m": 0.008591117337346077 + }, + { + "p": 0.06528914719820023, + "m": 0.0 + }, + { + "p": 0.08272714167833328, + "m": 0.1956254541873932 + }, + { + "p": 0.24675790965557098, + "m": 0.39313650131225586 + }, + { + "p": 0.09562293440103531, + "m": 0.7247598171234131 + }, + { + "p": 0.027087144553661346, + "m": 0.5424725413322449 + }, + { + "p": 0.0020984613802284002, + "m": 0.917912483215332 + }, + { + "p": 0.03092622011899948, + "m": 1.0 + }, + { + "p": 0.23191043734550476, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.7612017393112183, + "val_loss": 0.9576798677444458, + "acc": 69.99, + "time": 189.81143923080526, + "param": [ + { + "p": 0.022140929475426674, + "m": 1.0 + }, + { + "p": 0.10764516144990921, + "m": 1.0 + }, + { + "p": 0.09889848530292511, + "m": 1.0 + }, + { + "p": 0.04060765355825424, + "m": 0.030336156487464905 + }, + { + "p": 0.01753525249660015, + "m": 0.03720105439424515 + }, + { + "p": 0.010857388377189636, + "m": 0.012716954573988914 + }, + { + "p": 0.061110880225896835, + "m": 0.0006596273742616177 + }, + { + "p": 0.08340558409690857, + "m": 0.17981113493442535 + }, + { + "p": 0.19534489512443542, + "m": 0.3935050368309021 + }, + { + "p": 0.07426947355270386, + "m": 0.725400447845459 + }, + { + "p": 0.049898501485586166, + "m": 0.5403572916984558 + }, + { + "p": 0.027173588052392006, + "m": 0.8945904970169067 + }, + { + "p": 0.032347556203603745, + "m": 1.0 + }, + { + "p": 0.17876467108726501, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.6196063756942749, + "val_loss": 0.9743313789367676, + "acc": 69.65, + "time": 187.84478970291093, + "param": [ + { + "p": 0.04433736205101013, + "m": 1.0 + }, + { + "p": 0.11593394726514816, + "m": 1.0 + }, + { + "p": 0.11048783361911774, + "m": 1.0 + }, + { + "p": 0.060131967067718506, + "m": 0.049130938947200775 + }, + { + "p": 0.0246697086840868, + "m": 0.0023350329138338566 + }, + { + "p": 0.005550979170948267, + "m": 0.0 + }, + { + "p": 0.052796944975852966, + "m": 0.0024135925341397524 + }, + { + "p": 0.08162680268287659, + "m": 0.14074917137622833 + }, + { + "p": 0.17691820859909058, + "m": 0.37726661562919617 + }, + { + "p": 0.06902794539928436, + "m": 0.7288828492164612 + }, + { + "p": 0.046820059418678284, + "m": 0.5145297050476074 + }, + { + "p": 0.04740215092897415, + "m": 0.8644506335258484 + }, + { + "p": 0.011494924314320087, + "m": 1.0 + }, + { + "p": 0.15280115604400635, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.473040908575058, + "val_loss": 0.92745041847229, + "acc": 69.55, + "time": 187.5481151889544, + "param": [ + { + "p": 0.0518827922642231, + "m": 1.0 + }, + { + "p": 0.1352664977312088, + "m": 1.0 + }, + { + "p": 0.12490319460630417, + "m": 1.0 + }, + { + "p": 0.07049115747213364, + "m": 0.06813434511423111 + }, + { + "p": 0.007893770933151245, + "m": 0.0 + }, + { + "p": 0.003080571535974741, + "m": 0.0018209880217909813 + }, + { + "p": 0.040113117545843124, + "m": 0.0005825715488754213 + }, + { + "p": 0.07095102220773697, + "m": 0.10517974942922592 + }, + { + "p": 0.1859881430864334, + "m": 0.36248064041137695 + }, + { + "p": 0.06686076521873474, + "m": 0.7329517602920532 + }, + { + "p": 0.04893295839428902, + "m": 0.5003862977027893 + }, + { + "p": 0.047405969351530075, + "m": 0.8171103596687317 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14622995257377625, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.824613630771637, + "val_loss": 1.0728883743286133, + "acc": 68.97, + "time": 187.22618791810237, + "param": [ + { + "p": 0.04023727402091026, + "m": 1.0 + }, + { + "p": 0.14044171571731567, + "m": 1.0 + }, + { + "p": 0.11590632796287537, + "m": 1.0 + }, + { + "p": 0.07855841517448425, + "m": 0.07418204098939896 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.009268549270927906, + "m": 0.02191261574625969 + }, + { + "p": 0.03035062924027443, + "m": 0.001068847137503326 + }, + { + "p": 0.058708555996418, + "m": 0.0771365761756897 + }, + { + "p": 0.2105576992034912, + "m": 0.33239123225212097 + }, + { + "p": 0.06405363976955414, + "m": 0.7680747509002686 + }, + { + "p": 0.06430161744356155, + "m": 0.48497214913368225 + }, + { + "p": 0.036432214081287384, + "m": 0.7797533273696899 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1511833667755127, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.6201598048210144, + "val_loss": 1.264135718345642, + "acc": 68.85, + "time": 190.08297275099903, + "param": [ + { + "p": 0.015928395092487335, + "m": 1.0 + }, + { + "p": 0.1594451665878296, + "m": 1.0 + }, + { + "p": 0.12580274045467377, + "m": 1.0 + }, + { + "p": 0.08746501058340073, + "m": 0.05427570268511772 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0002892295888159424 + }, + { + "p": 0.034652478992938995, + "m": 0.014810665510594845 + }, + { + "p": 0.03183206915855408, + "m": 0.0347675085067749 + }, + { + "p": 0.2403806746006012, + "m": 0.3303591310977936 + }, + { + "p": 0.05750672146677971, + "m": 0.8028481006622314 + }, + { + "p": 0.05659709498286247, + "m": 0.4699530601501465 + }, + { + "p": 0.01641269214451313, + "m": 0.7454685568809509 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17397694289684296, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.8007786273956299, + "val_loss": 1.0321953296661377, + "acc": 69.41, + "time": 185.76049382193014, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18460191786289215, + "m": 1.0 + }, + { + "p": 0.1543348878622055, + "m": 1.0 + }, + { + "p": 0.09369968622922897, + "m": 0.0491824597120285 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.027795186266303062, + "m": 0.0 + }, + { + "p": 0.0094403475522995, + "m": 0.050912242382764816 + }, + { + "p": 0.24995438754558563, + "m": 0.3070473074913025 + }, + { + "p": 0.04925975576043129, + "m": 0.851144015789032 + }, + { + "p": 0.04057788848876953, + "m": 0.47267860174179077 + }, + { + "p": 0.01441732607781887, + "m": 0.7550117373466492 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17591863870620728, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.6774583458900452, + "val_loss": 1.0078898668289185, + "acc": 68.61, + "time": 187.61359487706795, + "param": [ + { + "p": 0.001598529051989317, + "m": 1.0 + }, + { + "p": 0.196560800075531, + "m": 1.0 + }, + { + "p": 0.17669346928596497, + "m": 1.0 + }, + { + "p": 0.09647413343191147, + "m": 0.00914735533297062 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.000505671720020473 + }, + { + "p": 0.01755700074136257, + "m": 0.0 + }, + { + "p": 0.004866697825491428, + "m": 0.07955890148878098 + }, + { + "p": 0.24572283029556274, + "m": 0.2987622320652008 + }, + { + "p": 0.04801996052265167, + "m": 0.8688710331916809 + }, + { + "p": 0.03266347199678421, + "m": 0.47735217213630676 + }, + { + "p": 0.004023971501737833, + "m": 0.761145293712616 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17581915855407715, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.5436084866523743, + "val_loss": 1.1769853830337524, + "acc": 67.42, + "time": 191.93124124896713, + "param": [ + { + "p": 0.0011222000466659665, + "m": 1.0 + }, + { + "p": 0.19071495532989502, + "m": 1.0 + }, + { + "p": 0.1786896139383316, + "m": 1.0 + }, + { + "p": 0.08283067494630814, + "m": 0.02857414074242115 + }, + { + "p": 0.00801822915673256, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.008668750524520874 + }, + { + "p": 0.018785549327731133, + "m": 0.0007836144650354981 + }, + { + "p": 0.0, + "m": 0.0708211213350296 + }, + { + "p": 0.24248641729354858, + "m": 0.31016576290130615 + }, + { + "p": 0.05036649852991104, + "m": 0.8806694149971008 + }, + { + "p": 0.04189134016633034, + "m": 0.490858256816864 + }, + { + "p": 0.0, + "m": 0.7540542483329773 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18509452044963837, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.7484720945358276, + "val_loss": 1.0074886083602905, + "acc": 68.48, + "time": 186.66133988904767, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18983057141304016, + "m": 1.0 + }, + { + "p": 0.1876172423362732, + "m": 1.0 + }, + { + "p": 0.05556283891201019, + "m": 0.05306565761566162 + }, + { + "p": 0.011121983639895916, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.020055413246154785 + }, + { + "p": 0.012183438055217266, + "m": 0.01112467609345913 + }, + { + "p": 0.0, + "m": 0.042485903948545456 + }, + { + "p": 0.25611045956611633, + "m": 0.3497663140296936 + }, + { + "p": 0.029781250283122063, + "m": 0.8708134889602661 + }, + { + "p": 0.054869841784238815, + "m": 0.48753368854522705 + }, + { + "p": 0.0, + "m": 0.7401102781295776 + }, + { + "p": 0.001658888068050146, + "m": 1.0 + }, + { + "p": 0.20126354694366455, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.9356854557991028, + "val_loss": 1.1671820878982544, + "acc": 69.19, + "time": 185.83532985812053, + "param": [ + { + "p": 0.008562986738979816, + "m": 1.0 + }, + { + "p": 0.15880155563354492, + "m": 1.0 + }, + { + "p": 0.1864955723285675, + "m": 1.0 + }, + { + "p": 0.047221045941114426, + "m": 0.08852311223745346 + }, + { + "p": 0.03466317430138588, + "m": 0.010290437377989292 + }, + { + "p": 0.0016192271141335368, + "m": 0.03318313881754875 + }, + { + "p": 0.024448255077004433, + "m": 0.024594595655798912 + }, + { + "p": 0.0, + "m": 0.023124059662222862 + }, + { + "p": 0.23727232217788696, + "m": 0.35818856954574585 + }, + { + "p": 0.035987354815006256, + "m": 0.8446770906448364 + }, + { + "p": 0.06902031600475311, + "m": 0.47629499435424805 + }, + { + "p": 0.00942960288375616, + "m": 0.7145818471908569 + }, + { + "p": 0.003882382530719042, + "m": 1.0 + }, + { + "p": 0.18259616196155548, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.6910403370857239, + "val_loss": 0.9653536677360535, + "acc": 68.08, + "time": 188.59614037000574, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1486295610666275, + "m": 1.0 + }, + { + "p": 0.20042674243450165, + "m": 1.0 + }, + { + "p": 0.04240431636571884, + "m": 0.10820766538381577 + }, + { + "p": 0.05487224832177162, + "m": 0.015251589007675648 + }, + { + "p": 0.0, + "m": 0.021194089204072952 + }, + { + "p": 0.02001860924065113, + "m": 0.039167214184999466 + }, + { + "p": 0.0, + "m": 0.03876960650086403 + }, + { + "p": 0.235847607254982, + "m": 0.36345165967941284 + }, + { + "p": 0.039550747722387314, + "m": 0.824654757976532 + }, + { + "p": 0.06126055866479874, + "m": 0.44798722863197327 + }, + { + "p": 0.00032743989140726626, + "m": 0.6916865110397339 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19666214287281036, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.6750668883323669, + "val_loss": 0.9895668029785156, + "acc": 69.49, + "time": 186.46216663205996, + "param": [ + { + "p": 0.018364254385232925, + "m": 1.0 + }, + { + "p": 0.12392615526914597, + "m": 1.0 + }, + { + "p": 0.17766022682189941, + "m": 1.0 + }, + { + "p": 0.061263665556907654, + "m": 0.12948724627494812 + }, + { + "p": 0.05839821696281433, + "m": 0.048208609223365784 + }, + { + "p": 0.024454504251480103, + "m": 0.02535746991634369 + }, + { + "p": 0.025372669100761414, + "m": 0.03310228884220123 + }, + { + "p": 0.012597630731761456, + "m": 0.053044140338897705 + }, + { + "p": 0.1921563297510147, + "m": 0.3904828429222107 + }, + { + "p": 0.05104018375277519, + "m": 0.7884572744369507 + }, + { + "p": 0.04792515188455582, + "m": 0.4478566646575928 + }, + { + "p": 0.01738619990646839, + "m": 0.6640974283218384 + }, + { + "p": 0.005549052730202675, + "m": 1.0 + }, + { + "p": 0.1839057356119156, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.4270280599594116, + "val_loss": 0.9084140062332153, + "acc": 69.36, + "time": 188.54676160798408, + "param": [ + { + "p": 0.03380761295557022, + "m": 1.0 + }, + { + "p": 0.11609964072704315, + "m": 1.0 + }, + { + "p": 0.16318635642528534, + "m": 1.0 + }, + { + "p": 0.06831169128417969, + "m": 0.11477707326412201 + }, + { + "p": 0.05472932755947113, + "m": 0.07302254438400269 + }, + { + "p": 0.027815083041787148, + "m": 0.01431856770068407 + }, + { + "p": 0.037181612104177475, + "m": 0.02530364692211151 + }, + { + "p": 0.02966904453933239, + "m": 0.04700813814997673 + }, + { + "p": 0.1691858321428299, + "m": 0.38445648550987244 + }, + { + "p": 0.05838741734623909, + "m": 0.7760621309280396 + }, + { + "p": 0.046193305402994156, + "m": 0.43811672925949097 + }, + { + "p": 0.021958952769637108, + "m": 0.6770451664924622 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17347417771816254, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.5313376188278198, + "val_loss": 1.1331545114517212, + "acc": 69.16, + "time": 191.7631756500341, + "param": [ + { + "p": 0.02737523429095745, + "m": 1.0 + }, + { + "p": 0.10731775313615799, + "m": 1.0 + }, + { + "p": 0.1698942929506302, + "m": 1.0 + }, + { + "p": 0.0735374242067337, + "m": 0.07878287136554718 + }, + { + "p": 0.058142583817243576, + "m": 0.08796313405036926 + }, + { + "p": 0.01838802359998226, + "m": 0.0008323189686052501 + }, + { + "p": 0.02948513999581337, + "m": 0.03065175749361515 + }, + { + "p": 0.03566310554742813, + "m": 0.05676492676138878 + }, + { + "p": 0.1759244054555893, + "m": 0.37164998054504395 + }, + { + "p": 0.06226767972111702, + "m": 0.7747567892074585 + }, + { + "p": 0.037429243326187134, + "m": 0.42085906863212585 + }, + { + "p": 0.013407831080257893, + "m": 0.6934787034988403 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19116729497909546, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.56041020154953, + "val_loss": 1.078978419303894, + "acc": 69.74, + "time": 190.14718935196288, + "param": [ + { + "p": 0.008223816752433777, + "m": 1.0 + }, + { + "p": 0.11022906005382538, + "m": 1.0 + }, + { + "p": 0.18697430193424225, + "m": 1.0 + }, + { + "p": 0.07307671755552292, + "m": 0.07114555686712265 + }, + { + "p": 0.04796326532959938, + "m": 0.05221175774931908 + }, + { + "p": 0.01689370907843113, + "m": 0.029857231304049492 + }, + { + "p": 0.02504551224410534, + "m": 0.009504305198788643 + }, + { + "p": 0.03538309410214424, + "m": 0.11919545382261276 + }, + { + "p": 0.20224404335021973, + "m": 0.3467121720314026 + }, + { + "p": 0.05288924276828766, + "m": 0.7668336033821106 + }, + { + "p": 0.029932912439107895, + "m": 0.402942031621933 + }, + { + "p": 0.006574000231921673, + "m": 0.6793268322944641 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20457032322883606, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.6615771055221558, + "val_loss": 1.0785539150238037, + "acc": 69.05, + "time": 189.17952416604385, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11488236486911774, + "m": 1.0 + }, + { + "p": 0.21850469708442688, + "m": 1.0 + }, + { + "p": 0.05899558588862419, + "m": 0.04136556386947632 + }, + { + "p": 0.02706276997923851, + "m": 0.0 + }, + { + "p": 0.00687773060053587, + "m": 0.057076532393693924 + }, + { + "p": 0.007709156256169081, + "m": 0.0 + }, + { + "p": 0.0197629202157259, + "m": 0.11344809830188751 + }, + { + "p": 0.25041642785072327, + "m": 0.31007376313209534 + }, + { + "p": 0.02715226449072361, + "m": 0.7732102870941162 + }, + { + "p": 0.015042857266962528, + "m": 0.39960619807243347 + }, + { + "p": 0.0, + "m": 0.665787398815155 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25359317660331726, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.69243985414505, + "val_loss": 1.0779000520706177, + "acc": 68.29, + "time": 188.17508340021595, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10796988755464554, + "m": 1.0 + }, + { + "p": 0.2330479919910431, + "m": 1.0 + }, + { + "p": 0.05484380945563316, + "m": 0.02844909019768238 + }, + { + "p": 0.0, + "m": 0.00638575991615653 + }, + { + "p": 0.00816283281892538, + "m": 0.0716196820139885 + }, + { + "p": 0.0042403703555464745, + "m": 0.0004919447237625718 + }, + { + "p": 0.007602601777762175, + "m": 0.10938876122236252 + }, + { + "p": 0.28343093395233154, + "m": 0.28490516543388367 + }, + { + "p": 0.011737349443137646, + "m": 0.7700786590576172 + }, + { + "p": 0.02067037671804428, + "m": 0.40598249435424805 + }, + { + "p": 0.0, + "m": 0.6557268500328064 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2682938575744629, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.7513628005981445, + "val_loss": 1.1024190187454224, + "acc": 68.83, + "time": 186.9907225680072, + "param": [ + { + "p": 0.0007019364857114851, + "m": 1.0 + }, + { + "p": 0.09805691242218018, + "m": 1.0 + }, + { + "p": 0.22098958492279053, + "m": 1.0 + }, + { + "p": 0.043636471033096313, + "m": 0.021165480837225914 + }, + { + "p": 0.003770708804950118, + "m": 0.0 + }, + { + "p": 0.026121852919459343, + "m": 0.08069880306720734 + }, + { + "p": 0.014092497527599335, + "m": 0.0 + }, + { + "p": 0.01223184634000063, + "m": 0.10642571747303009 + }, + { + "p": 0.26711028814315796, + "m": 0.2914370894432068 + }, + { + "p": 0.021631699055433273, + "m": 0.7591435313224792 + }, + { + "p": 0.04296143352985382, + "m": 0.4013376832008362 + }, + { + "p": 0.000673282949719578, + "m": 0.6297138333320618 + }, + { + "p": 0.006034271325916052, + "m": 1.0 + }, + { + "p": 0.2419871687889099, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.8294654488563538, + "val_loss": 1.1255861520767212, + "acc": 69.14, + "time": 188.00553108588792, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09884462505578995, + "m": 1.0 + }, + { + "p": 0.21890299022197723, + "m": 1.0 + }, + { + "p": 0.030504824593663216, + "m": 0.0030065008904784918 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.027380382642149925, + "m": 0.07405755668878555 + }, + { + "p": 0.014497272670269012, + "m": 0.0 + }, + { + "p": 0.020684286952018738, + "m": 0.07194516807794571 + }, + { + "p": 0.266891211271286, + "m": 0.2460973858833313 + }, + { + "p": 0.01961953192949295, + "m": 0.731060802936554 + }, + { + "p": 0.05997387319803238, + "m": 0.4066222012042999 + }, + { + "p": 0.0024313307367265224, + "m": 0.6070960164070129 + }, + { + "p": 0.008239921182394028, + "m": 1.0 + }, + { + "p": 0.23202970623970032, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.7958134412765503, + "val_loss": 0.9893606901168823, + "acc": 69.14, + "time": 186.40878916694783, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11998783051967621, + "m": 1.0 + }, + { + "p": 0.22215573489665985, + "m": 1.0 + }, + { + "p": 0.019248226657509804, + "m": 0.00020147206669207662 + }, + { + "p": 0.0, + "m": 0.008726595900952816 + }, + { + "p": 0.028645507991313934, + "m": 0.0533590205013752 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.026251841336488724, + "m": 0.08058729767799377 + }, + { + "p": 0.2716032564640045, + "m": 0.23741477727890015 + }, + { + "p": 0.0, + "m": 0.7322741150856018 + }, + { + "p": 0.06381791830062866, + "m": 0.4151417315006256 + }, + { + "p": 0.0, + "m": 0.6087084412574768 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24828970432281494, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.5595936179161072, + "val_loss": 0.9950353503227234, + "acc": 69.45, + "time": 187.1090086339973, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14335396885871887, + "m": 1.0 + }, + { + "p": 0.22187945246696472, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0050120544619858265 + }, + { + "p": 0.0, + "m": 0.03774851933121681 + }, + { + "p": 0.0266676377505064, + "m": 0.020587235689163208 + }, + { + "p": 0.0, + "m": 0.00554190669208765 + }, + { + "p": 0.013162368908524513, + "m": 0.08816776424646378 + }, + { + "p": 0.26827219128608704, + "m": 0.19528497755527496 + }, + { + "p": 0.0, + "m": 0.7319826483726501 + }, + { + "p": 0.05834430828690529, + "m": 0.3870270252227783 + }, + { + "p": 0.0, + "m": 0.6015574932098389 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2683200538158417, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.6672213077545166, + "val_loss": 1.2858450412750244, + "acc": 67.17, + "time": 188.82463563792408, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16212578117847443, + "m": 1.0 + }, + { + "p": 0.22534474730491638, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.020976481959223747 + }, + { + "p": 0.0, + "m": 0.06599853187799454 + }, + { + "p": 0.0, + "m": 0.021533789113163948 + }, + { + "p": 0.0, + "m": 0.007535281591117382 + }, + { + "p": 0.0, + "m": 0.11511735618114471 + }, + { + "p": 0.27758505940437317, + "m": 0.20505820214748383 + }, + { + "p": 0.0, + "m": 0.7209943532943726 + }, + { + "p": 0.05292971059679985, + "m": 0.37771114706993103 + }, + { + "p": 0.0, + "m": 0.5771889686584473 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28201475739479065, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.5771924257278442, + "val_loss": 1.0620410442352295, + "acc": 67.94, + "time": 189.1454592400696, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1654520332813263, + "m": 1.0 + }, + { + "p": 0.2285587340593338, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.04268120601773262 + }, + { + "p": 0.0, + "m": 0.0935903787612915 + }, + { + "p": 0.0025752782821655273, + "m": 0.03594724088907242 + }, + { + "p": 0.0, + "m": 0.006215343251824379 + }, + { + "p": 0.0, + "m": 0.12864156067371368 + }, + { + "p": 0.2687307894229889, + "m": 0.26457443833351135 + }, + { + "p": 0.0, + "m": 0.7141543030738831 + }, + { + "p": 0.058120567351579666, + "m": 0.382867693901062 + }, + { + "p": 0.0, + "m": 0.5545228123664856 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.27656257152557373, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.4349767565727234, + "val_loss": 1.1426767110824585, + "acc": 66.65, + "time": 194.511156945955, + "param": [ + { + "p": 0.0034757431130856276, + "m": 1.0 + }, + { + "p": 0.16676944494247437, + "m": 1.0 + }, + { + "p": 0.2369564175605774, + "m": 1.0 + }, + { + "p": 0.005463699344545603, + "m": 0.030923642218112946 + }, + { + "p": 0.008668296970427036, + "m": 0.10851848870515823 + }, + { + "p": 0.014587034471333027, + "m": 0.05010649561882019 + }, + { + "p": 0.0, + "m": 0.002041976898908615 + }, + { + "p": 0.0, + "m": 0.1289532482624054 + }, + { + "p": 0.26363006234169006, + "m": 0.2806220054626465 + }, + { + "p": 0.0, + "m": 0.7118266820907593 + }, + { + "p": 0.04314160719513893, + "m": 0.37158602476119995 + }, + { + "p": 0.0, + "m": 0.5388580560684204 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25730764865875244, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.960090160369873, + "val_loss": 1.1219087839126587, + "acc": 68.15, + "time": 196.77145441505127, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17319118976593018, + "m": 1.0 + }, + { + "p": 0.24098750948905945, + "m": 1.0 + }, + { + "p": 0.024830341339111328, + "m": 0.02108640782535076 + }, + { + "p": 0.009694579057395458, + "m": 0.0908956378698349 + }, + { + "p": 0.02964845672249794, + "m": 0.05448164418339729 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0035957135260105133, + "m": 0.12710538506507874 + }, + { + "p": 0.24488474428653717, + "m": 0.3003544509410858 + }, + { + "p": 0.0, + "m": 0.7015461921691895 + }, + { + "p": 0.042219068855047226, + "m": 0.3527335226535797 + }, + { + "p": 0.0, + "m": 0.5234959721565247 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2309483289718628, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.7437570095062256, + "val_loss": 1.065751075744629, + "acc": 68.38, + "time": 189.75098034599796, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1703435331583023, + "m": 1.0 + }, + { + "p": 0.242606058716774, + "m": 1.0 + }, + { + "p": 0.02179032191634178, + "m": 0.043383046984672546 + }, + { + "p": 0.00038014474557712674, + "m": 0.04078333452343941 + }, + { + "p": 0.042257629334926605, + "m": 0.08167129755020142 + }, + { + "p": 0.0, + "m": 0.010282899253070354 + }, + { + "p": 0.0, + "m": 0.1141376942396164 + }, + { + "p": 0.2554883658885956, + "m": 0.3016031086444855 + }, + { + "p": 0.0, + "m": 0.6894234418869019 + }, + { + "p": 0.029983067885041237, + "m": 0.34169480204582214 + }, + { + "p": 0.00021509423095267266, + "m": 0.5304803252220154 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23693576455116272, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.9648116230964661, + "val_loss": 1.1557598114013672, + "acc": 68.67, + "time": 188.0984131009318, + "param": [ + { + "p": 0.00018636442837305367, + "m": 1.0 + }, + { + "p": 0.15854960680007935, + "m": 1.0 + }, + { + "p": 0.24496755003929138, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.057480983436107635 + }, + { + "p": 0.0032007822301238775, + "m": 0.0 + }, + { + "p": 0.02458607405424118, + "m": 0.10595551878213882 + }, + { + "p": 0.0, + "m": 0.04543902724981308 + }, + { + "p": 0.0, + "m": 0.1076507419347763 + }, + { + "p": 0.27347150444984436, + "m": 0.2900330424308777 + }, + { + "p": 0.0, + "m": 0.6843420267105103 + }, + { + "p": 0.03237838298082352, + "m": 0.31871306896209717 + }, + { + "p": 0.0025845651980489492, + "m": 0.509323239326477 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2600752115249634, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.764674186706543, + "val_loss": 0.8490012884140015, + "acc": 67.93, + "time": 190.96326880995184, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1458229124546051, + "m": 1.0 + }, + { + "p": 0.23221421241760254, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.06896041333675385 + }, + { + "p": 0.0, + "m": 0.008659289218485355 + }, + { + "p": 0.0205470509827137, + "m": 0.1119794100522995 + }, + { + "p": 0.0, + "m": 0.059808194637298584 + }, + { + "p": 0.0, + "m": 0.12999343872070312 + }, + { + "p": 0.2871429920196533, + "m": 0.27274516224861145 + }, + { + "p": 0.0, + "m": 0.6841555833816528 + }, + { + "p": 0.03958257660269737, + "m": 0.29906272888183594 + }, + { + "p": 0.005780251696705818, + "m": 0.48521462082862854 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2689099907875061, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.7208881378173828, + "val_loss": 1.158941388130188, + "acc": 68.55, + "time": 189.88979596784338, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1394551396369934, + "m": 1.0 + }, + { + "p": 0.21635352075099945, + "m": 1.0 + }, + { + "p": 0.0006204810924828053, + "m": 0.04699820652604103 + }, + { + "p": 0.00010821492469403893, + "m": 0.0 + }, + { + "p": 0.00693162064999342, + "m": 0.09088435769081116 + }, + { + "p": 0.000840553198941052, + "m": 0.061031524091959 + }, + { + "p": 0.001724329311400652, + "m": 0.13222838938236237 + }, + { + "p": 0.29225531220436096, + "m": 0.23616057634353638 + }, + { + "p": 0.0023254207335412502, + "m": 0.6725977659225464 + }, + { + "p": 0.05561653524637222, + "m": 0.296904593706131 + }, + { + "p": 0.012177841737866402, + "m": 0.4793100953102112 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2715909779071808, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.8356195092201233, + "val_loss": 1.209383249282837, + "acc": 69.09, + "time": 190.7935055589769, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12011964619159698, + "m": 1.0 + }, + { + "p": 0.1992427408695221, + "m": 1.0 + }, + { + "p": 0.006263467948883772, + "m": 0.024167293682694435 + }, + { + "p": 0.0, + "m": 0.0005368643323890865 + }, + { + "p": 0.024494286626577377, + "m": 0.07534516602754593 + }, + { + "p": 0.009230597876012325, + "m": 0.044892922043800354 + }, + { + "p": 0.0016043608775362372, + "m": 0.12271391600370407 + }, + { + "p": 0.2896326184272766, + "m": 0.18913795053958893 + }, + { + "p": 0.01882985793054104, + "m": 0.6457269191741943 + }, + { + "p": 0.07555145770311356, + "m": 0.2830977737903595 + }, + { + "p": 0.011025265790522099, + "m": 0.4920303225517273 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2440056949853897, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.40159177780151367, + "val_loss": 1.271121859550476, + "acc": 68.94, + "time": 187.48937223595567, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1117684543132782, + "m": 1.0 + }, + { + "p": 0.1849101483821869, + "m": 1.0 + }, + { + "p": 0.0036385043058544397, + "m": 0.024369020015001297 + }, + { + "p": 0.0005878263618797064, + "m": 0.0 + }, + { + "p": 0.041812047362327576, + "m": 0.06849652528762817 + }, + { + "p": 0.01867520995438099, + "m": 0.03975078836083412 + }, + { + "p": 4.165051723248325e-05, + "m": 0.1349569410085678 + }, + { + "p": 0.2939189076423645, + "m": 0.2065146118402481 + }, + { + "p": 0.02481786534190178, + "m": 0.6358646154403687 + }, + { + "p": 0.0866985097527504, + "m": 0.3096036911010742 + }, + { + "p": 0.004002687521278858, + "m": 0.49647265672683716 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22912804782390594, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.672980010509491, + "val_loss": 1.2222777605056763, + "acc": 69.28, + "time": 189.65443344181404, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1232229471206665, + "m": 1.0 + }, + { + "p": 0.18438945710659027, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.018228821456432343 + }, + { + "p": 0.0, + "m": 0.0005738797481171787 + }, + { + "p": 0.027117609977722168, + "m": 0.06064256653189659 + }, + { + "p": 0.0, + "m": 0.015417895279824734 + }, + { + "p": 0.0, + "m": 0.12931616604328156 + }, + { + "p": 0.2984327971935272, + "m": 0.21933138370513916 + }, + { + "p": 0.010174434632062912, + "m": 0.6354708075523376 + }, + { + "p": 0.10360480844974518, + "m": 0.30530601739883423 + }, + { + "p": 0.006670705042779446, + "m": 0.47695693373680115 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24638724327087402, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.5690580010414124, + "val_loss": 1.0486093759536743, + "acc": 68.57, + "time": 189.30853241798468, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13185691833496094, + "m": 1.0 + }, + { + "p": 0.1743350476026535, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.04642980918288231 + }, + { + "p": 0.0, + "m": 0.0030249985866248608 + }, + { + "p": 0.0030720634385943413, + "m": 0.08044686168432236 + }, + { + "p": 0.0, + "m": 0.008545505814254284 + }, + { + "p": 0.004755532369017601, + "m": 0.1411447525024414 + }, + { + "p": 0.3021186292171478, + "m": 0.23781932890415192 + }, + { + "p": 0.004384476691484451, + "m": 0.6321395635604858 + }, + { + "p": 0.12502679228782654, + "m": 0.32966750860214233 + }, + { + "p": 0.011388847604393959, + "m": 0.46649613976478577 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24306164681911469, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.4440178871154785, + "val_loss": 1.0555610656738281, + "acc": 69.34, + "time": 189.09993777098134, + "param": [ + { + "p": 3.247387212468311e-05, + "m": 1.0 + }, + { + "p": 0.12614180147647858, + "m": 1.0 + }, + { + "p": 0.16717542707920074, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.06013505160808563 + }, + { + "p": 0.0, + "m": 0.0003273060719948262 + }, + { + "p": 0.013796832412481308, + "m": 0.11282108724117279 + }, + { + "p": 5.846445492352359e-05, + "m": 0.03542317822575569 + }, + { + "p": 0.015189675614237785, + "m": 0.1622011363506317 + }, + { + "p": 0.3067738115787506, + "m": 0.2790605127811432 + }, + { + "p": 0.0, + "m": 0.6273678541183472 + }, + { + "p": 0.13532322645187378, + "m": 0.36515215039253235 + }, + { + "p": 0.013606343418359756, + "m": 0.4482390582561493 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22190190851688385, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.4376349449157715, + "val_loss": 0.9823410511016846, + "acc": 68.83, + "time": 187.3760813800618, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11680294573307037, + "m": 1.0 + }, + { + "p": 0.15969477593898773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.07138260453939438 + }, + { + "p": 0.0, + "m": 0.01271864678710699 + }, + { + "p": 0.04158315807580948, + "m": 0.1257801502943039 + }, + { + "p": 0.0, + "m": 0.07497604936361313 + }, + { + "p": 0.016252588480710983, + "m": 0.18880793452262878 + }, + { + "p": 0.3021942675113678, + "m": 0.2805781066417694 + }, + { + "p": 0.0, + "m": 0.6205369234085083 + }, + { + "p": 0.129898801445961, + "m": 0.37247663736343384 + }, + { + "p": 0.032866742461919785, + "m": 0.42957624793052673 + }, + { + "p": 0.0025475998409092426, + "m": 1.0 + }, + { + "p": 0.19815903902053833, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json new file mode 100644 index 0000000..5b96c44 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 70.36, + "Time": [ + 188.47771874988916, + 2.6822202794669048 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.1777255535125732, + "val_loss": 2.275315523147583, + "acc": 14.95, + "time": 188.87506063911133, + "param": [ + { + "p": 0.1043386161327362, + "m": 1.0 + }, + { + "p": 0.0245034359395504, + "m": 1.0 + }, + { + "p": 0.07749156653881073, + "m": 1.0 + }, + { + "p": 0.0519082173705101, + "m": 0.986386775970459 + }, + { + "p": 0.032235220074653625, + "m": 0.989281415939331 + }, + { + "p": 0.08760753273963928, + "m": 0.9267836809158325 + }, + { + "p": 0.07237214595079422, + "m": 0.9836600422859192 + }, + { + "p": 0.06442632526159286, + "m": 0.9676527380943298 + }, + { + "p": 0.07469742000102997, + "m": 0.9940900802612305 + }, + { + "p": 0.08756612986326218, + "m": 1.0 + }, + { + "p": 0.05647764354944229, + "m": 0.9998468160629272 + }, + { + "p": 0.08518078923225403, + "m": 1.0 + }, + { + "p": 0.09222743660211563, + "m": 1.0 + }, + { + "p": 0.08896749466657639, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.123225688934326, + "val_loss": 2.039534091949463, + "acc": 25.19, + "time": 184.52380397100933, + "param": [ + { + "p": 0.09761997312307358, + "m": 1.0 + }, + { + "p": 0.02254621684551239, + "m": 1.0 + }, + { + "p": 0.0867592841386795, + "m": 1.0 + }, + { + "p": 0.0751890316605568, + "m": 0.9692428112030029 + }, + { + "p": 0.055052563548088074, + "m": 0.9526254534721375 + }, + { + "p": 0.09693299978971481, + "m": 0.8780440092086792 + }, + { + "p": 0.07053151726722717, + "m": 0.9359864592552185 + }, + { + "p": 0.06974797695875168, + "m": 0.9106136560440063 + }, + { + "p": 0.07585228979587555, + "m": 0.9921588897705078 + }, + { + "p": 0.07874816656112671, + "m": 1.0 + }, + { + "p": 0.06925562769174576, + "m": 0.9918545484542847 + }, + { + "p": 0.0655546635389328, + "m": 1.0 + }, + { + "p": 0.0831112489104271, + "m": 1.0 + }, + { + "p": 0.05309842899441719, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.112339496612549, + "val_loss": 1.8918131589889526, + "acc": 31.64, + "time": 190.7110600520391, + "param": [ + { + "p": 0.10424540191888809, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0959077775478363, + "m": 1.0 + }, + { + "p": 0.06856013089418411, + "m": 0.9652386903762817 + }, + { + "p": 0.07764767855405807, + "m": 0.9456035494804382 + }, + { + "p": 0.08996709436178207, + "m": 0.8310441970825195 + }, + { + "p": 0.07953401654958725, + "m": 0.8924461603164673 + }, + { + "p": 0.08862704783678055, + "m": 0.8787773251533508 + }, + { + "p": 0.0680231899023056, + "m": 0.9612761735916138 + }, + { + "p": 0.07997256517410278, + "m": 1.0 + }, + { + "p": 0.08814490586519241, + "m": 0.9921815395355225 + }, + { + "p": 0.04528113454580307, + "m": 0.9743976593017578 + }, + { + "p": 0.10191167891025543, + "m": 1.0 + }, + { + "p": 0.01217739563435316, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 1.951992154121399, + "val_loss": 1.8627413511276245, + "acc": 33.98, + "time": 190.3500340390019, + "param": [ + { + "p": 0.13317814469337463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10361308604478836, + "m": 1.0 + }, + { + "p": 0.06551099568605423, + "m": 0.9351962804794312 + }, + { + "p": 0.06281314045190811, + "m": 0.9714409708976746 + }, + { + "p": 0.07407508790493011, + "m": 0.8515799045562744 + }, + { + "p": 0.07436719536781311, + "m": 0.8990258574485779 + }, + { + "p": 0.10636748373508453, + "m": 0.8483126163482666 + }, + { + "p": 0.06020089238882065, + "m": 0.9135268330574036 + }, + { + "p": 0.07221490144729614, + "m": 0.9976140856742859 + }, + { + "p": 0.09157289564609528, + "m": 0.9660109877586365 + }, + { + "p": 0.024817166849970818, + "m": 0.9764410257339478 + }, + { + "p": 0.13126903772354126, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.8168154954910278, + "val_loss": 1.8308367729187012, + "acc": 37.78, + "time": 188.18350910092704, + "param": [ + { + "p": 0.11773312836885452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08936292678117752, + "m": 1.0 + }, + { + "p": 0.07064653187990189, + "m": 0.8836764097213745 + }, + { + "p": 0.04322197288274765, + "m": 0.9638332724571228 + }, + { + "p": 0.07148797810077667, + "m": 0.808506190776825 + }, + { + "p": 0.0693807527422905, + "m": 0.9037227630615234 + }, + { + "p": 0.118414968252182, + "m": 0.8048743605613708 + }, + { + "p": 0.08011701703071594, + "m": 0.9297045469284058 + }, + { + "p": 0.08255044370889664, + "m": 0.9657184481620789 + }, + { + "p": 0.08606800436973572, + "m": 0.9643356204032898 + }, + { + "p": 0.027523204684257507, + "m": 0.9760817885398865 + }, + { + "p": 0.13279956579208374, + "m": 1.0 + }, + { + "p": 0.010693412274122238, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.853613257408142, + "val_loss": 1.628432273864746, + "acc": 41.38, + "time": 190.84044832899235, + "param": [ + { + "p": 0.10513510555028915, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08764654397964478, + "m": 1.0 + }, + { + "p": 0.07795131206512451, + "m": 0.8892216086387634 + }, + { + "p": 0.02044941671192646, + "m": 0.9642142057418823 + }, + { + "p": 0.05439205840229988, + "m": 0.7846859097480774 + }, + { + "p": 0.057270824909210205, + "m": 0.8717995882034302 + }, + { + "p": 0.12561285495758057, + "m": 0.7460655570030212 + }, + { + "p": 0.10382102429866791, + "m": 0.9457326531410217 + }, + { + "p": 0.08859775960445404, + "m": 0.9267538189888 + }, + { + "p": 0.09278701990842819, + "m": 0.9604501724243164 + }, + { + "p": 0.040156926959753036, + "m": 0.9432021379470825 + }, + { + "p": 0.13407741487026215, + "m": 1.0 + }, + { + "p": 0.012101806700229645, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.8275294303894043, + "val_loss": 1.5827492475509644, + "acc": 44.15, + "time": 189.83045004401356, + "param": [ + { + "p": 0.08926893025636673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11269788444042206, + "m": 1.0 + }, + { + "p": 0.09195954352617264, + "m": 0.8931789398193359 + }, + { + "p": 0.0, + "m": 0.9739807844161987 + }, + { + "p": 0.019941383972764015, + "m": 0.7874996066093445 + }, + { + "p": 0.05238041654229164, + "m": 0.8632919192314148 + }, + { + "p": 0.1366993933916092, + "m": 0.710319459438324 + }, + { + "p": 0.11165961623191833, + "m": 0.911724328994751 + }, + { + "p": 0.08738142251968384, + "m": 0.9157198667526245 + }, + { + "p": 0.10800925642251968, + "m": 0.9422446489334106 + }, + { + "p": 0.04299437254667282, + "m": 0.931264340877533 + }, + { + "p": 0.1470078080892563, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.739749550819397, + "val_loss": 1.5267421007156372, + "acc": 44.77, + "time": 186.81604995997623, + "param": [ + { + "p": 0.0695279985666275, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1402537077665329, + "m": 1.0 + }, + { + "p": 0.08707281947135925, + "m": 0.8642712831497192 + }, + { + "p": 0.0, + "m": 0.9746494293212891 + }, + { + "p": 0.0, + "m": 0.7871585488319397 + }, + { + "p": 0.040373463183641434, + "m": 0.8580442667007446 + }, + { + "p": 0.14660610258579254, + "m": 0.6869074702262878 + }, + { + "p": 0.10896936804056168, + "m": 0.8742208480834961 + }, + { + "p": 0.07606323808431625, + "m": 0.9361295700073242 + }, + { + "p": 0.119798444211483, + "m": 0.9148926138877869 + }, + { + "p": 0.046447910368442535, + "m": 0.9754849672317505 + }, + { + "p": 0.1648869663476944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.841713786125183, + "val_loss": 1.581294298171997, + "acc": 44.39, + "time": 187.3057404740248, + "param": [ + { + "p": 0.044016033411026, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1563667505979538, + "m": 1.0 + }, + { + "p": 0.08328697085380554, + "m": 0.8314559459686279 + }, + { + "p": 0.00035913955071009696, + "m": 0.9774996042251587 + }, + { + "p": 0.0006998655735515058, + "m": 0.7854305505752563 + }, + { + "p": 0.032933562994003296, + "m": 0.8292431235313416 + }, + { + "p": 0.1563795953989029, + "m": 0.6586443781852722 + }, + { + "p": 0.1092614009976387, + "m": 0.8386980295181274 + }, + { + "p": 0.06847847253084183, + "m": 0.9390072822570801 + }, + { + "p": 0.11819633841514587, + "m": 0.879551887512207 + }, + { + "p": 0.053399089723825455, + "m": 0.9985427856445312 + }, + { + "p": 0.17474812269210815, + "m": 1.0 + }, + { + "p": 0.0018745599081739783, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.605859637260437, + "val_loss": 1.4310413599014282, + "acc": 47.48, + "time": 188.893653716892, + "param": [ + { + "p": 0.024708721786737442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14843986928462982, + "m": 1.0 + }, + { + "p": 0.10220327228307724, + "m": 0.8500573635101318 + }, + { + "p": 0.0, + "m": 0.9926726818084717 + }, + { + "p": 0.006921689957380295, + "m": 0.7858335375785828 + }, + { + "p": 0.054339777678251266, + "m": 0.8058021664619446 + }, + { + "p": 0.15302477777004242, + "m": 0.6222639083862305 + }, + { + "p": 0.10678452998399734, + "m": 0.8231164216995239 + }, + { + "p": 0.06813440471887589, + "m": 0.9160260558128357 + }, + { + "p": 0.10352765768766403, + "m": 0.846969723701477 + }, + { + "p": 0.05625550076365471, + "m": 0.9947525262832642 + }, + { + "p": 0.1670917570590973, + "m": 1.0 + }, + { + "p": 0.008568137884140015, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.7461822032928467, + "val_loss": 1.6122559309005737, + "acc": 48.77, + "time": 190.3519031999167, + "param": [ + { + "p": 0.010296192020177841, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14683978259563446, + "m": 1.0 + }, + { + "p": 0.1143442913889885, + "m": 0.8370178937911987 + }, + { + "p": 0.0, + "m": 0.9986752271652222 + }, + { + "p": 0.004199035931378603, + "m": 0.7896353006362915 + }, + { + "p": 0.05993734300136566, + "m": 0.7616527080535889 + }, + { + "p": 0.15613675117492676, + "m": 0.5832544565200806 + }, + { + "p": 0.10711310803890228, + "m": 0.7948216199874878 + }, + { + "p": 0.07995091378688812, + "m": 0.8925600647926331 + }, + { + "p": 0.09619516879320145, + "m": 0.8279394507408142 + }, + { + "p": 0.053830601274967194, + "m": 0.9916743040084839 + }, + { + "p": 0.17115679383277893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.6362340450286865, + "val_loss": 1.4117982387542725, + "acc": 49.09, + "time": 191.68300835299306, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13534756004810333, + "m": 1.0 + }, + { + "p": 0.12437039613723755, + "m": 0.8042112588882446 + }, + { + "p": 0.0, + "m": 0.9994611740112305 + }, + { + "p": 0.0, + "m": 0.778771162033081 + }, + { + "p": 0.05823919177055359, + "m": 0.6815086603164673 + }, + { + "p": 0.17948800325393677, + "m": 0.5416515469551086 + }, + { + "p": 0.09986074268817902, + "m": 0.7615343928337097 + }, + { + "p": 0.0959443673491478, + "m": 0.8939558863639832 + }, + { + "p": 0.09226751327514648, + "m": 0.8102758526802063 + }, + { + "p": 0.038022421300411224, + "m": 1.0 + }, + { + "p": 0.17645980417728424, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.7292685508728027, + "val_loss": 1.3996471166610718, + "acc": 50.18, + "time": 192.11977081303485, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11468570679426193, + "m": 1.0 + }, + { + "p": 0.12295490503311157, + "m": 0.7626792192459106 + }, + { + "p": 0.0, + "m": 0.9922087788581848 + }, + { + "p": 0.0, + "m": 0.7704970836639404 + }, + { + "p": 0.05342641845345497, + "m": 0.6573505401611328 + }, + { + "p": 0.1959379017353058, + "m": 0.5076401233673096 + }, + { + "p": 0.09334958344697952, + "m": 0.7300890684127808 + }, + { + "p": 0.10738559067249298, + "m": 0.8969610929489136 + }, + { + "p": 0.10261297971010208, + "m": 0.7989998459815979 + }, + { + "p": 0.013406505808234215, + "m": 1.0 + }, + { + "p": 0.1962403804063797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.250388264656067, + "val_loss": 1.3624303340911865, + "acc": 51.93, + "time": 186.93921554088593, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08586932718753815, + "m": 1.0 + }, + { + "p": 0.1180834025144577, + "m": 0.7257046103477478 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7740965485572815 + }, + { + "p": 0.049269091337919235, + "m": 0.6507307887077332 + }, + { + "p": 0.2202223539352417, + "m": 0.48808690905570984 + }, + { + "p": 0.08939658850431442, + "m": 0.7047984600067139 + }, + { + "p": 0.11508487164974213, + "m": 0.8892939686775208 + }, + { + "p": 0.10270660370588303, + "m": 0.778937041759491 + }, + { + "p": 0.0008786770049482584, + "m": 1.0 + }, + { + "p": 0.21848905086517334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.5785589218139648, + "val_loss": 1.2705224752426147, + "acc": 52.07, + "time": 183.75769757502712, + "param": [ + { + "p": 0.0231076218187809, + "m": 1.0 + }, + { + "p": 0.001738435705192387, + "m": 1.0 + }, + { + "p": 0.0668458342552185, + "m": 1.0 + }, + { + "p": 0.10491746664047241, + "m": 0.6583071947097778 + }, + { + "p": 0.006954389624297619, + "m": 1.0 + }, + { + "p": 0.02534813992679119, + "m": 0.7936762571334839 + }, + { + "p": 0.05799040570855141, + "m": 0.6732276678085327 + }, + { + "p": 0.20187589526176453, + "m": 0.48043838143348694 + }, + { + "p": 0.07724538445472717, + "m": 0.7049883604049683 + }, + { + "p": 0.11030596494674683, + "m": 0.8857434988021851 + }, + { + "p": 0.10255366563796997, + "m": 0.7767268419265747 + }, + { + "p": 0.013376150280237198, + "m": 1.0 + }, + { + "p": 0.19716325402259827, + "m": 1.0 + }, + { + "p": 0.010577406734228134, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.4325634241104126, + "val_loss": 1.3893280029296875, + "acc": 53.54, + "time": 185.22966915601864, + "param": [ + { + "p": 0.04089142382144928, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0593152716755867, + "m": 1.0 + }, + { + "p": 0.1020187959074974, + "m": 0.6147615909576416 + }, + { + "p": 0.004573930520564318, + "m": 0.998734176158905 + }, + { + "p": 0.03043563850224018, + "m": 0.8013786673545837 + }, + { + "p": 0.06245221942663193, + "m": 0.7045462131500244 + }, + { + "p": 0.18911844491958618, + "m": 0.49621957540512085 + }, + { + "p": 0.07616234570741653, + "m": 0.7112551927566528 + }, + { + "p": 0.10334512591362, + "m": 0.8727645874023438 + }, + { + "p": 0.09875145554542542, + "m": 0.77618008852005 + }, + { + "p": 0.026746047660708427, + "m": 1.0 + }, + { + "p": 0.1891142576932907, + "m": 1.0 + }, + { + "p": 0.017075110226869583, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.4251923561096191, + "val_loss": 1.3224701881408691, + "acc": 55.2, + "time": 185.48676617699675, + "param": [ + { + "p": 0.04537513479590416, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06379762291908264, + "m": 1.0 + }, + { + "p": 0.09184790402650833, + "m": 0.5920422673225403 + }, + { + "p": 0.0, + "m": 0.9953227043151855 + }, + { + "p": 0.031134620308876038, + "m": 0.7901584506034851 + }, + { + "p": 0.06998218595981598, + "m": 0.6752092838287354 + }, + { + "p": 0.1798313707113266, + "m": 0.5020618438720703 + }, + { + "p": 0.08138103038072586, + "m": 0.7078059315681458 + }, + { + "p": 0.10444234311580658, + "m": 0.8782258629798889 + }, + { + "p": 0.09772619605064392, + "m": 0.779129683971405 + }, + { + "p": 0.03621835634112358, + "m": 1.0 + }, + { + "p": 0.18672475218772888, + "m": 1.0 + }, + { + "p": 0.011538482271134853, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.243625521659851, + "val_loss": 1.2676109075546265, + "acc": 55.27, + "time": 190.10830820980482, + "param": [ + { + "p": 0.030207958072423935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07529163360595703, + "m": 1.0 + }, + { + "p": 0.08339542150497437, + "m": 0.5805065035820007 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0006136709707789123, + "m": 0.8128600120544434 + }, + { + "p": 0.07852762937545776, + "m": 0.6313640475273132 + }, + { + "p": 0.19675414264202118, + "m": 0.46537163853645325 + }, + { + "p": 0.08670168370008469, + "m": 0.6937194466590881 + }, + { + "p": 0.11572762578725815, + "m": 0.9000616073608398 + }, + { + "p": 0.0997297465801239, + "m": 0.7494115233421326 + }, + { + "p": 0.025707704946398735, + "m": 1.0 + }, + { + "p": 0.20734281837940216, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.3423179388046265, + "val_loss": 1.1472759246826172, + "acc": 55.11, + "time": 185.28616749984212, + "param": [ + { + "p": 0.02675601653754711, + "m": 1.0 + }, + { + "p": 0.0031433275435119867, + "m": 1.0 + }, + { + "p": 0.0704716220498085, + "m": 1.0 + }, + { + "p": 0.06511413305997849, + "m": 0.5687942504882812 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0106895100325346, + "m": 0.852565586566925 + }, + { + "p": 0.07667789608240128, + "m": 0.6128236651420593 + }, + { + "p": 0.19467715919017792, + "m": 0.4569862484931946 + }, + { + "p": 0.08491432666778564, + "m": 0.6897281408309937 + }, + { + "p": 0.12210249155759811, + "m": 0.901908814907074 + }, + { + "p": 0.09874716401100159, + "m": 0.7607486844062805 + }, + { + "p": 0.03543870523571968, + "m": 1.0 + }, + { + "p": 0.2112676054239273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.4360368251800537, + "val_loss": 1.278674840927124, + "acc": 56.5, + "time": 194.0726425149478, + "param": [ + { + "p": 0.04151846840977669, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07366327941417694, + "m": 1.0 + }, + { + "p": 0.05326095595955849, + "m": 0.5869478583335876 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.031403955072164536, + "m": 0.8562805652618408 + }, + { + "p": 0.08794555068016052, + "m": 0.5840973854064941 + }, + { + "p": 0.17303994297981262, + "m": 0.47881439328193665 + }, + { + "p": 0.08630792051553726, + "m": 0.6897574663162231 + }, + { + "p": 0.1183089166879654, + "m": 0.887184202671051 + }, + { + "p": 0.09527424722909927, + "m": 0.7729532122612 + }, + { + "p": 0.04735599085688591, + "m": 1.0 + }, + { + "p": 0.19062621891498566, + "m": 1.0 + }, + { + "p": 0.001294545130804181, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.3838509321212769, + "val_loss": 1.2387688159942627, + "acc": 57.7, + "time": 185.5812440260779, + "param": [ + { + "p": 0.04508417844772339, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07070991396903992, + "m": 1.0 + }, + { + "p": 0.04669436812400818, + "m": 0.6047036647796631 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022245092317461967, + "m": 0.8619458079338074 + }, + { + "p": 0.0989382266998291, + "m": 0.5711684823036194 + }, + { + "p": 0.16705670952796936, + "m": 0.49318474531173706 + }, + { + "p": 0.09467499703168869, + "m": 0.6981971263885498 + }, + { + "p": 0.12400370091199875, + "m": 0.8725460767745972 + }, + { + "p": 0.09111087769269943, + "m": 0.7768690586090088 + }, + { + "p": 0.057788148522377014, + "m": 1.0 + }, + { + "p": 0.18169379234313965, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.509171724319458, + "val_loss": 1.1232293844223022, + "acc": 59.0, + "time": 185.7825638561044, + "param": [ + { + "p": 0.04138608276844025, + "m": 1.0 + }, + { + "p": 0.0006084879860281944, + "m": 1.0 + }, + { + "p": 0.0592472180724144, + "m": 1.0 + }, + { + "p": 0.042512498795986176, + "m": 0.5992130637168884 + }, + { + "p": 0.0, + "m": 0.9793524146080017 + }, + { + "p": 0.0, + "m": 0.8624027967453003 + }, + { + "p": 0.09612519294023514, + "m": 0.6225641965866089 + }, + { + "p": 0.17099493741989136, + "m": 0.5020277500152588 + }, + { + "p": 0.11233431100845337, + "m": 0.7103996276855469 + }, + { + "p": 0.1398552805185318, + "m": 0.8663927316665649 + }, + { + "p": 0.09762192517518997, + "m": 0.7804577350616455 + }, + { + "p": 0.06003449112176895, + "m": 1.0 + }, + { + "p": 0.17927952110767365, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.441360592842102, + "val_loss": 1.1432905197143555, + "acc": 58.47, + "time": 187.5048635508865, + "param": [ + { + "p": 0.046512119472026825, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03719525411725044, + "m": 1.0 + }, + { + "p": 0.03583493456244469, + "m": 0.5763015151023865 + }, + { + "p": 0.0, + "m": 0.9729921221733093 + }, + { + "p": 0.0, + "m": 0.8674034476280212 + }, + { + "p": 0.08828537911176682, + "m": 0.6190972328186035 + }, + { + "p": 0.17968764901161194, + "m": 0.49778106808662415 + }, + { + "p": 0.12718090415000916, + "m": 0.7195582985877991 + }, + { + "p": 0.15371568500995636, + "m": 0.857300877571106 + }, + { + "p": 0.09578216075897217, + "m": 0.7738579511642456 + }, + { + "p": 0.05473737418651581, + "m": 1.0 + }, + { + "p": 0.18106846511363983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.14629328250885, + "val_loss": 1.1726621389389038, + "acc": 59.72, + "time": 186.94704297720455, + "param": [ + { + "p": 0.048753682523965836, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0173956248909235, + "m": 1.0 + }, + { + "p": 0.033504702150821686, + "m": 0.5673141479492188 + }, + { + "p": 0.0, + "m": 0.984417200088501 + }, + { + "p": 0.0007291716756299138, + "m": 0.8897682428359985 + }, + { + "p": 0.08175152540206909, + "m": 0.5667549967765808 + }, + { + "p": 0.1856839507818222, + "m": 0.5123366713523865 + }, + { + "p": 0.14065977931022644, + "m": 0.7295623421669006 + }, + { + "p": 0.17111735045909882, + "m": 0.8517928123474121 + }, + { + "p": 0.08739077299833298, + "m": 0.7610850930213928 + }, + { + "p": 0.050754740834236145, + "m": 1.0 + }, + { + "p": 0.1822586953639984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.219377040863037, + "val_loss": 1.077643871307373, + "acc": 60.32, + "time": 184.17369468300603, + "param": [ + { + "p": 0.05286802351474762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006886100862175226, + "m": 1.0 + }, + { + "p": 0.03603323549032211, + "m": 0.5608271360397339 + }, + { + "p": 0.0, + "m": 0.9804645776748657 + }, + { + "p": 0.01781482808291912, + "m": 0.9075784087181091 + }, + { + "p": 0.08271551877260208, + "m": 0.5212291479110718 + }, + { + "p": 0.1624726504087448, + "m": 0.5124232769012451 + }, + { + "p": 0.14865946769714355, + "m": 0.7293041348457336 + }, + { + "p": 0.1680220365524292, + "m": 0.8574602007865906 + }, + { + "p": 0.08448734134435654, + "m": 0.7649438381195068 + }, + { + "p": 0.05333731696009636, + "m": 1.0 + }, + { + "p": 0.18436521291732788, + "m": 1.0 + }, + { + "p": 0.0023383607622236013, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.1596885919570923, + "val_loss": 1.3612263202667236, + "acc": 58.75, + "time": 186.49182905908674, + "param": [ + { + "p": 0.06431647390127182, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014334694482386112, + "m": 0.5426652431488037 + }, + { + "p": 0.0, + "m": 0.9689577221870422 + }, + { + "p": 0.0, + "m": 0.9213814735412598 + }, + { + "p": 0.088405080139637, + "m": 0.508738100528717 + }, + { + "p": 0.15491551160812378, + "m": 0.5177904963493347 + }, + { + "p": 0.15888726711273193, + "m": 0.710525393486023 + }, + { + "p": 0.1765098124742508, + "m": 0.8469544053077698 + }, + { + "p": 0.08810757845640182, + "m": 0.7713073492050171 + }, + { + "p": 0.057609766721725464, + "m": 1.0 + }, + { + "p": 0.19691380858421326, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.038509488105774, + "val_loss": 1.064186930656433, + "acc": 60.68, + "time": 191.87995134596713, + "param": [ + { + "p": 0.05973674729466438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5372884273529053 + }, + { + "p": 0.0, + "m": 0.9724114537239075 + }, + { + "p": 0.0, + "m": 0.9518977999687195 + }, + { + "p": 0.09537166357040405, + "m": 0.5075500011444092 + }, + { + "p": 0.14663012325763702, + "m": 0.5053915977478027 + }, + { + "p": 0.17255912721157074, + "m": 0.6838057041168213 + }, + { + "p": 0.18910743296146393, + "m": 0.8383670449256897 + }, + { + "p": 0.08225256949663162, + "m": 0.7657938003540039 + }, + { + "p": 0.042287588119506836, + "m": 1.0 + }, + { + "p": 0.20916153490543365, + "m": 1.0 + }, + { + "p": 0.002893188502639532, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.6712093353271484, + "val_loss": 1.1356779336929321, + "acc": 61.08, + "time": 184.8272602930665, + "param": [ + { + "p": 0.05835770443081856, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007797168102115393, + "m": 1.0 + }, + { + "p": 0.006749838590621948, + "m": 0.5531507134437561 + }, + { + "p": 0.004572672303766012, + "m": 0.9680364727973938 + }, + { + "p": 0.008098240941762924, + "m": 0.9615917801856995 + }, + { + "p": 0.10843560099601746, + "m": 0.5249416828155518 + }, + { + "p": 0.12983037531375885, + "m": 0.503685474395752 + }, + { + "p": 0.16123495995998383, + "m": 0.6688451766967773 + }, + { + "p": 0.17451196908950806, + "m": 0.8257432579994202 + }, + { + "p": 0.08410858362913132, + "m": 0.7636867761611938 + }, + { + "p": 0.052098482847213745, + "m": 1.0 + }, + { + "p": 0.19378212094306946, + "m": 1.0 + }, + { + "p": 0.010422260500490665, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.367453694343567, + "val_loss": 0.9860502481460571, + "acc": 61.66, + "time": 184.20059233298525, + "param": [ + { + "p": 0.0570819154381752, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.034977465867996216, + "m": 1.0 + }, + { + "p": 0.016331549733877182, + "m": 0.5651963353157043 + }, + { + "p": 0.0, + "m": 0.927299439907074 + }, + { + "p": 0.024796050041913986, + "m": 0.9106091856956482 + }, + { + "p": 0.10775715112686157, + "m": 0.5196660757064819 + }, + { + "p": 0.11005312204360962, + "m": 0.5154866576194763 + }, + { + "p": 0.14951935410499573, + "m": 0.667942225933075 + }, + { + "p": 0.1642620861530304, + "m": 0.8267743587493896 + }, + { + "p": 0.08979817479848862, + "m": 0.7704566121101379 + }, + { + "p": 0.07112517952919006, + "m": 1.0 + }, + { + "p": 0.15468281507492065, + "m": 1.0 + }, + { + "p": 0.01961505599319935, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.447671890258789, + "val_loss": 1.0947022438049316, + "acc": 61.76, + "time": 184.6594212919008, + "param": [ + { + "p": 0.06374295055866241, + "m": 1.0 + }, + { + "p": 0.005186392460018396, + "m": 1.0 + }, + { + "p": 0.05758883059024811, + "m": 1.0 + }, + { + "p": 0.03120920993387699, + "m": 0.5408853888511658 + }, + { + "p": 0.011799890547990799, + "m": 0.8902359008789062 + }, + { + "p": 0.039976175874471664, + "m": 0.8507740497589111 + }, + { + "p": 0.09846653044223785, + "m": 0.5094151496887207 + }, + { + "p": 0.09195576608181, + "m": 0.5375345945358276 + }, + { + "p": 0.1291118860244751, + "m": 0.6480864882469177 + }, + { + "p": 0.14880681037902832, + "m": 0.8187930583953857 + }, + { + "p": 0.09316875785589218, + "m": 0.785895586013794 + }, + { + "p": 0.07670330256223679, + "m": 1.0 + }, + { + "p": 0.12426809966564178, + "m": 1.0 + }, + { + "p": 0.028015295043587685, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.223594069480896, + "val_loss": 1.1822260618209839, + "acc": 61.36, + "time": 191.65803056419827, + "param": [ + { + "p": 0.072269968688488, + "m": 1.0 + }, + { + "p": 0.0011198832653462887, + "m": 1.0 + }, + { + "p": 0.07498837262392044, + "m": 1.0 + }, + { + "p": 0.046549759805202484, + "m": 0.5377123355865479 + }, + { + "p": 0.02235966920852661, + "m": 0.8758527636528015 + }, + { + "p": 0.045793257653713226, + "m": 0.8105958104133606 + }, + { + "p": 0.10073326528072357, + "m": 0.4831581115722656 + }, + { + "p": 0.08259760588407516, + "m": 0.5567121505737305 + }, + { + "p": 0.1121315136551857, + "m": 0.6393572092056274 + }, + { + "p": 0.13490569591522217, + "m": 0.8046824336051941 + }, + { + "p": 0.09513939172029495, + "m": 0.8075979351997375 + }, + { + "p": 0.0682162195444107, + "m": 1.0 + }, + { + "p": 0.11093512922525406, + "m": 1.0 + }, + { + "p": 0.03226027637720108, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.1290006637573242, + "val_loss": 1.1532846689224243, + "acc": 62.58, + "time": 187.14869838114828, + "param": [ + { + "p": 0.07179957628250122, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10778001695871353, + "m": 1.0 + }, + { + "p": 0.05336344242095947, + "m": 0.5641331672668457 + }, + { + "p": 0.021444031968712807, + "m": 0.8777408599853516 + }, + { + "p": 0.04657496511936188, + "m": 0.7735158205032349 + }, + { + "p": 0.11152511835098267, + "m": 0.4892425835132599 + }, + { + "p": 0.078942209482193, + "m": 0.5496643781661987 + }, + { + "p": 0.10064374655485153, + "m": 0.6318786144256592 + }, + { + "p": 0.12915214896202087, + "m": 0.8220837712287903 + }, + { + "p": 0.09385714679956436, + "m": 0.8152672648429871 + }, + { + "p": 0.06861009448766708, + "m": 1.0 + }, + { + "p": 0.0922827199101448, + "m": 1.0 + }, + { + "p": 0.02402477338910103, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.153762936592102, + "val_loss": 1.0514129400253296, + "acc": 62.7, + "time": 188.80359584395774, + "param": [ + { + "p": 0.06677307933568954, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12196189910173416, + "m": 1.0 + }, + { + "p": 0.05223394185304642, + "m": 0.592667281627655 + }, + { + "p": 0.012040998786687851, + "m": 0.8354837894439697 + }, + { + "p": 0.043751172721385956, + "m": 0.7384234070777893 + }, + { + "p": 0.1293073445558548, + "m": 0.5115954875946045 + }, + { + "p": 0.08067397773265839, + "m": 0.5354989767074585 + }, + { + "p": 0.08928383141756058, + "m": 0.6279875636100769 + }, + { + "p": 0.136493980884552, + "m": 0.8248447775840759 + }, + { + "p": 0.0917581245303154, + "m": 0.808427095413208 + }, + { + "p": 0.08444618433713913, + "m": 1.0 + }, + { + "p": 0.07687816768884659, + "m": 1.0 + }, + { + "p": 0.014397320337593555, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 0.8860502243041992, + "val_loss": 1.0686403512954712, + "acc": 65.01, + "time": 184.83651605597697, + "param": [ + { + "p": 0.060409970581531525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11786925792694092, + "m": 1.0 + }, + { + "p": 0.04913823679089546, + "m": 0.5822521448135376 + }, + { + "p": 0.0, + "m": 0.7785026431083679 + }, + { + "p": 0.024406682699918747, + "m": 0.7346984148025513 + }, + { + "p": 0.14718693494796753, + "m": 0.5011329054832458 + }, + { + "p": 0.09241809695959091, + "m": 0.5307933688163757 + }, + { + "p": 0.08574089407920837, + "m": 0.6231923699378967 + }, + { + "p": 0.13392958045005798, + "m": 0.8246756792068481 + }, + { + "p": 0.09600678086280823, + "m": 0.7854456901550293 + }, + { + "p": 0.11232657730579376, + "m": 1.0 + }, + { + "p": 0.06506212800741196, + "m": 1.0 + }, + { + "p": 0.015504897572100163, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.1810452938079834, + "val_loss": 0.8728158473968506, + "acc": 63.97, + "time": 186.2295145150274, + "param": [ + { + "p": 0.060005683451890945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11428575217723846, + "m": 1.0 + }, + { + "p": 0.04571877419948578, + "m": 0.58580082654953 + }, + { + "p": 0.0, + "m": 0.7631248831748962 + }, + { + "p": 0.007262376137077808, + "m": 0.7191528081893921 + }, + { + "p": 0.16041135787963867, + "m": 0.5149770975112915 + }, + { + "p": 0.0956701785326004, + "m": 0.510092556476593 + }, + { + "p": 0.09059149026870728, + "m": 0.6190343499183655 + }, + { + "p": 0.1216912493109703, + "m": 0.8191345930099487 + }, + { + "p": 0.10106485337018967, + "m": 0.7687364220619202 + }, + { + "p": 0.14100074768066406, + "m": 1.0 + }, + { + "p": 0.06229756399989128, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.1323994398117065, + "val_loss": 0.9758362770080566, + "acc": 65.54, + "time": 189.185057641007, + "param": [ + { + "p": 0.06146973371505737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10685572773218155, + "m": 1.0 + }, + { + "p": 0.03380225598812103, + "m": 0.5839584469795227 + }, + { + "p": 0.0027526579797267914, + "m": 0.7498505711555481 + }, + { + "p": 0.0, + "m": 0.6902529001235962 + }, + { + "p": 0.1701524406671524, + "m": 0.48701852560043335 + }, + { + "p": 0.10042797774076462, + "m": 0.4820091128349304 + }, + { + "p": 0.08892721682786942, + "m": 0.6064124703407288 + }, + { + "p": 0.11599371582269669, + "m": 0.8263781666755676 + }, + { + "p": 0.1034172922372818, + "m": 0.7526345252990723 + }, + { + "p": 0.15984974801540375, + "m": 1.0 + }, + { + "p": 0.05635128915309906, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.2362631559371948, + "val_loss": 1.0278960466384888, + "acc": 64.74, + "time": 185.249683188973, + "param": [ + { + "p": 0.058414146304130554, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10482030361890793, + "m": 1.0 + }, + { + "p": 0.036424100399017334, + "m": 0.5844240784645081 + }, + { + "p": 0.011383967474102974, + "m": 0.7546001076698303 + }, + { + "p": 0.0, + "m": 0.6842164397239685 + }, + { + "p": 0.170426145195961, + "m": 0.4390060603618622 + }, + { + "p": 0.10085383802652359, + "m": 0.4745514988899231 + }, + { + "p": 0.0865199863910675, + "m": 0.590747058391571 + }, + { + "p": 0.11096890270709991, + "m": 0.8123779296875 + }, + { + "p": 0.10487433522939682, + "m": 0.7318119406700134 + }, + { + "p": 0.16422344744205475, + "m": 1.0 + }, + { + "p": 0.05109081789851189, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.0742336511611938, + "val_loss": 1.079703450202942, + "acc": 64.77, + "time": 184.16669855779037, + "param": [ + { + "p": 0.043547820299863815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10598917305469513, + "m": 1.0 + }, + { + "p": 0.025710156187415123, + "m": 0.5743275880813599 + }, + { + "p": 0.03712829202413559, + "m": 0.7399677038192749 + }, + { + "p": 0.005262930877506733, + "m": 0.6848862171173096 + }, + { + "p": 0.16685999929904938, + "m": 0.405449241399765 + }, + { + "p": 0.0997786894440651, + "m": 0.4638534486293793 + }, + { + "p": 0.08955872058868408, + "m": 0.5900442004203796 + }, + { + "p": 0.10786417871713638, + "m": 0.8039001822471619 + }, + { + "p": 0.10825963318347931, + "m": 0.7374653220176697 + }, + { + "p": 0.15938255190849304, + "m": 0.9945036768913269 + }, + { + "p": 0.05065785348415375, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.1294585466384888, + "val_loss": 1.046596884727478, + "acc": 63.29, + "time": 189.2050354850944, + "param": [ + { + "p": 0.04612574353814125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09636683017015457, + "m": 1.0 + }, + { + "p": 0.0196954607963562, + "m": 0.5575596690177917 + }, + { + "p": 0.06129258871078491, + "m": 0.707930326461792 + }, + { + "p": 0.027156313881278038, + "m": 0.6860568523406982 + }, + { + "p": 0.14939479529857635, + "m": 0.3816407024860382 + }, + { + "p": 0.09115997701883316, + "m": 0.4623315632343292 + }, + { + "p": 0.09141863882541656, + "m": 0.5948047637939453 + }, + { + "p": 0.09114012867212296, + "m": 0.8000102639198303 + }, + { + "p": 0.11327636986970901, + "m": 0.7542409896850586 + }, + { + "p": 0.1414041668176651, + "m": 1.0 + }, + { + "p": 0.06111259013414383, + "m": 1.0 + }, + { + "p": 0.010456427000463009, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 0.9959872364997864, + "val_loss": 0.971936047077179, + "acc": 65.7, + "time": 194.74543406697921, + "param": [ + { + "p": 0.06470111012458801, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08124706894159317, + "m": 1.0 + }, + { + "p": 0.024644866585731506, + "m": 0.5482253432273865 + }, + { + "p": 0.06644889712333679, + "m": 0.6430885791778564 + }, + { + "p": 0.04651893302798271, + "m": 0.6747299432754517 + }, + { + "p": 0.12710720300674438, + "m": 0.37196263670921326 + }, + { + "p": 0.08129961043596268, + "m": 0.4689735472202301 + }, + { + "p": 0.08048324286937714, + "m": 0.596526563167572 + }, + { + "p": 0.08717182278633118, + "m": 0.8029996752738953 + }, + { + "p": 0.09910672158002853, + "m": 0.733747661113739 + }, + { + "p": 0.13009704649448395, + "m": 1.0 + }, + { + "p": 0.08597342669963837, + "m": 1.0 + }, + { + "p": 0.025200024247169495, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 0.9042397737503052, + "val_loss": 0.9594727158546448, + "acc": 65.64, + "time": 191.03267407696694, + "param": [ + { + "p": 0.07308077067136765, + "m": 1.0 + }, + { + "p": 0.002889002673327923, + "m": 1.0 + }, + { + "p": 0.07278825342655182, + "m": 1.0 + }, + { + "p": 0.030405282974243164, + "m": 0.5108964443206787 + }, + { + "p": 0.054300203919410706, + "m": 0.6109645366668701 + }, + { + "p": 0.0646459311246872, + "m": 0.7082691192626953 + }, + { + "p": 0.11480897665023804, + "m": 0.37230923771858215 + }, + { + "p": 0.07150863111019135, + "m": 0.43475380539894104 + }, + { + "p": 0.06497978419065475, + "m": 0.5924625396728516 + }, + { + "p": 0.09338725358247757, + "m": 0.8049972057342529 + }, + { + "p": 0.08717864751815796, + "m": 0.7220243215560913 + }, + { + "p": 0.1415044069290161, + "m": 1.0 + }, + { + "p": 0.09376194328069687, + "m": 1.0 + }, + { + "p": 0.03476090729236603, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.0843827724456787, + "val_loss": 0.9855621457099915, + "acc": 65.88, + "time": 182.93477181508206, + "param": [ + { + "p": 0.07625206559896469, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06979810446500778, + "m": 1.0 + }, + { + "p": 0.03440655395388603, + "m": 0.4559484124183655 + }, + { + "p": 0.053214240819215775, + "m": 0.5779433846473694 + }, + { + "p": 0.08897306025028229, + "m": 0.7206538319587708 + }, + { + "p": 0.11553920805454254, + "m": 0.34766751527786255 + }, + { + "p": 0.06847939640283585, + "m": 0.4310201406478882 + }, + { + "p": 0.05314342677593231, + "m": 0.5919559597969055 + }, + { + "p": 0.09278906881809235, + "m": 0.8027143478393555 + }, + { + "p": 0.0673207938671112, + "m": 0.6938428282737732 + }, + { + "p": 0.1553945243358612, + "m": 1.0 + }, + { + "p": 0.10215374082326889, + "m": 1.0 + }, + { + "p": 0.022535858675837517, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.3215497732162476, + "val_loss": 0.9983093738555908, + "acc": 66.52, + "time": 186.60848800302483, + "param": [ + { + "p": 0.06853138655424118, + "m": 1.0 + }, + { + "p": 0.0008484827121719718, + "m": 1.0 + }, + { + "p": 0.07999450713396072, + "m": 1.0 + }, + { + "p": 0.0437491200864315, + "m": 0.42092224955558777 + }, + { + "p": 0.0531439445912838, + "m": 0.542860209941864 + }, + { + "p": 0.0962904617190361, + "m": 0.680862307548523 + }, + { + "p": 0.11485888063907623, + "m": 0.3179891109466553 + }, + { + "p": 0.07799267023801804, + "m": 0.4347552955150604 + }, + { + "p": 0.05144740268588066, + "m": 0.59651118516922 + }, + { + "p": 0.08516667038202286, + "m": 0.8046250939369202 + }, + { + "p": 0.05529613420367241, + "m": 0.6793557405471802 + }, + { + "p": 0.16246135532855988, + "m": 1.0 + }, + { + "p": 0.10103117674589157, + "m": 1.0 + }, + { + "p": 0.009187793359160423, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.135620355606079, + "val_loss": 1.0028493404388428, + "acc": 66.72, + "time": 195.07422581478022, + "param": [ + { + "p": 0.06224067136645317, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08397433161735535, + "m": 1.0 + }, + { + "p": 0.04818561673164368, + "m": 0.36688032746315 + }, + { + "p": 0.05218932032585144, + "m": 0.5238449573516846 + }, + { + "p": 0.1009601578116417, + "m": 0.6829863786697388 + }, + { + "p": 0.1086207702755928, + "m": 0.28767430782318115 + }, + { + "p": 0.07760734856128693, + "m": 0.43647149205207825 + }, + { + "p": 0.05555060878396034, + "m": 0.5998550057411194 + }, + { + "p": 0.08951400965452194, + "m": 0.8158642649650574 + }, + { + "p": 0.05228918418288231, + "m": 0.6756753325462341 + }, + { + "p": 0.1605776995420456, + "m": 1.0 + }, + { + "p": 0.0930781364440918, + "m": 1.0 + }, + { + "p": 0.01521206647157669, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.0537104606628418, + "val_loss": 0.9348342418670654, + "acc": 67.32, + "time": 186.40418498613872, + "param": [ + { + "p": 0.06593159586191177, + "m": 1.0 + }, + { + "p": 0.006765179801732302, + "m": 1.0 + }, + { + "p": 0.08313504606485367, + "m": 1.0 + }, + { + "p": 0.05042358860373497, + "m": 0.31176573038101196 + }, + { + "p": 0.07063214480876923, + "m": 0.48446711897850037 + }, + { + "p": 0.0956275463104248, + "m": 0.6978117227554321 + }, + { + "p": 0.10107068717479706, + "m": 0.3053929805755615 + }, + { + "p": 0.0812620148062706, + "m": 0.45254215598106384 + }, + { + "p": 0.06044773384928703, + "m": 0.6040205955505371 + }, + { + "p": 0.07168741524219513, + "m": 0.8213554620742798 + }, + { + "p": 0.05411434918642044, + "m": 0.6785486340522766 + }, + { + "p": 0.13745403289794922, + "m": 1.0 + }, + { + "p": 0.09338126331567764, + "m": 1.0 + }, + { + "p": 0.028067542240023613, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 0.8540980219841003, + "val_loss": 1.026950478553772, + "acc": 66.89, + "time": 194.85415494791232, + "param": [ + { + "p": 0.06444041430950165, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.084886834025383, + "m": 1.0 + }, + { + "p": 0.05991159752011299, + "m": 0.2883457541465759 + }, + { + "p": 0.0780351385474205, + "m": 0.4432288706302643 + }, + { + "p": 0.08090895414352417, + "m": 0.7525018453598022 + }, + { + "p": 0.09386047720909119, + "m": 0.3109215497970581 + }, + { + "p": 0.0870068222284317, + "m": 0.47021618485450745 + }, + { + "p": 0.06393110752105713, + "m": 0.6186491847038269 + }, + { + "p": 0.07074271887540817, + "m": 0.8222625255584717 + }, + { + "p": 0.05804252624511719, + "m": 0.6836379170417786 + }, + { + "p": 0.11278422176837921, + "m": 1.0 + }, + { + "p": 0.09993134438991547, + "m": 1.0 + }, + { + "p": 0.04551783576607704, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.2533811330795288, + "val_loss": 0.9456908106803894, + "acc": 67.4, + "time": 191.6719808089547, + "param": [ + { + "p": 0.06583722680807114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09611579030752182, + "m": 1.0 + }, + { + "p": 0.06493807584047318, + "m": 0.2797127962112427 + }, + { + "p": 0.09093993157148361, + "m": 0.45059704780578613 + }, + { + "p": 0.0691177099943161, + "m": 0.8125734329223633 + }, + { + "p": 0.08764860779047012, + "m": 0.32883867621421814 + }, + { + "p": 0.0841975286602974, + "m": 0.45804545283317566 + }, + { + "p": 0.052969399839639664, + "m": 0.6182973384857178 + }, + { + "p": 0.07498352229595184, + "m": 0.8267712593078613 + }, + { + "p": 0.05312497541308403, + "m": 0.6851086020469666 + }, + { + "p": 0.10324674844741821, + "m": 1.0 + }, + { + "p": 0.10915122926235199, + "m": 1.0 + }, + { + "p": 0.04772929102182388, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 0.9191603064537048, + "val_loss": 0.9342964887619019, + "acc": 68.13, + "time": 187.957699571969, + "param": [ + { + "p": 0.07258835434913635, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11084230244159698, + "m": 1.0 + }, + { + "p": 0.07749328762292862, + "m": 0.2823687791824341 + }, + { + "p": 0.09671907871961594, + "m": 0.4661998748779297 + }, + { + "p": 0.04576114937663078, + "m": 0.8705928921699524 + }, + { + "p": 0.08049047738313675, + "m": 0.33407554030418396 + }, + { + "p": 0.09543195366859436, + "m": 0.4306105077266693 + }, + { + "p": 0.04747529327869415, + "m": 0.6306021213531494 + }, + { + "p": 0.08249756693840027, + "m": 0.8294586539268494 + }, + { + "p": 0.0461193323135376, + "m": 0.6970940232276917 + }, + { + "p": 0.09798993915319443, + "m": 1.0 + }, + { + "p": 0.11483824253082275, + "m": 1.0 + }, + { + "p": 0.0317530520260334, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 0.8660213947296143, + "val_loss": 0.9173473119735718, + "acc": 68.37, + "time": 184.24324537301436, + "param": [ + { + "p": 0.08555658906698227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10810455679893494, + "m": 1.0 + }, + { + "p": 0.08887730538845062, + "m": 0.24037276208400726 + }, + { + "p": 0.09361200779676437, + "m": 0.4663328528404236 + }, + { + "p": 0.03125529736280441, + "m": 0.9086841344833374 + }, + { + "p": 0.08634883910417557, + "m": 0.37562260031700134 + }, + { + "p": 0.09573747962713242, + "m": 0.40427637100219727 + }, + { + "p": 0.05040273442864418, + "m": 0.6420400738716125 + }, + { + "p": 0.07870814204216003, + "m": 0.8169360756874084 + }, + { + "p": 0.05011248588562012, + "m": 0.710023045539856 + }, + { + "p": 0.09540705382823944, + "m": 1.0 + }, + { + "p": 0.1105751320719719, + "m": 1.0 + }, + { + "p": 0.02530239149928093, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 0.8825185894966125, + "val_loss": 0.9327451586723328, + "acc": 66.3, + "time": 186.05276905815117, + "param": [ + { + "p": 0.09365563839673996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10679178684949875, + "m": 1.0 + }, + { + "p": 0.09754779189825058, + "m": 0.22119681537151337 + }, + { + "p": 0.08935745805501938, + "m": 0.5216443538665771 + }, + { + "p": 0.027035143226385117, + "m": 0.9451354742050171 + }, + { + "p": 0.09242448955774307, + "m": 0.3991056978702545 + }, + { + "p": 0.09312836825847626, + "m": 0.39255961775779724 + }, + { + "p": 0.0565049946308136, + "m": 0.6491972804069519 + }, + { + "p": 0.09374267607927322, + "m": 0.8220301270484924 + }, + { + "p": 0.05699274688959122, + "m": 0.7112430930137634 + }, + { + "p": 0.08279311656951904, + "m": 1.0 + }, + { + "p": 0.10492013394832611, + "m": 1.0 + }, + { + "p": 0.005105705000460148, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 0.8505679368972778, + "val_loss": 0.8822752237319946, + "acc": 68.63, + "time": 188.95446565607563, + "param": [ + { + "p": 0.10248330980539322, + "m": 1.0 + }, + { + "p": 0.007786707021296024, + "m": 1.0 + }, + { + "p": 0.09932611137628555, + "m": 1.0 + }, + { + "p": 0.08544811606407166, + "m": 0.2000613510608673 + }, + { + "p": 0.0793716162443161, + "m": 0.5237881541252136 + }, + { + "p": 0.026119964197278023, + "m": 0.9099847078323364 + }, + { + "p": 0.09115678071975708, + "m": 0.3899211585521698 + }, + { + "p": 0.09032749384641647, + "m": 0.367103636264801 + }, + { + "p": 0.06672373414039612, + "m": 0.6567331552505493 + }, + { + "p": 0.11117657274007797, + "m": 0.8262518048286438 + }, + { + "p": 0.06935908645391464, + "m": 0.711950421333313 + }, + { + "p": 0.06599225848913193, + "m": 1.0 + }, + { + "p": 0.10266385227441788, + "m": 1.0 + }, + { + "p": 0.002064483007416129, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 0.8626805543899536, + "val_loss": 0.9361532330513, + "acc": 68.88, + "time": 184.96619193209335, + "param": [ + { + "p": 0.09818729758262634, + "m": 1.0 + }, + { + "p": 0.01572302356362343, + "m": 1.0 + }, + { + "p": 0.09878656268119812, + "m": 1.0 + }, + { + "p": 0.07940841466188431, + "m": 0.13153880834579468 + }, + { + "p": 0.07615340501070023, + "m": 0.5436068177223206 + }, + { + "p": 0.01403715554624796, + "m": 0.8697470426559448 + }, + { + "p": 0.0908031314611435, + "m": 0.3897280991077423 + }, + { + "p": 0.0815608873963356, + "m": 0.36133578419685364 + }, + { + "p": 0.06457865238189697, + "m": 0.6611770987510681 + }, + { + "p": 0.11210236698389053, + "m": 0.8064157962799072 + }, + { + "p": 0.07883427292108536, + "m": 0.7170899510383606 + }, + { + "p": 0.07296775281429291, + "m": 1.0 + }, + { + "p": 0.10237333178520203, + "m": 1.0 + }, + { + "p": 0.014483708888292313, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.017610788345337, + "val_loss": 0.9174627065658569, + "acc": 67.93, + "time": 187.69720590906218, + "param": [ + { + "p": 0.08424514532089233, + "m": 1.0 + }, + { + "p": 0.03167654946446419, + "m": 1.0 + }, + { + "p": 0.09289713948965073, + "m": 1.0 + }, + { + "p": 0.06900592148303986, + "m": 0.09017889946699142 + }, + { + "p": 0.05787818133831024, + "m": 0.5367324948310852 + }, + { + "p": 0.05393519625067711, + "m": 0.8274827003479004 + }, + { + "p": 0.07707477360963821, + "m": 0.3773193955421448 + }, + { + "p": 0.0762387216091156, + "m": 0.38453176617622375 + }, + { + "p": 0.0665106251835823, + "m": 0.6651915311813354 + }, + { + "p": 0.10250161588191986, + "m": 0.7816774845123291 + }, + { + "p": 0.0984845981001854, + "m": 0.7336098551750183 + }, + { + "p": 0.0721711665391922, + "m": 0.9994823932647705 + }, + { + "p": 0.10264839977025986, + "m": 1.0 + }, + { + "p": 0.014732048846781254, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 0.8286405801773071, + "val_loss": 1.047946810722351, + "acc": 68.03, + "time": 189.3560052360408, + "param": [ + { + "p": 0.08100397884845734, + "m": 1.0 + }, + { + "p": 0.03129751235246658, + "m": 1.0 + }, + { + "p": 0.08281375467777252, + "m": 1.0 + }, + { + "p": 0.07553093880414963, + "m": 0.045456018298864365 + }, + { + "p": 0.04516281187534332, + "m": 0.5182517170906067 + }, + { + "p": 0.07860875874757767, + "m": 0.8391910195350647 + }, + { + "p": 0.0705212652683258, + "m": 0.37248265743255615 + }, + { + "p": 0.07794474065303802, + "m": 0.38795071840286255 + }, + { + "p": 0.0746951773762703, + "m": 0.6744921803474426 + }, + { + "p": 0.10245748609304428, + "m": 0.7465584874153137 + }, + { + "p": 0.10157396644353867, + "m": 0.7484378814697266 + }, + { + "p": 0.07764045894145966, + "m": 1.0 + }, + { + "p": 0.10015300661325455, + "m": 1.0 + }, + { + "p": 0.0005960967973805964, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.0550105571746826, + "val_loss": 0.8725214600563049, + "acc": 67.57, + "time": 188.18616643198766, + "param": [ + { + "p": 0.08435897529125214, + "m": 1.0 + }, + { + "p": 0.02945217490196228, + "m": 1.0 + }, + { + "p": 0.08458194881677628, + "m": 1.0 + }, + { + "p": 0.08472440391778946, + "m": 0.0 + }, + { + "p": 0.03307846933603287, + "m": 0.4962994158267975 + }, + { + "p": 0.08294052630662918, + "m": 0.8567171096801758 + }, + { + "p": 0.062398653477430344, + "m": 0.38710907101631165 + }, + { + "p": 0.07710668444633484, + "m": 0.3981853723526001 + }, + { + "p": 0.07582253217697144, + "m": 0.6855974793434143 + }, + { + "p": 0.09875641018152237, + "m": 0.7188297510147095 + }, + { + "p": 0.10314664989709854, + "m": 0.7512233853340149 + }, + { + "p": 0.07581347227096558, + "m": 0.9978049993515015 + }, + { + "p": 0.10295290499925613, + "m": 1.0 + }, + { + "p": 0.004866178147494793, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 0.8555933833122253, + "val_loss": 0.8364447951316833, + "acc": 68.59, + "time": 191.63591127400286, + "param": [ + { + "p": 0.09704843908548355, + "m": 1.0 + }, + { + "p": 0.013264141045510769, + "m": 1.0 + }, + { + "p": 0.08009418845176697, + "m": 1.0 + }, + { + "p": 0.09298808872699738, + "m": 0.0006995738367550075 + }, + { + "p": 0.022017991170287132, + "m": 0.48819687962532043 + }, + { + "p": 0.08349655568599701, + "m": 0.8755365014076233 + }, + { + "p": 0.06630612164735794, + "m": 0.4023281931877136 + }, + { + "p": 0.09076838940382004, + "m": 0.44294849038124084 + }, + { + "p": 0.060962408781051636, + "m": 0.680676281452179 + }, + { + "p": 0.1062302440404892, + "m": 0.7161123156547546 + }, + { + "p": 0.10685975104570389, + "m": 0.750723123550415 + }, + { + "p": 0.07323151081800461, + "m": 0.9984869956970215 + }, + { + "p": 0.10372288525104523, + "m": 1.0 + }, + { + "p": 0.003009277395904064, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 0.9528666734695435, + "val_loss": 0.9897400736808777, + "acc": 68.11, + "time": 185.80529486504383, + "param": [ + { + "p": 0.10125935077667236, + "m": 1.0 + }, + { + "p": 0.0009519414161331952, + "m": 1.0 + }, + { + "p": 0.07755359262228012, + "m": 1.0 + }, + { + "p": 0.09141657501459122, + "m": 0.029230376705527306 + }, + { + "p": 0.01451636292040348, + "m": 0.4783947765827179 + }, + { + "p": 0.08568916469812393, + "m": 0.8258234262466431 + }, + { + "p": 0.07705443352460861, + "m": 0.3997611701488495 + }, + { + "p": 0.10496338456869125, + "m": 0.47834137082099915 + }, + { + "p": 0.05176304653286934, + "m": 0.6836140751838684 + }, + { + "p": 0.12880674004554749, + "m": 0.7201825976371765 + }, + { + "p": 0.0997820794582367, + "m": 0.7334621548652649 + }, + { + "p": 0.05819106101989746, + "m": 0.992624819278717 + }, + { + "p": 0.10562876611948013, + "m": 1.0 + }, + { + "p": 0.002423492493107915, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 0.8797422647476196, + "val_loss": 0.7893116474151611, + "acc": 68.67, + "time": 189.14001814299263, + "param": [ + { + "p": 0.10013864189386368, + "m": 1.0 + }, + { + "p": 0.016632646322250366, + "m": 1.0 + }, + { + "p": 0.07625871896743774, + "m": 1.0 + }, + { + "p": 0.0776616781949997, + "m": 0.04649655893445015 + }, + { + "p": 0.04136691242456436, + "m": 0.48181790113449097 + }, + { + "p": 0.06430772691965103, + "m": 0.801010251045227 + }, + { + "p": 0.07498247921466827, + "m": 0.3952482044696808 + }, + { + "p": 0.0990348607301712, + "m": 0.5093796849250793 + }, + { + "p": 0.04989041015505791, + "m": 0.6958308815956116 + }, + { + "p": 0.12424956262111664, + "m": 0.7311258912086487 + }, + { + "p": 0.09084074199199677, + "m": 0.7349463105201721 + }, + { + "p": 0.06299545615911484, + "m": 0.9915593862533569 + }, + { + "p": 0.09037593007087708, + "m": 1.0 + }, + { + "p": 0.03126419335603714, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 0.9778987169265747, + "val_loss": 0.8215515613555908, + "acc": 69.36, + "time": 185.1208486459218, + "param": [ + { + "p": 0.09273303300142288, + "m": 1.0 + }, + { + "p": 0.029235249385237694, + "m": 1.0 + }, + { + "p": 0.06603161990642548, + "m": 1.0 + }, + { + "p": 0.07800513505935669, + "m": 0.029310984537005424 + }, + { + "p": 0.05798377841711044, + "m": 0.5041459798812866 + }, + { + "p": 0.05364468693733215, + "m": 0.8100255727767944 + }, + { + "p": 0.06152941286563873, + "m": 0.36131542921066284 + }, + { + "p": 0.09069717675447464, + "m": 0.516171932220459 + }, + { + "p": 0.058220479637384415, + "m": 0.7026680111885071 + }, + { + "p": 0.12281259894371033, + "m": 0.755917489528656 + }, + { + "p": 0.08095943182706833, + "m": 0.7411060333251953 + }, + { + "p": 0.06707529723644257, + "m": 1.0 + }, + { + "p": 0.0845353752374649, + "m": 1.0 + }, + { + "p": 0.05653676763176918, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 0.9775344729423523, + "val_loss": 0.9484798908233643, + "acc": 68.57, + "time": 193.60783357499167, + "param": [ + { + "p": 0.08199845999479294, + "m": 1.0 + }, + { + "p": 0.0388777069747448, + "m": 1.0 + }, + { + "p": 0.05151266232132912, + "m": 1.0 + }, + { + "p": 0.09193547815084457, + "m": 0.0 + }, + { + "p": 0.07492605596780777, + "m": 0.5335390567779541 + }, + { + "p": 0.058568403124809265, + "m": 0.8005046844482422 + }, + { + "p": 0.05143037065863609, + "m": 0.3226369619369507 + }, + { + "p": 0.09593503922224045, + "m": 0.5099107623100281 + }, + { + "p": 0.0750533789396286, + "m": 0.7246846556663513 + }, + { + "p": 0.10542131960391998, + "m": 0.7770199775695801 + }, + { + "p": 0.07800880819559097, + "m": 0.7377980947494507 + }, + { + "p": 0.05961359292268753, + "m": 0.9992326498031616 + }, + { + "p": 0.08372713625431061, + "m": 1.0 + }, + { + "p": 0.05299161747097969, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 0.9344900250434875, + "val_loss": 0.9725642800331116, + "acc": 69.81, + "time": 184.78512012097053, + "param": [ + { + "p": 0.07399886846542358, + "m": 1.0 + }, + { + "p": 0.04474954679608345, + "m": 1.0 + }, + { + "p": 0.051820605993270874, + "m": 1.0 + }, + { + "p": 0.09547474980354309, + "m": 0.0 + }, + { + "p": 0.08203966170549393, + "m": 0.48260629177093506 + }, + { + "p": 0.06897140294313431, + "m": 0.7534803748130798 + }, + { + "p": 0.044355608522892, + "m": 0.28952258825302124 + }, + { + "p": 0.09431543201208115, + "m": 0.5162580013275146 + }, + { + "p": 0.08973444253206253, + "m": 0.7406676411628723 + }, + { + "p": 0.08342617750167847, + "m": 0.7960608005523682 + }, + { + "p": 0.07211969047784805, + "m": 0.7479887008666992 + }, + { + "p": 0.06674861162900925, + "m": 0.99986732006073 + }, + { + "p": 0.07993987202644348, + "m": 1.0 + }, + { + "p": 0.05230536311864853, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.1499464511871338, + "val_loss": 1.056796908378601, + "acc": 68.02, + "time": 190.77879053610377, + "param": [ + { + "p": 0.06771295517683029, + "m": 1.0 + }, + { + "p": 0.03256497532129288, + "m": 1.0 + }, + { + "p": 0.06468026340007782, + "m": 1.0 + }, + { + "p": 0.09699804335832596, + "m": 0.0 + }, + { + "p": 0.09129557013511658, + "m": 0.4091072976589203 + }, + { + "p": 0.08068379759788513, + "m": 0.7227576375007629 + }, + { + "p": 0.03828570619225502, + "m": 0.2876534163951874 + }, + { + "p": 0.0885002389550209, + "m": 0.5543674230575562 + }, + { + "p": 0.09697255492210388, + "m": 0.7549613118171692 + }, + { + "p": 0.06760870665311813, + "m": 0.8062307834625244 + }, + { + "p": 0.08317752182483673, + "m": 0.7540131211280823 + }, + { + "p": 0.0694073885679245, + "m": 1.0 + }, + { + "p": 0.07878144085407257, + "m": 1.0 + }, + { + "p": 0.04333079978823662, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 0.7616572976112366, + "val_loss": 0.8997972011566162, + "acc": 69.88, + "time": 190.48300953907892, + "param": [ + { + "p": 0.056835535913705826, + "m": 1.0 + }, + { + "p": 0.037767235189676285, + "m": 1.0 + }, + { + "p": 0.07321744412183762, + "m": 1.0 + }, + { + "p": 0.07999175786972046, + "m": 0.0 + }, + { + "p": 0.10099483281373978, + "m": 0.3193780779838562 + }, + { + "p": 0.08408993482589722, + "m": 0.7181870937347412 + }, + { + "p": 0.04621419683098793, + "m": 0.2882382273674011 + }, + { + "p": 0.09855534881353378, + "m": 0.5722426772117615 + }, + { + "p": 0.09978028386831284, + "m": 0.7706000208854675 + }, + { + "p": 0.05497613549232483, + "m": 0.8123297095298767 + }, + { + "p": 0.08579006791114807, + "m": 0.7335283160209656 + }, + { + "p": 0.06600368022918701, + "m": 1.0 + }, + { + "p": 0.058604780584573746, + "m": 1.0 + }, + { + "p": 0.057178765535354614, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 0.7334455847740173, + "val_loss": 0.8655104637145996, + "acc": 69.02, + "time": 186.3475441010669, + "param": [ + { + "p": 0.05457716062664986, + "m": 1.0 + }, + { + "p": 0.030210314318537712, + "m": 1.0 + }, + { + "p": 0.07641568779945374, + "m": 1.0 + }, + { + "p": 0.06495562940835953, + "m": 0.0 + }, + { + "p": 0.09756936877965927, + "m": 0.2443019449710846 + }, + { + "p": 0.08719015121459961, + "m": 0.6734367609024048 + }, + { + "p": 0.05950039625167847, + "m": 0.31909579038619995 + }, + { + "p": 0.11543770879507065, + "m": 0.5602977871894836 + }, + { + "p": 0.09038302302360535, + "m": 0.7861299514770508 + }, + { + "p": 0.06051389500498772, + "m": 0.8304479122161865 + }, + { + "p": 0.07918743789196014, + "m": 0.7097873687744141 + }, + { + "p": 0.07353037595748901, + "m": 1.0 + }, + { + "p": 0.04246897995471954, + "m": 1.0 + }, + { + "p": 0.06805988401174545, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 0.9304261803627014, + "val_loss": 0.8807307481765747, + "acc": 68.89, + "time": 186.28156600496732, + "param": [ + { + "p": 0.048350296914577484, + "m": 1.0 + }, + { + "p": 0.01770428754389286, + "m": 1.0 + }, + { + "p": 0.07863343507051468, + "m": 1.0 + }, + { + "p": 0.06414999067783356, + "m": 0.0004765580815728754 + }, + { + "p": 0.0868079662322998, + "m": 0.21994470059871674 + }, + { + "p": 0.0828138217329979, + "m": 0.6124012470245361 + }, + { + "p": 0.06563052535057068, + "m": 0.36926501989364624 + }, + { + "p": 0.136335089802742, + "m": 0.5318015217781067 + }, + { + "p": 0.08996813744306564, + "m": 0.7836459875106812 + }, + { + "p": 0.06228943541646004, + "m": 0.8340585827827454 + }, + { + "p": 0.08135873079299927, + "m": 0.7056947350502014 + }, + { + "p": 0.08558354526758194, + "m": 1.0 + }, + { + "p": 0.04574999213218689, + "m": 1.0 + }, + { + "p": 0.05462466552853584, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 0.7951664328575134, + "val_loss": 0.8680948615074158, + "acc": 70.16, + "time": 187.4655383990612, + "param": [ + { + "p": 0.04386121779680252, + "m": 1.0 + }, + { + "p": 0.006282944697886705, + "m": 1.0 + }, + { + "p": 0.07682189345359802, + "m": 1.0 + }, + { + "p": 0.05040818080306053, + "m": 0.0 + }, + { + "p": 0.0999952182173729, + "m": 0.16552239656448364 + }, + { + "p": 0.0751669704914093, + "m": 0.5334495902061462 + }, + { + "p": 0.0684218779206276, + "m": 0.40862569212913513 + }, + { + "p": 0.1411995142698288, + "m": 0.5051895976066589 + }, + { + "p": 0.09501555562019348, + "m": 0.7818565964698792 + }, + { + "p": 0.06472035497426987, + "m": 0.8270788192749023 + }, + { + "p": 0.07783843576908112, + "m": 0.7114312052726746 + }, + { + "p": 0.092366524040699, + "m": 1.0 + }, + { + "p": 0.061916809529066086, + "m": 1.0 + }, + { + "p": 0.045984502881765366, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 0.79305100440979, + "val_loss": 0.879898190498352, + "acc": 68.13, + "time": 188.4945124599617, + "param": [ + { + "p": 0.05390899255871773, + "m": 1.0 + }, + { + "p": 0.0007870286935940385, + "m": 1.0 + }, + { + "p": 0.0601070336997509, + "m": 1.0 + }, + { + "p": 0.02845919132232666, + "m": 0.0003883681492879987 + }, + { + "p": 0.10929619520902634, + "m": 0.0923403650522232 + }, + { + "p": 0.05524669587612152, + "m": 0.46672284603118896 + }, + { + "p": 0.07391326129436493, + "m": 0.416313111782074 + }, + { + "p": 0.12884600460529327, + "m": 0.49806544184684753 + }, + { + "p": 0.1075783520936966, + "m": 0.7951598167419434 + }, + { + "p": 0.07650958001613617, + "m": 0.8433363437652588 + }, + { + "p": 0.08110564947128296, + "m": 0.7267000675201416 + }, + { + "p": 0.09774993360042572, + "m": 1.0 + }, + { + "p": 0.07391918450593948, + "m": 1.0 + }, + { + "p": 0.05257285386323929, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 0.6849215626716614, + "val_loss": 0.9586519002914429, + "acc": 69.02, + "time": 183.89140580501407, + "param": [ + { + "p": 0.07121342420578003, + "m": 1.0 + }, + { + "p": 0.002377811586484313, + "m": 1.0 + }, + { + "p": 0.0464586466550827, + "m": 1.0 + }, + { + "p": 0.021567432209849358, + "m": 0.0092451311647892 + }, + { + "p": 0.11801104992628098, + "m": 0.059146057814359665 + }, + { + "p": 0.03794484585523605, + "m": 0.41400694847106934 + }, + { + "p": 0.08331254124641418, + "m": 0.4137512743473053 + }, + { + "p": 0.11580199748277664, + "m": 0.4656423330307007 + }, + { + "p": 0.11400167644023895, + "m": 0.8215844035148621 + }, + { + "p": 0.0878249853849411, + "m": 0.8578859567642212 + }, + { + "p": 0.07825470715761185, + "m": 0.7375320196151733 + }, + { + "p": 0.0945705994963646, + "m": 1.0 + }, + { + "p": 0.07722383737564087, + "m": 1.0 + }, + { + "p": 0.05143648013472557, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 0.5557937026023865, + "val_loss": 0.8757314682006836, + "acc": 69.57, + "time": 191.0048659199383, + "param": [ + { + "p": 0.09658931940793991, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046603765338659286, + "m": 1.0 + }, + { + "p": 0.035492803901433945, + "m": 0.001430670265108347 + }, + { + "p": 0.12262626737356186, + "m": 0.06661518663167953 + }, + { + "p": 0.033657196909189224, + "m": 0.38953471183776855 + }, + { + "p": 0.09253879636526108, + "m": 0.4006577134132385 + }, + { + "p": 0.10444387048482895, + "m": 0.44416943192481995 + }, + { + "p": 0.10747677087783813, + "m": 0.8267114758491516 + }, + { + "p": 0.0876857116818428, + "m": 0.8681535720825195 + }, + { + "p": 0.06929406523704529, + "m": 0.7434771656990051 + }, + { + "p": 0.0803840234875679, + "m": 1.0 + }, + { + "p": 0.07846373319625854, + "m": 1.0 + }, + { + "p": 0.04474369436502457, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 0.6717315316200256, + "val_loss": 0.9878877401351929, + "acc": 69.46, + "time": 186.8181270728819, + "param": [ + { + "p": 0.08630522340536118, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05871400982141495, + "m": 1.0 + }, + { + "p": 0.053142961114645004, + "m": 0.0 + }, + { + "p": 0.11900841444730759, + "m": 0.037807926535606384 + }, + { + "p": 0.030303889885544777, + "m": 0.37584948539733887 + }, + { + "p": 0.09177649021148682, + "m": 0.3551608622074127 + }, + { + "p": 0.10242316871881485, + "m": 0.4178682565689087 + }, + { + "p": 0.10251301527023315, + "m": 0.825573742389679 + }, + { + "p": 0.09567756950855255, + "m": 0.8692000508308411 + }, + { + "p": 0.06704717874526978, + "m": 0.7502769827842712 + }, + { + "p": 0.06706081330776215, + "m": 1.0 + }, + { + "p": 0.09264712035655975, + "m": 1.0 + }, + { + "p": 0.03338010236620903, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 0.545872151851654, + "val_loss": 0.839422881603241, + "acc": 70.17, + "time": 184.44080159580335, + "param": [ + { + "p": 0.06890017539262772, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05205126479268074, + "m": 1.0 + }, + { + "p": 0.05828423798084259, + "m": 0.0 + }, + { + "p": 0.12932346761226654, + "m": 0.07323099672794342 + }, + { + "p": 0.026813963428139687, + "m": 0.35408973693847656 + }, + { + "p": 0.09688811004161835, + "m": 0.34629178047180176 + }, + { + "p": 0.12117790430784225, + "m": 0.40274757146835327 + }, + { + "p": 0.11596773564815521, + "m": 0.8275682330131531 + }, + { + "p": 0.10662932693958282, + "m": 0.8836293816566467 + }, + { + "p": 0.048988256603479385, + "m": 0.7489287257194519 + }, + { + "p": 0.05780613049864769, + "m": 1.0 + }, + { + "p": 0.10611967742443085, + "m": 1.0 + }, + { + "p": 0.011049766093492508, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 0.621521532535553, + "val_loss": 0.9515931010246277, + "acc": 69.48, + "time": 188.09884265693836, + "param": [ + { + "p": 0.06702575832605362, + "m": 1.0 + }, + { + "p": 0.0027917283587157726, + "m": 1.0 + }, + { + "p": 0.030757389962673187, + "m": 1.0 + }, + { + "p": 0.0587029866874218, + "m": 0.0 + }, + { + "p": 0.13818281888961792, + "m": 0.08941727876663208 + }, + { + "p": 0.02918854169547558, + "m": 0.33361518383026123 + }, + { + "p": 0.10445839911699295, + "m": 0.371878057718277 + }, + { + "p": 0.13946743309497833, + "m": 0.36849844455718994 + }, + { + "p": 0.12551985681056976, + "m": 0.8316531181335449 + }, + { + "p": 0.10017533600330353, + "m": 0.8868287801742554 + }, + { + "p": 0.025414742529392242, + "m": 0.7445111274719238 + }, + { + "p": 0.039325613528490067, + "m": 1.0 + }, + { + "p": 0.12982459366321564, + "m": 1.0 + }, + { + "p": 0.009164772927761078, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 0.5818082094192505, + "val_loss": 0.9175902009010315, + "acc": 69.71, + "time": 188.4672220989596, + "param": [ + { + "p": 0.0728323757648468, + "m": 1.0 + }, + { + "p": 0.01726584881544113, + "m": 1.0 + }, + { + "p": 0.023497512564063072, + "m": 1.0 + }, + { + "p": 0.06432808935642242, + "m": 0.00847920123487711 + }, + { + "p": 0.13074350357055664, + "m": 0.06283067911863327 + }, + { + "p": 0.04258417710661888, + "m": 0.266212522983551 + }, + { + "p": 0.09821997582912445, + "m": 0.36546096205711365 + }, + { + "p": 0.12904830276966095, + "m": 0.333076149225235 + }, + { + "p": 0.12677133083343506, + "m": 0.8241058588027954 + }, + { + "p": 0.09192432463169098, + "m": 0.8572287559509277 + }, + { + "p": 0.002796300919726491, + "m": 0.7466622591018677 + }, + { + "p": 0.031733766198158264, + "m": 1.0 + }, + { + "p": 0.1448068469762802, + "m": 1.0 + }, + { + "p": 0.02344764582812786, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 0.5535063743591309, + "val_loss": 0.871455192565918, + "acc": 68.86, + "time": 192.09399974695407, + "param": [ + { + "p": 0.06714834272861481, + "m": 1.0 + }, + { + "p": 0.029616674408316612, + "m": 1.0 + }, + { + "p": 0.02513413317501545, + "m": 1.0 + }, + { + "p": 0.06960369646549225, + "m": 0.0 + }, + { + "p": 0.09704803675413132, + "m": 0.03668307885527611 + }, + { + "p": 0.0508909597992897, + "m": 0.1480724960565567 + }, + { + "p": 0.10321592539548874, + "m": 0.35478779673576355 + }, + { + "p": 0.12676472961902618, + "m": 0.276993066072464 + }, + { + "p": 0.1397252380847931, + "m": 0.8267894983291626 + }, + { + "p": 0.07349459081888199, + "m": 0.847727358341217 + }, + { + "p": 0.002220174064859748, + "m": 0.751406729221344 + }, + { + "p": 0.0394328311085701, + "m": 1.0 + }, + { + "p": 0.15614119172096252, + "m": 1.0 + }, + { + "p": 0.019563348963856697, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 0.5969624519348145, + "val_loss": 0.9507802128791809, + "acc": 69.11, + "time": 187.58483424899168, + "param": [ + { + "p": 0.06176645681262016, + "m": 1.0 + }, + { + "p": 0.039107952266931534, + "m": 1.0 + }, + { + "p": 0.02140580117702484, + "m": 1.0 + }, + { + "p": 0.07052122801542282, + "m": 0.0 + }, + { + "p": 0.08253459632396698, + "m": 0.02987973392009735 + }, + { + "p": 0.05512970685958862, + "m": 0.0877983346581459 + }, + { + "p": 0.10335076600313187, + "m": 0.29986971616744995 + }, + { + "p": 0.10601885616779327, + "m": 0.2158377468585968 + }, + { + "p": 0.14323824644088745, + "m": 0.8469414114952087 + }, + { + "p": 0.06284463405609131, + "m": 0.8472495675086975 + }, + { + "p": 0.014853160828351974, + "m": 0.7612177729606628 + }, + { + "p": 0.04994967579841614, + "m": 1.0 + }, + { + "p": 0.15567752718925476, + "m": 1.0 + }, + { + "p": 0.033601321280002594, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 0.8075292110443115, + "val_loss": 1.0528374910354614, + "acc": 69.9, + "time": 190.53841695119627, + "param": [ + { + "p": 0.054411016404628754, + "m": 1.0 + }, + { + "p": 0.04737480357289314, + "m": 1.0 + }, + { + "p": 0.04602627456188202, + "m": 1.0 + }, + { + "p": 0.07350720465183258, + "m": 0.006088683847337961 + }, + { + "p": 0.07213148474693298, + "m": 0.025695746764540672 + }, + { + "p": 0.06821130961179733, + "m": 0.0970524325966835 + }, + { + "p": 0.08302298933267593, + "m": 0.2960643768310547 + }, + { + "p": 0.09523265808820724, + "m": 0.19685950875282288 + }, + { + "p": 0.11717269569635391, + "m": 0.8979055881500244 + }, + { + "p": 0.06485404819250107, + "m": 0.8227459192276001 + }, + { + "p": 0.049415893852710724, + "m": 0.7719396948814392 + }, + { + "p": 0.07253403216600418, + "m": 1.0 + }, + { + "p": 0.10325787961483002, + "m": 1.0 + }, + { + "p": 0.052847716957330704, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 0.5799703001976013, + "val_loss": 0.9744143486022949, + "acc": 69.35, + "time": 190.82725476496853, + "param": [ + { + "p": 0.04231474548578262, + "m": 1.0 + }, + { + "p": 0.0467536523938179, + "m": 1.0 + }, + { + "p": 0.06062516197562218, + "m": 1.0 + }, + { + "p": 0.08309384435415268, + "m": 0.0024929498322308064 + }, + { + "p": 0.06522271037101746, + "m": 0.0 + }, + { + "p": 0.06937015056610107, + "m": 0.042345982044935226 + }, + { + "p": 0.08066033571958542, + "m": 0.28170937299728394 + }, + { + "p": 0.09347712248563766, + "m": 0.14618611335754395 + }, + { + "p": 0.09534662961959839, + "m": 0.9108255505561829 + }, + { + "p": 0.060522790998220444, + "m": 0.8262488842010498 + }, + { + "p": 0.06840242445468903, + "m": 0.7756420373916626 + }, + { + "p": 0.07030545920133591, + "m": 1.0 + }, + { + "p": 0.08964944630861282, + "m": 1.0 + }, + { + "p": 0.07425557076931, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 0.7336104512214661, + "val_loss": 1.1481316089630127, + "acc": 69.44, + "time": 188.54117928911, + "param": [ + { + "p": 0.050524793565273285, + "m": 1.0 + }, + { + "p": 0.049731411039829254, + "m": 1.0 + }, + { + "p": 0.06493757665157318, + "m": 1.0 + }, + { + "p": 0.08175162971019745, + "m": 0.0 + }, + { + "p": 0.06290358304977417, + "m": 0.0 + }, + { + "p": 0.07381144911050797, + "m": 0.0 + }, + { + "p": 0.07124258577823639, + "m": 0.24321404099464417 + }, + { + "p": 0.09330900758504868, + "m": 0.0958828404545784 + }, + { + "p": 0.07804667204618454, + "m": 0.8846592307090759 + }, + { + "p": 0.049831368029117584, + "m": 0.8200434446334839 + }, + { + "p": 0.08111583441495895, + "m": 0.8030968308448792 + }, + { + "p": 0.06829816102981567, + "m": 1.0 + }, + { + "p": 0.07799983024597168, + "m": 1.0 + }, + { + "p": 0.0964961051940918, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 0.670491099357605, + "val_loss": 1.0522847175598145, + "acc": 69.23, + "time": 188.5639813230373, + "param": [ + { + "p": 0.06290009617805481, + "m": 1.0 + }, + { + "p": 0.04399006813764572, + "m": 1.0 + }, + { + "p": 0.07053235918283463, + "m": 1.0 + }, + { + "p": 0.07328441739082336, + "m": 0.0 + }, + { + "p": 0.06260702759027481, + "m": 0.0 + }, + { + "p": 0.07780630886554718, + "m": 0.0 + }, + { + "p": 0.054597724229097366, + "m": 0.18359826505184174 + }, + { + "p": 0.10001690685749054, + "m": 0.07688769698143005 + }, + { + "p": 0.07274829596281052, + "m": 0.8510451912879944 + }, + { + "p": 0.04080113023519516, + "m": 0.8140544891357422 + }, + { + "p": 0.07602410763502121, + "m": 0.7873170375823975 + }, + { + "p": 0.07326741516590118, + "m": 1.0 + }, + { + "p": 0.07099144905805588, + "m": 1.0 + }, + { + "p": 0.12043271958827972, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 0.7564579844474792, + "val_loss": 0.7631305456161499, + "acc": 69.81, + "time": 192.37185877095908, + "param": [ + { + "p": 0.08041389286518097, + "m": 1.0 + }, + { + "p": 0.05021735280752182, + "m": 1.0 + }, + { + "p": 0.07104683667421341, + "m": 1.0 + }, + { + "p": 0.06745053827762604, + "m": 0.0 + }, + { + "p": 0.056007158011198044, + "m": 0.0 + }, + { + "p": 0.08305730670690536, + "m": 0.0 + }, + { + "p": 0.047315504401922226, + "m": 0.15755103528499603 + }, + { + "p": 0.1047673374414444, + "m": 0.06833719462156296 + }, + { + "p": 0.06409689784049988, + "m": 0.8212060928344727 + }, + { + "p": 0.03297986090183258, + "m": 0.805715799331665 + }, + { + "p": 0.05936668440699577, + "m": 0.764303982257843 + }, + { + "p": 0.07856723666191101, + "m": 1.0 + }, + { + "p": 0.07722538709640503, + "m": 1.0 + }, + { + "p": 0.12748807668685913, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 0.5864450931549072, + "val_loss": 0.9366739392280579, + "acc": 70.36, + "time": 187.70863164705224, + "param": [ + { + "p": 0.07611466199159622, + "m": 1.0 + }, + { + "p": 0.04746448993682861, + "m": 1.0 + }, + { + "p": 0.06672831624746323, + "m": 1.0 + }, + { + "p": 0.0721292570233345, + "m": 6.666381523245946e-05 + }, + { + "p": 0.05607319995760918, + "m": 0.0 + }, + { + "p": 0.08849576860666275, + "m": 0.009605512954294682 + }, + { + "p": 0.044418297708034515, + "m": 0.1427561193704605 + }, + { + "p": 0.10341230779886246, + "m": 0.052064210176467896 + }, + { + "p": 0.04952011629939079, + "m": 0.8149149417877197 + }, + { + "p": 0.029143260791897774, + "m": 0.791622519493103 + }, + { + "p": 0.058806899935007095, + "m": 0.7671506404876709 + }, + { + "p": 0.08596821874380112, + "m": 1.0 + }, + { + "p": 0.08866626769304276, + "m": 1.0 + }, + { + "p": 0.13305895030498505, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 0.5669442415237427, + "val_loss": 1.0134323835372925, + "acc": 69.83, + "time": 187.77708127791993, + "param": [ + { + "p": 0.07513949275016785, + "m": 1.0 + }, + { + "p": 0.05765978619456291, + "m": 1.0 + }, + { + "p": 0.05189858004450798, + "m": 1.0 + }, + { + "p": 0.07532616704702377, + "m": 0.0 + }, + { + "p": 0.05373284965753555, + "m": 0.0015092840185388923 + }, + { + "p": 0.08544794470071793, + "m": 0.025111116468906403 + }, + { + "p": 0.03917219489812851, + "m": 0.17815077304840088 + }, + { + "p": 0.10333845019340515, + "m": 0.08500564843416214 + }, + { + "p": 0.03763916343450546, + "m": 0.8161379098892212 + }, + { + "p": 0.04492746666073799, + "m": 0.7708717584609985 + }, + { + "p": 0.06966562569141388, + "m": 0.7818441390991211 + }, + { + "p": 0.08849070966243744, + "m": 0.9955824017524719 + }, + { + "p": 0.10209843516349792, + "m": 1.0 + }, + { + "p": 0.11546316742897034, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 0.5699108242988586, + "val_loss": 0.9568286538124084, + "acc": 69.02, + "time": 192.6722369941417, + "param": [ + { + "p": 0.0823235809803009, + "m": 1.0 + }, + { + "p": 0.06506470590829849, + "m": 1.0 + }, + { + "p": 0.0617680661380291, + "m": 1.0 + }, + { + "p": 0.0686095729470253, + "m": 0.0 + }, + { + "p": 0.05580219253897667, + "m": 0.0 + }, + { + "p": 0.07329531013965607, + "m": 0.057466376572847366 + }, + { + "p": 0.04457065090537071, + "m": 0.21023201942443848 + }, + { + "p": 0.08855362981557846, + "m": 0.09340060502290726 + }, + { + "p": 0.03286615014076233, + "m": 0.8251751661300659 + }, + { + "p": 0.0753767266869545, + "m": 0.7525087594985962 + }, + { + "p": 0.08211331814527512, + "m": 0.7907896637916565 + }, + { + "p": 0.07347263395786285, + "m": 0.9522284269332886 + }, + { + "p": 0.10219044238328934, + "m": 1.0 + }, + { + "p": 0.09399303048849106, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 0.4128113389015198, + "val_loss": 1.0148777961730957, + "acc": 69.87, + "time": 185.81563345016912, + "param": [ + { + "p": 0.0840207040309906, + "m": 1.0 + }, + { + "p": 0.05338052660226822, + "m": 1.0 + }, + { + "p": 0.07135544717311859, + "m": 1.0 + }, + { + "p": 0.04715289920568466, + "m": 0.021594617515802383 + }, + { + "p": 0.05519963428378105, + "m": 0.013667743653059006 + }, + { + "p": 0.08276218920946121, + "m": 0.05684094876050949 + }, + { + "p": 0.06636832654476166, + "m": 0.22282806038856506 + }, + { + "p": 0.09615275263786316, + "m": 0.08013573288917542 + }, + { + "p": 0.017112180590629578, + "m": 0.8120637536048889 + }, + { + "p": 0.09812653064727783, + "m": 0.7662973403930664 + }, + { + "p": 0.10441958904266357, + "m": 0.8001314401626587 + }, + { + "p": 0.050992708653211594, + "m": 0.9241093993186951 + }, + { + "p": 0.09599636495113373, + "m": 1.0 + }, + { + "p": 0.07696016877889633, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 0.5685675144195557, + "val_loss": 0.9128497838973999, + "acc": 69.53, + "time": 192.3344144539442, + "param": [ + { + "p": 0.07377886027097702, + "m": 1.0 + }, + { + "p": 0.056829024106264114, + "m": 1.0 + }, + { + "p": 0.07531312108039856, + "m": 1.0 + }, + { + "p": 0.03565835580229759, + "m": 0.029106030240654945 + }, + { + "p": 0.05170020833611488, + "m": 0.011279282160103321 + }, + { + "p": 0.07965881377458572, + "m": 0.05764320492744446 + }, + { + "p": 0.08088000118732452, + "m": 0.2674471437931061 + }, + { + "p": 0.10354374349117279, + "m": 0.09893189370632172 + }, + { + "p": 0.02431369014084339, + "m": 0.7874128818511963 + }, + { + "p": 0.09485870599746704, + "m": 0.8342331647872925 + }, + { + "p": 0.13165545463562012, + "m": 0.8086308836936951 + }, + { + "p": 0.04094350337982178, + "m": 0.9244014620780945 + }, + { + "p": 0.07704029232263565, + "m": 1.0 + }, + { + "p": 0.0738261267542839, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 0.5189899802207947, + "val_loss": 1.0198196172714233, + "acc": 69.93, + "time": 191.07903002109379, + "param": [ + { + "p": 0.06765176355838776, + "m": 1.0 + }, + { + "p": 0.058184247463941574, + "m": 1.0 + }, + { + "p": 0.09750449657440186, + "m": 1.0 + }, + { + "p": 0.018627289682626724, + "m": 0.021844370290637016 + }, + { + "p": 0.05400260165333748, + "m": 0.00976906344294548 + }, + { + "p": 0.0731734186410904, + "m": 0.035202428698539734 + }, + { + "p": 0.09391330182552338, + "m": 0.28374341130256653 + }, + { + "p": 0.09150085598230362, + "m": 0.08149183541536331 + }, + { + "p": 0.04525485262274742, + "m": 0.7936044335365295 + }, + { + "p": 0.09827297180891037, + "m": 0.8525496125221252 + }, + { + "p": 0.13438361883163452, + "m": 0.7939586639404297 + }, + { + "p": 0.04241827130317688, + "m": 0.939863920211792 + }, + { + "p": 0.0534990131855011, + "m": 1.0 + }, + { + "p": 0.07161334902048111, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 0.5622096061706543, + "val_loss": 0.985784113407135, + "acc": 69.64, + "time": 191.6592346369289, + "param": [ + { + "p": 0.05996169149875641, + "m": 1.0 + }, + { + "p": 0.06258587539196014, + "m": 1.0 + }, + { + "p": 0.11226890981197357, + "m": 1.0 + }, + { + "p": 0.004041498992592096, + "m": 0.011438913643360138 + }, + { + "p": 0.039529699832201004, + "m": 0.0008068882743827999 + }, + { + "p": 0.06539034843444824, + "m": 0.0 + }, + { + "p": 0.09568765759468079, + "m": 0.27359646558761597 + }, + { + "p": 0.08570585399866104, + "m": 0.03801175579428673 + }, + { + "p": 0.06449874490499496, + "m": 0.807526171207428 + }, + { + "p": 0.09064245223999023, + "m": 0.8352494835853577 + }, + { + "p": 0.13598333299160004, + "m": 0.7750987410545349 + }, + { + "p": 0.05203220248222351, + "m": 0.975921094417572 + }, + { + "p": 0.0652003213763237, + "m": 1.0 + }, + { + "p": 0.06647150963544846, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.5946216583251953, + "val_loss": 1.2450990676879883, + "acc": 69.45, + "time": 186.1510517001152, + "param": [ + { + "p": 0.05968353524804115, + "m": 1.0 + }, + { + "p": 0.06620459258556366, + "m": 1.0 + }, + { + "p": 0.10961078852415085, + "m": 1.0 + }, + { + "p": 0.0012723836116492748, + "m": 0.010967612266540527 + }, + { + "p": 0.021704861894249916, + "m": 0.0 + }, + { + "p": 0.057554036378860474, + "m": 0.0 + }, + { + "p": 0.11617854982614517, + "m": 0.32371842861175537 + }, + { + "p": 0.07676420360803604, + "m": 0.04576463997364044 + }, + { + "p": 0.07071509957313538, + "m": 0.7964054942131042 + }, + { + "p": 0.07664445042610168, + "m": 0.8162505626678467 + }, + { + "p": 0.13981321454048157, + "m": 0.7569755911827087 + }, + { + "p": 0.0699312761425972, + "m": 1.0 + }, + { + "p": 0.07315658777952194, + "m": 1.0 + }, + { + "p": 0.060766398906707764, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.5370574593544006, + "val_loss": 0.9306281208992004, + "acc": 69.02, + "time": 188.9238146210555, + "param": [ + { + "p": 0.052974216639995575, + "m": 1.0 + }, + { + "p": 0.07094909995794296, + "m": 1.0 + }, + { + "p": 0.11492644995450974, + "m": 1.0 + }, + { + "p": 0.011142119765281677, + "m": 0.022847751155495644 + }, + { + "p": 0.0119926817715168, + "m": 0.0 + }, + { + "p": 0.05038382112979889, + "m": 0.013651072047650814 + }, + { + "p": 0.119420625269413, + "m": 0.3074275851249695 + }, + { + "p": 0.07336195558309555, + "m": 0.09956950694322586 + }, + { + "p": 0.08111074566841125, + "m": 0.7863661050796509 + }, + { + "p": 0.051763080060482025, + "m": 0.7998219728469849 + }, + { + "p": 0.13393591344356537, + "m": 0.7126320004463196 + }, + { + "p": 0.07770296931266785, + "m": 0.9930984973907471 + }, + { + "p": 0.08351254463195801, + "m": 1.0 + }, + { + "p": 0.06682376563549042, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.254989355802536, + "val_loss": 1.0270044803619385, + "acc": 68.68, + "time": 188.71252311905846, + "param": [ + { + "p": 0.03189720958471298, + "m": 1.0 + }, + { + "p": 0.07178910076618195, + "m": 1.0 + }, + { + "p": 0.11588269472122192, + "m": 1.0 + }, + { + "p": 0.00208904012106359, + "m": 0.0024385571014136076 + }, + { + "p": 0.0040728384628891945, + "m": 0.0 + }, + { + "p": 0.05969395861029625, + "m": 0.0014804464299231768 + }, + { + "p": 0.1272098869085312, + "m": 0.29954370856285095 + }, + { + "p": 0.0804494321346283, + "m": 0.10316696017980576 + }, + { + "p": 0.09275413304567337, + "m": 0.7984657287597656 + }, + { + "p": 0.034075405448675156, + "m": 0.7994130849838257 + }, + { + "p": 0.14527514576911926, + "m": 0.6601809859275818 + }, + { + "p": 0.08797574788331985, + "m": 1.0 + }, + { + "p": 0.06889629364013672, + "m": 1.0 + }, + { + "p": 0.07793907076120377, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 0.5067188143730164, + "val_loss": 1.1294885873794556, + "acc": 69.17, + "time": 190.5645638599526, + "param": [ + { + "p": 0.016416549682617188, + "m": 1.0 + }, + { + "p": 0.07045094668865204, + "m": 1.0 + }, + { + "p": 0.10680963099002838, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.015021703206002712 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.07314545661211014, + "m": 0.01766626350581646 + }, + { + "p": 0.13785363733768463, + "m": 0.3106512725353241 + }, + { + "p": 0.10813771188259125, + "m": 0.0777624174952507 + }, + { + "p": 0.10225452482700348, + "m": 0.804327666759491 + }, + { + "p": 0.016329903155565262, + "m": 0.8036942481994629 + }, + { + "p": 0.174422487616539, + "m": 0.6369321346282959 + }, + { + "p": 0.07575543224811554, + "m": 0.9968999028205872 + }, + { + "p": 0.0481715202331543, + "m": 1.0 + }, + { + "p": 0.07025222480297089, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.7082102298736572, + "val_loss": 0.9056797623634338, + "acc": 68.74, + "time": 190.4864797149785, + "param": [ + { + "p": 0.00284542515873909, + "m": 1.0 + }, + { + "p": 0.07017997652292252, + "m": 1.0 + }, + { + "p": 0.08708463609218597, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.010465295985341072 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.09509254992008209, + "m": 0.07758348435163498 + }, + { + "p": 0.15010510385036469, + "m": 0.27820879220962524 + }, + { + "p": 0.11748936772346497, + "m": 0.07414735853672028 + }, + { + "p": 0.10867040604352951, + "m": 0.8053300380706787 + }, + { + "p": 0.0, + "m": 0.8207619786262512 + }, + { + "p": 0.20451559126377106, + "m": 0.6346233487129211 + }, + { + "p": 0.06630048155784607, + "m": 0.9834117889404297 + }, + { + "p": 0.02695353887975216, + "m": 1.0 + }, + { + "p": 0.07076290994882584, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.3311781883239746, + "val_loss": 1.1188549995422363, + "acc": 69.37, + "time": 185.15531008783728, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06670953333377838, + "m": 1.0 + }, + { + "p": 0.06967072188854218, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.004064067732542753, + "m": 0.0 + }, + { + "p": 0.10212665796279907, + "m": 0.13162358105182648 + }, + { + "p": 0.16386368870735168, + "m": 0.24699005484580994 + }, + { + "p": 0.12184666842222214, + "m": 0.0 + }, + { + "p": 0.11112920939922333, + "m": 0.7868727445602417 + }, + { + "p": 0.0, + "m": 0.8345332741737366 + }, + { + "p": 0.22112803161144257, + "m": 0.645729660987854 + }, + { + "p": 0.06808088719844818, + "m": 0.974000871181488 + }, + { + "p": 0.003209952963516116, + "m": 1.0 + }, + { + "p": 0.06817059963941574, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 0.5136820673942566, + "val_loss": 1.049281120300293, + "acc": 69.48, + "time": 189.30803064489737, + "param": [ + { + "p": 0.0036894436925649643, + "m": 1.0 + }, + { + "p": 0.05688605085015297, + "m": 1.0 + }, + { + "p": 0.07206519693136215, + "m": 1.0 + }, + { + "p": 0.0014869185397401452, + "m": 0.00020908798614982516 + }, + { + "p": 0.011490006931126118, + "m": 0.004326000809669495 + }, + { + "p": 0.10569195449352264, + "m": 0.1404627561569214 + }, + { + "p": 0.16649483144283295, + "m": 0.21784014999866486 + }, + { + "p": 0.11779087036848068, + "m": 0.0 + }, + { + "p": 0.11594156920909882, + "m": 0.7761420607566833 + }, + { + "p": 0.0022248809691518545, + "m": 0.8324300646781921 + }, + { + "p": 0.21650327742099762, + "m": 0.659174919128418 + }, + { + "p": 0.05852815881371498, + "m": 0.9611592888832092 + }, + { + "p": 0.0003746149886865169, + "m": 1.0 + }, + { + "p": 0.07083214074373245, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.4304451644420624, + "val_loss": 1.2176883220672607, + "acc": 68.9, + "time": 189.54540131799877, + "param": [ + { + "p": 0.009786678478121758, + "m": 1.0 + }, + { + "p": 0.06974182277917862, + "m": 1.0 + }, + { + "p": 0.06585847586393356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.02796725556254387, + "m": 0.01233548391610384 + }, + { + "p": 0.09470228850841522, + "m": 0.08299297839403152 + }, + { + "p": 0.14599405229091644, + "m": 0.21464252471923828 + }, + { + "p": 0.12135076522827148, + "m": 0.0 + }, + { + "p": 0.11365438252687454, + "m": 0.7460499405860901 + }, + { + "p": 0.0013708241749554873, + "m": 0.839985728263855 + }, + { + "p": 0.21661421656608582, + "m": 0.6122727990150452 + }, + { + "p": 0.04253068193793297, + "m": 0.9851742386817932 + }, + { + "p": 0.0016760785365477204, + "m": 1.0 + }, + { + "p": 0.08875247091054916, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.33639955520629883, + "val_loss": 0.999355137348175, + "acc": 68.88, + "time": 189.0453163110651, + "param": [ + { + "p": 0.023766659200191498, + "m": 1.0 + }, + { + "p": 0.08971834182739258, + "m": 1.0 + }, + { + "p": 0.06041199713945389, + "m": 1.0 + }, + { + "p": 0.003837229683995247, + "m": 0.0 + }, + { + "p": 0.046693719923496246, + "m": 0.0008504209690727293 + }, + { + "p": 0.06759986281394958, + "m": 0.02471659705042839 + }, + { + "p": 0.10279519110918045, + "m": 0.26570025086402893 + }, + { + "p": 0.10628208518028259, + "m": 0.0 + }, + { + "p": 0.11436879634857178, + "m": 0.7378471493721008 + }, + { + "p": 0.025131303817033768, + "m": 0.8427468538284302 + }, + { + "p": 0.1962389498949051, + "m": 0.5772096514701843 + }, + { + "p": 0.04510461539030075, + "m": 1.0 + }, + { + "p": 0.02574089914560318, + "m": 1.0 + }, + { + "p": 0.09231038391590118, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.5540869235992432, + "val_loss": 1.1776787042617798, + "acc": 68.52, + "time": 189.64287282293662, + "param": [ + { + "p": 0.04056675359606743, + "m": 1.0 + }, + { + "p": 0.09493758529424667, + "m": 1.0 + }, + { + "p": 0.07010100036859512, + "m": 1.0 + }, + { + "p": 0.024766888469457626, + "m": 0.0047233933582901955 + }, + { + "p": 0.06237667053937912, + "m": 1.2900518413516693e-05 + }, + { + "p": 0.034004952758550644, + "m": 0.026150526478886604 + }, + { + "p": 0.07060643285512924, + "m": 0.28764650225639343 + }, + { + "p": 0.08773675560951233, + "m": 0.006231464445590973 + }, + { + "p": 0.10362056642770767, + "m": 0.7137773633003235 + }, + { + "p": 0.04690798372030258, + "m": 0.8299469351768494 + }, + { + "p": 0.17181403934955597, + "m": 0.5567558407783508 + }, + { + "p": 0.04932428523898125, + "m": 1.0 + }, + { + "p": 0.04684684798121452, + "m": 1.0 + }, + { + "p": 0.0963892862200737, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 0.49623915553092957, + "val_loss": 0.9808014035224915, + "acc": 68.84, + "time": 185.51075302390382, + "param": [ + { + "p": 0.04626261070370674, + "m": 1.0 + }, + { + "p": 0.09327763319015503, + "m": 1.0 + }, + { + "p": 0.06798140704631805, + "m": 1.0 + }, + { + "p": 0.030425431206822395, + "m": 0.04555528610944748 + }, + { + "p": 0.06710150092840195, + "m": 0.007151237688958645 + }, + { + "p": 0.025643913075327873, + "m": 0.031176649034023285 + }, + { + "p": 0.06227336823940277, + "m": 0.26003795862197876 + }, + { + "p": 0.06814057379961014, + "m": 0.005405390169471502 + }, + { + "p": 0.08545586466789246, + "m": 0.6865444779396057 + }, + { + "p": 0.0693628266453743, + "m": 0.8217250108718872 + }, + { + "p": 0.16220970451831818, + "m": 0.534633994102478 + }, + { + "p": 0.06016147881746292, + "m": 1.0 + }, + { + "p": 0.06380666047334671, + "m": 1.0 + }, + { + "p": 0.0978970155119896, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.5956934094429016, + "val_loss": 1.0847541093826294, + "acc": 68.7, + "time": 188.27775439689867, + "param": [ + { + "p": 0.06176826357841492, + "m": 1.0 + }, + { + "p": 0.09451629221439362, + "m": 1.0 + }, + { + "p": 0.07883910089731216, + "m": 1.0 + }, + { + "p": 0.01236540637910366, + "m": 0.08849342167377472 + }, + { + "p": 0.08514373004436493, + "m": 0.03966551274061203 + }, + { + "p": 0.026206014677882195, + "m": 0.032053615897893906 + }, + { + "p": 0.03714219108223915, + "m": 0.2195674329996109 + }, + { + "p": 0.056323062628507614, + "m": 0.0 + }, + { + "p": 0.07258306443691254, + "m": 0.6627908945083618 + }, + { + "p": 0.07910995185375214, + "m": 0.8585973381996155 + }, + { + "p": 0.1478787362575531, + "m": 0.5474521517753601 + }, + { + "p": 0.07495815306901932, + "m": 0.9999139904975891 + }, + { + "p": 0.08412012457847595, + "m": 1.0 + }, + { + "p": 0.08904585242271423, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.4797073304653168, + "val_loss": 0.9697181582450867, + "acc": 69.61, + "time": 186.8651143060997, + "param": [ + { + "p": 0.08079814910888672, + "m": 1.0 + }, + { + "p": 0.1012590229511261, + "m": 1.0 + }, + { + "p": 0.07835055142641068, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.06965826451778412 + }, + { + "p": 0.08896733820438385, + "m": 0.007868051528930664 + }, + { + "p": 0.03608853369951248, + "m": 0.024020101875066757 + }, + { + "p": 0.005102384835481644, + "m": 0.16419877111911774 + }, + { + "p": 0.05466537922620773, + "m": 0.000823836715426296 + }, + { + "p": 0.04400205239653587, + "m": 0.6367610692977905 + }, + { + "p": 0.06395456194877625, + "m": 0.9122915863990784 + }, + { + "p": 0.144358292222023, + "m": 0.5825250744819641 + }, + { + "p": 0.10425961762666702, + "m": 0.9846905469894409 + }, + { + "p": 0.10957104712724686, + "m": 1.0 + }, + { + "p": 0.08862309157848358, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.5759004950523376, + "val_loss": 1.0682224035263062, + "acc": 69.43, + "time": 187.0643032931257, + "param": [ + { + "p": 0.08332468569278717, + "m": 1.0 + }, + { + "p": 0.10650122910737991, + "m": 1.0 + }, + { + "p": 0.10960648208856583, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.035860322415828705 + }, + { + "p": 0.08999188244342804, + "m": 0.0 + }, + { + "p": 0.023493289947509766, + "m": 0.060026369988918304 + }, + { + "p": 0.0, + "m": 0.1378333419561386 + }, + { + "p": 0.06216258928179741, + "m": 0.008174655959010124 + }, + { + "p": 0.028064599260687828, + "m": 0.625173807144165 + }, + { + "p": 0.03830461949110031, + "m": 0.9280037879943848 + }, + { + "p": 0.1403467059135437, + "m": 0.5793883800506592 + }, + { + "p": 0.11458614468574524, + "m": 0.9821143746376038 + }, + { + "p": 0.10544082522392273, + "m": 1.0 + }, + { + "p": 0.0981769934296608, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.6322768926620483, + "val_loss": 1.0544910430908203, + "acc": 68.7, + "time": 188.21838561887853, + "param": [ + { + "p": 0.06892094761133194, + "m": 1.0 + }, + { + "p": 0.09801408648490906, + "m": 1.0 + }, + { + "p": 0.13393032550811768, + "m": 1.0 + }, + { + "p": 0.0071297273971140385, + "m": 0.014376332052052021 + }, + { + "p": 0.10160255432128906, + "m": 0.014082900248467922 + }, + { + "p": 0.01120548415929079, + "m": 0.06719526648521423 + }, + { + "p": 0.0, + "m": 0.1354522407054901 + }, + { + "p": 0.043071016669273376, + "m": 0.0 + }, + { + "p": 0.031219789758324623, + "m": 0.6304565072059631 + }, + { + "p": 0.025916533544659615, + "m": 0.9057436585426331 + }, + { + "p": 0.14108926057815552, + "m": 0.5684005618095398 + }, + { + "p": 0.11421456187963486, + "m": 0.9696667194366455 + }, + { + "p": 0.10338064283132553, + "m": 1.0 + }, + { + "p": 0.12030504643917084, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.5311221480369568, + "val_loss": 0.9427483081817627, + "acc": 68.7, + "time": 187.48444109293632, + "param": [ + { + "p": 0.04467122629284859, + "m": 1.0 + }, + { + "p": 0.07843084633350372, + "m": 1.0 + }, + { + "p": 0.139229878783226, + "m": 1.0 + }, + { + "p": 0.022544674575328827, + "m": 0.016007252037525177 + }, + { + "p": 0.08079725503921509, + "m": 0.0 + }, + { + "p": 0.038996800780296326, + "m": 0.05884164571762085 + }, + { + "p": 0.0, + "m": 0.1436486691236496 + }, + { + "p": 0.025992298498749733, + "m": 0.0 + }, + { + "p": 0.054940126836299896, + "m": 0.6529704928398132 + }, + { + "p": 0.04389328882098198, + "m": 0.8914549350738525 + }, + { + "p": 0.13714294135570526, + "m": 0.5767257809638977 + }, + { + "p": 0.11151836067438126, + "m": 0.951711893081665 + }, + { + "p": 0.0920276790857315, + "m": 1.0 + }, + { + "p": 0.12981466948986053, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.6754240989685059, + "val_loss": 1.0447276830673218, + "acc": 69.17, + "time": 194.7619246051181, + "param": [ + { + "p": 0.04783385992050171, + "m": 1.0 + }, + { + "p": 0.05290048196911812, + "m": 1.0 + }, + { + "p": 0.1304207593202591, + "m": 1.0 + }, + { + "p": 0.02251574583351612, + "m": 0.05316893383860588 + }, + { + "p": 0.0647251233458519, + "m": 0.0 + }, + { + "p": 0.040292415767908096, + "m": 0.07152039557695389 + }, + { + "p": 7.178904343163595e-05, + "m": 0.1576167792081833 + }, + { + "p": 0.011747114360332489, + "m": 0.01383811142295599 + }, + { + "p": 0.07166395336389542, + "m": 0.6369606852531433 + }, + { + "p": 0.05802053585648537, + "m": 0.8752766847610474 + }, + { + "p": 0.150704488158226, + "m": 0.5731377601623535 + }, + { + "p": 0.10823901742696762, + "m": 0.876436173915863 + }, + { + "p": 0.09275195747613907, + "m": 1.0 + }, + { + "p": 0.14811277389526367, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.6084091067314148, + "val_loss": 1.0760794878005981, + "acc": 68.43, + "time": 187.92695141001604, + "param": [ + { + "p": 0.05624361336231232, + "m": 1.0 + }, + { + "p": 0.04224461689591408, + "m": 1.0 + }, + { + "p": 0.12869246304035187, + "m": 1.0 + }, + { + "p": 0.006402387749403715, + "m": 0.06661584228277206 + }, + { + "p": 0.07269743084907532, + "m": 0.004136695060878992 + }, + { + "p": 0.021663082763552666, + "m": 0.08359800279140472 + }, + { + "p": 0.0, + "m": 0.19188806414604187 + }, + { + "p": 0.010808335617184639, + "m": 0.02222677320241928 + }, + { + "p": 0.08503543585538864, + "m": 0.6360242366790771 + }, + { + "p": 0.0540250800549984, + "m": 0.8562206029891968 + }, + { + "p": 0.16681428253650665, + "m": 0.5594529509544373 + }, + { + "p": 0.108099065721035, + "m": 0.8328365087509155 + }, + { + "p": 0.0935620665550232, + "m": 1.0 + }, + { + "p": 0.15371209383010864, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.5966556668281555, + "val_loss": 0.797810971736908, + "acc": 68.45, + "time": 185.00388695509173, + "param": [ + { + "p": 0.06304652988910675, + "m": 1.0 + }, + { + "p": 0.04771353304386139, + "m": 1.0 + }, + { + "p": 0.10842917114496231, + "m": 1.0 + }, + { + "p": 0.008159371092915535, + "m": 0.048544418066740036 + }, + { + "p": 0.05894028767943382, + "m": 0.00476915342733264 + }, + { + "p": 0.014164095744490623, + "m": 0.10194777697324753 + }, + { + "p": 0.0, + "m": 0.21143628656864166 + }, + { + "p": 0.0, + "m": 0.04513202980160713 + }, + { + "p": 0.0805211067199707, + "m": 0.6260000467300415 + }, + { + "p": 0.04707641527056694, + "m": 0.8591856360435486 + }, + { + "p": 0.1763973981142044, + "m": 0.5325260162353516 + }, + { + "p": 0.11607163399457932, + "m": 0.8208127021789551 + }, + { + "p": 0.12050776183605194, + "m": 1.0 + }, + { + "p": 0.15897269546985626, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.4453558921813965, + "val_loss": 1.0665098428726196, + "acc": 68.23, + "time": 190.81553631601855, + "param": [ + { + "p": 0.06912795454263687, + "m": 1.0 + }, + { + "p": 0.06140190735459328, + "m": 1.0 + }, + { + "p": 0.10406974703073502, + "m": 1.0 + }, + { + "p": 0.0190726425498724, + "m": 0.0523371547460556 + }, + { + "p": 0.04398669674992561, + "m": 0.004907479044049978 + }, + { + "p": 0.0, + "m": 0.12727147340774536 + }, + { + "p": 0.0077137514017522335, + "m": 0.2180720418691635 + }, + { + "p": 0.005139076616615057, + "m": 0.07394148409366608 + }, + { + "p": 0.07699226588010788, + "m": 0.6055610775947571 + }, + { + "p": 0.041985075920820236, + "m": 0.8731693029403687 + }, + { + "p": 0.17392511665821075, + "m": 0.5146216154098511 + }, + { + "p": 0.11426117271184921, + "m": 0.8025493621826172 + }, + { + "p": 0.13084469735622406, + "m": 1.0 + }, + { + "p": 0.1514798104763031, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.5504044890403748, + "val_loss": 1.1310701370239258, + "acc": 68.91, + "time": 189.49704189994372, + "param": [ + { + "p": 0.04999636858701706, + "m": 1.0 + }, + { + "p": 0.06379455327987671, + "m": 1.0 + }, + { + "p": 0.11273971945047379, + "m": 1.0 + }, + { + "p": 0.03069382905960083, + "m": 0.04365454986691475 + }, + { + "p": 0.03691081330180168, + "m": 0.008228359743952751 + }, + { + "p": 0.011634835973381996, + "m": 0.13201284408569336 + }, + { + "p": 0.0401066355407238, + "m": 0.22513645887374878 + }, + { + "p": 0.009421979077160358, + "m": 0.0916731208562851 + }, + { + "p": 0.07121600955724716, + "m": 0.6015473008155823 + }, + { + "p": 0.036941688507795334, + "m": 0.8650839328765869 + }, + { + "p": 0.1726522445678711, + "m": 0.5323220491409302 + }, + { + "p": 0.0985528901219368, + "m": 0.7640330791473389 + }, + { + "p": 0.11626909673213959, + "m": 1.0 + }, + { + "p": 0.14906935393810272, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.6254458427429199, + "val_loss": 1.122497320175171, + "acc": 69.06, + "time": 188.71226527099498, + "param": [ + { + "p": 0.03479233384132385, + "m": 1.0 + }, + { + "p": 0.07442758232355118, + "m": 1.0 + }, + { + "p": 0.13428154587745667, + "m": 1.0 + }, + { + "p": 0.02656475268304348, + "m": 0.06979234516620636 + }, + { + "p": 0.013369595631957054, + "m": 0.01872565783560276 + }, + { + "p": 0.012007134966552258, + "m": 0.11947040259838104 + }, + { + "p": 0.064141184091568, + "m": 0.23045234382152557 + }, + { + "p": 0.0, + "m": 0.09765826165676117 + }, + { + "p": 0.05940283462405205, + "m": 0.5960108041763306 + }, + { + "p": 0.02498568221926689, + "m": 0.8449802994728088 + }, + { + "p": 0.1819947212934494, + "m": 0.550187349319458 + }, + { + "p": 0.11981242895126343, + "m": 0.7482123374938965 + }, + { + "p": 0.09702617675065994, + "m": 1.0 + }, + { + "p": 0.15719398856163025, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.8277553915977478, + "val_loss": 1.1421899795532227, + "acc": 68.7, + "time": 185.93045417498797, + "param": [ + { + "p": 0.034421566873788834, + "m": 1.0 + }, + { + "p": 0.07565588504076004, + "m": 1.0 + }, + { + "p": 0.15312126278877258, + "m": 1.0 + }, + { + "p": 0.018072346225380898, + "m": 0.0628642588853836 + }, + { + "p": 0.020085837692022324, + "m": 0.03335947543382645 + }, + { + "p": 0.04867849498987198, + "m": 0.13022325932979584 + }, + { + "p": 0.07977957278490067, + "m": 0.23857560753822327 + }, + { + "p": 0.0, + "m": 0.10438814014196396 + }, + { + "p": 0.03916337713599205, + "m": 0.5852241516113281 + }, + { + "p": 0.02444314770400524, + "m": 0.8240697979927063 + }, + { + "p": 0.17399804294109344, + "m": 0.5857630372047424 + }, + { + "p": 0.12475789338350296, + "m": 0.7589006423950195 + }, + { + "p": 0.08569785207509995, + "m": 1.0 + }, + { + "p": 0.12212471663951874, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.6513245105743408, + "val_loss": 0.9972637295722961, + "acc": 69.79, + "time": 188.42501585790887, + "param": [ + { + "p": 0.05376005172729492, + "m": 1.0 + }, + { + "p": 0.08723526448011398, + "m": 1.0 + }, + { + "p": 0.13227638602256775, + "m": 1.0 + }, + { + "p": 0.01895447075366974, + "m": 0.03844841569662094 + }, + { + "p": 0.04847923666238785, + "m": 0.05367763713002205 + }, + { + "p": 0.07145461440086365, + "m": 0.15030282735824585 + }, + { + "p": 0.0959068238735199, + "m": 0.21333090960979462 + }, + { + "p": 0.00868113711476326, + "m": 0.12013579159975052 + }, + { + "p": 0.05736822634935379, + "m": 0.5684184432029724 + }, + { + "p": 0.03821072354912758, + "m": 0.7969923615455627 + }, + { + "p": 0.13746079802513123, + "m": 0.5845251083374023 + }, + { + "p": 0.09288397431373596, + "m": 0.7929285168647766 + }, + { + "p": 0.06889791786670685, + "m": 1.0 + }, + { + "p": 0.08843027800321579, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.5485708117485046, + "val_loss": 1.2475913763046265, + "acc": 68.83, + "time": 194.27488576900214, + "param": [ + { + "p": 0.06477000564336777, + "m": 1.0 + }, + { + "p": 0.09272529184818268, + "m": 1.0 + }, + { + "p": 0.1260576695203781, + "m": 1.0 + }, + { + "p": 0.007804968860000372, + "m": 0.0 + }, + { + "p": 0.05704222619533539, + "m": 0.06875258684158325 + }, + { + "p": 0.07496688514947891, + "m": 0.11635283380746841 + }, + { + "p": 0.08918170630931854, + "m": 0.17488518357276917 + }, + { + "p": 0.02875566855072975, + "m": 0.1116262674331665 + }, + { + "p": 0.0718311071395874, + "m": 0.550162672996521 + }, + { + "p": 0.036619577556848526, + "m": 0.8037258386611938 + }, + { + "p": 0.11560610681772232, + "m": 0.5722144842147827 + }, + { + "p": 0.07307403534650803, + "m": 0.8113849759101868 + }, + { + "p": 0.05841907486319542, + "m": 1.0 + }, + { + "p": 0.10314565896987915, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.5410345196723938, + "val_loss": 1.300870656967163, + "acc": 68.96, + "time": 191.39435746800154, + "param": [ + { + "p": 0.05402498319745064, + "m": 1.0 + }, + { + "p": 0.07941821962594986, + "m": 1.0 + }, + { + "p": 0.11426946520805359, + "m": 1.0 + }, + { + "p": 0.005006007384508848, + "m": 0.0 + }, + { + "p": 0.052357159554958344, + "m": 0.04286956042051315 + }, + { + "p": 0.07818131148815155, + "m": 0.09340892732143402 + }, + { + "p": 0.08878719806671143, + "m": 0.1859976351261139 + }, + { + "p": 0.042012497782707214, + "m": 0.06861215829849243 + }, + { + "p": 0.09338396042585373, + "m": 0.5445096492767334 + }, + { + "p": 0.03369738161563873, + "m": 0.8363913893699646 + }, + { + "p": 0.11009080708026886, + "m": 0.5831769108772278 + }, + { + "p": 0.05566217377781868, + "m": 0.8199387192726135 + }, + { + "p": 0.04829077795147896, + "m": 1.0 + }, + { + "p": 0.14481809735298157, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.6900684237480164, + "val_loss": 1.0542570352554321, + "acc": 68.66, + "time": 185.03312340006232, + "param": [ + { + "p": 0.047885213047266006, + "m": 1.0 + }, + { + "p": 0.06494389474391937, + "m": 1.0 + }, + { + "p": 0.13235461711883545, + "m": 1.0 + }, + { + "p": 0.0014460773672908545, + "m": 0.0 + }, + { + "p": 0.04364271089434624, + "m": 0.029518531635403633 + }, + { + "p": 0.0702948123216629, + "m": 0.09016771614551544 + }, + { + "p": 0.10090164840221405, + "m": 0.2566567361354828 + }, + { + "p": 0.041543297469615936, + "m": 0.014706749469041824 + }, + { + "p": 0.11045249551534653, + "m": 0.5511000752449036 + }, + { + "p": 0.03690791130065918, + "m": 0.8374060392379761 + }, + { + "p": 0.11277460306882858, + "m": 0.6009101271629333 + }, + { + "p": 0.04192925989627838, + "m": 0.8165436387062073 + }, + { + "p": 0.027905995026230812, + "m": 1.0 + }, + { + "p": 0.16701750457286835, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.560479462146759, + "val_loss": 1.0416719913482666, + "acc": 69.94, + "time": 188.6555400909856, + "param": [ + { + "p": 0.06072981283068657, + "m": 1.0 + }, + { + "p": 0.05722476541996002, + "m": 1.0 + }, + { + "p": 0.13798248767852783, + "m": 1.0 + }, + { + "p": 0.00640619033947587, + "m": 0.0 + }, + { + "p": 0.03271293640136719, + "m": 0.010716557502746582 + }, + { + "p": 0.06074438616633415, + "m": 0.0602959580719471 + }, + { + "p": 0.1018955260515213, + "m": 0.3394644856452942 + }, + { + "p": 0.04093590006232262, + "m": 0.0 + }, + { + "p": 0.12613482773303986, + "m": 0.5693562030792236 + }, + { + "p": 0.05263087525963783, + "m": 0.8390738368034363 + }, + { + "p": 0.10310164839029312, + "m": 0.6244760155677795 + }, + { + "p": 0.030719468370079994, + "m": 0.7963860034942627 + }, + { + "p": 0.02145525813102722, + "m": 1.0 + }, + { + "p": 0.16732586920261383, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.4378790855407715, + "val_loss": 0.8280397653579712, + "acc": 69.92, + "time": 189.01033958001062, + "param": [ + { + "p": 0.05470282956957817, + "m": 1.0 + }, + { + "p": 0.06280206143856049, + "m": 1.0 + }, + { + "p": 0.14940014481544495, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.033119086176157, + "m": 0.0 + }, + { + "p": 0.06418381631374359, + "m": 0.05963708832859993 + }, + { + "p": 0.1028439998626709, + "m": 0.35076120495796204 + }, + { + "p": 0.029345478862524033, + "m": 0.0003983567003160715 + }, + { + "p": 0.13595083355903625, + "m": 0.5795085430145264 + }, + { + "p": 0.05811705067753792, + "m": 0.8616190552711487 + }, + { + "p": 0.10060621052980423, + "m": 0.6153490543365479 + }, + { + "p": 0.03243500739336014, + "m": 0.786967933177948 + }, + { + "p": 0.013070682995021343, + "m": 1.0 + }, + { + "p": 0.16342273354530334, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.4409308433532715, + "val_loss": 0.9729956388473511, + "acc": 69.59, + "time": 189.42299042502418, + "param": [ + { + "p": 0.04298214986920357, + "m": 1.0 + }, + { + "p": 0.08806425333023071, + "m": 1.0 + }, + { + "p": 0.15432274341583252, + "m": 1.0 + }, + { + "p": 0.0014856929192319512, + "m": 0.0 + }, + { + "p": 0.03756748512387276, + "m": 0.0 + }, + { + "p": 0.06972669064998627, + "m": 0.08119198679924011 + }, + { + "p": 0.0949162095785141, + "m": 0.289507120847702 + }, + { + "p": 0.04657134413719177, + "m": 0.012742200866341591 + }, + { + "p": 0.13373836874961853, + "m": 0.5896685719490051 + }, + { + "p": 0.047468848526477814, + "m": 0.8666338324546814 + }, + { + "p": 0.09421900659799576, + "m": 0.6025155186653137 + }, + { + "p": 0.03185613825917244, + "m": 0.7842775583267212 + }, + { + "p": 0.02322911098599434, + "m": 1.0 + }, + { + "p": 0.13385191559791565, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.5795004963874817, + "val_loss": 1.1049602031707764, + "acc": 69.59, + "time": 188.0263040671125, + "param": [ + { + "p": 0.01575534977018833, + "m": 1.0 + }, + { + "p": 0.11803139001131058, + "m": 1.0 + }, + { + "p": 0.16246101260185242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.06020829826593399, + "m": 0.039961278438568115 + }, + { + "p": 0.04659121483564377, + "m": 0.036785248667001724 + }, + { + "p": 0.09591144323348999, + "m": 0.22732941806316376 + }, + { + "p": 0.045104313641786575, + "m": 0.03268742561340332 + }, + { + "p": 0.13421286642551422, + "m": 0.5857121348381042 + }, + { + "p": 0.031428515911102295, + "m": 0.8518335819244385 + }, + { + "p": 0.09224172681570053, + "m": 0.5831795334815979 + }, + { + "p": 0.027043677866458893, + "m": 0.7987873554229736 + }, + { + "p": 0.03704870864748955, + "m": 1.0 + }, + { + "p": 0.13396143913269043, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.9080712795257568, + "val_loss": 1.2339588403701782, + "acc": 69.09, + "time": 188.22814080794342, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13906031847000122, + "m": 1.0 + }, + { + "p": 0.17293700575828552, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0021746770944446325 + }, + { + "p": 0.08724533766508102, + "m": 0.05625639855861664 + }, + { + "p": 0.025520678609609604, + "m": 0.006484510842710733 + }, + { + "p": 0.09813851863145828, + "m": 0.19489862024784088 + }, + { + "p": 0.036135364323854446, + "m": 0.022194020450115204 + }, + { + "p": 0.1469687521457672, + "m": 0.5622142553329468 + }, + { + "p": 0.03616466373205185, + "m": 0.8211377263069153 + }, + { + "p": 0.07645810395479202, + "m": 0.5503618121147156 + }, + { + "p": 0.0, + "m": 0.7863415479660034 + }, + { + "p": 0.017335329204797745, + "m": 1.0 + }, + { + "p": 0.16403591632843018, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.4622868597507477, + "val_loss": 1.1408865451812744, + "acc": 69.15, + "time": 191.1658635069616, + "param": [ + { + "p": 0.0003849399508908391, + "m": 1.0 + }, + { + "p": 0.14022043347358704, + "m": 1.0 + }, + { + "p": 0.16800189018249512, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.03831632807850838 + }, + { + "p": 0.09505221992731094, + "m": 0.0 + }, + { + "p": 0.02805372327566147, + "m": 0.011878411285579205 + }, + { + "p": 0.11016503721475601, + "m": 0.18317337334156036 + }, + { + "p": 0.030627071857452393, + "m": 0.07262034714221954 + }, + { + "p": 0.14524288475513458, + "m": 0.5036904215812683 + }, + { + "p": 0.027571765705943108, + "m": 0.8043776750564575 + }, + { + "p": 0.05743560567498207, + "m": 0.5216466784477234 + }, + { + "p": 0.0, + "m": 0.7702038884162903 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19724451005458832, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.3096817433834076, + "val_loss": 1.1771467924118042, + "acc": 69.63, + "time": 193.67605600692332, + "param": [ + { + "p": 0.01152871735394001, + "m": 1.0 + }, + { + "p": 0.12727397680282593, + "m": 1.0 + }, + { + "p": 0.1332084834575653, + "m": 1.0 + }, + { + "p": 0.02124500833451748, + "m": 0.03185993805527687 + }, + { + "p": 0.12766604125499725, + "m": 0.0 + }, + { + "p": 0.046512022614479065, + "m": 0.04236598312854767 + }, + { + "p": 0.12697304785251617, + "m": 0.18807075917720795 + }, + { + "p": 0.03553333878517151, + "m": 0.06910862773656845 + }, + { + "p": 0.12826770544052124, + "m": 0.5034028887748718 + }, + { + "p": 0.009242714382708073, + "m": 0.8155243396759033 + }, + { + "p": 0.04382004216313362, + "m": 0.5185176134109497 + }, + { + "p": 0.001028111670166254, + "m": 0.7416983842849731 + }, + { + "p": 0.002409848617389798, + "m": 1.0 + }, + { + "p": 0.18529094755649567, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.5348179340362549, + "val_loss": 1.1777219772338867, + "acc": 68.83, + "time": 186.86191508802585, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11945518851280212, + "m": 1.0 + }, + { + "p": 0.13304486870765686, + "m": 1.0 + }, + { + "p": 0.017781749367713928, + "m": 0.014820766635239124 + }, + { + "p": 0.16825176775455475, + "m": 0.00385143025778234 + }, + { + "p": 0.03249002620577812, + "m": 0.03948670253157616 + }, + { + "p": 0.13361789286136627, + "m": 0.15522874891757965 + }, + { + "p": 0.03477645292878151, + "m": 0.02811211347579956 + }, + { + "p": 0.12633465230464935, + "m": 0.5102770328521729 + }, + { + "p": 0.006466412451118231, + "m": 0.8207160234451294 + }, + { + "p": 0.042150579392910004, + "m": 0.526636004447937 + }, + { + "p": 0.0004168848099652678, + "m": 0.7314790487289429 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1852135956287384, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.5566958785057068, + "val_loss": 0.9264095425605774, + "acc": 69.71, + "time": 185.99760601785965, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1122828796505928, + "m": 1.0 + }, + { + "p": 0.13254433870315552, + "m": 1.0 + }, + { + "p": 0.03216814249753952, + "m": 0.018210245296359062 + }, + { + "p": 0.1510857194662094, + "m": 0.004343533422797918 + }, + { + "p": 0.0240087378770113, + "m": 0.008956597186625004 + }, + { + "p": 0.1134970635175705, + "m": 0.10071254521608353 + }, + { + "p": 0.03831227123737335, + "m": 0.014148726128041744 + }, + { + "p": 0.11426452547311783, + "m": 0.5025099515914917 + }, + { + "p": 0.02206609584391117, + "m": 0.8197520971298218 + }, + { + "p": 0.06643494963645935, + "m": 0.526974081993103 + }, + { + "p": 0.019882945343852043, + "m": 0.7270334362983704 + }, + { + "p": 0.016103152185678482, + "m": 1.0 + }, + { + "p": 0.15734921395778656, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.34563422203063965, + "val_loss": 1.1956967115402222, + "acc": 69.16, + "time": 187.8438336229883, + "param": [ + { + "p": 0.00045166414929553866, + "m": 1.0 + }, + { + "p": 0.12732718884944916, + "m": 1.0 + }, + { + "p": 0.12497511506080627, + "m": 1.0 + }, + { + "p": 0.029284698888659477, + "m": 0.03765508905053139 + }, + { + "p": 0.12702694535255432, + "m": 0.012858627364039421 + }, + { + "p": 0.030782034620642662, + "m": 0.0 + }, + { + "p": 0.09815319627523422, + "m": 0.0328945554792881 + }, + { + "p": 0.035734180361032486, + "m": 0.0 + }, + { + "p": 0.11560246348381042, + "m": 0.5099643468856812 + }, + { + "p": 0.026140999048948288, + "m": 0.8012721538543701 + }, + { + "p": 0.08380771428346634, + "m": 0.5226327776908875 + }, + { + "p": 0.028592566028237343, + "m": 0.7475118637084961 + }, + { + "p": 0.030079985037446022, + "m": 1.0 + }, + { + "p": 0.14204125106334686, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.4281224310398102, + "val_loss": 1.172774314880371, + "acc": 69.36, + "time": 189.2887660798151, + "param": [ + { + "p": 0.012281267903745174, + "m": 1.0 + }, + { + "p": 0.14695142209529877, + "m": 1.0 + }, + { + "p": 0.12324360013008118, + "m": 1.0 + }, + { + "p": 0.027310354635119438, + "m": 0.06607402861118317 + }, + { + "p": 0.10391616076231003, + "m": 0.04029613733291626 + }, + { + "p": 0.034045491367578506, + "m": 0.010768302716314793 + }, + { + "p": 0.09492985904216766, + "m": 0.006588426884263754 + }, + { + "p": 0.0317215695977211, + "m": 0.004274561535567045 + }, + { + "p": 0.11036714911460876, + "m": 0.5062166452407837 + }, + { + "p": 0.02402048371732235, + "m": 0.7877974510192871 + }, + { + "p": 0.08540615439414978, + "m": 0.5025157928466797 + }, + { + "p": 0.04026980325579643, + "m": 0.7424957752227783 + }, + { + "p": 0.02465071901679039, + "m": 1.0 + }, + { + "p": 0.14088600873947144, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.4347754716873169, + "val_loss": 0.9222493171691895, + "acc": 69.61, + "time": 188.3186014459934, + "param": [ + { + "p": 0.00947992131114006, + "m": 1.0 + }, + { + "p": 0.13578686118125916, + "m": 1.0 + }, + { + "p": 0.13190984725952148, + "m": 1.0 + }, + { + "p": 0.03433912619948387, + "m": 0.0942605584859848 + }, + { + "p": 0.092430979013443, + "m": 0.07630991190671921 + }, + { + "p": 0.04856555163860321, + "m": 0.03769729286432266 + }, + { + "p": 0.08979139477014542, + "m": 0.04045144468545914 + }, + { + "p": 0.042463961988687515, + "m": 0.03974224999547005 + }, + { + "p": 0.12086024135351181, + "m": 0.5084822773933411 + }, + { + "p": 0.0, + "m": 0.7699203491210938 + }, + { + "p": 0.10642657428979874, + "m": 0.49458423256874084 + }, + { + "p": 0.05312107503414154, + "m": 0.7156580090522766 + }, + { + "p": 0.0024589255917817354, + "m": 1.0 + }, + { + "p": 0.1323656141757965, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.4234398901462555, + "val_loss": 1.1748261451721191, + "acc": 69.1, + "time": 188.27079269196838, + "param": [ + { + "p": 0.00933665968477726, + "m": 1.0 + }, + { + "p": 0.11628630012273788, + "m": 1.0 + }, + { + "p": 0.1415134221315384, + "m": 1.0 + }, + { + "p": 0.02187294326722622, + "m": 0.04990888759493828 + }, + { + "p": 0.09259974956512451, + "m": 0.047808390110731125 + }, + { + "p": 0.06884577870368958, + "m": 0.03636455163359642 + }, + { + "p": 0.09369240701198578, + "m": 0.04044816642999649 + }, + { + "p": 0.0427178293466568, + "m": 0.047463309019804 + }, + { + "p": 0.13201159238815308, + "m": 0.5244441032409668 + }, + { + "p": 0.0, + "m": 0.7801891565322876 + }, + { + "p": 0.11895826458930969, + "m": 0.4842713177204132 + }, + { + "p": 0.03661056607961655, + "m": 0.7342400550842285 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12555459141731262, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.5934126973152161, + "val_loss": 1.1405775547027588, + "acc": 68.61, + "time": 186.91508417599835, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08611243963241577, + "m": 1.0 + }, + { + "p": 0.13268883526325226, + "m": 1.0 + }, + { + "p": 0.017227906733751297, + "m": 0.02889854833483696 + }, + { + "p": 0.10340072959661484, + "m": 0.034572385251522064 + }, + { + "p": 0.07100546360015869, + "m": 0.021057534962892532 + }, + { + "p": 0.09757696092128754, + "m": 0.04524925723671913 + }, + { + "p": 0.036950062960386276, + "m": 0.03502512723207474 + }, + { + "p": 0.14531654119491577, + "m": 0.5379471778869629 + }, + { + "p": 0.0, + "m": 0.8028912544250488 + }, + { + "p": 0.12932516634464264, + "m": 0.47608327865600586 + }, + { + "p": 0.03037744201719761, + "m": 0.7437084913253784 + }, + { + "p": 0.006747866980731487, + "m": 1.0 + }, + { + "p": 0.1432705819606781, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.36581915616989136, + "val_loss": 1.3430871963500977, + "acc": 68.34, + "time": 189.50864780694246, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0635485053062439, + "m": 1.0 + }, + { + "p": 0.1556463986635208, + "m": 1.0 + }, + { + "p": 0.004627724178135395, + "m": 0.03764263167977333 + }, + { + "p": 0.10633146017789841, + "m": 0.0 + }, + { + "p": 0.06646312773227692, + "m": 0.024181080982089043 + }, + { + "p": 0.07772461324930191, + "m": 0.0560845248401165 + }, + { + "p": 0.011685963720083237, + "m": 0.033623211085796356 + }, + { + "p": 0.1656101495027542, + "m": 0.5143800973892212 + }, + { + "p": 0.0, + "m": 0.7909545302391052 + }, + { + "p": 0.15056534111499786, + "m": 0.4383072257041931 + }, + { + "p": 0.01740141399204731, + "m": 0.7596927881240845 + }, + { + "p": 0.009332967922091484, + "m": 1.0 + }, + { + "p": 0.17106227576732635, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.3103658854961395, + "val_loss": 1.0635305643081665, + "acc": 67.48, + "time": 194.0202859879937, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06179216876626015, + "m": 1.0 + }, + { + "p": 0.1745663732290268, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.07135726511478424 + }, + { + "p": 0.1195261999964714, + "m": 0.0108416136354208 + }, + { + "p": 0.06768649816513062, + "m": 0.017736556008458138 + }, + { + "p": 0.05439617484807968, + "m": 0.0304634477943182 + }, + { + "p": 0.0024743382818996906, + "m": 0.026765258982777596 + }, + { + "p": 0.17971543967723846, + "m": 0.4826250672340393 + }, + { + "p": 0.0, + "m": 0.7720221281051636 + }, + { + "p": 0.14227277040481567, + "m": 0.37678107619285583 + }, + { + "p": 0.0008348723058588803, + "m": 0.7744084000587463 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19673515856266022, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.47440657019615173, + "val_loss": 1.0493725538253784, + "acc": 67.82, + "time": 188.4444641659502, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06727015227079391, + "m": 1.0 + }, + { + "p": 0.17200109362602234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.11255106329917908 + }, + { + "p": 0.1137298122048378, + "m": 0.0 + }, + { + "p": 0.0724387988448143, + "m": 0.01788322627544403 + }, + { + "p": 0.050253976136446, + "m": 0.024976905435323715 + }, + { + "p": 0.0, + "m": 0.04161469638347626 + }, + { + "p": 0.19369947910308838, + "m": 0.5059629082679749 + }, + { + "p": 0.0021873535588383675, + "m": 0.789049506187439 + }, + { + "p": 0.11600361764431, + "m": 0.38291221857070923 + }, + { + "p": 0.0, + "m": 0.7932950854301453 + }, + { + "p": 0.0010892711579799652, + "m": 1.0 + }, + { + "p": 0.21132642030715942, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.5628612637519836, + "val_loss": 1.3653373718261719, + "acc": 68.29, + "time": 188.27597030391917, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07605846971273422, + "m": 1.0 + }, + { + "p": 0.16679376363754272, + "m": 1.0 + }, + { + "p": 0.003570029279217124, + "m": 0.13620777428150177 + }, + { + "p": 0.09804583340883255, + "m": 0.0 + }, + { + "p": 0.0591747909784317, + "m": 0.02158137410879135 + }, + { + "p": 0.04237552732229233, + "m": 0.02632206492125988 + }, + { + "p": 0.0, + "m": 0.07403777539730072 + }, + { + "p": 0.21829214692115784, + "m": 0.5428227186203003 + }, + { + "p": 0.0, + "m": 0.7836105227470398 + }, + { + "p": 0.09919130057096481, + "m": 0.40152040123939514 + }, + { + "p": 0.0, + "m": 0.7949324250221252 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.236498162150383, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.6650484800338745, + "val_loss": 1.160469651222229, + "acc": 69.18, + "time": 187.65816450305283, + "param": [ + { + "p": 0.012143893167376518, + "m": 1.0 + }, + { + "p": 0.0891684964299202, + "m": 1.0 + }, + { + "p": 0.14490988850593567, + "m": 1.0 + }, + { + "p": 0.029877061024308205, + "m": 0.1561790555715561 + }, + { + "p": 0.08424776792526245, + "m": 0.0 + }, + { + "p": 0.04198583960533142, + "m": 0.0 + }, + { + "p": 0.05710190162062645, + "m": 0.021531222388148308 + }, + { + "p": 0.003229015041142702, + "m": 0.07683020830154419 + }, + { + "p": 0.20644955337047577, + "m": 0.5493389964103699 + }, + { + "p": 0.00016638831584714353, + "m": 0.7620235085487366 + }, + { + "p": 0.08677712082862854, + "m": 0.4207909405231476 + }, + { + "p": 0.005070866085588932, + "m": 0.8278084993362427 + }, + { + "p": 0.01709461398422718, + "m": 1.0 + }, + { + "p": 0.22177761793136597, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.3903818726539612, + "val_loss": 1.3758563995361328, + "acc": 67.83, + "time": 191.14839960588142, + "param": [ + { + "p": 0.026897769421339035, + "m": 1.0 + }, + { + "p": 0.11974915862083435, + "m": 1.0 + }, + { + "p": 0.13300082087516785, + "m": 1.0 + }, + { + "p": 0.058201953768730164, + "m": 0.21357624232769012 + }, + { + "p": 0.08463139086961746, + "m": 0.0 + }, + { + "p": 0.013024583458900452, + "m": 0.0 + }, + { + "p": 0.06378703564405441, + "m": 0.00514666922390461 + }, + { + "p": 0.02055180072784424, + "m": 0.08112876862287521 + }, + { + "p": 0.1702984720468521, + "m": 0.5363704562187195 + }, + { + "p": 0.0, + "m": 0.7410663366317749 + }, + { + "p": 0.08531565964221954, + "m": 0.4414021074771881 + }, + { + "p": 0.010437095537781715, + "m": 0.8473708033561707 + }, + { + "p": 0.03798893466591835, + "m": 1.0 + }, + { + "p": 0.17611539363861084, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.3196313679218292, + "val_loss": 1.1056512594223022, + "acc": 68.84, + "time": 186.44795142905787, + "param": [ + { + "p": 0.015812765806913376, + "m": 1.0 + }, + { + "p": 0.13938216865062714, + "m": 1.0 + }, + { + "p": 0.12281685322523117, + "m": 1.0 + }, + { + "p": 0.048094116151332855, + "m": 0.2380974143743515 + }, + { + "p": 0.08853292465209961, + "m": 0.005865566432476044 + }, + { + "p": 0.008638818748295307, + "m": 0.0 + }, + { + "p": 0.08707203716039658, + "m": 0.0 + }, + { + "p": 0.0470760315656662, + "m": 0.09924086928367615 + }, + { + "p": 0.14149382710456848, + "m": 0.4866621792316437 + }, + { + "p": 0.007554586511105299, + "m": 0.7347059845924377 + }, + { + "p": 0.0903753861784935, + "m": 0.48620903491973877 + }, + { + "p": 0.0008905166760087013, + "m": 0.8574236631393433 + }, + { + "p": 0.05144796520471573, + "m": 1.0 + }, + { + "p": 0.15081198513507843, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.7533294558525085, + "val_loss": 1.093930721282959, + "acc": 67.98, + "time": 189.82498404593207, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16938549280166626, + "m": 1.0 + }, + { + "p": 0.11919580399990082, + "m": 1.0 + }, + { + "p": 0.030142560601234436, + "m": 0.2408384531736374 + }, + { + "p": 0.09576258063316345, + "m": 0.01619206927716732 + }, + { + "p": 0.0, + "m": 0.0006733639165759087 + }, + { + "p": 0.10322324931621552, + "m": 0.019208235666155815 + }, + { + "p": 0.05927594006061554, + "m": 0.07204563915729523 + }, + { + "p": 0.1323043256998062, + "m": 0.4374179542064667 + }, + { + "p": 0.0, + "m": 0.7396082878112793 + }, + { + "p": 0.08805195987224579, + "m": 0.5312345027923584 + }, + { + "p": 0.0, + "m": 0.8619150519371033 + }, + { + "p": 0.03070981428027153, + "m": 1.0 + }, + { + "p": 0.17194819450378418, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.477251261472702, + "val_loss": 1.175456166267395, + "acc": 67.84, + "time": 189.66990860085934, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17641814053058624, + "m": 1.0 + }, + { + "p": 0.13405095040798187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.22362713515758514 + }, + { + "p": 0.09469516575336456, + "m": 0.037334758788347244 + }, + { + "p": 0.0, + "m": 0.00242058327421546 + }, + { + "p": 0.09968426823616028, + "m": 0.03369195759296417 + }, + { + "p": 0.0752188041806221, + "m": 0.059340450912714005 + }, + { + "p": 0.12876981496810913, + "m": 0.3950028717517853 + }, + { + "p": 0.0, + "m": 0.7162847518920898 + }, + { + "p": 0.10021097213029861, + "m": 0.544441819190979 + }, + { + "p": 0.0, + "m": 0.843296468257904 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19095191359519958, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.5882547497749329, + "val_loss": 0.9812057018280029, + "acc": 68.33, + "time": 187.72385293105617, + "param": [ + { + "p": 0.00528474897146225, + "m": 1.0 + }, + { + "p": 0.163529172539711, + "m": 1.0 + }, + { + "p": 0.1433568149805069, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.21471649408340454 + }, + { + "p": 0.07556083053350449, + "m": 0.03745577856898308 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.09100997447967529, + "m": 0.0 + }, + { + "p": 0.08741432428359985, + "m": 0.04187515005469322 + }, + { + "p": 0.13555017113685608, + "m": 0.3891582787036896 + }, + { + "p": 0.0, + "m": 0.7065752148628235 + }, + { + "p": 0.10691644996404648, + "m": 0.5267477035522461 + }, + { + "p": 0.0, + "m": 0.8299161195755005 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19137756526470184, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.5525050163269043, + "val_loss": 1.136813759803772, + "acc": 68.16, + "time": 190.76939239399508, + "param": [ + { + "p": 0.00920800119638443, + "m": 1.0 + }, + { + "p": 0.17169223725795746, + "m": 1.0 + }, + { + "p": 0.13052396476268768, + "m": 1.0 + }, + { + "p": 0.00034367063199169934, + "m": 0.22201812267303467 + }, + { + "p": 0.06623224169015884, + "m": 0.038889508694410324 + }, + { + "p": 0.0, + "m": 0.0016213980270549655 + }, + { + "p": 0.0840674415230751, + "m": 0.0 + }, + { + "p": 0.08291354030370712, + "m": 0.018584445118904114 + }, + { + "p": 0.14780236780643463, + "m": 0.37774568796157837 + }, + { + "p": 0.00022511959832627326, + "m": 0.6929529905319214 + }, + { + "p": 0.11846955865621567, + "m": 0.48861268162727356 + }, + { + "p": 0.0, + "m": 0.8262147307395935 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1885218620300293, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.5453295707702637, + "val_loss": 1.2295513153076172, + "acc": 68.15, + "time": 188.7231943309307, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1837988644838333, + "m": 1.0 + }, + { + "p": 0.1139172613620758, + "m": 1.0 + }, + { + "p": 0.0014003112446516752, + "m": 0.23029567301273346 + }, + { + "p": 0.04319409281015396, + "m": 0.0169785488396883 + }, + { + "p": 0.0033917161636054516, + "m": 0.023847561329603195 + }, + { + "p": 0.07126590609550476, + "m": 0.009229330345988274 + }, + { + "p": 0.08685498684644699, + "m": 0.03449183329939842 + }, + { + "p": 0.1610308289527893, + "m": 0.3761095404624939 + }, + { + "p": 0.0, + "m": 0.6787949800491333 + }, + { + "p": 0.13379986584186554, + "m": 0.48133525252342224 + }, + { + "p": 0.0, + "m": 0.8192335963249207 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20134618878364563, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.757556140422821, + "val_loss": 1.2414199113845825, + "acc": 68.79, + "time": 188.93123180395924, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18451176583766937, + "m": 1.0 + }, + { + "p": 0.11116790771484375, + "m": 1.0 + }, + { + "p": 0.010442494414746761, + "m": 0.21496827900409698 + }, + { + "p": 0.02027154713869095, + "m": 0.023734666407108307 + }, + { + "p": 0.0075402334332466125, + "m": 0.022561661899089813 + }, + { + "p": 0.05627837032079697, + "m": 0.019171681255102158 + }, + { + "p": 0.07981441169977188, + "m": 0.03614383563399315 + }, + { + "p": 0.17180867493152618, + "m": 0.37120896577835083 + }, + { + "p": 0.0, + "m": 0.6739650368690491 + }, + { + "p": 0.13722769916057587, + "m": 0.49545279145240784 + }, + { + "p": 0.0, + "m": 0.7982399463653564 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22093693912029266, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.5305916666984558, + "val_loss": 1.2754243612289429, + "acc": 67.85, + "time": 187.38808352081105, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21122382581233978, + "m": 1.0 + }, + { + "p": 0.11283067613840103, + "m": 1.0 + }, + { + "p": 0.0038322804030030966, + "m": 0.2084731161594391 + }, + { + "p": 0.0004616834339685738, + "m": 0.02831529639661312 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.04314348101615906, + "m": 0.02479715272784233 + }, + { + "p": 0.06892453134059906, + "m": 0.04355862736701965 + }, + { + "p": 0.16753573715686798, + "m": 0.34642064571380615 + }, + { + "p": 0.008007802069187164, + "m": 0.6897841691970825 + }, + { + "p": 0.1429733783006668, + "m": 0.518589973449707 + }, + { + "p": 0.00020346212841104716, + "m": 0.7936220169067383 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2408631443977356, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.6481432914733887, + "val_loss": 1.2448153495788574, + "acc": 68.47, + "time": 189.3441043710336, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24038411676883698, + "m": 1.0 + }, + { + "p": 0.11181081831455231, + "m": 1.0 + }, + { + "p": 0.017966298386454582, + "m": 0.22208362817764282 + }, + { + "p": 0.0, + "m": 0.03419535607099533 + }, + { + "p": 3.329838364152238e-05, + "m": 0.0 + }, + { + "p": 0.027797017246484756, + "m": 0.05824844166636467 + }, + { + "p": 0.06797736883163452, + "m": 0.0455208346247673 + }, + { + "p": 0.14537915587425232, + "m": 0.3193754553794861 + }, + { + "p": 0.012494414113461971, + "m": 0.7171839475631714 + }, + { + "p": 0.14559508860111237, + "m": 0.49804624915122986 + }, + { + "p": 0.0, + "m": 0.778328537940979 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23056235909461975, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.7478852868080139, + "val_loss": 1.5259171724319458, + "acc": 67.23, + "time": 186.70053813699633, + "param": [ + { + "p": 0.009214667603373528, + "m": 1.0 + }, + { + "p": 0.22445419430732727, + "m": 1.0 + }, + { + "p": 0.1174449548125267, + "m": 1.0 + }, + { + "p": 0.050742726773023605, + "m": 0.23238451778888702 + }, + { + "p": 0.007469366770237684, + "m": 0.04255620017647743 + }, + { + "p": 0.004119937773793936, + "m": 0.0 + }, + { + "p": 0.024494051933288574, + "m": 0.07745185494422913 + }, + { + "p": 0.07367735356092453, + "m": 0.04661526530981064 + }, + { + "p": 0.12448275834321976, + "m": 0.3249381482601166 + }, + { + "p": 0.020656144246459007, + "m": 0.7332283854484558 + }, + { + "p": 0.12895746529102325, + "m": 0.4601510465145111 + }, + { + "p": 0.010097459889948368, + "m": 0.7612029910087585 + }, + { + "p": 0.0032921540550887585, + "m": 1.0 + }, + { + "p": 0.20089681446552277, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.642983615398407, + "val_loss": 1.302016019821167, + "acc": 68.46, + "time": 185.150490405038, + "param": [ + { + "p": 0.005148579366505146, + "m": 1.0 + }, + { + "p": 0.18364118039608002, + "m": 1.0 + }, + { + "p": 0.11578566581010818, + "m": 1.0 + }, + { + "p": 0.0805395320057869, + "m": 0.21625259518623352 + }, + { + "p": 0.03200356289744377, + "m": 0.030497558414936066 + }, + { + "p": 0.0012378907995298505, + "m": 0.000525216746609658 + }, + { + "p": 0.02423708513379097, + "m": 0.07635325193405151 + }, + { + "p": 0.051207780838012695, + "m": 0.06849706172943115 + }, + { + "p": 0.11108434945344925, + "m": 0.33108606934547424 + }, + { + "p": 0.05056700110435486, + "m": 0.7326653599739075 + }, + { + "p": 0.12983378767967224, + "m": 0.4326443374156952 + }, + { + "p": 0.036967258900403976, + "m": 0.76018226146698 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17774629592895508, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.7845603823661804, + "val_loss": 1.0567325353622437, + "acc": 68.46, + "time": 189.2149594631046, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.172202929854393, + "m": 1.0 + }, + { + "p": 0.11623653769493103, + "m": 1.0 + }, + { + "p": 0.08860979229211807, + "m": 0.19758327305316925 + }, + { + "p": 0.024524737149477005, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.017482303082942963, + "m": 0.0659104585647583 + }, + { + "p": 0.03490953519940376, + "m": 0.06719344109296799 + }, + { + "p": 0.106597900390625, + "m": 0.31766995787620544 + }, + { + "p": 0.05844782665371895, + "m": 0.7362349033355713 + }, + { + "p": 0.1412864327430725, + "m": 0.4235920310020447 + }, + { + "p": 0.05812285840511322, + "m": 0.7373355627059937 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1815791130065918, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.651262640953064, + "val_loss": 1.2324999570846558, + "acc": 67.53, + "time": 188.94988267216831, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19529691338539124, + "m": 1.0 + }, + { + "p": 0.11265283823013306, + "m": 1.0 + }, + { + "p": 0.08751410990953445, + "m": 0.20023156702518463 + }, + { + "p": 0.010603025555610657, + "m": 0.0005516432574950159 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0003682315582409501, + "m": 0.04947326332330704 + }, + { + "p": 0.02477433532476425, + "m": 0.07326561957597733 + }, + { + "p": 0.0927451103925705, + "m": 0.3141326308250427 + }, + { + "p": 0.05354287475347519, + "m": 0.7488915324211121 + }, + { + "p": 0.16800536215305328, + "m": 0.4211912751197815 + }, + { + "p": 0.05003393441438675, + "m": 0.7222490906715393 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20446322858333588, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.46431630849838257, + "val_loss": 1.325059175491333, + "acc": 68.69, + "time": 193.91083175200038, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19582249224185944, + "m": 1.0 + }, + { + "p": 0.11337590217590332, + "m": 1.0 + }, + { + "p": 0.07655636966228485, + "m": 0.1949516385793686 + }, + { + "p": 0.010760147124528885, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0010503869270905852 + }, + { + "p": 5.621321179205552e-05, + "m": 0.033979762345552444 + }, + { + "p": 0.002416724106296897, + "m": 0.06197008863091469 + }, + { + "p": 0.1053706482052803, + "m": 0.3091573119163513 + }, + { + "p": 0.06193497031927109, + "m": 0.7466312050819397 + }, + { + "p": 0.19386759400367737, + "m": 0.3897255063056946 + }, + { + "p": 0.04774675518274307, + "m": 0.7097942233085632 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.192092165350914, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.4756680428981781, + "val_loss": 1.11873197555542, + "acc": 66.94, + "time": 186.8972190769855, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20009399950504303, + "m": 1.0 + }, + { + "p": 0.0995153933763504, + "m": 1.0 + }, + { + "p": 0.06095702201128006, + "m": 0.18448026478290558 + }, + { + "p": 0.019239971414208412, + "m": 0.014036862179636955 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.011079113930463791 + }, + { + "p": 0.0, + "m": 0.03268078714609146 + }, + { + "p": 0.12805552780628204, + "m": 0.31316474080085754 + }, + { + "p": 0.06285198032855988, + "m": 0.7175379991531372 + }, + { + "p": 0.21857447922229767, + "m": 0.36215531826019287 + }, + { + "p": 0.024335669353604317, + "m": 0.690550684928894 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18637590110301971, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.5578078627586365, + "val_loss": 1.3343271017074585, + "acc": 68.11, + "time": 185.67090541590005, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20902961492538452, + "m": 1.0 + }, + { + "p": 0.10308901965618134, + "m": 1.0 + }, + { + "p": 0.04807507246732712, + "m": 0.1680392324924469 + }, + { + "p": 0.018808474764227867, + "m": 0.021552149206399918 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 5.374616739572957e-05, + "m": 0.01779955066740513 + }, + { + "p": 0.0, + "m": 0.01703597605228424 + }, + { + "p": 0.14771594107151031, + "m": 0.31318265199661255 + }, + { + "p": 0.0517248772084713, + "m": 0.701816976070404 + }, + { + "p": 0.23088783025741577, + "m": 0.3251523971557617 + }, + { + "p": 0.0, + "m": 0.6735068559646606 + }, + { + "p": 0.0010108285350725055, + "m": 1.0 + }, + { + "p": 0.18960458040237427, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json new file mode 100644 index 0000000..d5e05f9 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 69.56, + "Time": [ + 188.4979703389636, + 2.5705337701428213 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.262482166290283, + "val_loss": 2.285977363586426, + "acc": 14.82, + "time": 191.70288329501636, + "param": [ + { + "p": 0.0534108430147171, + "m": 1.0 + }, + { + "p": 0.05410629138350487, + "m": 1.0 + }, + { + "p": 0.07280652970075607, + "m": 1.0 + }, + { + "p": 0.10572684556245804, + "m": 0.9843733906745911 + }, + { + "p": 0.07198461145162582, + "m": 0.9848790764808655 + }, + { + "p": 0.03827870264649391, + "m": 1.0 + }, + { + "p": 0.07122987508773804, + "m": 0.9964419603347778 + }, + { + "p": 0.08131463825702667, + "m": 0.9770775437355042 + }, + { + "p": 0.04398714005947113, + "m": 0.9804204702377319 + }, + { + "p": 0.09052713960409164, + "m": 1.0 + }, + { + "p": 0.0887661799788475, + "m": 0.9897122979164124 + }, + { + "p": 0.06959351897239685, + "m": 1.0 + }, + { + "p": 0.1089806780219078, + "m": 1.0 + }, + { + "p": 0.04928714036941528, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.15014910697937, + "val_loss": 2.066812515258789, + "acc": 24.32, + "time": 185.5721545610577, + "param": [ + { + "p": 0.06248995661735535, + "m": 1.0 + }, + { + "p": 0.0557095892727375, + "m": 1.0 + }, + { + "p": 0.0719352662563324, + "m": 1.0 + }, + { + "p": 0.09786994010210037, + "m": 0.975581169128418 + }, + { + "p": 0.06416201591491699, + "m": 0.9319440126419067 + }, + { + "p": 0.051964811980724335, + "m": 0.9484514594078064 + }, + { + "p": 0.0827246829867363, + "m": 0.9993184804916382 + }, + { + "p": 0.08038431406021118, + "m": 0.9425516724586487 + }, + { + "p": 0.05917021259665489, + "m": 0.9871543645858765 + }, + { + "p": 0.07912129908800125, + "m": 0.9973722100257874 + }, + { + "p": 0.09277906268835068, + "m": 1.0 + }, + { + "p": 0.07574257254600525, + "m": 1.0 + }, + { + "p": 0.08807118982076645, + "m": 1.0 + }, + { + "p": 0.037875086069107056, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.189957857131958, + "val_loss": 2.0747756958007812, + "acc": 27.38, + "time": 189.09874800313264, + "param": [ + { + "p": 0.07756584137678146, + "m": 1.0 + }, + { + "p": 0.06945032626390457, + "m": 1.0 + }, + { + "p": 0.091831736266613, + "m": 1.0 + }, + { + "p": 0.09109317511320114, + "m": 0.9575084447860718 + }, + { + "p": 0.08187079429626465, + "m": 0.9215033650398254 + }, + { + "p": 0.05933554098010063, + "m": 0.9219984412193298 + }, + { + "p": 0.08259280025959015, + "m": 0.9575040340423584 + }, + { + "p": 0.07338546216487885, + "m": 0.9122860431671143 + }, + { + "p": 0.055594347417354584, + "m": 0.9525899291038513 + }, + { + "p": 0.08900940418243408, + "m": 0.9792580604553223 + }, + { + "p": 0.09054096788167953, + "m": 0.9534692764282227 + }, + { + "p": 0.06256778538227081, + "m": 0.9965918064117432 + }, + { + "p": 0.07516191899776459, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 1.8495501279830933, + "val_loss": 1.8305227756500244, + "acc": 34.08, + "time": 185.020230502123, + "param": [ + { + "p": 0.06573040783405304, + "m": 1.0 + }, + { + "p": 0.06721274554729462, + "m": 1.0 + }, + { + "p": 0.10031504184007645, + "m": 1.0 + }, + { + "p": 0.1274554431438446, + "m": 0.9458392858505249 + }, + { + "p": 0.09560808539390564, + "m": 0.934362530708313 + }, + { + "p": 0.016287587583065033, + "m": 0.9272544980049133 + }, + { + "p": 0.08223677426576614, + "m": 0.918926477432251 + }, + { + "p": 0.07975221425294876, + "m": 0.8427067995071411 + }, + { + "p": 0.05918874219059944, + "m": 0.9237498641014099 + }, + { + "p": 0.06735038757324219, + "m": 0.9813194870948792 + }, + { + "p": 0.09133188426494598, + "m": 0.9310442209243774 + }, + { + "p": 0.05725166201591492, + "m": 1.0 + }, + { + "p": 0.09027907997369766, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.8061596155166626, + "val_loss": 1.8069959878921509, + "acc": 35.59, + "time": 187.4903448249679, + "param": [ + { + "p": 0.038763582706451416, + "m": 1.0 + }, + { + "p": 0.07258913666009903, + "m": 1.0 + }, + { + "p": 0.10460498183965683, + "m": 1.0 + }, + { + "p": 0.16061799228191376, + "m": 0.9080560803413391 + }, + { + "p": 0.10912115126848221, + "m": 0.957994282245636 + }, + { + "p": 0.0, + "m": 0.8991799354553223 + }, + { + "p": 0.06628584861755371, + "m": 0.8817621469497681 + }, + { + "p": 0.07155260443687439, + "m": 0.7816304564476013 + }, + { + "p": 0.08312928676605225, + "m": 0.9066209197044373 + }, + { + "p": 0.05857361480593681, + "m": 0.9795604944229126 + }, + { + "p": 0.06738395988941193, + "m": 0.9166626930236816 + }, + { + "p": 0.057653557509183884, + "m": 1.0 + }, + { + "p": 0.109724260866642, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.6564327478408813, + "val_loss": 1.655949592590332, + "acc": 38.57, + "time": 185.23701869603246, + "param": [ + { + "p": 0.032898154109716415, + "m": 1.0 + }, + { + "p": 0.04541824012994766, + "m": 1.0 + }, + { + "p": 0.12161920219659805, + "m": 1.0 + }, + { + "p": 0.20077259838581085, + "m": 0.8769045472145081 + }, + { + "p": 0.09745972603559494, + "m": 0.9983916878700256 + }, + { + "p": 0.0, + "m": 0.8960238099098206 + }, + { + "p": 0.058408960700035095, + "m": 0.8335409164428711 + }, + { + "p": 0.06884858757257462, + "m": 0.7547549605369568 + }, + { + "p": 0.08956693857908249, + "m": 0.8602670431137085 + }, + { + "p": 0.05406629666686058, + "m": 0.9735919237136841 + }, + { + "p": 0.05536319687962532, + "m": 0.8973791599273682 + }, + { + "p": 0.04766366258263588, + "m": 1.0 + }, + { + "p": 0.12791433930397034, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.6867786645889282, + "val_loss": 1.7314836978912354, + "acc": 41.55, + "time": 187.43599679903127, + "param": [ + { + "p": 0.04358662664890289, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13636083900928497, + "m": 1.0 + }, + { + "p": 0.23056533932685852, + "m": 0.8608230948448181 + }, + { + "p": 0.09496230632066727, + "m": 0.991700291633606 + }, + { + "p": 0.0, + "m": 0.8957090377807617 + }, + { + "p": 0.06729289889335632, + "m": 0.7769631147384644 + }, + { + "p": 0.07903322577476501, + "m": 0.6846214532852173 + }, + { + "p": 0.08344738930463791, + "m": 0.8147723078727722 + }, + { + "p": 0.04673381522297859, + "m": 0.9854839444160461 + }, + { + "p": 0.042795974761247635, + "m": 0.8893792629241943 + }, + { + "p": 0.05062016472220421, + "m": 0.9984358549118042 + }, + { + "p": 0.12302199006080627, + "m": 1.0 + }, + { + "p": 0.0015794449718669057, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.7730402946472168, + "val_loss": 1.5808387994766235, + "acc": 45.4, + "time": 187.99917665217072, + "param": [ + { + "p": 0.055565692484378815, + "m": 1.0 + }, + { + "p": 0.009203226305544376, + "m": 1.0 + }, + { + "p": 0.13302913308143616, + "m": 1.0 + }, + { + "p": 0.21571052074432373, + "m": 0.8624981641769409 + }, + { + "p": 0.08444508165121078, + "m": 0.9971663951873779 + }, + { + "p": 0.0022331674117594957, + "m": 0.913261890411377 + }, + { + "p": 0.07992704212665558, + "m": 0.7540296912193298 + }, + { + "p": 0.08889587223529816, + "m": 0.6357061862945557 + }, + { + "p": 0.08066391199827194, + "m": 0.7799633741378784 + }, + { + "p": 0.045788951218128204, + "m": 0.9764456152915955 + }, + { + "p": 0.026057619601488113, + "m": 0.8797619938850403 + }, + { + "p": 0.06371359527111053, + "m": 0.9865815043449402 + }, + { + "p": 0.1096927598118782, + "m": 1.0 + }, + { + "p": 0.005073435138911009, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.644816279411316, + "val_loss": 1.5639457702636719, + "acc": 44.87, + "time": 187.42391787003726, + "param": [ + { + "p": 0.06055597960948944, + "m": 1.0 + }, + { + "p": 0.017451513558626175, + "m": 1.0 + }, + { + "p": 0.13174551725387573, + "m": 1.0 + }, + { + "p": 0.18620029091835022, + "m": 0.873038113117218 + }, + { + "p": 0.071475550532341, + "m": 1.0 + }, + { + "p": 0.0009728050208650529, + "m": 0.929107666015625 + }, + { + "p": 0.08658881485462189, + "m": 0.7100210785865784 + }, + { + "p": 0.08542317897081375, + "m": 0.6168731451034546 + }, + { + "p": 0.09490787237882614, + "m": 0.771577000617981 + }, + { + "p": 0.055301483720541, + "m": 0.9387063384056091 + }, + { + "p": 0.024870557710528374, + "m": 0.8782556056976318 + }, + { + "p": 0.08140884339809418, + "m": 0.966670572757721 + }, + { + "p": 0.1030975952744484, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8058909177780151, + "val_loss": 1.4092689752578735, + "acc": 47.73, + "time": 185.60844549303874, + "param": [ + { + "p": 0.06302610784769058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13494475185871124, + "m": 1.0 + }, + { + "p": 0.1650945395231247, + "m": 0.8870689272880554 + }, + { + "p": 0.07586464285850525, + "m": 0.9852556586265564 + }, + { + "p": 0.0016814087284728885, + "m": 0.9533277750015259 + }, + { + "p": 0.08908545970916748, + "m": 0.7005410194396973 + }, + { + "p": 0.08521072566509247, + "m": 0.6127573847770691 + }, + { + "p": 0.11858030408620834, + "m": 0.755475640296936 + }, + { + "p": 0.06071242690086365, + "m": 0.9163252115249634 + }, + { + "p": 0.036898862570524216, + "m": 0.8713966012001038 + }, + { + "p": 0.08527878671884537, + "m": 0.9720938205718994 + }, + { + "p": 0.08362193405628204, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.6161572933197021, + "val_loss": 1.3860255479812622, + "acc": 47.21, + "time": 186.18982161395252, + "param": [ + { + "p": 0.06159517541527748, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14207851886749268, + "m": 1.0 + }, + { + "p": 0.1520400196313858, + "m": 0.8462731242179871 + }, + { + "p": 0.0677734762430191, + "m": 0.9749526381492615 + }, + { + "p": 0.0, + "m": 0.9648618102073669 + }, + { + "p": 0.08882112056016922, + "m": 0.6783252954483032 + }, + { + "p": 0.07961975038051605, + "m": 0.5591659545898438 + }, + { + "p": 0.12934550642967224, + "m": 0.7285508513450623 + }, + { + "p": 0.06018228083848953, + "m": 0.908634603023529 + }, + { + "p": 0.04998141527175903, + "m": 0.8617269396781921 + }, + { + "p": 0.0858035683631897, + "m": 0.9868343472480774 + }, + { + "p": 0.08275923877954483, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.4435440301895142, + "val_loss": 1.5020675659179688, + "acc": 49.56, + "time": 184.7390849769581, + "param": [ + { + "p": 0.06676259636878967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1321166455745697, + "m": 1.0 + }, + { + "p": 0.13257892429828644, + "m": 0.7895036935806274 + }, + { + "p": 0.06454863399267197, + "m": 0.9797264933586121 + }, + { + "p": 0.0, + "m": 0.9639622569084167 + }, + { + "p": 0.09495815634727478, + "m": 0.64112788438797 + }, + { + "p": 0.07499513030052185, + "m": 0.5003556609153748 + }, + { + "p": 0.13222867250442505, + "m": 0.7057822942733765 + }, + { + "p": 0.06335483491420746, + "m": 0.8930941820144653 + }, + { + "p": 0.061435624957084656, + "m": 0.8520827889442444 + }, + { + "p": 0.08032874017953873, + "m": 0.99873948097229 + }, + { + "p": 0.09669201821088791, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.3413641452789307, + "val_loss": 1.3542753458023071, + "acc": 50.11, + "time": 185.6991372120101, + "param": [ + { + "p": 0.06752625852823257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11907260864973068, + "m": 1.0 + }, + { + "p": 0.1213684156537056, + "m": 0.7428060173988342 + }, + { + "p": 0.061565082520246506, + "m": 0.9722832441329956 + }, + { + "p": 0.0, + "m": 0.9450576305389404 + }, + { + "p": 0.09034444391727448, + "m": 0.5885968804359436 + }, + { + "p": 0.08111938834190369, + "m": 0.45720499753952026 + }, + { + "p": 0.12640418112277985, + "m": 0.6855656504631042 + }, + { + "p": 0.0778200626373291, + "m": 0.8915442228317261 + }, + { + "p": 0.06478313356637955, + "m": 0.8443160653114319 + }, + { + "p": 0.09340507537126541, + "m": 0.9910187721252441 + }, + { + "p": 0.09659136831760406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.6806200742721558, + "val_loss": 1.3791677951812744, + "acc": 51.25, + "time": 188.28399337804876, + "param": [ + { + "p": 0.06455659866333008, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11928079277276993, + "m": 1.0 + }, + { + "p": 0.11779876053333282, + "m": 0.7037866115570068 + }, + { + "p": 0.04520495980978012, + "m": 0.9679796099662781 + }, + { + "p": 0.0, + "m": 0.9482085704803467 + }, + { + "p": 0.07985813170671463, + "m": 0.522434413433075 + }, + { + "p": 0.0800304263830185, + "m": 0.4731670320034027 + }, + { + "p": 0.12913930416107178, + "m": 0.6676021814346313 + }, + { + "p": 0.08119190484285355, + "m": 0.8948731422424316 + }, + { + "p": 0.06506074965000153, + "m": 0.8315118551254272 + }, + { + "p": 0.11394775658845901, + "m": 0.9936305284500122 + }, + { + "p": 0.10278957337141037, + "m": 1.0 + }, + { + "p": 0.0011410844745114446, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.3496525287628174, + "val_loss": 1.337390661239624, + "acc": 53.31, + "time": 184.8423614858184, + "param": [ + { + "p": 0.06886641681194305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10733623802661896, + "m": 1.0 + }, + { + "p": 0.11894352734088898, + "m": 0.6745198369026184 + }, + { + "p": 0.024908455088734627, + "m": 0.9603914618492126 + }, + { + "p": 0.0, + "m": 0.9728409647941589 + }, + { + "p": 0.07635227590799332, + "m": 0.46971040964126587 + }, + { + "p": 0.06977323442697525, + "m": 0.5061319470405579 + }, + { + "p": 0.1346876174211502, + "m": 0.6421173214912415 + }, + { + "p": 0.0919203981757164, + "m": 0.8664678335189819 + }, + { + "p": 0.06010077893733978, + "m": 0.8162313103675842 + }, + { + "p": 0.12280198931694031, + "m": 1.0 + }, + { + "p": 0.12430912256240845, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.454461932182312, + "val_loss": 1.2956607341766357, + "acc": 54.9, + "time": 183.32731292094104, + "param": [ + { + "p": 0.07789630442857742, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09036435186862946, + "m": 1.0 + }, + { + "p": 0.12091903388500214, + "m": 0.6693591475486755 + }, + { + "p": 0.003082345239818096, + "m": 0.9674398303031921 + }, + { + "p": 0.0, + "m": 0.9902132153511047 + }, + { + "p": 0.07546544820070267, + "m": 0.44315463304519653 + }, + { + "p": 0.06855084747076035, + "m": 0.5214320421218872 + }, + { + "p": 0.13513396680355072, + "m": 0.6081532835960388 + }, + { + "p": 0.09693526476621628, + "m": 0.8275760412216187 + }, + { + "p": 0.046098798513412476, + "m": 0.8088763952255249 + }, + { + "p": 0.14196191728115082, + "m": 1.0 + }, + { + "p": 0.14359168708324432, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.4476397037506104, + "val_loss": 1.2089965343475342, + "acc": 54.86, + "time": 183.81340692494996, + "param": [ + { + "p": 0.07647152245044708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08742775022983551, + "m": 1.0 + }, + { + "p": 0.13059845566749573, + "m": 0.6777602434158325 + }, + { + "p": 0.0, + "m": 0.9747313857078552 + }, + { + "p": 0.0, + "m": 0.9885485172271729 + }, + { + "p": 0.07176859676837921, + "m": 0.4442862272262573 + }, + { + "p": 0.059894222766160965, + "m": 0.484915167093277 + }, + { + "p": 0.14065025746822357, + "m": 0.571765661239624 + }, + { + "p": 0.09221360832452774, + "m": 0.8071334362030029 + }, + { + "p": 0.029452769085764885, + "m": 0.8000134229660034 + }, + { + "p": 0.1472332775592804, + "m": 1.0 + }, + { + "p": 0.16428948938846588, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.5015969276428223, + "val_loss": 1.2951593399047852, + "acc": 54.91, + "time": 188.43992621288635, + "param": [ + { + "p": 0.07986188679933548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09448309242725372, + "m": 1.0 + }, + { + "p": 0.1408693492412567, + "m": 0.6740897297859192 + }, + { + "p": 0.0, + "m": 0.9842537045478821 + }, + { + "p": 0.00019356803386472166, + "m": 0.9945069551467896 + }, + { + "p": 0.07880193740129471, + "m": 0.4519628882408142 + }, + { + "p": 0.05985969305038452, + "m": 0.46235498785972595 + }, + { + "p": 0.12970629334449768, + "m": 0.5356771945953369 + }, + { + "p": 0.07750699669122696, + "m": 0.8003672361373901 + }, + { + "p": 0.007683302741497755, + "m": 0.7926719188690186 + }, + { + "p": 0.14493194222450256, + "m": 1.0 + }, + { + "p": 0.18610189855098724, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.2480987310409546, + "val_loss": 1.224776029586792, + "acc": 56.89, + "time": 187.64270332898013, + "param": [ + { + "p": 0.07275056838989258, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08701194077730179, + "m": 1.0 + }, + { + "p": 0.13420480489730835, + "m": 0.6575285196304321 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08810971677303314, + "m": 0.4239678680896759 + }, + { + "p": 0.06174233928322792, + "m": 0.4709605574607849 + }, + { + "p": 0.12514550983905792, + "m": 0.5091129541397095 + }, + { + "p": 0.06551259756088257, + "m": 0.7951279878616333 + }, + { + "p": 0.0, + "m": 0.7882251143455505 + }, + { + "p": 0.14654496312141418, + "m": 1.0 + }, + { + "p": 0.21897757053375244, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.4707731008529663, + "val_loss": 1.285210132598877, + "acc": 56.12, + "time": 187.54260935494676, + "param": [ + { + "p": 0.0560910589993, + "m": 1.0 + }, + { + "p": 0.002924236236140132, + "m": 1.0 + }, + { + "p": 0.07887618988752365, + "m": 1.0 + }, + { + "p": 0.13196270167827606, + "m": 0.6491095423698425 + }, + { + "p": 0.0007849781541153789, + "m": 1.0 + }, + { + "p": 0.021908612921833992, + "m": 0.9994351267814636 + }, + { + "p": 0.0841938927769661, + "m": 0.392800509929657 + }, + { + "p": 0.06262680888175964, + "m": 0.4874803125858307 + }, + { + "p": 0.13661149144172668, + "m": 0.514768660068512 + }, + { + "p": 0.06448089331388474, + "m": 0.8110293745994568 + }, + { + "p": 0.0019745314493775368, + "m": 0.7804078459739685 + }, + { + "p": 0.13996879756450653, + "m": 1.0 + }, + { + "p": 0.21671564877033234, + "m": 1.0 + }, + { + "p": 0.000880081788636744, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.4107285737991333, + "val_loss": 1.234753966331482, + "acc": 57.15, + "time": 187.84926983807236, + "param": [ + { + "p": 0.045525841414928436, + "m": 1.0 + }, + { + "p": 0.0020044560078531504, + "m": 1.0 + }, + { + "p": 0.07457674294710159, + "m": 1.0 + }, + { + "p": 0.11624395102262497, + "m": 0.6344030499458313 + }, + { + "p": 0.0, + "m": 0.9988373517990112 + }, + { + "p": 0.03702370449900627, + "m": 0.9711840152740479 + }, + { + "p": 0.08469675481319427, + "m": 0.37707245349884033 + }, + { + "p": 0.05532269552350044, + "m": 0.4953058660030365 + }, + { + "p": 0.14125843346118927, + "m": 0.5134025812149048 + }, + { + "p": 0.0765763595700264, + "m": 0.8326564431190491 + }, + { + "p": 0.013207879848778248, + "m": 0.7657381892204285 + }, + { + "p": 0.13599804043769836, + "m": 1.0 + }, + { + "p": 0.20044653117656708, + "m": 1.0 + }, + { + "p": 0.017118584364652634, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.1440573930740356, + "val_loss": 1.152077555656433, + "acc": 57.98, + "time": 184.64584355289117, + "param": [ + { + "p": 0.053416214883327484, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06728579849004745, + "m": 1.0 + }, + { + "p": 0.10997812449932098, + "m": 0.6376932263374329 + }, + { + "p": 0.0008585727191530168, + "m": 0.9993756413459778 + }, + { + "p": 0.03260001167654991, + "m": 0.9472259879112244 + }, + { + "p": 0.09876549243927002, + "m": 0.37335124611854553 + }, + { + "p": 0.04672783240675926, + "m": 0.4977755844593048 + }, + { + "p": 0.1479434370994568, + "m": 0.49995681643486023 + }, + { + "p": 0.09632397443056107, + "m": 0.8583536148071289 + }, + { + "p": 0.013646738603711128, + "m": 0.756904661655426 + }, + { + "p": 0.13589121401309967, + "m": 1.0 + }, + { + "p": 0.18640395998954773, + "m": 1.0 + }, + { + "p": 0.010158608667552471, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.1481865644454956, + "val_loss": 1.1505792140960693, + "acc": 58.83, + "time": 184.66849923878908, + "param": [ + { + "p": 0.03969646617770195, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052900154143571854, + "m": 1.0 + }, + { + "p": 0.11396688222885132, + "m": 0.6449276208877563 + }, + { + "p": 0.0, + "m": 0.9999677538871765 + }, + { + "p": 0.005490974523127079, + "m": 0.9900679588317871 + }, + { + "p": 0.12207178771495819, + "m": 0.38947832584381104 + }, + { + "p": 0.04436792433261871, + "m": 0.49030429124832153 + }, + { + "p": 0.16188561916351318, + "m": 0.5047332048416138 + }, + { + "p": 0.10843079537153244, + "m": 0.8671173453330994 + }, + { + "p": 0.02854744903743267, + "m": 0.7645508050918579 + }, + { + "p": 0.14089560508728027, + "m": 1.0 + }, + { + "p": 0.17912277579307556, + "m": 1.0 + }, + { + "p": 0.0026236162520945072, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.258608341217041, + "val_loss": 1.2142728567123413, + "acc": 58.99, + "time": 187.0816405210644, + "param": [ + { + "p": 0.023589100688695908, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02972313016653061, + "m": 1.0 + }, + { + "p": 0.10518985241651535, + "m": 0.6057090163230896 + }, + { + "p": 0.0, + "m": 0.9948751330375671 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15104728937149048, + "m": 0.39224207401275635 + }, + { + "p": 0.03892429545521736, + "m": 0.49112409353256226 + }, + { + "p": 0.18192246556282043, + "m": 0.49128496646881104 + }, + { + "p": 0.11046786606311798, + "m": 0.8868409991264343 + }, + { + "p": 0.024125326424837112, + "m": 0.7726290822029114 + }, + { + "p": 0.14860457181930542, + "m": 1.0 + }, + { + "p": 0.18640616536140442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.2867432832717896, + "val_loss": 1.0920827388763428, + "acc": 60.84, + "time": 187.2155697210692, + "param": [ + { + "p": 0.014653489924967289, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010079502128064632, + "m": 1.0 + }, + { + "p": 0.08208643645048141, + "m": 0.5624083876609802 + }, + { + "p": 0.0, + "m": 0.9764701724052429 + }, + { + "p": 0.000159271847223863, + "m": 0.9877957701683044 + }, + { + "p": 0.17954818904399872, + "m": 0.3697391152381897 + }, + { + "p": 0.03910594433546066, + "m": 0.4993124306201935 + }, + { + "p": 0.2044873982667923, + "m": 0.48831233382225037 + }, + { + "p": 0.10389077663421631, + "m": 0.8895012140274048 + }, + { + "p": 0.017238736152648926, + "m": 0.7732439637184143 + }, + { + "p": 0.16003133356571198, + "m": 1.0 + }, + { + "p": 0.18871892988681793, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.5603951215744019, + "val_loss": 1.1741396188735962, + "acc": 60.96, + "time": 189.23143425304443, + "param": [ + { + "p": 0.026999659836292267, + "m": 1.0 + }, + { + "p": 0.00017370781279169023, + "m": 1.0 + }, + { + "p": 0.021727798506617546, + "m": 1.0 + }, + { + "p": 0.06380070745944977, + "m": 0.5554587841033936 + }, + { + "p": 0.0024528242647647858, + "m": 0.9435474276542664 + }, + { + "p": 0.0030166362412273884, + "m": 0.9942930340766907 + }, + { + "p": 0.17879889905452728, + "m": 0.3629162311553955 + }, + { + "p": 0.044146277010440826, + "m": 0.484549880027771 + }, + { + "p": 0.19835247099399567, + "m": 0.48497119545936584 + }, + { + "p": 0.0977390930056572, + "m": 0.9157748222351074 + }, + { + "p": 0.025419099256396294, + "m": 0.7757024168968201 + }, + { + "p": 0.15780767798423767, + "m": 1.0 + }, + { + "p": 0.16500483453273773, + "m": 1.0 + }, + { + "p": 0.01456029899418354, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.2025929689407349, + "val_loss": 1.1456018686294556, + "acc": 60.95, + "time": 192.6804617519956, + "param": [ + { + "p": 0.05205013230443001, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.040992382913827896, + "m": 1.0 + }, + { + "p": 0.06144490838050842, + "m": 0.5434885621070862 + }, + { + "p": 0.011828002519905567, + "m": 0.9108180999755859 + }, + { + "p": 0.02576477825641632, + "m": 1.0 + }, + { + "p": 0.1583041101694107, + "m": 0.37410008907318115 + }, + { + "p": 0.03977952152490616, + "m": 0.4484100341796875 + }, + { + "p": 0.16495057940483093, + "m": 0.4727630913257599 + }, + { + "p": 0.09550923109054565, + "m": 0.9644858837127686 + }, + { + "p": 0.038848940283060074, + "m": 0.7854272723197937 + }, + { + "p": 0.14368411898612976, + "m": 1.0 + }, + { + "p": 0.1328095942735672, + "m": 1.0 + }, + { + "p": 0.03403378650546074, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.3704959154129028, + "val_loss": 1.105045199394226, + "acc": 62.2, + "time": 185.3888184831012, + "param": [ + { + "p": 0.06946808099746704, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05359328165650368, + "m": 1.0 + }, + { + "p": 0.05399607867002487, + "m": 0.5284833908081055 + }, + { + "p": 0.015511846169829369, + "m": 0.951155960559845 + }, + { + "p": 0.049553174525499344, + "m": 0.9874024391174316 + }, + { + "p": 0.1471639722585678, + "m": 0.38483738899230957 + }, + { + "p": 0.04222002252936363, + "m": 0.45271065831184387 + }, + { + "p": 0.1408453732728958, + "m": 0.46165770292282104 + }, + { + "p": 0.09999822825193405, + "m": 0.9882620573043823 + }, + { + "p": 0.049022041261196136, + "m": 0.800359308719635 + }, + { + "p": 0.13534517586231232, + "m": 1.0 + }, + { + "p": 0.11834792047739029, + "m": 1.0 + }, + { + "p": 0.02493479661643505, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.3890397548675537, + "val_loss": 0.9619688391685486, + "acc": 61.83, + "time": 188.88569228793494, + "param": [ + { + "p": 0.0800432562828064, + "m": 1.0 + }, + { + "p": 0.0020451010204851627, + "m": 1.0 + }, + { + "p": 0.061830852180719376, + "m": 1.0 + }, + { + "p": 0.05600138008594513, + "m": 0.517777681350708 + }, + { + "p": 0.002828514203429222, + "m": 0.951987624168396 + }, + { + "p": 0.06125820055603981, + "m": 1.0 + }, + { + "p": 0.13817143440246582, + "m": 0.38523349165916443 + }, + { + "p": 0.05659274756908417, + "m": 0.4706999361515045 + }, + { + "p": 0.12804819643497467, + "m": 0.45064231753349304 + }, + { + "p": 0.10068188607692719, + "m": 0.9998120069503784 + }, + { + "p": 0.05496109649538994, + "m": 0.8064319491386414 + }, + { + "p": 0.12246425449848175, + "m": 1.0 + }, + { + "p": 0.11130475252866745, + "m": 1.0 + }, + { + "p": 0.02376830391585827, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.0206760168075562, + "val_loss": 1.1973313093185425, + "acc": 60.1, + "time": 187.90295231016353, + "param": [ + { + "p": 0.08659331500530243, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06539029628038406, + "m": 1.0 + }, + { + "p": 0.055827707052230835, + "m": 0.5131365060806274 + }, + { + "p": 0.0, + "m": 0.9403884410858154 + }, + { + "p": 0.07252160459756851, + "m": 1.0 + }, + { + "p": 0.11967691034078598, + "m": 0.39894238114356995 + }, + { + "p": 0.06780112534761429, + "m": 0.4585781991481781 + }, + { + "p": 0.12538065016269684, + "m": 0.4301051199436188 + }, + { + "p": 0.09983093291521072, + "m": 0.9919373989105225 + }, + { + "p": 0.06931222975254059, + "m": 0.798180341720581 + }, + { + "p": 0.11183024197816849, + "m": 1.0 + }, + { + "p": 0.10186147689819336, + "m": 1.0 + }, + { + "p": 0.023973476141691208, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.4460068941116333, + "val_loss": 1.11175537109375, + "acc": 61.92, + "time": 184.91117518185638, + "param": [ + { + "p": 0.1020684540271759, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0711565688252449, + "m": 1.0 + }, + { + "p": 0.032551903277635574, + "m": 0.4918479919433594 + }, + { + "p": 0.0, + "m": 0.9151813983917236 + }, + { + "p": 0.07917118072509766, + "m": 0.986563503742218 + }, + { + "p": 0.1096341460943222, + "m": 0.3689945340156555 + }, + { + "p": 0.047739673405885696, + "m": 0.4763502776622772 + }, + { + "p": 0.16076605021953583, + "m": 0.42136067152023315 + }, + { + "p": 0.103520967066288, + "m": 0.955549418926239 + }, + { + "p": 0.06934087723493576, + "m": 0.7530961632728577 + }, + { + "p": 0.10286352038383484, + "m": 1.0 + }, + { + "p": 0.10102153569459915, + "m": 1.0 + }, + { + "p": 0.020165152847766876, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.3067681789398193, + "val_loss": 1.0315767526626587, + "acc": 63.55, + "time": 185.04099828004837, + "param": [ + { + "p": 0.0945713147521019, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07023739814758301, + "m": 1.0 + }, + { + "p": 0.023529324680566788, + "m": 0.4795694947242737 + }, + { + "p": 0.0, + "m": 0.902162492275238 + }, + { + "p": 0.07645425200462341, + "m": 0.9654561281204224 + }, + { + "p": 0.11085864901542664, + "m": 0.30706119537353516 + }, + { + "p": 0.033576201647520065, + "m": 0.5066520571708679 + }, + { + "p": 0.19530551135540009, + "m": 0.4159374237060547 + }, + { + "p": 0.10888663679361343, + "m": 0.9370538592338562 + }, + { + "p": 0.07027022540569305, + "m": 0.7398255467414856 + }, + { + "p": 0.09604544937610626, + "m": 1.0 + }, + { + "p": 0.09649298340082169, + "m": 1.0 + }, + { + "p": 0.023772023618221283, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.3797276020050049, + "val_loss": 1.0015158653259277, + "acc": 63.65, + "time": 187.83383332402445, + "param": [ + { + "p": 0.08984676748514175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06571703404188156, + "m": 1.0 + }, + { + "p": 0.010225428268313408, + "m": 0.46720266342163086 + }, + { + "p": 0.0, + "m": 0.8803492784500122 + }, + { + "p": 0.06874057650566101, + "m": 0.9587902426719666 + }, + { + "p": 0.09577714651823044, + "m": 0.2169366329908371 + }, + { + "p": 0.018037905916571617, + "m": 0.5353592038154602 + }, + { + "p": 0.23300805687904358, + "m": 0.398332417011261 + }, + { + "p": 0.117688849568367, + "m": 0.942613959312439 + }, + { + "p": 0.06872513890266418, + "m": 0.7303037643432617 + }, + { + "p": 0.08385282009840012, + "m": 1.0 + }, + { + "p": 0.09946653246879578, + "m": 1.0 + }, + { + "p": 0.048913728445768356, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.231337308883667, + "val_loss": 1.1081069707870483, + "acc": 63.38, + "time": 187.8819163099397, + "param": [ + { + "p": 0.08179998397827148, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06443687528371811, + "m": 1.0 + }, + { + "p": 0.010683625005185604, + "m": 0.4632832705974579 + }, + { + "p": 0.003120873821899295, + "m": 0.8641879558563232 + }, + { + "p": 0.05692695826292038, + "m": 0.9826677441596985 + }, + { + "p": 0.08760542422533035, + "m": 0.18387211859226227 + }, + { + "p": 0.004506578668951988, + "m": 0.5521697998046875 + }, + { + "p": 0.25295940041542053, + "m": 0.3888741731643677 + }, + { + "p": 0.11626297235488892, + "m": 0.9660007953643799 + }, + { + "p": 0.057313159108161926, + "m": 0.7243030071258545 + }, + { + "p": 0.08461832255125046, + "m": 1.0 + }, + { + "p": 0.1119135394692421, + "m": 1.0 + }, + { + "p": 0.06785236299037933, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.04835844039917, + "val_loss": 1.0151636600494385, + "acc": 63.46, + "time": 189.200291051995, + "param": [ + { + "p": 0.07207534462213516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06310971081256866, + "m": 1.0 + }, + { + "p": 0.007112154271453619, + "m": 0.461437463760376 + }, + { + "p": 0.000829712487757206, + "m": 0.8378033638000488 + }, + { + "p": 0.055199332535266876, + "m": 1.0 + }, + { + "p": 0.08997680991888046, + "m": 0.16973766684532166 + }, + { + "p": 0.0, + "m": 0.5665451288223267 + }, + { + "p": 0.27471548318862915, + "m": 0.35480037331581116 + }, + { + "p": 0.11921717971563339, + "m": 0.9750660061836243 + }, + { + "p": 0.03996950760483742, + "m": 0.7260885834693909 + }, + { + "p": 0.08522661030292511, + "m": 1.0 + }, + { + "p": 0.1266302913427353, + "m": 1.0 + }, + { + "p": 0.06593789160251617, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.3406344652175903, + "val_loss": 0.896109402179718, + "acc": 62.49, + "time": 185.30212061782368, + "param": [ + { + "p": 0.07591424882411957, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05942251905798912, + "m": 1.0 + }, + { + "p": 0.012978651560842991, + "m": 0.45900535583496094 + }, + { + "p": 0.0, + "m": 0.819155216217041 + }, + { + "p": 0.04434804245829582, + "m": 1.0 + }, + { + "p": 0.09735887497663498, + "m": 0.1636480987071991 + }, + { + "p": 0.014190568588674068, + "m": 0.5838302969932556 + }, + { + "p": 0.26403090357780457, + "m": 0.29835426807403564 + }, + { + "p": 0.11308091133832932, + "m": 0.9547856450080872 + }, + { + "p": 0.03556053340435028, + "m": 0.7399402260780334 + }, + { + "p": 0.0917762815952301, + "m": 1.0 + }, + { + "p": 0.13368888199329376, + "m": 1.0 + }, + { + "p": 0.05764969065785408, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.0526326894760132, + "val_loss": 1.0342422723770142, + "acc": 64.08, + "time": 187.11295554391108, + "param": [ + { + "p": 0.06821829080581665, + "m": 1.0 + }, + { + "p": 0.001782635343261063, + "m": 1.0 + }, + { + "p": 0.0668259933590889, + "m": 1.0 + }, + { + "p": 0.04116570204496384, + "m": 0.45697474479675293 + }, + { + "p": 0.0005858652293682098, + "m": 0.8272630572319031 + }, + { + "p": 0.03764660656452179, + "m": 1.0 + }, + { + "p": 0.1071556881070137, + "m": 0.11216001957654953 + }, + { + "p": 0.030979540199041367, + "m": 0.6142871975898743 + }, + { + "p": 0.22862932085990906, + "m": 0.2570178806781769 + }, + { + "p": 0.10006790608167648, + "m": 0.9387689828872681 + }, + { + "p": 0.042931657284498215, + "m": 0.7617552876472473 + }, + { + "p": 0.09755077958106995, + "m": 1.0 + }, + { + "p": 0.12831318378448486, + "m": 1.0 + }, + { + "p": 0.04814683273434639, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.2128350734710693, + "val_loss": 0.9772108197212219, + "acc": 63.88, + "time": 187.58322118385695, + "param": [ + { + "p": 0.06471697986125946, + "m": 1.0 + }, + { + "p": 0.00691367918625474, + "m": 1.0 + }, + { + "p": 0.07694417983293533, + "m": 1.0 + }, + { + "p": 0.06836498528718948, + "m": 0.4523928761482239 + }, + { + "p": 0.004572039935737848, + "m": 0.8110237717628479 + }, + { + "p": 0.04844195768237114, + "m": 1.0 + }, + { + "p": 0.09967248886823654, + "m": 0.05073074251413345 + }, + { + "p": 0.052640605717897415, + "m": 0.629078209400177 + }, + { + "p": 0.1828444004058838, + "m": 0.2443297952413559 + }, + { + "p": 0.09202174097299576, + "m": 0.941214919090271 + }, + { + "p": 0.051887109875679016, + "m": 0.7947933077812195 + }, + { + "p": 0.0943417102098465, + "m": 1.0 + }, + { + "p": 0.1184392049908638, + "m": 1.0 + }, + { + "p": 0.03819883242249489, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.2165228128433228, + "val_loss": 1.0364958047866821, + "acc": 63.48, + "time": 186.76520911417902, + "param": [ + { + "p": 0.06714131683111191, + "m": 1.0 + }, + { + "p": 0.004284573253244162, + "m": 1.0 + }, + { + "p": 0.07324211299419403, + "m": 1.0 + }, + { + "p": 0.06721428781747818, + "m": 0.4380813241004944 + }, + { + "p": 0.028521373867988586, + "m": 0.8000676035881042 + }, + { + "p": 0.06027273088693619, + "m": 0.9918577671051025 + }, + { + "p": 0.09252765029668808, + "m": 0.0 + }, + { + "p": 0.06337442994117737, + "m": 0.6247845888137817 + }, + { + "p": 0.15498654544353485, + "m": 0.2324392944574356 + }, + { + "p": 0.09134101122617722, + "m": 0.95204097032547 + }, + { + "p": 0.0660514384508133, + "m": 0.8109287023544312 + }, + { + "p": 0.09173926711082458, + "m": 1.0 + }, + { + "p": 0.1035783514380455, + "m": 1.0 + }, + { + "p": 0.03572489321231842, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.2343196868896484, + "val_loss": 1.0030966997146606, + "acc": 65.99, + "time": 186.9022286129184, + "param": [ + { + "p": 0.07662183046340942, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07280753552913666, + "m": 1.0 + }, + { + "p": 0.054846540093421936, + "m": 0.43638184666633606 + }, + { + "p": 0.044554248452186584, + "m": 0.7806157469749451 + }, + { + "p": 0.06932595372200012, + "m": 0.9906535744667053 + }, + { + "p": 0.09014219790697098, + "m": 0.0 + }, + { + "p": 0.056714195758104324, + "m": 0.5824705362319946 + }, + { + "p": 0.14205816388130188, + "m": 0.24010895192623138 + }, + { + "p": 0.08926764875650406, + "m": 0.9576219320297241 + }, + { + "p": 0.07704748213291168, + "m": 0.8138928413391113 + }, + { + "p": 0.09198115766048431, + "m": 1.0 + }, + { + "p": 0.09935741871595383, + "m": 1.0 + }, + { + "p": 0.03527562692761421, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.1485084295272827, + "val_loss": 0.9639289975166321, + "acc": 64.37, + "time": 187.37401328305714, + "param": [ + { + "p": 0.08236534148454666, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05961683392524719, + "m": 1.0 + }, + { + "p": 0.04773068055510521, + "m": 0.4398699700832367 + }, + { + "p": 0.03700996935367584, + "m": 0.749426543712616 + }, + { + "p": 0.08149588853120804, + "m": 0.9910627603530884 + }, + { + "p": 0.08578212559223175, + "m": 0.01860066130757332 + }, + { + "p": 0.050405364483594894, + "m": 0.5390429496765137 + }, + { + "p": 0.1481078416109085, + "m": 0.23320156335830688 + }, + { + "p": 0.09491559118032455, + "m": 0.9496689438819885 + }, + { + "p": 0.08308064937591553, + "m": 0.8167378306388855 + }, + { + "p": 0.09153793007135391, + "m": 1.0 + }, + { + "p": 0.1006622463464737, + "m": 1.0 + }, + { + "p": 0.03728950768709183, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.3128085136413574, + "val_loss": 1.0526484251022339, + "acc": 64.35, + "time": 184.86228481214494, + "param": [ + { + "p": 0.08131232857704163, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050521958619356155, + "m": 1.0 + }, + { + "p": 0.04410688951611519, + "m": 0.4449867308139801 + }, + { + "p": 0.03406499698758125, + "m": 0.709636926651001 + }, + { + "p": 0.08092957735061646, + "m": 0.9749206900596619 + }, + { + "p": 0.08476986736059189, + "m": 0.009294071234762669 + }, + { + "p": 0.0459580272436142, + "m": 0.5076882839202881 + }, + { + "p": 0.151168555021286, + "m": 0.1859818696975708 + }, + { + "p": 0.10343443602323532, + "m": 0.955940306186676 + }, + { + "p": 0.0945139154791832, + "m": 0.8155578374862671 + }, + { + "p": 0.09896314889192581, + "m": 1.0 + }, + { + "p": 0.09515513479709625, + "m": 1.0 + }, + { + "p": 0.03510124981403351, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.3045389652252197, + "val_loss": 0.9973405599594116, + "acc": 65.08, + "time": 185.99861506815068, + "param": [ + { + "p": 0.08727213740348816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03990139812231064, + "m": 1.0 + }, + { + "p": 0.029853591695427895, + "m": 0.43106478452682495 + }, + { + "p": 0.02849888615310192, + "m": 0.6730064153671265 + }, + { + "p": 0.08038466423749924, + "m": 0.9606359601020813 + }, + { + "p": 0.08679330348968506, + "m": 0.01372895110398531 + }, + { + "p": 0.036606136709451675, + "m": 0.5223084688186646 + }, + { + "p": 0.1836778074502945, + "m": 0.11434882879257202 + }, + { + "p": 0.11810208857059479, + "m": 0.9641243815422058 + }, + { + "p": 0.0864657536149025, + "m": 0.7782108783721924 + }, + { + "p": 0.11999722570180893, + "m": 1.0 + }, + { + "p": 0.0770968645811081, + "m": 1.0 + }, + { + "p": 0.025350069627165794, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.297515630722046, + "val_loss": 1.155317783355713, + "acc": 65.93, + "time": 184.91009958391078, + "param": [ + { + "p": 0.09995892643928528, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023766951635479927, + "m": 1.0 + }, + { + "p": 0.006990679074078798, + "m": 0.41294869780540466 + }, + { + "p": 0.022483527660369873, + "m": 0.648766040802002 + }, + { + "p": 0.08208361268043518, + "m": 0.9752886295318604 + }, + { + "p": 0.07829315960407257, + "m": 0.01879757270216942 + }, + { + "p": 0.027091648429632187, + "m": 0.5291547179222107 + }, + { + "p": 0.237544983625412, + "m": 0.07694116979837418 + }, + { + "p": 0.12844760715961456, + "m": 0.9913549423217773 + }, + { + "p": 0.07334381341934204, + "m": 0.7437114119529724 + }, + { + "p": 0.12941622734069824, + "m": 1.0 + }, + { + "p": 0.0735691487789154, + "m": 1.0 + }, + { + "p": 0.01700974628329277, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.1436840295791626, + "val_loss": 1.015856385231018, + "acc": 64.76, + "time": 187.40562415891327, + "param": [ + { + "p": 0.09779584407806396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03190505877137184, + "m": 1.0 + }, + { + "p": 0.00015850340423639864, + "m": 0.414345920085907 + }, + { + "p": 0.0, + "m": 0.6697751879692078 + }, + { + "p": 0.09682827442884445, + "m": 1.0 + }, + { + "p": 0.08365409076213837, + "m": 0.0 + }, + { + "p": 0.00425583915784955, + "m": 0.502295196056366 + }, + { + "p": 0.28827086091041565, + "m": 0.13214896619319916 + }, + { + "p": 0.14582759141921997, + "m": 1.0 + }, + { + "p": 0.05172906070947647, + "m": 0.747875988483429 + }, + { + "p": 0.12644048035144806, + "m": 1.0 + }, + { + "p": 0.07313434779644012, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.0371485948562622, + "val_loss": 1.0339198112487793, + "acc": 65.18, + "time": 186.15957481088117, + "param": [ + { + "p": 0.08460621535778046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05869333818554878, + "m": 1.0 + }, + { + "p": 0.002700602635741234, + "m": 0.4277355968952179 + }, + { + "p": 0.01794160157442093, + "m": 0.6918345093727112 + }, + { + "p": 0.10041213780641556, + "m": 0.9961717128753662 + }, + { + "p": 0.08516281843185425, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.44710931181907654 + }, + { + "p": 0.30057668685913086, + "m": 0.18115662038326263 + }, + { + "p": 0.14068828523159027, + "m": 0.9885948896408081 + }, + { + "p": 0.036287445574998856, + "m": 0.7584935426712036 + }, + { + "p": 0.09714506566524506, + "m": 0.9954032897949219 + }, + { + "p": 0.07422852516174316, + "m": 1.0 + }, + { + "p": 0.0015572168631479144, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.1633082628250122, + "val_loss": 0.9604572057723999, + "acc": 66.3, + "time": 188.01226891903207, + "param": [ + { + "p": 0.06878946721553802, + "m": 1.0 + }, + { + "p": 0.00481455260887742, + "m": 1.0 + }, + { + "p": 0.07691876590251923, + "m": 1.0 + }, + { + "p": 0.025271469727158546, + "m": 0.4336754083633423 + }, + { + "p": 0.028485869988799095, + "m": 0.693005383014679 + }, + { + "p": 0.10195525735616684, + "m": 0.9959789514541626 + }, + { + "p": 0.082830049097538, + "m": 0.024286644533276558 + }, + { + "p": 0.016473116353154182, + "m": 0.4181808531284332 + }, + { + "p": 0.2823910117149353, + "m": 0.20422621071338654 + }, + { + "p": 0.1268167644739151, + "m": 0.9797400832176208 + }, + { + "p": 0.03405442088842392, + "m": 0.7825742959976196 + }, + { + "p": 0.0663759782910347, + "m": 0.9822525978088379 + }, + { + "p": 0.07047764211893082, + "m": 1.0 + }, + { + "p": 0.014345663599669933, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.052418828010559, + "val_loss": 0.8859270215034485, + "acc": 65.4, + "time": 187.18986728508025, + "param": [ + { + "p": 0.05772810056805611, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08890576660633087, + "m": 1.0 + }, + { + "p": 0.040248531848192215, + "m": 0.41106534004211426 + }, + { + "p": 0.039538413286209106, + "m": 0.7099418640136719 + }, + { + "p": 0.09601927548646927, + "m": 0.9967756867408752 + }, + { + "p": 0.08675327152013779, + "m": 0.03689676523208618 + }, + { + "p": 0.03157510608434677, + "m": 0.3907986581325531 + }, + { + "p": 0.2698347568511963, + "m": 0.18243888020515442 + }, + { + "p": 0.11779513210058212, + "m": 0.9702439308166504 + }, + { + "p": 0.03918951377272606, + "m": 0.8047342896461487 + }, + { + "p": 0.05619095265865326, + "m": 0.9930016398429871 + }, + { + "p": 0.06554658710956573, + "m": 1.0 + }, + { + "p": 0.0106744933873415, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.0955913066864014, + "val_loss": 1.0531973838806152, + "acc": 65.05, + "time": 188.97566780121997, + "param": [ + { + "p": 0.05203813314437866, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0920395627617836, + "m": 1.0 + }, + { + "p": 0.04043792188167572, + "m": 0.37723663449287415 + }, + { + "p": 0.031044896692037582, + "m": 0.7042537927627563 + }, + { + "p": 0.0953884944319725, + "m": 0.9682571291923523 + }, + { + "p": 0.08443047851324081, + "m": 0.0 + }, + { + "p": 0.04271611198782921, + "m": 0.38091620802879333 + }, + { + "p": 0.27171024680137634, + "m": 0.20534856617450714 + }, + { + "p": 0.11401348561048508, + "m": 0.935610830783844 + }, + { + "p": 0.0409235917031765, + "m": 0.8236010074615479 + }, + { + "p": 0.04954371973872185, + "m": 1.0 + }, + { + "p": 0.06985458731651306, + "m": 1.0 + }, + { + "p": 0.015858780592679977, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.0973269939422607, + "val_loss": 1.0114341974258423, + "acc": 65.69, + "time": 185.44019910297357, + "param": [ + { + "p": 0.0547671802341938, + "m": 1.0 + }, + { + "p": 0.0006768606835976243, + "m": 1.0 + }, + { + "p": 0.08891686797142029, + "m": 1.0 + }, + { + "p": 0.04341241717338562, + "m": 0.3439192771911621 + }, + { + "p": 0.036625467240810394, + "m": 0.6454439759254456 + }, + { + "p": 0.09263712167739868, + "m": 0.910932719707489 + }, + { + "p": 0.08580750226974487, + "m": 0.0 + }, + { + "p": 0.04658801853656769, + "m": 0.4126880168914795 + }, + { + "p": 0.26844120025634766, + "m": 0.21479399502277374 + }, + { + "p": 0.10012410581111908, + "m": 0.919807493686676 + }, + { + "p": 0.04984290152788162, + "m": 0.8368883728981018 + }, + { + "p": 0.033686503767967224, + "m": 1.0 + }, + { + "p": 0.06467997282743454, + "m": 1.0 + }, + { + "p": 0.03379392623901367, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.0816971063613892, + "val_loss": 0.963259756565094, + "acc": 65.83, + "time": 184.98273860500194, + "param": [ + { + "p": 0.05943267047405243, + "m": 1.0 + }, + { + "p": 0.016849208623170853, + "m": 1.0 + }, + { + "p": 0.09339296072721481, + "m": 1.0 + }, + { + "p": 0.05594692751765251, + "m": 0.3323761522769928 + }, + { + "p": 0.04545172303915024, + "m": 0.5837147831916809 + }, + { + "p": 0.07308302819728851, + "m": 0.9196210503578186 + }, + { + "p": 0.07641103863716125, + "m": 0.0017255478305742145 + }, + { + "p": 0.05396867170929909, + "m": 0.43555739521980286 + }, + { + "p": 0.2467801421880722, + "m": 0.2044726014137268 + }, + { + "p": 0.08291951566934586, + "m": 0.9188070893287659 + }, + { + "p": 0.0700535997748375, + "m": 0.8715105056762695 + }, + { + "p": 0.013251211494207382, + "m": 1.0 + }, + { + "p": 0.05934586748480797, + "m": 1.0 + }, + { + "p": 0.053113531321287155, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.137380599975586, + "val_loss": 1.0121943950653076, + "acc": 66.7, + "time": 190.39461219706573, + "param": [ + { + "p": 0.06320662051439285, + "m": 1.0 + }, + { + "p": 0.035177428275346756, + "m": 1.0 + }, + { + "p": 0.0955796092748642, + "m": 1.0 + }, + { + "p": 0.06496701389551163, + "m": 0.29433849453926086 + }, + { + "p": 0.0572284534573555, + "m": 0.5363019108772278 + }, + { + "p": 0.06321930885314941, + "m": 0.9286091923713684 + }, + { + "p": 0.058494698256254196, + "m": 0.0 + }, + { + "p": 0.067266084253788, + "m": 0.45070648193359375 + }, + { + "p": 0.19979383051395416, + "m": 0.2043621838092804 + }, + { + "p": 0.07771597802639008, + "m": 0.9246277213096619 + }, + { + "p": 0.07825449109077454, + "m": 0.8876245617866516 + }, + { + "p": 0.011399362236261368, + "m": 1.0 + }, + { + "p": 0.0625438392162323, + "m": 1.0 + }, + { + "p": 0.06515322625637054, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.1047554016113281, + "val_loss": 0.9053418636322021, + "acc": 67.41, + "time": 189.696610332001, + "param": [ + { + "p": 0.06479697674512863, + "m": 1.0 + }, + { + "p": 0.03644038364291191, + "m": 1.0 + }, + { + "p": 0.1102401539683342, + "m": 1.0 + }, + { + "p": 0.07605666667222977, + "m": 0.27201947569847107 + }, + { + "p": 0.04762966185808182, + "m": 0.4551827609539032 + }, + { + "p": 0.056926533579826355, + "m": 0.9299883246421814 + }, + { + "p": 0.04629124701023102, + "m": 0.0 + }, + { + "p": 0.07988829910755157, + "m": 0.4722166359424591 + }, + { + "p": 0.17575669288635254, + "m": 0.21475008130073547 + }, + { + "p": 0.09119629114866257, + "m": 0.9428097605705261 + }, + { + "p": 0.07287437468767166, + "m": 0.9092327356338501 + }, + { + "p": 0.01193983480334282, + "m": 1.0 + }, + { + "p": 0.05637164041399956, + "m": 1.0 + }, + { + "p": 0.07359126955270767, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.3976140022277832, + "val_loss": 1.3146579265594482, + "acc": 66.9, + "time": 186.9547407750506, + "param": [ + { + "p": 0.07406307011842728, + "m": 1.0 + }, + { + "p": 0.02726759947836399, + "m": 1.0 + }, + { + "p": 0.11143774539232254, + "m": 1.0 + }, + { + "p": 0.0807219073176384, + "m": 0.253997802734375 + }, + { + "p": 0.04293988645076752, + "m": 0.46051061153411865 + }, + { + "p": 0.053692661225795746, + "m": 0.9146369099617004 + }, + { + "p": 0.042222730815410614, + "m": 0.001692402409389615 + }, + { + "p": 0.08209002763032913, + "m": 0.4835200309753418 + }, + { + "p": 0.17697957158088684, + "m": 0.21101336181163788 + }, + { + "p": 0.10146454721689224, + "m": 0.9682357311248779 + }, + { + "p": 0.06635954231023788, + "m": 0.91892409324646 + }, + { + "p": 0.01233715657144785, + "m": 1.0 + }, + { + "p": 0.055221181362867355, + "m": 1.0 + }, + { + "p": 0.07320243120193481, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.4061654806137085, + "val_loss": 1.0429669618606567, + "acc": 66.72, + "time": 186.17612779093906, + "param": [ + { + "p": 0.07066524028778076, + "m": 1.0 + }, + { + "p": 0.02385815978050232, + "m": 1.0 + }, + { + "p": 0.10455403476953506, + "m": 1.0 + }, + { + "p": 0.08805195242166519, + "m": 0.2521016597747803 + }, + { + "p": 0.05452108010649681, + "m": 0.44473934173583984 + }, + { + "p": 0.04540636017918587, + "m": 0.9499431252479553 + }, + { + "p": 0.06424342840909958, + "m": 0.009269983507692814 + }, + { + "p": 0.07133027166128159, + "m": 0.4499979317188263 + }, + { + "p": 0.16541683673858643, + "m": 0.19777792692184448 + }, + { + "p": 0.0881987139582634, + "m": 0.9737498760223389 + }, + { + "p": 0.05677827447652817, + "m": 0.9139868021011353 + }, + { + "p": 0.027579568326473236, + "m": 1.0 + }, + { + "p": 0.06544823199510574, + "m": 1.0 + }, + { + "p": 0.07394788414239883, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.0645140409469604, + "val_loss": 0.9439916610717773, + "acc": 67.59, + "time": 187.04775166814215, + "param": [ + { + "p": 0.0635790228843689, + "m": 1.0 + }, + { + "p": 0.028005454689264297, + "m": 1.0 + }, + { + "p": 0.08944462984800339, + "m": 1.0 + }, + { + "p": 0.0921684056520462, + "m": 0.27779123187065125 + }, + { + "p": 0.06201816722750664, + "m": 0.4398570954799652 + }, + { + "p": 0.05240672826766968, + "m": 0.9548177123069763 + }, + { + "p": 0.0812210962176323, + "m": 0.0 + }, + { + "p": 0.0694972351193428, + "m": 0.45325642824172974 + }, + { + "p": 0.12895795702934265, + "m": 0.1838882863521576 + }, + { + "p": 0.08116381615400314, + "m": 0.9706315398216248 + }, + { + "p": 0.04352889955043793, + "m": 0.9129629731178284 + }, + { + "p": 0.05442041531205177, + "m": 1.0 + }, + { + "p": 0.07757425308227539, + "m": 1.0 + }, + { + "p": 0.07601390779018402, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 0.8496987223625183, + "val_loss": 0.9737987518310547, + "acc": 67.99, + "time": 188.99078906001523, + "param": [ + { + "p": 0.056352317333221436, + "m": 1.0 + }, + { + "p": 0.00960633810609579, + "m": 1.0 + }, + { + "p": 0.08528997004032135, + "m": 1.0 + }, + { + "p": 0.09309432655572891, + "m": 0.31483203172683716 + }, + { + "p": 0.06275375187397003, + "m": 0.4292387366294861 + }, + { + "p": 0.06434442102909088, + "m": 0.959269642829895 + }, + { + "p": 0.0869738981127739, + "m": 0.0 + }, + { + "p": 0.08001881837844849, + "m": 0.4718378782272339 + }, + { + "p": 0.10899145901203156, + "m": 0.16683997213840485 + }, + { + "p": 0.09051129966974258, + "m": 0.9861738681793213 + }, + { + "p": 0.038315549492836, + "m": 0.9202131032943726 + }, + { + "p": 0.06662660092115402, + "m": 1.0 + }, + { + "p": 0.08554664999246597, + "m": 1.0 + }, + { + "p": 0.07157457619905472, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.1948015689849854, + "val_loss": 0.9031121134757996, + "acc": 68.39, + "time": 188.46930704801343, + "param": [ + { + "p": 0.06277482211589813, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09489823132753372, + "m": 1.0 + }, + { + "p": 0.07976501435041428, + "m": 0.29153871536254883 + }, + { + "p": 0.046704959124326706, + "m": 0.3801030218601227 + }, + { + "p": 0.07195964455604553, + "m": 0.9510538578033447 + }, + { + "p": 0.09751806408166885, + "m": 0.0 + }, + { + "p": 0.07935215532779694, + "m": 0.48068538308143616 + }, + { + "p": 0.10306426882743835, + "m": 0.15707409381866455 + }, + { + "p": 0.11106109619140625, + "m": 0.988060474395752 + }, + { + "p": 0.01950235851109028, + "m": 0.9179491996765137 + }, + { + "p": 0.06826578825712204, + "m": 1.0 + }, + { + "p": 0.0924416333436966, + "m": 1.0 + }, + { + "p": 0.07269202917814255, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 0.8746708631515503, + "val_loss": 0.9893959164619446, + "acc": 67.82, + "time": 186.1991994669661, + "param": [ + { + "p": 0.07606067508459091, + "m": 1.0 + }, + { + "p": 0.007419839035719633, + "m": 1.0 + }, + { + "p": 0.10182054340839386, + "m": 1.0 + }, + { + "p": 0.06649573892354965, + "m": 0.26354071497917175 + }, + { + "p": 0.04247288778424263, + "m": 0.36441570520401 + }, + { + "p": 0.08420246094465256, + "m": 0.9131261706352234 + }, + { + "p": 0.10189037024974823, + "m": 0.0 + }, + { + "p": 0.07905826717615128, + "m": 0.4694479703903198 + }, + { + "p": 0.08614093065261841, + "m": 0.16953371465206146 + }, + { + "p": 0.1323627084493637, + "m": 0.982570469379425 + }, + { + "p": 0.0, + "m": 0.9176430702209473 + }, + { + "p": 0.07408946007490158, + "m": 1.0 + }, + { + "p": 0.08493520319461823, + "m": 1.0 + }, + { + "p": 0.06305088847875595, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 0.86164391040802, + "val_loss": 0.9536903500556946, + "acc": 67.45, + "time": 187.82091315300204, + "param": [ + { + "p": 0.08403763175010681, + "m": 1.0 + }, + { + "p": 0.016799483448266983, + "m": 1.0 + }, + { + "p": 0.10376660525798798, + "m": 1.0 + }, + { + "p": 0.056391481310129166, + "m": 0.21706904470920563 + }, + { + "p": 0.03709811344742775, + "m": 0.38315537571907043 + }, + { + "p": 0.09585388004779816, + "m": 0.9002797603607178 + }, + { + "p": 0.09084304422140121, + "m": 0.0 + }, + { + "p": 0.07865137606859207, + "m": 0.5028325915336609 + }, + { + "p": 0.08732488006353378, + "m": 0.18312187492847443 + }, + { + "p": 0.12725397944450378, + "m": 0.9586198329925537 + }, + { + "p": 0.015325687825679779, + "m": 0.9236566424369812 + }, + { + "p": 0.08039266616106033, + "m": 1.0 + }, + { + "p": 0.0681392028927803, + "m": 1.0 + }, + { + "p": 0.05812196061015129, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 0.9064359664916992, + "val_loss": 1.0209881067276, + "acc": 67.7, + "time": 187.95727977808565, + "param": [ + { + "p": 0.08203452825546265, + "m": 1.0 + }, + { + "p": 0.01811700500547886, + "m": 1.0 + }, + { + "p": 0.0961146429181099, + "m": 1.0 + }, + { + "p": 0.050804220139980316, + "m": 0.16752289235591888 + }, + { + "p": 0.03745502978563309, + "m": 0.3922062814235687 + }, + { + "p": 0.10121240466833115, + "m": 0.8591118454933167 + }, + { + "p": 0.07706785202026367, + "m": 0.0 + }, + { + "p": 0.08175814151763916, + "m": 0.530120849609375 + }, + { + "p": 0.0864340215921402, + "m": 0.1806817203760147 + }, + { + "p": 0.11873654276132584, + "m": 0.9318859577178955 + }, + { + "p": 0.04043114557862282, + "m": 0.9274824857711792 + }, + { + "p": 0.08852146565914154, + "m": 1.0 + }, + { + "p": 0.07112956792116165, + "m": 1.0 + }, + { + "p": 0.05018344894051552, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 0.918878436088562, + "val_loss": 0.9964841604232788, + "acc": 68.11, + "time": 186.192870618077, + "param": [ + { + "p": 0.07695331424474716, + "m": 1.0 + }, + { + "p": 0.011261028237640858, + "m": 1.0 + }, + { + "p": 0.09562760591506958, + "m": 1.0 + }, + { + "p": 0.042738500982522964, + "m": 0.11178218573331833 + }, + { + "p": 0.04229743778705597, + "m": 0.3832660913467407 + }, + { + "p": 0.11205635964870453, + "m": 0.8316113948822021 + }, + { + "p": 0.07368294894695282, + "m": 0.0 + }, + { + "p": 0.07004410028457642, + "m": 0.5101763606071472 + }, + { + "p": 0.09361114352941513, + "m": 0.18121780455112457 + }, + { + "p": 0.11569582670927048, + "m": 0.8988748788833618 + }, + { + "p": 0.053929220885038376, + "m": 0.9112688899040222 + }, + { + "p": 0.10385705530643463, + "m": 1.0 + }, + { + "p": 0.053114283829927444, + "m": 1.0 + }, + { + "p": 0.05513123422861099, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 0.955455482006073, + "val_loss": 0.9621403217315674, + "acc": 68.57, + "time": 192.83435606514104, + "param": [ + { + "p": 0.07299356162548065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10590473562479019, + "m": 1.0 + }, + { + "p": 0.026609594002366066, + "m": 0.03315776214003563 + }, + { + "p": 0.03722080960869789, + "m": 0.36215144395828247 + }, + { + "p": 0.12467179447412491, + "m": 0.82841557264328 + }, + { + "p": 0.08964629471302032, + "m": 0.0 + }, + { + "p": 0.056150782853364944, + "m": 0.48167842626571655 + }, + { + "p": 0.10139256715774536, + "m": 0.19326938688755035 + }, + { + "p": 0.09849777072668076, + "m": 0.8734309077262878 + }, + { + "p": 0.06728371977806091, + "m": 0.9130100011825562 + }, + { + "p": 0.11641000211238861, + "m": 1.0 + }, + { + "p": 0.044792111963033676, + "m": 1.0 + }, + { + "p": 0.05842627212405205, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 0.8350686430931091, + "val_loss": 0.9338643550872803, + "acc": 68.52, + "time": 187.12003101198934, + "param": [ + { + "p": 0.07276156544685364, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11679741740226746, + "m": 1.0 + }, + { + "p": 0.016754092648625374, + "m": 0.0 + }, + { + "p": 0.028042253106832504, + "m": 0.3603631258010864 + }, + { + "p": 0.13183681666851044, + "m": 0.845736563205719 + }, + { + "p": 0.10757476836442947, + "m": 0.0 + }, + { + "p": 0.03294282779097557, + "m": 0.4502294361591339 + }, + { + "p": 0.11224091798067093, + "m": 0.1934247463941574 + }, + { + "p": 0.0959320217370987, + "m": 0.8485766649246216 + }, + { + "p": 0.07456528395414352, + "m": 0.9016204476356506 + }, + { + "p": 0.1258314847946167, + "m": 1.0 + }, + { + "p": 0.02873891033232212, + "m": 1.0 + }, + { + "p": 0.05598160997033119, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 0.845697283744812, + "val_loss": 0.9942446947097778, + "acc": 68.68, + "time": 189.1721249979455, + "param": [ + { + "p": 0.08903707563877106, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11736993491649628, + "m": 1.0 + }, + { + "p": 0.011388941667973995, + "m": 0.0 + }, + { + "p": 0.02126902900636196, + "m": 0.36201757192611694 + }, + { + "p": 0.1314987987279892, + "m": 0.847556471824646 + }, + { + "p": 0.11213061213493347, + "m": 0.0 + }, + { + "p": 0.030073383823037148, + "m": 0.41844800114631653 + }, + { + "p": 0.12676239013671875, + "m": 0.19195955991744995 + }, + { + "p": 0.08758772164583206, + "m": 0.8131500482559204 + }, + { + "p": 0.06774748861789703, + "m": 0.8583545684814453 + }, + { + "p": 0.12887248396873474, + "m": 1.0 + }, + { + "p": 0.02879110351204872, + "m": 1.0 + }, + { + "p": 0.04747100919485092, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.008409857749939, + "val_loss": 0.8272913098335266, + "acc": 68.61, + "time": 185.09890997502953, + "param": [ + { + "p": 0.09446628391742706, + "m": 1.0 + }, + { + "p": 0.0013705524615943432, + "m": 1.0 + }, + { + "p": 0.11227291077375412, + "m": 1.0 + }, + { + "p": 0.016656741499900818, + "m": 0.0 + }, + { + "p": 0.012360633350908756, + "m": 0.37036043405532837 + }, + { + "p": 0.13015128672122955, + "m": 0.8248218894004822 + }, + { + "p": 0.10725800693035126, + "m": 0.0027236822061240673 + }, + { + "p": 0.029104754328727722, + "m": 0.39936232566833496 + }, + { + "p": 0.13814425468444824, + "m": 0.1946788728237152 + }, + { + "p": 0.07092840224504471, + "m": 0.7999402284622192 + }, + { + "p": 0.06737247854471207, + "m": 0.8300910592079163 + }, + { + "p": 0.13603563606739044, + "m": 1.0 + }, + { + "p": 0.04057156294584274, + "m": 1.0 + }, + { + "p": 0.043306510895490646, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.0829170942306519, + "val_loss": 1.048521637916565, + "acc": 68.56, + "time": 186.32931926101446, + "param": [ + { + "p": 0.084823839366436, + "m": 1.0 + }, + { + "p": 0.006353010423481464, + "m": 1.0 + }, + { + "p": 0.10587285459041595, + "m": 1.0 + }, + { + "p": 0.027959221974015236, + "m": 0.0036922430153936148 + }, + { + "p": 0.03436587005853653, + "m": 0.3502354621887207 + }, + { + "p": 0.10632401704788208, + "m": 0.7461174130439758 + }, + { + "p": 0.09083930402994156, + "m": 0.0 + }, + { + "p": 0.03098093904554844, + "m": 0.3723701238632202 + }, + { + "p": 0.1420830935239792, + "m": 0.18783389031887054 + }, + { + "p": 0.060328125953674316, + "m": 0.7877529263496399 + }, + { + "p": 0.0814899429678917, + "m": 0.8128045201301575 + }, + { + "p": 0.12733778357505798, + "m": 1.0 + }, + { + "p": 0.05340113490819931, + "m": 1.0 + }, + { + "p": 0.047840893268585205, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 0.8980209231376648, + "val_loss": 1.0896222591400146, + "acc": 68.84, + "time": 191.23338841297664, + "param": [ + { + "p": 0.07945174723863602, + "m": 1.0 + }, + { + "p": 0.021927710622549057, + "m": 1.0 + }, + { + "p": 0.0914526879787445, + "m": 1.0 + }, + { + "p": 0.043049514293670654, + "m": 0.00033716909820213914 + }, + { + "p": 0.06519730389118195, + "m": 0.3102986514568329 + }, + { + "p": 0.07909957319498062, + "m": 0.6776359677314758 + }, + { + "p": 0.0833691880106926, + "m": 0.0 + }, + { + "p": 0.036315176635980606, + "m": 0.3365342617034912 + }, + { + "p": 0.13712671399116516, + "m": 0.20323331654071808 + }, + { + "p": 0.052834413945674896, + "m": 0.7933415770530701 + }, + { + "p": 0.08102582395076752, + "m": 0.8126893043518066 + }, + { + "p": 0.09571421146392822, + "m": 1.0 + }, + { + "p": 0.06243962422013283, + "m": 1.0 + }, + { + "p": 0.07099629938602448, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 0.8986733555793762, + "val_loss": 1.027085542678833, + "acc": 69.56, + "time": 190.48536606994458, + "param": [ + { + "p": 0.09185146540403366, + "m": 1.0 + }, + { + "p": 0.028138231486082077, + "m": 1.0 + }, + { + "p": 0.07984630018472672, + "m": 1.0 + }, + { + "p": 0.04301394894719124, + "m": 0.0 + }, + { + "p": 0.09042562544345856, + "m": 0.2942439615726471 + }, + { + "p": 0.062877357006073, + "m": 0.6248489618301392 + }, + { + "p": 0.08029799163341522, + "m": 0.0 + }, + { + "p": 0.03213442116975784, + "m": 0.3007866144180298 + }, + { + "p": 0.13221177458763123, + "m": 0.21722637116909027 + }, + { + "p": 0.05469793453812599, + "m": 0.8146350979804993 + }, + { + "p": 0.0741133987903595, + "m": 0.8017305731773376 + }, + { + "p": 0.07737912237644196, + "m": 1.0 + }, + { + "p": 0.07677634060382843, + "m": 1.0 + }, + { + "p": 0.07623609900474548, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 0.7161499857902527, + "val_loss": 1.0021075010299683, + "acc": 68.63, + "time": 185.68705384409986, + "param": [ + { + "p": 0.08850226551294327, + "m": 1.0 + }, + { + "p": 0.024187620729207993, + "m": 1.0 + }, + { + "p": 0.09167281538248062, + "m": 1.0 + }, + { + "p": 0.04835112392902374, + "m": 0.0015368370804935694 + }, + { + "p": 0.09841635078191757, + "m": 0.30300846695899963 + }, + { + "p": 0.05510947108268738, + "m": 0.596928596496582 + }, + { + "p": 0.07604460418224335, + "m": 0.0 + }, + { + "p": 0.03847199305891991, + "m": 0.279209166765213 + }, + { + "p": 0.12742933630943298, + "m": 0.22353973984718323 + }, + { + "p": 0.05923273414373398, + "m": 0.8262419700622559 + }, + { + "p": 0.06655444949865341, + "m": 0.7963748574256897 + }, + { + "p": 0.0730842873454094, + "m": 1.0 + }, + { + "p": 0.08287199586629868, + "m": 1.0 + }, + { + "p": 0.07007095962762833, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 0.9011468887329102, + "val_loss": 0.8113618493080139, + "acc": 68.41, + "time": 189.0845477830153, + "param": [ + { + "p": 0.0668264701962471, + "m": 1.0 + }, + { + "p": 0.044848501682281494, + "m": 1.0 + }, + { + "p": 0.0875527411699295, + "m": 1.0 + }, + { + "p": 0.059574972838163376, + "m": 0.0 + }, + { + "p": 0.10402972251176834, + "m": 0.26166868209838867 + }, + { + "p": 0.05593569576740265, + "m": 0.5595096349716187 + }, + { + "p": 0.07199236750602722, + "m": 0.0 + }, + { + "p": 0.04139990732073784, + "m": 0.26022982597351074 + }, + { + "p": 0.1315973997116089, + "m": 0.22659830749034882 + }, + { + "p": 0.05904266983270645, + "m": 0.8246574401855469 + }, + { + "p": 0.06322995573282242, + "m": 0.7745256423950195 + }, + { + "p": 0.06157916039228439, + "m": 1.0 + }, + { + "p": 0.07994145154953003, + "m": 1.0 + }, + { + "p": 0.07244895398616791, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 0.841563880443573, + "val_loss": 1.0331265926361084, + "acc": 68.64, + "time": 188.27447388204746, + "param": [ + { + "p": 0.05365194380283356, + "m": 1.0 + }, + { + "p": 0.060064658522605896, + "m": 1.0 + }, + { + "p": 0.08429428935050964, + "m": 1.0 + }, + { + "p": 0.06870915740728378, + "m": 0.004011937417089939 + }, + { + "p": 0.08782226592302322, + "m": 0.21353140473365784 + }, + { + "p": 0.0651390552520752, + "m": 0.5356930494308472 + }, + { + "p": 0.06397166848182678, + "m": 8.947157039074227e-05 + }, + { + "p": 0.0476921871304512, + "m": 0.20982059836387634 + }, + { + "p": 0.1338300108909607, + "m": 0.24129018187522888 + }, + { + "p": 0.06201595067977905, + "m": 0.831297755241394 + }, + { + "p": 0.0659836009144783, + "m": 0.7780799269676208 + }, + { + "p": 0.04664108157157898, + "m": 1.0 + }, + { + "p": 0.07907674461603165, + "m": 1.0 + }, + { + "p": 0.08110728859901428, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 0.7010710835456848, + "val_loss": 0.8911986351013184, + "acc": 69.04, + "time": 194.48688580817543, + "param": [ + { + "p": 0.044564370065927505, + "m": 1.0 + }, + { + "p": 0.04418981820344925, + "m": 1.0 + }, + { + "p": 0.08539412170648575, + "m": 1.0 + }, + { + "p": 0.0651424378156662, + "m": 0.0 + }, + { + "p": 0.08120374381542206, + "m": 0.15754114091396332 + }, + { + "p": 0.07861549407243729, + "m": 0.5335111618041992 + }, + { + "p": 0.06381324678659439, + "m": 0.0 + }, + { + "p": 0.06664764881134033, + "m": 0.16825853288173676 + }, + { + "p": 0.13074104487895966, + "m": 0.23980805277824402 + }, + { + "p": 0.06646387279033661, + "m": 0.8454590439796448 + }, + { + "p": 0.06396759301424026, + "m": 0.7600587606430054 + }, + { + "p": 0.04080948233604431, + "m": 1.0 + }, + { + "p": 0.07826213538646698, + "m": 1.0 + }, + { + "p": 0.0901850163936615, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 0.7341831922531128, + "val_loss": 0.9974958896636963, + "acc": 68.92, + "time": 185.0858641830273, + "param": [ + { + "p": 0.03861173614859581, + "m": 1.0 + }, + { + "p": 0.017080780118703842, + "m": 1.0 + }, + { + "p": 0.08689942955970764, + "m": 1.0 + }, + { + "p": 0.06731737405061722, + "m": 0.006553209386765957 + }, + { + "p": 0.07767941802740097, + "m": 0.12502358853816986 + }, + { + "p": 0.09623643755912781, + "m": 0.47556233406066895 + }, + { + "p": 0.06662512570619583, + "m": 0.0 + }, + { + "p": 0.07509135454893112, + "m": 0.1239384114742279 + }, + { + "p": 0.12088868767023087, + "m": 0.23445522785186768 + }, + { + "p": 0.08745098114013672, + "m": 0.8645286560058594 + }, + { + "p": 0.04819242283701897, + "m": 0.7298377156257629 + }, + { + "p": 0.04317804425954819, + "m": 1.0 + }, + { + "p": 0.07600059360265732, + "m": 1.0 + }, + { + "p": 0.09874759614467621, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 0.9023791551589966, + "val_loss": 0.8606492877006531, + "acc": 68.15, + "time": 191.49512543994933, + "param": [ + { + "p": 0.03497800976037979, + "m": 1.0 + }, + { + "p": 0.023447733372449875, + "m": 1.0 + }, + { + "p": 0.08178048580884933, + "m": 1.0 + }, + { + "p": 0.056288279592990875, + "m": 0.0 + }, + { + "p": 0.08132310211658478, + "m": 0.09861844033002853 + }, + { + "p": 0.10473386943340302, + "m": 0.3584565818309784 + }, + { + "p": 0.06703738868236542, + "m": 0.0006978184683248401 + }, + { + "p": 0.07231629639863968, + "m": 0.1025238037109375 + }, + { + "p": 0.1259157508611679, + "m": 0.23077693581581116 + }, + { + "p": 0.10133504122495651, + "m": 0.8876046538352966 + }, + { + "p": 0.037205349653959274, + "m": 0.7129546999931335 + }, + { + "p": 0.04284366965293884, + "m": 1.0 + }, + { + "p": 0.06908076256513596, + "m": 1.0 + }, + { + "p": 0.10171425342559814, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 0.7091076374053955, + "val_loss": 1.0551021099090576, + "acc": 68.72, + "time": 185.8650469391141, + "param": [ + { + "p": 0.04575265198945999, + "m": 1.0 + }, + { + "p": 0.03977063298225403, + "m": 1.0 + }, + { + "p": 0.08696381002664566, + "m": 1.0 + }, + { + "p": 0.05662095546722412, + "m": 0.0 + }, + { + "p": 0.08619062602519989, + "m": 0.06185741722583771 + }, + { + "p": 0.10317328572273254, + "m": 0.21240833401679993 + }, + { + "p": 0.055417757481336594, + "m": 0.0 + }, + { + "p": 0.06915459781885147, + "m": 0.09265375137329102 + }, + { + "p": 0.11911258846521378, + "m": 0.21428580582141876 + }, + { + "p": 0.08952195197343826, + "m": 0.9006737470626831 + }, + { + "p": 0.04202723875641823, + "m": 0.7125939130783081 + }, + { + "p": 0.040445078164339066, + "m": 1.0 + }, + { + "p": 0.053147006779909134, + "m": 1.0 + }, + { + "p": 0.11270181089639664, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 0.5178429484367371, + "val_loss": 0.8984012603759766, + "acc": 68.61, + "time": 188.1483162890654, + "param": [ + { + "p": 0.05011414363980293, + "m": 1.0 + }, + { + "p": 0.05429140478372574, + "m": 1.0 + }, + { + "p": 0.09174225479364395, + "m": 1.0 + }, + { + "p": 0.07412685453891754, + "m": 0.0014614335959777236 + }, + { + "p": 0.09383835643529892, + "m": 0.017119150608778 + }, + { + "p": 0.09899677336215973, + "m": 0.13678035140037537 + }, + { + "p": 0.05408462882041931, + "m": 0.0 + }, + { + "p": 0.06073813885450363, + "m": 0.04735772684216499 + }, + { + "p": 0.10326726734638214, + "m": 0.2086527943611145 + }, + { + "p": 0.060158759355545044, + "m": 0.8414297103881836 + }, + { + "p": 0.05363636091351509, + "m": 0.7063970565795898 + }, + { + "p": 0.0464794784784317, + "m": 1.0 + }, + { + "p": 0.046256713569164276, + "m": 1.0 + }, + { + "p": 0.11226892471313477, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 0.5570710897445679, + "val_loss": 0.8838590979576111, + "acc": 67.92, + "time": 188.48390747210942, + "param": [ + { + "p": 0.035447485744953156, + "m": 1.0 + }, + { + "p": 0.05853281542658806, + "m": 1.0 + }, + { + "p": 0.08590640872716904, + "m": 1.0 + }, + { + "p": 0.09018556773662567, + "m": 0.0 + }, + { + "p": 0.09024259448051453, + "m": 0.0005300536868162453 + }, + { + "p": 0.10308513790369034, + "m": 0.07860039919614792 + }, + { + "p": 0.05308954045176506, + "m": 0.001510059111751616 + }, + { + "p": 0.05516870692372322, + "m": 0.0 + }, + { + "p": 0.10891616344451904, + "m": 0.20927289128303528 + }, + { + "p": 0.038249291479587555, + "m": 0.8307996988296509 + }, + { + "p": 0.07110735774040222, + "m": 0.700090765953064 + }, + { + "p": 0.05111977085471153, + "m": 0.9989914894104004 + }, + { + "p": 0.040663983672857285, + "m": 1.0 + }, + { + "p": 0.1182851493358612, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 0.7118972539901733, + "val_loss": 1.0591771602630615, + "acc": 69.0, + "time": 190.1438922630623, + "param": [ + { + "p": 0.013613521121442318, + "m": 1.0 + }, + { + "p": 0.08122742176055908, + "m": 1.0 + }, + { + "p": 0.07660942524671555, + "m": 1.0 + }, + { + "p": 0.09324783831834793, + "m": 0.005887574981898069 + }, + { + "p": 0.07373593002557755, + "m": 0.00518678268417716 + }, + { + "p": 0.10848652571439743, + "m": 0.012634780257940292 + }, + { + "p": 0.0439375564455986, + "m": 0.0 + }, + { + "p": 0.04797998070716858, + "m": 0.0 + }, + { + "p": 0.1271888166666031, + "m": 0.2145995795726776 + }, + { + "p": 0.01912584900856018, + "m": 0.825263500213623 + }, + { + "p": 0.08521895855665207, + "m": 0.7041304707527161 + }, + { + "p": 0.0517437718808651, + "m": 1.0 + }, + { + "p": 0.044122062623500824, + "m": 1.0 + }, + { + "p": 0.13376234471797943, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 0.9471336007118225, + "val_loss": 1.0474146604537964, + "acc": 68.49, + "time": 188.7930950410664, + "param": [ + { + "p": 0.006760845426470041, + "m": 1.0 + }, + { + "p": 0.08310344070196152, + "m": 1.0 + }, + { + "p": 0.08959004282951355, + "m": 1.0 + }, + { + "p": 0.09349662810564041, + "m": 0.0 + }, + { + "p": 0.051409367471933365, + "m": 0.0 + }, + { + "p": 0.10728948563337326, + "m": 0.0 + }, + { + "p": 0.033476974815130234, + "m": 0.005384180229157209 + }, + { + "p": 0.03838777169585228, + "m": 0.020083969458937645 + }, + { + "p": 0.1452302783727646, + "m": 0.20810168981552124 + }, + { + "p": 0.02167939767241478, + "m": 0.8189687132835388 + }, + { + "p": 0.08439917862415314, + "m": 0.6902403235435486 + }, + { + "p": 0.051848478615283966, + "m": 1.0 + }, + { + "p": 0.05742437392473221, + "m": 1.0 + }, + { + "p": 0.1359037458896637, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 0.6636976599693298, + "val_loss": 1.025368332862854, + "acc": 68.02, + "time": 187.61921824491583, + "param": [ + { + "p": 0.006663589738309383, + "m": 1.0 + }, + { + "p": 0.08503006398677826, + "m": 1.0 + }, + { + "p": 0.1215856671333313, + "m": 1.0 + }, + { + "p": 0.0762455090880394, + "m": 0.010447368025779724 + }, + { + "p": 0.028381580486893654, + "m": 0.0 + }, + { + "p": 0.1082192212343216, + "m": 0.0 + }, + { + "p": 0.008759944699704647, + "m": 0.0 + }, + { + "p": 0.03918926790356636, + "m": 0.0722973644733429 + }, + { + "p": 0.16447336971759796, + "m": 0.17842285335063934 + }, + { + "p": 0.03601649031043053, + "m": 0.8164865970611572 + }, + { + "p": 0.09356725215911865, + "m": 0.6668127179145813 + }, + { + "p": 0.038195736706256866, + "m": 0.9930732250213623 + }, + { + "p": 0.05674847587943077, + "m": 1.0 + }, + { + "p": 0.13692381978034973, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 0.7939608693122864, + "val_loss": 1.251237154006958, + "acc": 68.55, + "time": 191.13110076705925, + "param": [ + { + "p": 0.0037250423338264227, + "m": 1.0 + }, + { + "p": 0.08608290553092957, + "m": 1.0 + }, + { + "p": 0.13597461581230164, + "m": 1.0 + }, + { + "p": 0.06469311565160751, + "m": 0.0 + }, + { + "p": 0.03471604362130165, + "m": 0.0 + }, + { + "p": 0.09813684970140457, + "m": 0.000961925950832665 + }, + { + "p": 0.00041842448990792036, + "m": 0.0 + }, + { + "p": 0.03667181730270386, + "m": 0.10523136705160141 + }, + { + "p": 0.162546768784523, + "m": 0.11691228300333023 + }, + { + "p": 0.04782339185476303, + "m": 0.8023995161056519 + }, + { + "p": 0.10331924259662628, + "m": 0.641226053237915 + }, + { + "p": 0.04647909477353096, + "m": 0.9765398502349854 + }, + { + "p": 0.056814342737197876, + "m": 1.0 + }, + { + "p": 0.12259838730096817, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 0.7487208247184753, + "val_loss": 1.0615910291671753, + "acc": 68.21, + "time": 184.62329441588372, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09686892479658127, + "m": 1.0 + }, + { + "p": 0.1477792114019394, + "m": 1.0 + }, + { + "p": 0.040114570409059525, + "m": 0.0 + }, + { + "p": 0.022102631628513336, + "m": 0.00036492745857685804 + }, + { + "p": 0.09298820793628693, + "m": 0.03884214162826538 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.005917050875723362, + "m": 0.14411166310310364 + }, + { + "p": 0.17348529398441315, + "m": 0.14814956486225128 + }, + { + "p": 0.051925938576459885, + "m": 0.7787063121795654 + }, + { + "p": 0.11674343794584274, + "m": 0.627233624458313 + }, + { + "p": 0.05323731154203415, + "m": 0.9708802700042725 + }, + { + "p": 0.07293955981731415, + "m": 1.0 + }, + { + "p": 0.12589794397354126, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.05906343460083, + "val_loss": 1.1066712141036987, + "acc": 67.76, + "time": 190.90470493282191, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10835087299346924, + "m": 1.0 + }, + { + "p": 0.143014058470726, + "m": 1.0 + }, + { + "p": 0.0017094454960897565, + "m": 0.0007740010623820126 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.09602371603250504, + "m": 0.030829275026917458 + }, + { + "p": 0.0, + "m": 0.0005018090014345944 + }, + { + "p": 0.0, + "m": 0.17118777334690094 + }, + { + "p": 0.19180841743946075, + "m": 0.15513639152050018 + }, + { + "p": 0.05378682166337967, + "m": 0.8005849123001099 + }, + { + "p": 0.13805583119392395, + "m": 0.6061663627624512 + }, + { + "p": 0.05747557431459427, + "m": 0.9879083037376404 + }, + { + "p": 0.07129725068807602, + "m": 1.0 + }, + { + "p": 0.13847799599170685, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.1493895053863525, + "val_loss": 0.9349525570869446, + "acc": 68.09, + "time": 189.29561251983978, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10900402814149857, + "m": 1.0 + }, + { + "p": 0.12150682508945465, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.010717985220253468 + }, + { + "p": 0.0, + "m": 0.012818358838558197 + }, + { + "p": 0.0868823453783989, + "m": 0.04866614192724228 + }, + { + "p": 0.0007332165259867907, + "m": 0.0 + }, + { + "p": 0.0033409111201763153, + "m": 0.18524262309074402 + }, + { + "p": 0.2310592383146286, + "m": 0.13520324230194092 + }, + { + "p": 0.03344390168786049, + "m": 0.780735194683075 + }, + { + "p": 0.16001556813716888, + "m": 0.6211548447608948 + }, + { + "p": 0.063113734126091, + "m": 0.9993285536766052 + }, + { + "p": 0.05242571234703064, + "m": 1.0 + }, + { + "p": 0.1384745091199875, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.1984485387802124, + "val_loss": 1.0988095998764038, + "acc": 67.29, + "time": 194.35805438295938, + "param": [ + { + "p": 0.0019619937520474195, + "m": 1.0 + }, + { + "p": 0.10376429557800293, + "m": 1.0 + }, + { + "p": 0.10534203797578812, + "m": 1.0 + }, + { + "p": 0.00857167411595583, + "m": 0.03180503100156784 + }, + { + "p": 0.0030533475801348686, + "m": 0.010097666643559933 + }, + { + "p": 0.07699330896139145, + "m": 0.03044777736067772 + }, + { + "p": 0.0059791067615151405, + "m": 0.0027535632252693176 + }, + { + "p": 0.0028502740897238255, + "m": 0.19636577367782593 + }, + { + "p": 0.2545029819011688, + "m": 0.13333676755428314 + }, + { + "p": 0.018534531816840172, + "m": 0.7682611346244812 + }, + { + "p": 0.16882073879241943, + "m": 0.6452748775482178 + }, + { + "p": 0.05930471792817116, + "m": 1.0 + }, + { + "p": 0.03679465129971504, + "m": 1.0 + }, + { + "p": 0.15352629125118256, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.0488775968551636, + "val_loss": 0.8922457098960876, + "acc": 67.38, + "time": 190.0789969570469, + "param": [ + { + "p": 0.01751517504453659, + "m": 1.0 + }, + { + "p": 0.0968666672706604, + "m": 1.0 + }, + { + "p": 0.08782338351011276, + "m": 1.0 + }, + { + "p": 0.038495417684316635, + "m": 0.037873826920986176 + }, + { + "p": 0.006559463683515787, + "m": 0.0 + }, + { + "p": 0.07200318574905396, + "m": 0.027020536363124847 + }, + { + "p": 0.02070273831486702, + "m": 0.0069005670957267284 + }, + { + "p": 0.01777496561408043, + "m": 0.20155581831932068 + }, + { + "p": 0.24822086095809937, + "m": 0.1218762919306755 + }, + { + "p": 0.014704774133861065, + "m": 0.7598200440406799 + }, + { + "p": 0.1596568077802658, + "m": 0.6576975584030151 + }, + { + "p": 0.05398862063884735, + "m": 1.0 + }, + { + "p": 0.015879539772868156, + "m": 1.0 + }, + { + "p": 0.1498083919286728, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.5891954302787781, + "val_loss": 1.0563238859176636, + "acc": 67.07, + "time": 187.43628432694823, + "param": [ + { + "p": 0.03737269714474678, + "m": 1.0 + }, + { + "p": 0.10219770669937134, + "m": 1.0 + }, + { + "p": 0.07926108688116074, + "m": 1.0 + }, + { + "p": 0.051161330193281174, + "m": 0.009661979041993618 + }, + { + "p": 0.012163452804088593, + "m": 0.0 + }, + { + "p": 0.06219133734703064, + "m": 0.022273017093539238 + }, + { + "p": 0.024222033098340034, + "m": 0.03024403378367424 + }, + { + "p": 0.019625311717391014, + "m": 0.19029226899147034 + }, + { + "p": 0.22797560691833496, + "m": 0.14950786530971527 + }, + { + "p": 0.027346475049853325, + "m": 0.7605143189430237 + }, + { + "p": 0.13352592289447784, + "m": 0.6355756521224976 + }, + { + "p": 0.06671375781297684, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15624330937862396, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.7040429711341858, + "val_loss": 1.084822416305542, + "acc": 67.59, + "time": 186.86499665910378, + "param": [ + { + "p": 0.020637817680835724, + "m": 1.0 + }, + { + "p": 0.12738841772079468, + "m": 1.0 + }, + { + "p": 0.08530837297439575, + "m": 1.0 + }, + { + "p": 0.05392958223819733, + "m": 0.0 + }, + { + "p": 0.01314987987279892, + "m": 0.0 + }, + { + "p": 0.04838714003562927, + "m": 0.015959223732352257 + }, + { + "p": 0.020086469128727913, + "m": 0.0 + }, + { + "p": 0.021100765094161034, + "m": 0.145058274269104 + }, + { + "p": 0.22424083948135376, + "m": 0.20948907732963562 + }, + { + "p": 0.03989780694246292, + "m": 0.7651721835136414 + }, + { + "p": 0.11328000575304031, + "m": 0.6359205842018127 + }, + { + "p": 0.06068428233265877, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17190858721733093, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.7104512453079224, + "val_loss": 1.0631506443023682, + "acc": 66.44, + "time": 187.67180604720488, + "param": [ + { + "p": 0.0035654741805046797, + "m": 1.0 + }, + { + "p": 0.1509535014629364, + "m": 1.0 + }, + { + "p": 0.08547660708427429, + "m": 1.0 + }, + { + "p": 0.049561258405447006, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.01599140278995037 + }, + { + "p": 0.04735884815454483, + "m": 0.03858238458633423 + }, + { + "p": 0.02241707406938076, + "m": 0.0 + }, + { + "p": 0.012081517837941647, + "m": 0.12845565378665924 + }, + { + "p": 0.24554115533828735, + "m": 0.25144222378730774 + }, + { + "p": 0.047483187168836594, + "m": 0.7723601460456848 + }, + { + "p": 0.0991278663277626, + "m": 0.6500214338302612 + }, + { + "p": 0.05220579728484154, + "m": 0.9891366362571716 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18422770500183105, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 0.7198702096939087, + "val_loss": 1.014101505279541, + "acc": 67.15, + "time": 193.85067670303397, + "param": [ + { + "p": 0.011471889913082123, + "m": 1.0 + }, + { + "p": 0.1494518518447876, + "m": 1.0 + }, + { + "p": 0.09349681437015533, + "m": 1.0 + }, + { + "p": 0.04131046682596207, + "m": 0.0 + }, + { + "p": 0.008643284440040588, + "m": 0.04286976903676987 + }, + { + "p": 0.04427386075258255, + "m": 0.06476421654224396 + }, + { + "p": 0.01641872152686119, + "m": 0.0 + }, + { + "p": 0.017884546890854836, + "m": 0.11093690991401672 + }, + { + "p": 0.23068676888942719, + "m": 0.25483328104019165 + }, + { + "p": 0.05676987022161484, + "m": 0.7734740972518921 + }, + { + "p": 0.08476780354976654, + "m": 0.6516743898391724 + }, + { + "p": 0.05770562216639519, + "m": 0.9739674925804138 + }, + { + "p": 0.0018491519149392843, + "m": 1.0 + }, + { + "p": 0.18526941537857056, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.5851097106933594, + "val_loss": 1.193932056427002, + "acc": 68.04, + "time": 194.64716048911214, + "param": [ + { + "p": 0.021696927025914192, + "m": 1.0 + }, + { + "p": 0.13228698074817657, + "m": 1.0 + }, + { + "p": 0.10846329480409622, + "m": 1.0 + }, + { + "p": 0.049467068165540695, + "m": 0.0 + }, + { + "p": 0.03921222686767578, + "m": 0.04123469442129135 + }, + { + "p": 0.04689260199666023, + "m": 0.03458554670214653 + }, + { + "p": 0.007175729610025883, + "m": 0.0070517538115382195 + }, + { + "p": 0.03194401413202286, + "m": 0.0874631255865097 + }, + { + "p": 0.19493727385997772, + "m": 0.23251070082187653 + }, + { + "p": 0.06571884453296661, + "m": 0.7617945671081543 + }, + { + "p": 0.06392891705036163, + "m": 0.6257224082946777 + }, + { + "p": 0.06281306594610214, + "m": 0.9683809280395508 + }, + { + "p": 0.0037076331209391356, + "m": 1.0 + }, + { + "p": 0.17175546288490295, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.6292856931686401, + "val_loss": 1.0817322731018066, + "acc": 68.16, + "time": 189.19121564691886, + "param": [ + { + "p": 0.03854331001639366, + "m": 1.0 + }, + { + "p": 0.1286228746175766, + "m": 1.0 + }, + { + "p": 0.12009476870298386, + "m": 1.0 + }, + { + "p": 0.04176740720868111, + "m": 0.004443014040589333 + }, + { + "p": 0.06147664785385132, + "m": 0.06756255775690079 + }, + { + "p": 0.062337785959243774, + "m": 0.0036259556654840708 + }, + { + "p": 0.0018979419255629182, + "m": 0.006682682782411575 + }, + { + "p": 0.03537983447313309, + "m": 0.07406424731016159 + }, + { + "p": 0.1436854749917984, + "m": 0.23142309486865997 + }, + { + "p": 0.07804711163043976, + "m": 0.7264689207077026 + }, + { + "p": 0.05194738507270813, + "m": 0.6461701393127441 + }, + { + "p": 0.0733637809753418, + "m": 0.9538729190826416 + }, + { + "p": 0.008994147181510925, + "m": 1.0 + }, + { + "p": 0.1538415253162384, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.0290415287017822, + "val_loss": 1.1458194255828857, + "acc": 67.95, + "time": 189.2708557478618, + "param": [ + { + "p": 0.03839539363980293, + "m": 1.0 + }, + { + "p": 0.1426297128200531, + "m": 1.0 + }, + { + "p": 0.1381208449602127, + "m": 1.0 + }, + { + "p": 0.026870831847190857, + "m": 0.029664549976587296 + }, + { + "p": 0.07029996067285538, + "m": 0.05691824108362198 + }, + { + "p": 0.05492710322141647, + "m": 0.004293398465961218 + }, + { + "p": 0.007168533746153116, + "m": 0.0 + }, + { + "p": 0.02694558911025524, + "m": 0.04153214767575264 + }, + { + "p": 0.13123869895935059, + "m": 0.23533833026885986 + }, + { + "p": 0.06024419516324997, + "m": 0.6743831634521484 + }, + { + "p": 0.05479646474123001, + "m": 0.6566957831382751 + }, + { + "p": 0.062329284846782684, + "m": 0.9398629069328308 + }, + { + "p": 0.018595682457089424, + "m": 1.0 + }, + { + "p": 0.16743774712085724, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.7053764462471008, + "val_loss": 1.002480387687683, + "acc": 67.62, + "time": 187.21932751894929, + "param": [ + { + "p": 0.02828020416200161, + "m": 1.0 + }, + { + "p": 0.16389897465705872, + "m": 1.0 + }, + { + "p": 0.1487991064786911, + "m": 1.0 + }, + { + "p": 0.028401823714375496, + "m": 0.055655114352703094 + }, + { + "p": 0.060253724455833435, + "m": 0.046273939311504364 + }, + { + "p": 0.03321893513202667, + "m": 0.007836286909878254 + }, + { + "p": 0.017863551154732704, + "m": 0.0 + }, + { + "p": 0.016506178304553032, + "m": 0.05042113736271858 + }, + { + "p": 0.13657110929489136, + "m": 0.23100249469280243 + }, + { + "p": 0.04494696855545044, + "m": 0.6392817497253418 + }, + { + "p": 0.06514911353588104, + "m": 0.6667740345001221 + }, + { + "p": 0.04778530076146126, + "m": 0.9147321581840515 + }, + { + "p": 0.02532120607793331, + "m": 1.0 + }, + { + "p": 0.18300382792949677, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.6012262105941772, + "val_loss": 1.04702627658844, + "acc": 66.19, + "time": 190.01848055701703, + "param": [ + { + "p": 0.03626139834523201, + "m": 1.0 + }, + { + "p": 0.21127700805664062, + "m": 1.0 + }, + { + "p": 0.16160368919372559, + "m": 1.0 + }, + { + "p": 0.027882682159543037, + "m": 0.04688011109828949 + }, + { + "p": 0.04308973252773285, + "m": 0.06985367089509964 + }, + { + "p": 0.0, + "m": 0.0185820534825325 + }, + { + "p": 0.012166566215455532, + "m": 0.004189156927168369 + }, + { + "p": 0.0, + "m": 0.05979381874203682 + }, + { + "p": 0.1596415489912033, + "m": 0.2218969762325287 + }, + { + "p": 0.00993751548230648, + "m": 0.6384580135345459 + }, + { + "p": 0.05754701793193817, + "m": 0.6622779965400696 + }, + { + "p": 0.027860276401042938, + "m": 0.8839227557182312 + }, + { + "p": 0.018289044499397278, + "m": 1.0 + }, + { + "p": 0.23444350063800812, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.9508278965950012, + "val_loss": 0.9745688438415527, + "acc": 66.56, + "time": 195.34739448898472, + "param": [ + { + "p": 0.030983436852693558, + "m": 1.0 + }, + { + "p": 0.2364325374364853, + "m": 1.0 + }, + { + "p": 0.17844392359256744, + "m": 1.0 + }, + { + "p": 0.029330099001526833, + "m": 0.021350808441638947 + }, + { + "p": 0.028710413724184036, + "m": 0.1034018024802208 + }, + { + "p": 0.0, + "m": 0.035847775638103485 + }, + { + "p": 0.0, + "m": 0.00336499884724617 + }, + { + "p": 0.00026231087394990027, + "m": 0.06645597517490387 + }, + { + "p": 0.17442145943641663, + "m": 0.22073839604854584 + }, + { + "p": 0.0, + "m": 0.6561635732650757 + }, + { + "p": 0.03594612702727318, + "m": 0.6384735703468323 + }, + { + "p": 0.0, + "m": 0.8586342930793762 + }, + { + "p": 0.017107119783759117, + "m": 1.0 + }, + { + "p": 0.26836252212524414, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.1088138818740845, + "val_loss": 1.0795162916183472, + "acc": 66.41, + "time": 193.04555025091395, + "param": [ + { + "p": 0.04141043871641159, + "m": 1.0 + }, + { + "p": 0.20175178349018097, + "m": 1.0 + }, + { + "p": 0.177641361951828, + "m": 1.0 + }, + { + "p": 0.02543390728533268, + "m": 0.01158208679407835 + }, + { + "p": 0.04047304391860962, + "m": 0.13152547180652618 + }, + { + "p": 0.020039210096001625, + "m": 0.052139393985271454 + }, + { + "p": 0.0029534022323787212, + "m": 0.01980399712920189 + }, + { + "p": 0.025784242898225784, + "m": 0.09095641225576401 + }, + { + "p": 0.15909728407859802, + "m": 0.22025534510612488 + }, + { + "p": 0.009329797700047493, + "m": 0.6739391088485718 + }, + { + "p": 0.019679198041558266, + "m": 0.6384550333023071 + }, + { + "p": 0.00226405868306756, + "m": 0.8330135345458984 + }, + { + "p": 0.037758391350507736, + "m": 1.0 + }, + { + "p": 0.23638387024402618, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.7631105780601501, + "val_loss": 1.0091757774353027, + "acc": 67.66, + "time": 190.75910002109595, + "param": [ + { + "p": 0.05948912724852562, + "m": 1.0 + }, + { + "p": 0.17542025446891785, + "m": 1.0 + }, + { + "p": 0.1855369210243225, + "m": 1.0 + }, + { + "p": 0.02742142230272293, + "m": 0.015393530018627644 + }, + { + "p": 0.04380897805094719, + "m": 0.12281026691198349 + }, + { + "p": 0.039417192339897156, + "m": 0.051086246967315674 + }, + { + "p": 0.008206569589674473, + "m": 0.009286162443459034 + }, + { + "p": 0.03617497906088829, + "m": 0.1292635053396225 + }, + { + "p": 0.14704933762550354, + "m": 0.23580050468444824 + }, + { + "p": 0.013048346154391766, + "m": 0.6798211336135864 + }, + { + "p": 0.003449265146628022, + "m": 0.6550185680389404 + }, + { + "p": 0.0022749437484890223, + "m": 0.8252129554748535 + }, + { + "p": 0.04826156795024872, + "m": 1.0 + }, + { + "p": 0.2104409635066986, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.0256679058074951, + "val_loss": 1.0438059568405151, + "acc": 65.8, + "time": 187.279858217109, + "param": [ + { + "p": 0.0470401756465435, + "m": 1.0 + }, + { + "p": 0.18610066175460815, + "m": 1.0 + }, + { + "p": 0.22906585037708282, + "m": 1.0 + }, + { + "p": 0.006911728531122208, + "m": 0.017174694687128067 + }, + { + "p": 0.040838342159986496, + "m": 0.0980534628033638 + }, + { + "p": 0.03090243972837925, + "m": 0.049317196011543274 + }, + { + "p": 0.0, + "m": 0.0003209489514119923 + }, + { + "p": 0.016479037702083588, + "m": 0.1364128440618515 + }, + { + "p": 0.1654183566570282, + "m": 0.23888173699378967 + }, + { + "p": 0.0, + "m": 0.69775390625 + }, + { + "p": 0.0, + "m": 0.6425780057907104 + }, + { + "p": 0.0, + "m": 0.834631085395813 + }, + { + "p": 0.04892696812748909, + "m": 1.0 + }, + { + "p": 0.228316530585289, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.5611900091171265, + "val_loss": 1.1466155052185059, + "acc": 64.96, + "time": 186.92786028212868, + "param": [ + { + "p": 0.04390235245227814, + "m": 1.0 + }, + { + "p": 0.1748029887676239, + "m": 1.0 + }, + { + "p": 0.23855997622013092, + "m": 1.0 + }, + { + "p": 0.019723128527402878, + "m": 0.00617389939725399 + }, + { + "p": 0.04956973344087601, + "m": 0.058560844510793686 + }, + { + "p": 0.01651136577129364, + "m": 0.03431519865989685 + }, + { + "p": 0.013960442505776882, + "m": 0.0 + }, + { + "p": 0.006397366989403963, + "m": 0.13484923541545868 + }, + { + "p": 0.1557738035917282, + "m": 0.2570694088935852 + }, + { + "p": 0.0009844164596870542, + "m": 0.7254874110221863 + }, + { + "p": 0.014387977309525013, + "m": 0.6477811932563782 + }, + { + "p": 0.0, + "m": 0.8599117994308472 + }, + { + "p": 0.049146268516778946, + "m": 1.0 + }, + { + "p": 0.21628011763095856, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.7577685117721558, + "val_loss": 1.2430922985076904, + "acc": 67.3, + "time": 192.99792793300003, + "param": [ + { + "p": 0.059318043291568756, + "m": 1.0 + }, + { + "p": 0.1611146181821823, + "m": 1.0 + }, + { + "p": 0.2241576910018921, + "m": 1.0 + }, + { + "p": 0.03393872454762459, + "m": 0.010178578086197376 + }, + { + "p": 0.042352452874183655, + "m": 0.02461824379861355 + }, + { + "p": 0.018770428374409676, + "m": 0.0214595478028059 + }, + { + "p": 0.015566747635602951, + "m": 0.0 + }, + { + "p": 0.005670883227139711, + "m": 0.12449520081281662 + }, + { + "p": 0.15697742998600006, + "m": 0.25422006845474243 + }, + { + "p": 0.017950275912880898, + "m": 0.7325971722602844 + }, + { + "p": 0.021004831418395042, + "m": 0.6449594497680664 + }, + { + "p": 0.0, + "m": 0.8625264167785645 + }, + { + "p": 0.04696923494338989, + "m": 1.0 + }, + { + "p": 0.196208655834198, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.8732114434242249, + "val_loss": 1.080724835395813, + "acc": 67.44, + "time": 186.93419075012207, + "param": [ + { + "p": 0.06062348559498787, + "m": 1.0 + }, + { + "p": 0.16299468278884888, + "m": 1.0 + }, + { + "p": 0.22617174685001373, + "m": 1.0 + }, + { + "p": 0.036030903458595276, + "m": 0.0 + }, + { + "p": 0.016741914674639702, + "m": 0.009193409234285355 + }, + { + "p": 0.02665894851088524, + "m": 0.028341028839349747 + }, + { + "p": 0.014532718807458878, + "m": 0.0 + }, + { + "p": 0.005384462885558605, + "m": 0.12101525813341141 + }, + { + "p": 0.16325467824935913, + "m": 0.22978372871875763 + }, + { + "p": 0.04003465548157692, + "m": 0.7270075678825378 + }, + { + "p": 0.019840333610773087, + "m": 0.6443586945533752 + }, + { + "p": 0.0, + "m": 0.8723500370979309 + }, + { + "p": 0.03009992465376854, + "m": 1.0 + }, + { + "p": 0.19763155281543732, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.5466300845146179, + "val_loss": 0.9745826721191406, + "acc": 67.3, + "time": 190.06167973694392, + "param": [ + { + "p": 0.05072963237762451, + "m": 1.0 + }, + { + "p": 0.16806334257125854, + "m": 1.0 + }, + { + "p": 0.2334021031856537, + "m": 1.0 + }, + { + "p": 0.027926504611968994, + "m": 0.0022661653347313404 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.033767085522413254, + "m": 0.03387504070997238 + }, + { + "p": 0.010275563225150108, + "m": 0.000805505143944174 + }, + { + "p": 0.004293649923056364, + "m": 0.15225562453269958 + }, + { + "p": 0.17913679778575897, + "m": 0.2122608870267868 + }, + { + "p": 0.051573824137449265, + "m": 0.7069100141525269 + }, + { + "p": 0.02969852089881897, + "m": 0.6435419321060181 + }, + { + "p": 0.0, + "m": 0.8731142282485962 + }, + { + "p": 0.014485801570117474, + "m": 1.0 + }, + { + "p": 0.19664718210697174, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.8644120693206787, + "val_loss": 1.0751746892929077, + "acc": 67.56, + "time": 186.92279655416496, + "param": [ + { + "p": 0.04005997255444527, + "m": 1.0 + }, + { + "p": 0.16152836382389069, + "m": 1.0 + }, + { + "p": 0.24748080968856812, + "m": 1.0 + }, + { + "p": 0.019082581624388695, + "m": 0.043028540909290314 + }, + { + "p": 0.0018276827177032828, + "m": 0.0 + }, + { + "p": 0.045113351196050644, + "m": 0.06579496711492538 + }, + { + "p": 0.00516515364870429, + "m": 0.03401707112789154 + }, + { + "p": 0.03487148508429527, + "m": 0.17197582125663757 + }, + { + "p": 0.1960025429725647, + "m": 0.21075557172298431 + }, + { + "p": 0.020863229408860207, + "m": 0.7074028253555298 + }, + { + "p": 0.03470466658473015, + "m": 0.6370819211006165 + }, + { + "p": 8.94017648533918e-05, + "m": 0.8391711115837097 + }, + { + "p": 0.004502156283706427, + "m": 1.0 + }, + { + "p": 0.18870855867862701, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.727252721786499, + "val_loss": 1.196215271949768, + "acc": 68.04, + "time": 188.25865662796423, + "param": [ + { + "p": 0.03745928779244423, + "m": 1.0 + }, + { + "p": 0.14692836999893188, + "m": 1.0 + }, + { + "p": 0.24677394330501556, + "m": 1.0 + }, + { + "p": 0.025106197223067284, + "m": 0.08831200003623962 + }, + { + "p": 0.00475529208779335, + "m": 0.0 + }, + { + "p": 0.04987262561917305, + "m": 0.07935373485088348 + }, + { + "p": 0.0, + "m": 0.03237966075539589 + }, + { + "p": 0.05032242462038994, + "m": 0.15494349598884583 + }, + { + "p": 0.19737763702869415, + "m": 0.22514432668685913 + }, + { + "p": 0.01565377041697502, + "m": 0.712312638759613 + }, + { + "p": 0.029353568330407143, + "m": 0.6272140741348267 + }, + { + "p": 0.009484359994530678, + "m": 0.8219452500343323 + }, + { + "p": 0.01741079054772854, + "m": 1.0 + }, + { + "p": 0.16950175166130066, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.7600728273391724, + "val_loss": 1.076498031616211, + "acc": 67.53, + "time": 188.62431412399746, + "param": [ + { + "p": 0.049112483859062195, + "m": 1.0 + }, + { + "p": 0.12490414083003998, + "m": 1.0 + }, + { + "p": 0.21192263066768646, + "m": 1.0 + }, + { + "p": 0.029040655121207237, + "m": 0.1183728501200676 + }, + { + "p": 0.017834262922406197, + "m": 0.0 + }, + { + "p": 0.04552256688475609, + "m": 0.07131759822368622 + }, + { + "p": 0.003093570936471224, + "m": 0.04307585954666138 + }, + { + "p": 0.05589665099978447, + "m": 0.1042020171880722 + }, + { + "p": 0.1804046928882599, + "m": 0.22895507514476776 + }, + { + "p": 0.03348543867468834, + "m": 0.7108744978904724 + }, + { + "p": 0.03494762256741524, + "m": 0.6238338947296143 + }, + { + "p": 0.026107124984264374, + "m": 0.812358021736145 + }, + { + "p": 0.035836730152368546, + "m": 1.0 + }, + { + "p": 0.1518915295600891, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.7190039753913879, + "val_loss": 1.1643694639205933, + "acc": 67.44, + "time": 186.07246851501986, + "param": [ + { + "p": 0.03939319774508476, + "m": 1.0 + }, + { + "p": 0.1311088502407074, + "m": 1.0 + }, + { + "p": 0.2186613231897354, + "m": 1.0 + }, + { + "p": 0.014511349610984325, + "m": 0.1412915140390396 + }, + { + "p": 0.006334685254842043, + "m": 0.009046139195561409 + }, + { + "p": 0.022000957280397415, + "m": 0.06833754479885101 + }, + { + "p": 0.0, + "m": 0.059294238686561584 + }, + { + "p": 0.06119976565241814, + "m": 0.04348699003458023 + }, + { + "p": 0.20503488183021545, + "m": 0.2162512093782425 + }, + { + "p": 0.02979532815515995, + "m": 0.7066969871520996 + }, + { + "p": 0.04113294556736946, + "m": 0.6154722571372986 + }, + { + "p": 0.02269555628299713, + "m": 0.78825443983078 + }, + { + "p": 0.037854183465242386, + "m": 1.0 + }, + { + "p": 0.17027702927589417, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.7363104224205017, + "val_loss": 1.0192694664001465, + "acc": 66.81, + "time": 189.0319222388789, + "param": [ + { + "p": 0.025154227390885353, + "m": 1.0 + }, + { + "p": 0.14678996801376343, + "m": 1.0 + }, + { + "p": 0.22427751123905182, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.14057958126068115 + }, + { + "p": 0.0, + "m": 0.029544707387685776 + }, + { + "p": 0.007943493314087391, + "m": 0.061557475477457047 + }, + { + "p": 0.0, + "m": 0.07842076569795609 + }, + { + "p": 0.05134250968694687, + "m": 0.0 + }, + { + "p": 0.22366364300251007, + "m": 0.20280642807483673 + }, + { + "p": 0.02964429184794426, + "m": 0.7056780457496643 + }, + { + "p": 0.05226312205195427, + "m": 0.633291482925415 + }, + { + "p": 0.01597217656672001, + "m": 0.7835076451301575 + }, + { + "p": 0.029252678155899048, + "m": 1.0 + }, + { + "p": 0.19369643926620483, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.9641132950782776, + "val_loss": 1.026171326637268, + "acc": 66.65, + "time": 189.39911470003426, + "param": [ + { + "p": 0.0291448924690485, + "m": 1.0 + }, + { + "p": 0.1450510174036026, + "m": 1.0 + }, + { + "p": 0.20468518137931824, + "m": 1.0 + }, + { + "p": 0.004409465938806534, + "m": 0.16143286228179932 + }, + { + "p": 0.006446865852922201, + "m": 0.04886443540453911 + }, + { + "p": 0.0, + "m": 0.04389043152332306 + }, + { + "p": 0.0023326806258410215, + "m": 0.07949651032686234 + }, + { + "p": 0.03238498792052269, + "m": 0.0 + }, + { + "p": 0.21957960724830627, + "m": 0.19670824706554413 + }, + { + "p": 0.042048435658216476, + "m": 0.7117951512336731 + }, + { + "p": 0.06753851473331451, + "m": 0.6504471898078918 + }, + { + "p": 0.022119170054793358, + "m": 0.7830555438995361 + }, + { + "p": 0.024139946326613426, + "m": 1.0 + }, + { + "p": 0.2001192718744278, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.5704519152641296, + "val_loss": 1.0578925609588623, + "acc": 66.86, + "time": 190.4660954209976, + "param": [ + { + "p": 0.033628612756729126, + "m": 1.0 + }, + { + "p": 0.15829357504844666, + "m": 1.0 + }, + { + "p": 0.19004912674427032, + "m": 1.0 + }, + { + "p": 0.0038386716041713953, + "m": 0.16868653893470764 + }, + { + "p": 0.010924549773335457, + "m": 0.06198074668645859 + }, + { + "p": 0.0, + "m": 0.01913330890238285 + }, + { + "p": 0.0, + "m": 0.09630503505468369 + }, + { + "p": 0.017663927748799324, + "m": 0.0019504631636664271 + }, + { + "p": 0.22939974069595337, + "m": 0.1592446267604828 + }, + { + "p": 0.04536733776330948, + "m": 0.70066237449646 + }, + { + "p": 0.0738455057144165, + "m": 0.6539220213890076 + }, + { + "p": 0.020010562613606453, + "m": 0.7741352319717407 + }, + { + "p": 0.010168745182454586, + "m": 1.0 + }, + { + "p": 0.20680966973304749, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.0838698148727417, + "val_loss": 1.0448051691055298, + "acc": 65.82, + "time": 187.31690776487812, + "param": [ + { + "p": 0.014210988767445087, + "m": 1.0 + }, + { + "p": 0.17385947704315186, + "m": 1.0 + }, + { + "p": 0.19976507127285004, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.1853136122226715 + }, + { + "p": 0.006891589146107435, + "m": 0.03623606637120247 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0011136966058984399, + "m": 0.10088548809289932 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.26231610774993896, + "m": 0.16383783519268036 + }, + { + "p": 0.03129047155380249, + "m": 0.6826274991035461 + }, + { + "p": 0.06984101235866547, + "m": 0.6239649057388306 + }, + { + "p": 0.003589603351429105, + "m": 0.7857157588005066 + }, + { + "p": 3.0396366128115915e-05, + "m": 1.0 + }, + { + "p": 0.2370915710926056, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.7176408767700195, + "val_loss": 1.2783644199371338, + "acc": 65.97, + "time": 187.70567126804963, + "param": [ + { + "p": 0.004265099763870239, + "m": 1.0 + }, + { + "p": 0.15855009853839874, + "m": 1.0 + }, + { + "p": 0.1868060827255249, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.22708362340927124 + }, + { + "p": 0.012048738077282906, + "m": 0.03415294364094734 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.08880474418401718 + }, + { + "p": 0.011272416450083256, + "m": 0.0 + }, + { + "p": 0.25881826877593994, + "m": 0.1779279261827469 + }, + { + "p": 0.047478046268224716, + "m": 0.6907436847686768 + }, + { + "p": 0.07622482627630234, + "m": 0.6188111901283264 + }, + { + "p": 0.01537163183093071, + "m": 0.7818765640258789 + }, + { + "p": 0.00013627493171952665, + "m": 1.0 + }, + { + "p": 0.22902856767177582, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.1806079149246216, + "val_loss": 1.0127547979354858, + "acc": 66.62, + "time": 191.78295450494625, + "param": [ + { + "p": 0.0035842075012624264, + "m": 1.0 + }, + { + "p": 0.14640097320079803, + "m": 1.0 + }, + { + "p": 0.18606136739253998, + "m": 1.0 + }, + { + "p": 0.005575832910835743, + "m": 0.25030842423439026 + }, + { + "p": 0.023855410516262054, + "m": 0.04102032259106636 + }, + { + "p": 0.004298074170947075, + "m": 0.0 + }, + { + "p": 0.0041266498155891895, + "m": 0.07145627588033676 + }, + { + "p": 0.009340006858110428, + "m": 0.0106281703338027 + }, + { + "p": 0.2579972445964813, + "m": 0.18601906299591064 + }, + { + "p": 0.059636734426021576, + "m": 0.7216913104057312 + }, + { + "p": 0.06223396211862564, + "m": 0.5725786685943604 + }, + { + "p": 0.011242751032114029, + "m": 0.7824583649635315 + }, + { + "p": 0.0010249874321743846, + "m": 1.0 + }, + { + "p": 0.22462180256843567, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.780323326587677, + "val_loss": 1.0305712223052979, + "acc": 66.88, + "time": 187.44464012305252, + "param": [ + { + "p": 0.0078005678951740265, + "m": 1.0 + }, + { + "p": 0.12095010280609131, + "m": 1.0 + }, + { + "p": 0.17614586651325226, + "m": 1.0 + }, + { + "p": 0.0220797061920166, + "m": 0.2626796066761017 + }, + { + "p": 0.03221001848578453, + "m": 0.0462680384516716 + }, + { + "p": 0.009592044167220592, + "m": 0.0 + }, + { + "p": 0.019861306995153427, + "m": 0.05905648320913315 + }, + { + "p": 0.010374765843153, + "m": 0.07492627948522568 + }, + { + "p": 0.23510916531085968, + "m": 0.19506055116653442 + }, + { + "p": 0.08060994744300842, + "m": 0.756731390953064 + }, + { + "p": 0.048697009682655334, + "m": 0.5199882388114929 + }, + { + "p": 0.016907846555113792, + "m": 0.780289888381958 + }, + { + "p": 0.018915537744760513, + "m": 1.0 + }, + { + "p": 0.200746089220047, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.6283199787139893, + "val_loss": 1.3387914896011353, + "acc": 67.3, + "time": 191.76508714002557, + "param": [ + { + "p": 0.0107353450730443, + "m": 1.0 + }, + { + "p": 0.11920537054538727, + "m": 1.0 + }, + { + "p": 0.17922817170619965, + "m": 1.0 + }, + { + "p": 0.031198812648653984, + "m": 0.261736661195755 + }, + { + "p": 0.031516458839178085, + "m": 0.04245933145284653 + }, + { + "p": 0.017612209543585777, + "m": 0.001056654378771782 + }, + { + "p": 0.031499844044446945, + "m": 0.010476001538336277 + }, + { + "p": 0.015069840475916862, + "m": 0.13865748047828674 + }, + { + "p": 0.22881633043289185, + "m": 0.22133125364780426 + }, + { + "p": 0.0807780772447586, + "m": 0.7678923606872559 + }, + { + "p": 0.03399059921503067, + "m": 0.4975264072418213 + }, + { + "p": 0.016790471971035004, + "m": 0.7686334252357483 + }, + { + "p": 0.014305093325674534, + "m": 1.0 + }, + { + "p": 0.1892532855272293, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.7110670208930969, + "val_loss": 1.2496955394744873, + "acc": 67.04, + "time": 187.05374037311412, + "param": [ + { + "p": 0.00340613373555243, + "m": 1.0 + }, + { + "p": 0.1381930559873581, + "m": 1.0 + }, + { + "p": 0.18576979637145996, + "m": 1.0 + }, + { + "p": 0.04341080039739609, + "m": 0.259014368057251 + }, + { + "p": 0.05115871503949165, + "m": 0.024726955220103264 + }, + { + "p": 0.009874858893454075, + "m": 0.013866500928997993 + }, + { + "p": 0.02651846781373024, + "m": 0.0 + }, + { + "p": 0.003909101244062185, + "m": 0.17339929938316345 + }, + { + "p": 0.23553064465522766, + "m": 0.23854534327983856 + }, + { + "p": 0.0712890550494194, + "m": 0.7613074779510498 + }, + { + "p": 0.02664501965045929, + "m": 0.4719356298446655 + }, + { + "p": 0.006308431271463633, + "m": 0.746064305305481 + }, + { + "p": 0.0028663640841841698, + "m": 1.0 + }, + { + "p": 0.19511960446834564, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.8831750154495239, + "val_loss": 1.1294926404953003, + "acc": 67.34, + "time": 191.59044449403882, + "param": [ + { + "p": 0.00792220514267683, + "m": 1.0 + }, + { + "p": 0.16256611049175262, + "m": 1.0 + }, + { + "p": 0.15853777527809143, + "m": 1.0 + }, + { + "p": 0.06404034048318863, + "m": 0.2401701658964157 + }, + { + "p": 0.04878061264753342, + "m": 0.00657681142911315 + }, + { + "p": 0.0, + "m": 0.034448470920324326 + }, + { + "p": 0.03709061071276665, + "m": 0.01783718168735504 + }, + { + "p": 0.0, + "m": 0.13067862391471863 + }, + { + "p": 0.22902163863182068, + "m": 0.24091114103794098 + }, + { + "p": 0.057478196918964386, + "m": 0.8019737005233765 + }, + { + "p": 0.03160282224416733, + "m": 0.439923495054245 + }, + { + "p": 0.0044221640564501286, + "m": 0.7179481983184814 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19853751361370087, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.9415370225906372, + "val_loss": 0.9845993518829346, + "acc": 67.58, + "time": 188.19458317407407, + "param": [ + { + "p": 0.008590104058384895, + "m": 1.0 + }, + { + "p": 0.1743413358926773, + "m": 1.0 + }, + { + "p": 0.15324850380420685, + "m": 1.0 + }, + { + "p": 0.07325512170791626, + "m": 0.1892479807138443 + }, + { + "p": 0.03136325627565384, + "m": 0.019249238073825836 + }, + { + "p": 0.0, + "m": 0.030619975179433823 + }, + { + "p": 0.028801102191209793, + "m": 0.04892260208725929 + }, + { + "p": 0.0, + "m": 0.1094217300415039 + }, + { + "p": 0.2407834678888321, + "m": 0.24524378776550293 + }, + { + "p": 0.045071594417095184, + "m": 0.8513473868370056 + }, + { + "p": 0.02616826631128788, + "m": 0.39464956521987915 + }, + { + "p": 0.0029510981403291225, + "m": 0.6992141604423523 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21542613208293915, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.8252548575401306, + "val_loss": 1.1404920816421509, + "acc": 66.68, + "time": 189.86217214306816, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20515596866607666, + "m": 1.0 + }, + { + "p": 0.16370569169521332, + "m": 1.0 + }, + { + "p": 0.05764126777648926, + "m": 0.12350696325302124 + }, + { + "p": 0.000316940393531695, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0036159164737910032 + }, + { + "p": 0.00979373138397932, + "m": 0.05720154941082001 + }, + { + "p": 0.0, + "m": 0.10693313926458359 + }, + { + "p": 0.2639879882335663, + "m": 0.258588969707489 + }, + { + "p": 0.02364259958267212, + "m": 0.876377284526825 + }, + { + "p": 0.011406948789954185, + "m": 0.3559998571872711 + }, + { + "p": 0.007670327555388212, + "m": 0.6806731820106506 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2566785216331482, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.8161828517913818, + "val_loss": 1.386623501777649, + "acc": 66.69, + "time": 188.75863533793017, + "param": [ + { + "p": 0.002778962254524231, + "m": 1.0 + }, + { + "p": 0.21116489171981812, + "m": 1.0 + }, + { + "p": 0.17504139244556427, + "m": 1.0 + }, + { + "p": 0.03576819598674774, + "m": 0.08884727209806442 + }, + { + "p": 0.0, + "m": 0.0019844407215714455 + }, + { + "p": 0.006645562127232552, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.04564706236124039 + }, + { + "p": 0.0016607786528766155, + "m": 0.11205018311738968 + }, + { + "p": 0.267091304063797, + "m": 0.25214883685112 + }, + { + "p": 0.015862178057432175, + "m": 0.8852576017379761 + }, + { + "p": 0.00507931225001812, + "m": 0.3221780061721802 + }, + { + "p": 0.003937173169106245, + "m": 0.6757711172103882 + }, + { + "p": 0.001668546930886805, + "m": 1.0 + }, + { + "p": 0.27330175042152405, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.7453687787055969, + "val_loss": 1.1883491277694702, + "acc": 66.25, + "time": 190.2307158431504, + "param": [ + { + "p": 0.010353883728384972, + "m": 1.0 + }, + { + "p": 0.1881117820739746, + "m": 1.0 + }, + { + "p": 0.181208074092865, + "m": 1.0 + }, + { + "p": 0.03508812189102173, + "m": 0.09042573720216751 + }, + { + "p": 0.0, + "m": 0.026411494240164757 + }, + { + "p": 0.016940485686063766, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.012531035579741001 + }, + { + "p": 0.011606025509536266, + "m": 0.13023316860198975 + }, + { + "p": 0.2506351172924042, + "m": 0.23156192898750305 + }, + { + "p": 0.031504180282354355, + "m": 0.8718066811561584 + }, + { + "p": 0.0027978657744824886, + "m": 0.30930668115615845 + }, + { + "p": 0.0, + "m": 0.6806855797767639 + }, + { + "p": 0.016971638426184654, + "m": 1.0 + }, + { + "p": 0.2547827959060669, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.6527121067047119, + "val_loss": 1.330916166305542, + "acc": 67.43, + "time": 191.82545878202654, + "param": [ + { + "p": 0.020544448867440224, + "m": 1.0 + }, + { + "p": 0.1757698953151703, + "m": 1.0 + }, + { + "p": 0.17833992838859558, + "m": 1.0 + }, + { + "p": 0.021281857043504715, + "m": 0.07311803102493286 + }, + { + "p": 0.0, + "m": 0.03262259438633919 + }, + { + "p": 0.013331511989235878, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.02781735174357891 + }, + { + "p": 0.017950119450688362, + "m": 0.1349472552537918 + }, + { + "p": 0.24247463047504425, + "m": 0.20941060781478882 + }, + { + "p": 0.054368458688259125, + "m": 0.8554084897041321 + }, + { + "p": 0.0, + "m": 0.3041113615036011 + }, + { + "p": 0.0024912625085562468, + "m": 0.6785489916801453 + }, + { + "p": 0.03902614861726761, + "m": 1.0 + }, + { + "p": 0.23442168533802032, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.795886218547821, + "val_loss": 1.0221998691558838, + "acc": 65.86, + "time": 197.3499994839076, + "param": [ + { + "p": 0.026918599382042885, + "m": 1.0 + }, + { + "p": 0.17832879722118378, + "m": 1.0 + }, + { + "p": 0.17556697130203247, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.06302456557750702 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.018711501732468605 + }, + { + "p": 0.010210052132606506, + "m": 0.1115347295999527 + }, + { + "p": 0.2570338547229767, + "m": 0.1815209537744522 + }, + { + "p": 0.05466916039586067, + "m": 0.8570230007171631 + }, + { + "p": 0.00305365351960063, + "m": 0.3155965507030487 + }, + { + "p": 0.009709087200462818, + "m": 0.683931291103363 + }, + { + "p": 0.03580665588378906, + "m": 1.0 + }, + { + "p": 0.24870319664478302, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.866958737373352, + "val_loss": 1.1953424215316772, + "acc": 65.32, + "time": 192.22202379116789, + "param": [ + { + "p": 0.026576658710837364, + "m": 1.0 + }, + { + "p": 0.16402758657932281, + "m": 1.0 + }, + { + "p": 0.17622359097003937, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.05165896937251091 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.002443168079480529, + "m": 0.004488924518227577 + }, + { + "p": 0.0, + "m": 0.0026421889197081327 + }, + { + "p": 0.0, + "m": 0.08657710999250412 + }, + { + "p": 0.27631083130836487, + "m": 0.13910362124443054 + }, + { + "p": 0.05358089506626129, + "m": 0.850786030292511 + }, + { + "p": 0.015471440739929676, + "m": 0.3281220495700836 + }, + { + "p": 0.013068567961454391, + "m": 0.707359254360199 + }, + { + "p": 0.021365048363804817, + "m": 1.0 + }, + { + "p": 0.2509321868419647, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.8866232633590698, + "val_loss": 1.1939626932144165, + "acc": 66.03, + "time": 191.87306289188564, + "param": [ + { + "p": 0.012973028235137463, + "m": 1.0 + }, + { + "p": 0.1754256784915924, + "m": 1.0 + }, + { + "p": 0.1885775327682495, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.006510751787573099 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.00890533160418272, + "m": 0.037352148443460464 + }, + { + "p": 0.00014525502047035843, + "m": 0.0 + }, + { + "p": 0.00405020359903574, + "m": 0.0705796554684639 + }, + { + "p": 0.2891777455806732, + "m": 0.10923513770103455 + }, + { + "p": 0.043013282120227814, + "m": 0.8294256925582886 + }, + { + "p": 0.023877982050180435, + "m": 0.3160622715950012 + }, + { + "p": 0.0, + "m": 0.7259273529052734 + }, + { + "p": 0.002265060320496559, + "m": 1.0 + }, + { + "p": 0.25158897042274475, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.6221684217453003, + "val_loss": 1.2348427772521973, + "acc": 66.34, + "time": 191.78236506390385, + "param": [ + { + "p": 0.0008587260963395238, + "m": 1.0 + }, + { + "p": 0.18565011024475098, + "m": 1.0 + }, + { + "p": 0.1875743716955185, + "m": 1.0 + }, + { + "p": 0.0002466593577992171, + "m": 0.005510459188371897 + }, + { + "p": 0.001270693028345704, + "m": 0.0 + }, + { + "p": 0.02108714170753956, + "m": 0.044738028198480606 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.017887750640511513, + "m": 0.08851247280836105 + }, + { + "p": 0.28121256828308105, + "m": 0.14230641722679138 + }, + { + "p": 0.02859085239470005, + "m": 0.786568820476532 + }, + { + "p": 0.03873240575194359, + "m": 0.310129851102829 + }, + { + "p": 0.0, + "m": 0.7283205389976501 + }, + { + "p": 0.0003382153809070587, + "m": 1.0 + }, + { + "p": 0.23655059933662415, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.8228849768638611, + "val_loss": 1.09697687625885, + "acc": 66.61, + "time": 190.11325896391645, + "param": [ + { + "p": 0.007725052535533905, + "m": 1.0 + }, + { + "p": 0.19825045764446259, + "m": 1.0 + }, + { + "p": 0.17921604216098785, + "m": 1.0 + }, + { + "p": 0.007408885285258293, + "m": 0.006531334947794676 + }, + { + "p": 0.0029210089705884457, + "m": 0.018455035984516144 + }, + { + "p": 0.008100760169327259, + "m": 0.05536879599094391 + }, + { + "p": 0.007494109682738781, + "m": 0.0 + }, + { + "p": 0.01004757173359394, + "m": 0.10689736902713776 + }, + { + "p": 0.2765021324157715, + "m": 0.1544518768787384 + }, + { + "p": 0.016312146559357643, + "m": 0.7486264109611511 + }, + { + "p": 0.05850555747747421, + "m": 0.3305341303348541 + }, + { + "p": 0.003006353508681059, + "m": 0.7431427836418152 + }, + { + "p": 0.0004473665030673146, + "m": 1.0 + }, + { + "p": 0.22406241297721863, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.908668041229248, + "val_loss": 1.2868942022323608, + "acc": 65.94, + "time": 188.85607967199758, + "param": [ + { + "p": 0.02087881974875927, + "m": 1.0 + }, + { + "p": 0.20319488644599915, + "m": 1.0 + }, + { + "p": 0.1504044085741043, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.015187998302280903 + }, + { + "p": 0.005534328520298004, + "m": 0.0330953523516655 + }, + { + "p": 0.01525057666003704, + "m": 0.02863159589469433 + }, + { + "p": 0.010744965635240078, + "m": 0.0 + }, + { + "p": 0.019385209307074547, + "m": 0.12347062677145004 + }, + { + "p": 0.2645855247974396, + "m": 0.1453208178281784 + }, + { + "p": 0.017086148262023926, + "m": 0.7247800230979919 + }, + { + "p": 0.07123605161905289, + "m": 0.33204910159111023 + }, + { + "p": 0.0055932290852069855, + "m": 0.7494779825210571 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2161058932542801, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.6979803442955017, + "val_loss": 1.1941648721694946, + "acc": 67.29, + "time": 190.16504691401497, + "param": [ + { + "p": 0.03150096908211708, + "m": 1.0 + }, + { + "p": 0.20258991420269012, + "m": 1.0 + }, + { + "p": 0.12862758338451385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.03264695778489113 + }, + { + "p": 0.013977983966469765, + "m": 0.042478352785110474 + }, + { + "p": 0.012182528153061867, + "m": 0.02250996232032776 + }, + { + "p": 0.006711174268275499, + "m": 0.0 + }, + { + "p": 0.025847671553492546, + "m": 0.12818534672260284 + }, + { + "p": 0.2533876597881317, + "m": 0.14451546967029572 + }, + { + "p": 0.025994163006544113, + "m": 0.7192938923835754 + }, + { + "p": 0.05973789840936661, + "m": 0.31283995509147644 + }, + { + "p": 0.023646391928195953, + "m": 0.7408949732780457 + }, + { + "p": 0.0003448732604738325, + "m": 1.0 + }, + { + "p": 0.215451180934906, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.7240329384803772, + "val_loss": 1.1743299961090088, + "acc": 66.35, + "time": 190.47606917913072, + "param": [ + { + "p": 0.02407143823802471, + "m": 1.0 + }, + { + "p": 0.20470304787158966, + "m": 1.0 + }, + { + "p": 0.13629618287086487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.04804457724094391 + }, + { + "p": 0.0, + "m": 0.03460356220602989 + }, + { + "p": 0.010713967494666576, + "m": 0.020447181537747383 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.031228598207235336, + "m": 0.11262499541044235 + }, + { + "p": 0.2649648189544678, + "m": 0.12001151591539383 + }, + { + "p": 0.015786653384566307, + "m": 0.7296006083488464 + }, + { + "p": 0.05898786708712578, + "m": 0.29337581992149353 + }, + { + "p": 0.02940785512328148, + "m": 0.6958893537521362 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22383955121040344, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.7259535193443298, + "val_loss": 1.4058783054351807, + "acc": 67.03, + "time": 189.2390618121717, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20138801634311676, + "m": 1.0 + }, + { + "p": 0.14576584100723267, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.06807918846607208 + }, + { + "p": 0.0038317691069096327, + "m": 0.030053729191422462 + }, + { + "p": 0.008053652010858059, + "m": 0.02475045621395111 + }, + { + "p": 0.0, + "m": 0.011752400547266006 + }, + { + "p": 0.03462616354227066, + "m": 0.1153852641582489 + }, + { + "p": 0.2747054398059845, + "m": 0.13435128331184387 + }, + { + "p": 0.004868000745773315, + "m": 0.7356337904930115 + }, + { + "p": 0.056656088680028915, + "m": 0.3006608486175537 + }, + { + "p": 0.0331856794655323, + "m": 0.6559617519378662 + }, + { + "p": 0.007820963859558105, + "m": 1.0 + }, + { + "p": 0.22909846901893616, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.7351044416427612, + "val_loss": 1.4327362775802612, + "acc": 66.07, + "time": 189.51647530007176, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20030488073825836, + "m": 1.0 + }, + { + "p": 0.14796993136405945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.07928751409053802 + }, + { + "p": 0.004610721953213215, + "m": 0.01318792812526226 + }, + { + "p": 0.0, + "m": 0.048248544335365295 + }, + { + "p": 0.0, + "m": 0.01943117007613182 + }, + { + "p": 0.03181380778551102, + "m": 0.11169107258319855 + }, + { + "p": 0.2712382972240448, + "m": 0.13896924257278442 + }, + { + "p": 0.0, + "m": 0.737265944480896 + }, + { + "p": 0.06421659141778946, + "m": 0.31842944025993347 + }, + { + "p": 0.03077104687690735, + "m": 0.6223803162574768 + }, + { + "p": 0.004520264454185963, + "m": 1.0 + }, + { + "p": 0.24455444514751434, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.8463135361671448, + "val_loss": 1.2208303213119507, + "acc": 64.95, + "time": 190.49044383806176, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19871683418750763, + "m": 1.0 + }, + { + "p": 0.15950681269168854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.08346493542194366 + }, + { + "p": 0.015394451096653938, + "m": 0.01576818898320198 + }, + { + "p": 0.013332054950296879, + "m": 0.0583668015897274 + }, + { + "p": 0.0, + "m": 0.030075697228312492 + }, + { + "p": 0.02187664806842804, + "m": 0.1058439314365387 + }, + { + "p": 0.26643282175064087, + "m": 0.1220073401927948 + }, + { + "p": 0.0023729889653623104, + "m": 0.7138714790344238 + }, + { + "p": 0.0687992125749588, + "m": 0.3322160243988037 + }, + { + "p": 0.020448356866836548, + "m": 0.5647969245910645 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23311981558799744, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.36318227648735046, + "val_loss": 1.0413024425506592, + "acc": 65.55, + "time": 186.4269576088991, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1837485134601593, + "m": 1.0 + }, + { + "p": 0.16843543946743011, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.10324567556381226 + }, + { + "p": 0.0052022202871739864, + "m": 0.02578987181186676 + }, + { + "p": 0.01384778693318367, + "m": 0.049068037420511246 + }, + { + "p": 0.0, + "m": 0.05544503405690193 + }, + { + "p": 0.022686783224344254, + "m": 0.12248091399669647 + }, + { + "p": 0.26741841435432434, + "m": 0.08647540211677551 + }, + { + "p": 0.021621137857437134, + "m": 0.6962663531303406 + }, + { + "p": 0.07365627586841583, + "m": 0.3184422552585602 + }, + { + "p": 0.004888256546109915, + "m": 0.4983119070529938 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23849523067474365, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.675807774066925, + "val_loss": 1.151187539100647, + "acc": 65.94, + "time": 187.80531838000752, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1733749806880951, + "m": 1.0 + }, + { + "p": 0.1502542346715927, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.12518873810768127 + }, + { + "p": 0.0, + "m": 0.04394959658384323 + }, + { + "p": 0.026784813031554222, + "m": 0.022349415346980095 + }, + { + "p": 0.0, + "m": 0.07757224887609482 + }, + { + "p": 0.028862718492746353, + "m": 0.10227751731872559 + }, + { + "p": 0.24420984089374542, + "m": 0.14926932752132416 + }, + { + "p": 0.0467798076570034, + "m": 0.6673657894134521 + }, + { + "p": 0.061178307980298996, + "m": 0.3018101155757904 + }, + { + "p": 0.014575173147022724, + "m": 0.4742823541164398 + }, + { + "p": 0.00024053781817201525, + "m": 1.0 + }, + { + "p": 0.25373968482017517, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.7666956782341003, + "val_loss": 1.415220856666565, + "acc": 66.52, + "time": 191.07218591799028, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1724015176296234, + "m": 1.0 + }, + { + "p": 0.1364888995885849, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.1331990510225296 + }, + { + "p": 0.0, + "m": 0.06281635165214539 + }, + { + "p": 0.014373760670423508, + "m": 0.0022709479089826345 + }, + { + "p": 0.008462768979370594, + "m": 0.07367236167192459 + }, + { + "p": 0.02818387933075428, + "m": 0.07597126811742783 + }, + { + "p": 0.23431287705898285, + "m": 0.1992628276348114 + }, + { + "p": 0.06372155249118805, + "m": 0.653100848197937 + }, + { + "p": 0.06942540407180786, + "m": 0.25628697872161865 + }, + { + "p": 0.018387559801340103, + "m": 0.470432311296463 + }, + { + "p": 0.007497705053538084, + "m": 1.0 + }, + { + "p": 0.2467440813779831, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.6823764443397522, + "val_loss": 1.2416547536849976, + "acc": 65.63, + "time": 192.24534294800833, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17648492753505707, + "m": 1.0 + }, + { + "p": 0.14025069773197174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.11848590523004532 + }, + { + "p": 0.003380522131919861, + "m": 0.08972002565860748 + }, + { + "p": 0.0, + "m": 0.010814603418111801 + }, + { + "p": 0.0015232802834361792, + "m": 0.07206732779741287 + }, + { + "p": 0.023700550198554993, + "m": 0.056115660816431046 + }, + { + "p": 0.242267906665802, + "m": 0.218120276927948 + }, + { + "p": 0.06917170435190201, + "m": 0.642662525177002 + }, + { + "p": 0.09361723065376282, + "m": 0.22264708578586578 + }, + { + "p": 0.00017484452109783888, + "m": 0.47180336713790894 + }, + { + "p": 0.002996857976540923, + "m": 1.0 + }, + { + "p": 0.24643158912658691, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.5795978903770447, + "val_loss": 1.0806713104248047, + "acc": 65.7, + "time": 190.08246289682575, + "param": [ + { + "p": 0.005197350401431322, + "m": 1.0 + }, + { + "p": 0.15924322605133057, + "m": 1.0 + }, + { + "p": 0.1469716727733612, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.1144280806183815 + }, + { + "p": 0.017571905627846718, + "m": 0.09987685829401016 + }, + { + "p": 0.0, + "m": 0.045922935009002686 + }, + { + "p": 0.011840872466564178, + "m": 0.09689534455537796 + }, + { + "p": 0.023891694843769073, + "m": 0.05109938234090805 + }, + { + "p": 0.2366354614496231, + "m": 0.2276667058467865 + }, + { + "p": 0.07006974518299103, + "m": 0.6300860643386841 + }, + { + "p": 0.10917621850967407, + "m": 0.1968366950750351 + }, + { + "p": 0.0008685210486873984, + "m": 0.4663147032260895 + }, + { + "p": 0.001562738441862166, + "m": 1.0 + }, + { + "p": 0.21697057783603668, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.905437707901001, + "val_loss": 1.245617151260376, + "acc": 66.63, + "time": 191.64265018189326, + "param": [ + { + "p": 0.015678539872169495, + "m": 1.0 + }, + { + "p": 0.14547966420650482, + "m": 1.0 + }, + { + "p": 0.13821397721767426, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.1195642501115799 + }, + { + "p": 0.04166017100214958, + "m": 0.09830860048532486 + }, + { + "p": 0.0, + "m": 0.025961220264434814 + }, + { + "p": 0.004815064836293459, + "m": 0.10378799587488174 + }, + { + "p": 0.01699545420706272, + "m": 0.06283687055110931 + }, + { + "p": 0.24994535744190216, + "m": 0.2032715529203415 + }, + { + "p": 0.05625592917203903, + "m": 0.6105884909629822 + }, + { + "p": 0.11710546165704727, + "m": 0.17584483325481415 + }, + { + "p": 0.0, + "m": 0.490553617477417 + }, + { + "p": 0.004952868912369013, + "m": 1.0 + }, + { + "p": 0.20889748632907867, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.8470077514648438, + "val_loss": 1.1125391721725464, + "acc": 66.38, + "time": 187.36856498220004, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16200655698776245, + "m": 1.0 + }, + { + "p": 0.1500619798898697, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.1322292983531952 + }, + { + "p": 0.03344526141881943, + "m": 0.037108469754457474 + }, + { + "p": 0.0, + "m": 0.0015960677992552519 + }, + { + "p": 0.0, + "m": 0.08704379945993423 + }, + { + "p": 0.0, + "m": 0.07962056994438171 + }, + { + "p": 0.2723509967327118, + "m": 0.1521795243024826 + }, + { + "p": 0.011827466078102589, + "m": 0.6435456275939941 + }, + { + "p": 0.12777571380138397, + "m": 0.09899720549583435 + }, + { + "p": 0.0, + "m": 0.5066086649894714 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24253202974796295, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.6785287857055664, + "val_loss": 1.3206855058670044, + "acc": 66.94, + "time": 191.4050331430044, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16271330416202545, + "m": 1.0 + }, + { + "p": 0.16048388183116913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.1357061266899109 + }, + { + "p": 0.014315316453576088, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.03540867194533348 + }, + { + "p": 0.0, + "m": 0.07465784251689911 + }, + { + "p": 0.0, + "m": 0.12964515388011932 + }, + { + "p": 0.26537609100341797, + "m": 0.1169760450720787 + }, + { + "p": 0.0, + "m": 0.6515858769416809 + }, + { + "p": 0.12460247427225113, + "m": 0.06405384093523026 + }, + { + "p": 0.0, + "m": 0.5265160202980042 + }, + { + "p": 0.003649079706519842, + "m": 1.0 + }, + { + "p": 0.2688598036766052, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.7159075736999512, + "val_loss": 1.349671483039856, + "acc": 64.7, + "time": 185.74103222996928, + "param": [ + { + "p": 0.0022777633275836706, + "m": 1.0 + }, + { + "p": 0.15034936368465424, + "m": 1.0 + }, + { + "p": 0.15666158497333527, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.12188082933425903 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0046321926638484, + "m": 0.04189319163560867 + }, + { + "p": 0.0, + "m": 0.03684992715716362 + }, + { + "p": 0.0, + "m": 0.13161064684391022 + }, + { + "p": 0.2581242620944977, + "m": 0.0890222117304802 + }, + { + "p": 0.0, + "m": 0.6420636177062988 + }, + { + "p": 0.13630373775959015, + "m": 0.03194495663046837 + }, + { + "p": 0.0, + "m": 0.5403072237968445 + }, + { + "p": 0.007584339007735252, + "m": 1.0 + }, + { + "p": 0.284066766500473, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.6722744703292847, + "val_loss": 1.128135323524475, + "acc": 65.85, + "time": 193.31516580004245, + "param": [ + { + "p": 0.0004991170717403293, + "m": 1.0 + }, + { + "p": 0.15399976074695587, + "m": 1.0 + }, + { + "p": 0.16345180571079254, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.12535908818244934 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.017355915158987045, + "m": 0.009980146773159504 + }, + { + "p": 0.00571104884147644, + "m": 0.009080525487661362 + }, + { + "p": 0.0, + "m": 0.10866447538137436 + }, + { + "p": 0.23673512041568756, + "m": 0.07367079704999924 + }, + { + "p": 0.0, + "m": 0.6448717713356018 + }, + { + "p": 0.1411903202533722, + "m": 0.0 + }, + { + "p": 0.002655800897628069, + "m": 0.5575168132781982 + }, + { + "p": 0.007187320850789547, + "m": 1.0 + }, + { + "p": 0.2712137699127197, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.7149955034255981, + "val_loss": 1.5833319425582886, + "acc": 66.04, + "time": 187.61035336204804, + "param": [ + { + "p": 0.00010792251123348251, + "m": 1.0 + }, + { + "p": 0.1790100336074829, + "m": 1.0 + }, + { + "p": 0.1898856908082962, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.13526605069637299 + }, + { + "p": 0.0, + "m": 0.0026231808587908745 + }, + { + "p": 0.030349653214216232, + "m": 0.0 + }, + { + "p": 0.008150836452841759, + "m": 0.015537843108177185 + }, + { + "p": 0.0, + "m": 0.0921197235584259 + }, + { + "p": 0.2206520140171051, + "m": 0.11931046843528748 + }, + { + "p": 0.0, + "m": 0.665980875492096 + }, + { + "p": 0.10951828211545944, + "m": 0.10513541102409363 + }, + { + "p": 0.0021812873892486095, + "m": 0.5655787587165833 + }, + { + "p": 0.01635761931538582, + "m": 1.0 + }, + { + "p": 0.24378664791584015, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.9589784741401672, + "val_loss": 1.388391375541687, + "acc": 66.71, + "time": 189.75537285208702, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18742212653160095, + "m": 1.0 + }, + { + "p": 0.2122180014848709, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.14895813167095184 + }, + { + "p": 0.0005971234641037881, + "m": 0.03736516833305359 + }, + { + "p": 0.016317039728164673, + "m": 0.0 + }, + { + "p": 0.004333604592829943, + "m": 0.044659022241830826 + }, + { + "p": 0.0, + "m": 0.07106152176856995 + }, + { + "p": 0.23268000781536102, + "m": 0.12657999992370605 + }, + { + "p": 0.0, + "m": 0.7461019158363342 + }, + { + "p": 0.10388872027397156, + "m": 0.16103623807430267 + }, + { + "p": 0.0, + "m": 0.5885099768638611 + }, + { + "p": 0.013450137339532375, + "m": 1.0 + }, + { + "p": 0.22909323871135712, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.41493865847587585, + "val_loss": 1.2533351182937622, + "acc": 67.05, + "time": 188.95231067878194, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17778655886650085, + "m": 1.0 + }, + { + "p": 0.22234663367271423, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.16820155084133148 + }, + { + "p": 0.0, + "m": 0.033314112573862076 + }, + { + "p": 0.0, + "m": 0.00972504448145628 + }, + { + "p": 0.0, + "m": 0.0533994697034359 + }, + { + "p": 0.0, + "m": 0.08697202801704407 + }, + { + "p": 0.2625346779823303, + "m": 0.09354668110609055 + }, + { + "p": 0.0, + "m": 0.8023779988288879 + }, + { + "p": 0.12115275114774704, + "m": 0.17127975821495056 + }, + { + "p": 0.0, + "m": 0.5724039077758789 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21617946028709412, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.20133376121521, + "val_loss": 1.1852335929870605, + "acc": 65.3, + "time": 187.84456283785403, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16247625648975372, + "m": 1.0 + }, + { + "p": 0.21791015565395355, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.16862207651138306 + }, + { + "p": 0.0, + "m": 0.02955637313425541 + }, + { + "p": 0.0, + "m": 0.028552738949656487 + }, + { + "p": 0.0, + "m": 0.03249663487076759 + }, + { + "p": 0.0, + "m": 0.12950149178504944 + }, + { + "p": 0.28863808512687683, + "m": 0.0057120779529213905 + }, + { + "p": 0.0, + "m": 0.8311158418655396 + }, + { + "p": 0.12235349416732788, + "m": 0.14972831308841705 + }, + { + "p": 0.0, + "m": 0.5686085224151611 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2086220383644104, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.9175376892089844, + "val_loss": 1.2165309190750122, + "acc": 65.87, + "time": 190.83865762897767, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16416390240192413, + "m": 1.0 + }, + { + "p": 0.20439513027668, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.1773969531059265 + }, + { + "p": 0.0, + "m": 0.03690361976623535 + }, + { + "p": 0.0, + "m": 0.039780255407094955 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.15119166672229767 + }, + { + "p": 0.28978806734085083, + "m": 0.0 + }, + { + "p": 0.002492121420800686, + "m": 0.8237720727920532 + }, + { + "p": 0.1116207167506218, + "m": 0.12326328456401825 + }, + { + "p": 0.0, + "m": 0.5833744406700134 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2275400608778, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.7779468297958374, + "val_loss": 1.3851133584976196, + "acc": 66.5, + "time": 188.43770041805692, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17056602239608765, + "m": 1.0 + }, + { + "p": 0.19401206076145172, + "m": 1.0 + }, + { + "p": 0.0004152219626121223, + "m": 0.1758703738451004 + }, + { + "p": 0.0008316585444845259, + "m": 0.021422266960144043 + }, + { + "p": 0.0, + "m": 0.016782941296696663 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.14940693974494934 + }, + { + "p": 0.2765239179134369, + "m": 0.0 + }, + { + "p": 0.020261308178305626, + "m": 0.8234100341796875 + }, + { + "p": 0.09450402110815048, + "m": 0.10378360003232956 + }, + { + "p": 0.004399012308567762, + "m": 0.5875839591026306 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23848675191402435, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json new file mode 100644 index 0000000..d7d5fb3 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 73.94, + "Time": [ + 89.06656628456432, + 4.972323447206259 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2706496715545654, + "val_loss": 2.242332696914673, + "acc": 20.93, + "time": 89.80214030388743, + "param": [ + { + "p": 0.04771019145846367, + "m": 1.0 + }, + { + "p": 0.05607929080724716, + "m": 1.0 + }, + { + "p": 0.08302765339612961, + "m": 1.0 + }, + { + "p": 0.08584751933813095, + "m": 1.0 + }, + { + "p": 0.08323259651660919, + "m": 1.0 + }, + { + "p": 0.07905687391757965, + "m": 1.0 + }, + { + "p": 0.0690496414899826, + "m": 1.0 + }, + { + "p": 0.0764981359243393, + "m": 1.0 + }, + { + "p": 0.08239401131868362, + "m": 1.0 + }, + { + "p": 0.0738542228937149, + "m": 1.0 + }, + { + "p": 0.08591195195913315, + "m": 1.0 + }, + { + "p": 0.05793179199099541, + "m": 1.0 + }, + { + "p": 0.07796883583068848, + "m": 1.0 + }, + { + "p": 0.04143727570772171, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.140557289123535, + "val_loss": 2.0703248977661133, + "acc": 24.97, + "time": 82.83061283803545, + "param": [ + { + "p": 0.05741024762392044, + "m": 1.0 + }, + { + "p": 0.04220838472247124, + "m": 1.0 + }, + { + "p": 0.07999163866043091, + "m": 1.0 + }, + { + "p": 0.0937042236328125, + "m": 1.0 + }, + { + "p": 0.07409501075744629, + "m": 1.0 + }, + { + "p": 0.0758308470249176, + "m": 1.0 + }, + { + "p": 0.09376364946365356, + "m": 1.0 + }, + { + "p": 0.07816334813833237, + "m": 1.0 + }, + { + "p": 0.0733298733830452, + "m": 1.0 + }, + { + "p": 0.08060234785079956, + "m": 1.0 + }, + { + "p": 0.08144645392894745, + "m": 1.0 + }, + { + "p": 0.054195426404476166, + "m": 1.0 + }, + { + "p": 0.08889110386371613, + "m": 1.0 + }, + { + "p": 0.026367466896772385, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.080214500427246, + "val_loss": 2.018144130706787, + "acc": 28.83, + "time": 83.92124733282253, + "param": [ + { + "p": 0.051408786326646805, + "m": 1.0 + }, + { + "p": 0.032260436564683914, + "m": 1.0 + }, + { + "p": 0.08419905602931976, + "m": 1.0 + }, + { + "p": 0.09276536852121353, + "m": 1.0 + }, + { + "p": 0.08522970229387283, + "m": 1.0 + }, + { + "p": 0.09333684295415878, + "m": 1.0 + }, + { + "p": 0.11761584132909775, + "m": 1.0 + }, + { + "p": 0.08707686513662338, + "m": 1.0 + }, + { + "p": 0.063296839594841, + "m": 1.0 + }, + { + "p": 0.07727240025997162, + "m": 1.0 + }, + { + "p": 0.07559897750616074, + "m": 1.0 + }, + { + "p": 0.05139661207795143, + "m": 1.0 + }, + { + "p": 0.08854230493307114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 1.9508990049362183, + "val_loss": 1.8574334383010864, + "acc": 33.19, + "time": 83.9455212180037, + "param": [ + { + "p": 0.049470141530036926, + "m": 1.0 + }, + { + "p": 0.012222257442772388, + "m": 1.0 + }, + { + "p": 0.0839565172791481, + "m": 1.0 + }, + { + "p": 0.0670560970902443, + "m": 1.0 + }, + { + "p": 0.08782727271318436, + "m": 1.0 + }, + { + "p": 0.08433088660240173, + "m": 1.0 + }, + { + "p": 0.13843809068202972, + "m": 1.0 + }, + { + "p": 0.0887254998087883, + "m": 1.0 + }, + { + "p": 0.0688348263502121, + "m": 1.0 + }, + { + "p": 0.07905089855194092, + "m": 1.0 + }, + { + "p": 0.09477077424526215, + "m": 1.0 + }, + { + "p": 0.048954349011182785, + "m": 1.0 + }, + { + "p": 0.09636233747005463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.001739740371704, + "val_loss": 1.6768836975097656, + "acc": 38.89, + "time": 83.68917226605117, + "param": [ + { + "p": 0.06157052889466286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08534374833106995, + "m": 1.0 + }, + { + "p": 0.03301531821489334, + "m": 1.0 + }, + { + "p": 0.08645394444465637, + "m": 1.0 + }, + { + "p": 0.05482535809278488, + "m": 1.0 + }, + { + "p": 0.15846335887908936, + "m": 1.0 + }, + { + "p": 0.08613864332437515, + "m": 1.0 + }, + { + "p": 0.07280225306749344, + "m": 1.0 + }, + { + "p": 0.0788259208202362, + "m": 1.0 + }, + { + "p": 0.10517467558383942, + "m": 1.0 + }, + { + "p": 0.06079502031207085, + "m": 1.0 + }, + { + "p": 0.11659128218889236, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.7964564561843872, + "val_loss": 1.727142333984375, + "acc": 40.27, + "time": 88.46829942800105, + "param": [ + { + "p": 0.06769740581512451, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09361466765403748, + "m": 1.0 + }, + { + "p": 0.035076044499874115, + "m": 1.0 + }, + { + "p": 0.08112332224845886, + "m": 1.0 + }, + { + "p": 0.020807547494769096, + "m": 1.0 + }, + { + "p": 0.16476324200630188, + "m": 1.0 + }, + { + "p": 0.096988245844841, + "m": 1.0 + }, + { + "p": 0.07396116852760315, + "m": 1.0 + }, + { + "p": 0.07751471549272537, + "m": 1.0 + }, + { + "p": 0.10158765316009521, + "m": 1.0 + }, + { + "p": 0.06887063384056091, + "m": 1.0 + }, + { + "p": 0.11799538135528564, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.8225421905517578, + "val_loss": 1.6991689205169678, + "acc": 42.31, + "time": 100.45283980597742, + "param": [ + { + "p": 0.07971305400133133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09991693496704102, + "m": 1.0 + }, + { + "p": 0.03592338785529137, + "m": 1.0 + }, + { + "p": 0.07303459197282791, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16537564992904663, + "m": 1.0 + }, + { + "p": 0.10541421920061111, + "m": 1.0 + }, + { + "p": 0.08314251154661179, + "m": 1.0 + }, + { + "p": 0.06898657977581024, + "m": 1.0 + }, + { + "p": 0.10053371638059616, + "m": 1.0 + }, + { + "p": 0.06184624880552292, + "m": 1.0 + }, + { + "p": 0.12611322104930878, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.7687002420425415, + "val_loss": 1.5852327346801758, + "acc": 43.48, + "time": 99.17654524394311, + "param": [ + { + "p": 0.07833927869796753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11151018738746643, + "m": 1.0 + }, + { + "p": 0.02561521902680397, + "m": 1.0 + }, + { + "p": 0.05494462698698044, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17699405550956726, + "m": 1.0 + }, + { + "p": 0.09334178268909454, + "m": 1.0 + }, + { + "p": 0.09158870577812195, + "m": 1.0 + }, + { + "p": 0.06983056664466858, + "m": 1.0 + }, + { + "p": 0.10794801265001297, + "m": 1.0 + }, + { + "p": 0.05697967857122421, + "m": 1.0 + }, + { + "p": 0.13290786743164062, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.6795579195022583, + "val_loss": 1.6727999448776245, + "acc": 44.99, + "time": 84.04858977510594, + "param": [ + { + "p": 0.08383778482675552, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12493246793746948, + "m": 1.0 + }, + { + "p": 0.01724325120449066, + "m": 1.0 + }, + { + "p": 0.03254847601056099, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17285938560962677, + "m": 1.0 + }, + { + "p": 0.09025278687477112, + "m": 1.0 + }, + { + "p": 0.09910257160663605, + "m": 1.0 + }, + { + "p": 0.07754350453615189, + "m": 1.0 + }, + { + "p": 0.10380667448043823, + "m": 1.0 + }, + { + "p": 0.05472838506102562, + "m": 1.0 + }, + { + "p": 0.14314468204975128, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.5167618989944458, + "val_loss": 1.5366477966308594, + "acc": 44.92, + "time": 84.01909084804356, + "param": [ + { + "p": 0.08522266149520874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14139294624328613, + "m": 1.0 + }, + { + "p": 0.005472000688314438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19165284931659698, + "m": 1.0 + }, + { + "p": 0.06756032258272171, + "m": 1.0 + }, + { + "p": 0.11236336082220078, + "m": 1.0 + }, + { + "p": 0.08727539330720901, + "m": 1.0 + }, + { + "p": 0.08974675834178925, + "m": 1.0 + }, + { + "p": 0.044982269406318665, + "m": 1.0 + }, + { + "p": 0.174331396818161, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.6144236326217651, + "val_loss": 1.4920803308486938, + "acc": 47.98, + "time": 86.93068238906562, + "param": [ + { + "p": 0.08247213810682297, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1553025245666504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2110394686460495, + "m": 1.0 + }, + { + "p": 0.03464586287736893, + "m": 1.0 + }, + { + "p": 0.1294713169336319, + "m": 1.0 + }, + { + "p": 0.08317108452320099, + "m": 1.0 + }, + { + "p": 0.06746260821819305, + "m": 1.0 + }, + { + "p": 0.023343408480286598, + "m": 1.0 + }, + { + "p": 0.21309155225753784, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.6870070695877075, + "val_loss": 1.3954499959945679, + "acc": 48.95, + "time": 96.21029041102156, + "param": [ + { + "p": 0.07734329998493195, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1609596163034439, + "m": 1.0 + }, + { + "p": 0.0005281636258587241, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22637630999088287, + "m": 1.0 + }, + { + "p": 0.006138566415756941, + "m": 1.0 + }, + { + "p": 0.14718805253505707, + "m": 1.0 + }, + { + "p": 0.08719483017921448, + "m": 1.0 + }, + { + "p": 0.04775071144104004, + "m": 1.0 + }, + { + "p": 0.012217273004353046, + "m": 1.0 + }, + { + "p": 0.23430316150188446, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.5284969806671143, + "val_loss": 1.4314838647842407, + "acc": 49.75, + "time": 90.62230795901269, + "param": [ + { + "p": 0.07123319804668427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16035056114196777, + "m": 1.0 + }, + { + "p": 0.024089250713586807, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21683086454868317, + "m": 1.0 + }, + { + "p": 0.00010631117766024545, + "m": 1.0 + }, + { + "p": 0.1564263254404068, + "m": 1.0 + }, + { + "p": 0.08694879710674286, + "m": 1.0 + }, + { + "p": 0.04287191852927208, + "m": 1.0 + }, + { + "p": 0.0023458790965378284, + "m": 1.0 + }, + { + "p": 0.2387968897819519, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.738619089126587, + "val_loss": 1.3956053256988525, + "acc": 51.43, + "time": 89.37271347688511, + "param": [ + { + "p": 0.065347820520401, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17065352201461792, + "m": 1.0 + }, + { + "p": 0.04856112226843834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 8.087974856607616e-05, + "m": 1.0 + }, + { + "p": 0.2070475071668625, + "m": 1.0 + }, + { + "p": 0.005058332346379757, + "m": 1.0 + }, + { + "p": 0.1483343243598938, + "m": 1.0 + }, + { + "p": 0.07708465307950974, + "m": 1.0 + }, + { + "p": 0.0443379208445549, + "m": 1.0 + }, + { + "p": 3.380846465006471e-05, + "m": 1.0 + }, + { + "p": 0.23346006870269775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.7301348447799683, + "val_loss": 1.3210926055908203, + "acc": 51.47, + "time": 83.07582839904353, + "param": [ + { + "p": 0.05588756874203682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1897609978914261, + "m": 1.0 + }, + { + "p": 0.050674960017204285, + "m": 1.0 + }, + { + "p": 0.0015879038255661726, + "m": 1.0 + }, + { + "p": 0.008704490959644318, + "m": 1.0 + }, + { + "p": 0.19438353180885315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14482221007347107, + "m": 1.0 + }, + { + "p": 0.06004457548260689, + "m": 1.0 + }, + { + "p": 0.03958377242088318, + "m": 1.0 + }, + { + "p": 0.011396970599889755, + "m": 1.0 + }, + { + "p": 0.24315296113491058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.6065077781677246, + "val_loss": 1.4006919860839844, + "acc": 52.64, + "time": 82.7704482190311, + "param": [ + { + "p": 0.06321859359741211, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1915494054555893, + "m": 1.0 + }, + { + "p": 0.04670615866780281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004749982617795467, + "m": 1.0 + }, + { + "p": 0.17941194772720337, + "m": 1.0 + }, + { + "p": 0.0010454144794493914, + "m": 1.0 + }, + { + "p": 0.1421753466129303, + "m": 1.0 + }, + { + "p": 0.061492688953876495, + "m": 1.0 + }, + { + "p": 0.03664832562208176, + "m": 1.0 + }, + { + "p": 0.030327098444104195, + "m": 1.0 + }, + { + "p": 0.24267500638961792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.594835877418518, + "val_loss": 1.3507777452468872, + "acc": 52.89, + "time": 86.56656822306104, + "param": [ + { + "p": 0.07482511550188065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19995954632759094, + "m": 1.0 + }, + { + "p": 0.0339038260281086, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17230816185474396, + "m": 1.0 + }, + { + "p": 0.0018412008648738265, + "m": 1.0 + }, + { + "p": 0.14181654155254364, + "m": 1.0 + }, + { + "p": 0.061135079711675644, + "m": 1.0 + }, + { + "p": 0.024078773334622383, + "m": 1.0 + }, + { + "p": 0.043961625546216965, + "m": 1.0 + }, + { + "p": 0.2461700439453125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.2646088600158691, + "val_loss": 1.4292104244232178, + "acc": 53.25, + "time": 84.86875696782954, + "param": [ + { + "p": 0.07737966626882553, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2128254473209381, + "m": 1.0 + }, + { + "p": 0.03238356113433838, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16598206758499146, + "m": 1.0 + }, + { + "p": 0.012561953626573086, + "m": 1.0 + }, + { + "p": 0.14519281685352325, + "m": 1.0 + }, + { + "p": 0.056667812168598175, + "m": 1.0 + }, + { + "p": 0.02043616957962513, + "m": 1.0 + }, + { + "p": 0.03551441431045532, + "m": 1.0 + }, + { + "p": 0.24105603992938995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.4365696907043457, + "val_loss": 1.3231947422027588, + "acc": 53.95, + "time": 97.09682777314447, + "param": [ + { + "p": 0.09170448780059814, + "m": 1.0 + }, + { + "p": 0.0002730562991928309, + "m": 1.0 + }, + { + "p": 0.1955348700284958, + "m": 1.0 + }, + { + "p": 0.04443999379873276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02124093286693096, + "m": 1.0 + }, + { + "p": 0.13657477498054504, + "m": 1.0 + }, + { + "p": 0.02451414242386818, + "m": 1.0 + }, + { + "p": 0.13967746496200562, + "m": 1.0 + }, + { + "p": 0.06625976413488388, + "m": 1.0 + }, + { + "p": 0.03229769691824913, + "m": 1.0 + }, + { + "p": 0.045196834951639175, + "m": 1.0 + }, + { + "p": 0.2007640153169632, + "m": 1.0 + }, + { + "p": 0.0015220100758597255, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.425830602645874, + "val_loss": 1.1805027723312378, + "acc": 56.28, + "time": 98.85467770602554, + "param": [ + { + "p": 0.10777581483125687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1970256119966507, + "m": 1.0 + }, + { + "p": 0.040466610342264175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03613360971212387, + "m": 1.0 + }, + { + "p": 0.1057497188448906, + "m": 1.0 + }, + { + "p": 0.03379387408494949, + "m": 1.0 + }, + { + "p": 0.1376131922006607, + "m": 1.0 + }, + { + "p": 0.078606516122818, + "m": 1.0 + }, + { + "p": 0.03832799196243286, + "m": 1.0 + }, + { + "p": 0.05589982122182846, + "m": 1.0 + }, + { + "p": 0.16860726475715637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.4421781301498413, + "val_loss": 1.264857292175293, + "acc": 56.15, + "time": 94.68565000314265, + "param": [ + { + "p": 0.12913574278354645, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22462041676044464, + "m": 1.0 + }, + { + "p": 0.02787221595644951, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027380775660276413, + "m": 1.0 + }, + { + "p": 0.0834944024682045, + "m": 1.0 + }, + { + "p": 0.021154383197426796, + "m": 1.0 + }, + { + "p": 0.13734067976474762, + "m": 1.0 + }, + { + "p": 0.08367172628641129, + "m": 1.0 + }, + { + "p": 0.03020033799111843, + "m": 1.0 + }, + { + "p": 0.06949999183416367, + "m": 1.0 + }, + { + "p": 0.1656292825937271, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.1792609691619873, + "val_loss": 1.244449496269226, + "acc": 57.42, + "time": 90.96609637886286, + "param": [ + { + "p": 0.15329864621162415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.264005571603775, + "m": 1.0 + }, + { + "p": 0.018828097730875015, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009712696075439453, + "m": 1.0 + }, + { + "p": 0.05698990449309349, + "m": 1.0 + }, + { + "p": 0.0018840739503502846, + "m": 1.0 + }, + { + "p": 0.13603928685188293, + "m": 1.0 + }, + { + "p": 0.0722341537475586, + "m": 1.0 + }, + { + "p": 0.011418101377785206, + "m": 1.0 + }, + { + "p": 0.0918188989162445, + "m": 1.0 + }, + { + "p": 0.1837705671787262, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.2904061079025269, + "val_loss": 1.277327060699463, + "acc": 57.41, + "time": 90.48362896195613, + "param": [ + { + "p": 0.16627082228660583, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28898680210113525, + "m": 1.0 + }, + { + "p": 0.014759521931409836, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04371488094329834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11310585588216782, + "m": 1.0 + }, + { + "p": 0.0565541535615921, + "m": 1.0 + }, + { + "p": 0.005194048397243023, + "m": 1.0 + }, + { + "p": 0.1114346906542778, + "m": 1.0 + }, + { + "p": 0.19997917115688324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.5056201219558716, + "val_loss": 1.185067892074585, + "acc": 58.36, + "time": 86.68968889815733, + "param": [ + { + "p": 0.16360138356685638, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.29207944869995117, + "m": 1.0 + }, + { + "p": 0.009422237984836102, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003780071157962084, + "m": 1.0 + }, + { + "p": 0.052807267755270004, + "m": 1.0 + }, + { + "p": 8.234608685597777e-05, + "m": 1.0 + }, + { + "p": 0.08099625259637833, + "m": 1.0 + }, + { + "p": 0.0371553972363472, + "m": 1.0 + }, + { + "p": 0.02273237332701683, + "m": 1.0 + }, + { + "p": 0.11653169989585876, + "m": 1.0 + }, + { + "p": 0.2208116203546524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.5057936906814575, + "val_loss": 1.1325823068618774, + "acc": 58.56, + "time": 87.3944628869649, + "param": [ + { + "p": 0.14848025143146515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2491907924413681, + "m": 1.0 + }, + { + "p": 0.017669260501861572, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01544963475316763, + "m": 1.0 + }, + { + "p": 0.06986650824546814, + "m": 1.0 + }, + { + "p": 0.01831708662211895, + "m": 1.0 + }, + { + "p": 0.06834311783313751, + "m": 1.0 + }, + { + "p": 0.030468527227640152, + "m": 1.0 + }, + { + "p": 0.05574203282594681, + "m": 1.0 + }, + { + "p": 0.1093001663684845, + "m": 1.0 + }, + { + "p": 0.21717265248298645, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.420025110244751, + "val_loss": 1.1423622369766235, + "acc": 58.61, + "time": 90.64125701598823, + "param": [ + { + "p": 0.1474040150642395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24112679064273834, + "m": 1.0 + }, + { + "p": 0.0178424920886755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06708886474370956, + "m": 1.0 + }, + { + "p": 0.03313833475112915, + "m": 1.0 + }, + { + "p": 0.05196385085582733, + "m": 1.0 + }, + { + "p": 0.035771433264017105, + "m": 1.0 + }, + { + "p": 0.07909435033798218, + "m": 1.0 + }, + { + "p": 0.1012459546327591, + "m": 1.0 + }, + { + "p": 0.22473348677158356, + "m": 1.0 + }, + { + "p": 0.0005903843557462096, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.4406977891921997, + "val_loss": 1.1015743017196655, + "acc": 57.92, + "time": 97.42213063500822, + "param": [ + { + "p": 0.15898588299751282, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.270712286233902, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04672878608107567, + "m": 1.0 + }, + { + "p": 0.02643345482647419, + "m": 1.0 + }, + { + "p": 0.024435529485344887, + "m": 1.0 + }, + { + "p": 0.028599929064512253, + "m": 1.0 + }, + { + "p": 0.07623115181922913, + "m": 1.0 + }, + { + "p": 0.10791577398777008, + "m": 1.0 + }, + { + "p": 0.2599572241306305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.0865403413772583, + "val_loss": 1.057424783706665, + "acc": 59.14, + "time": 83.95321360509843, + "param": [ + { + "p": 0.16546447575092316, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.27652257680892944, + "m": 1.0 + }, + { + "p": 0.0019447598606348038, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04171762987971306, + "m": 1.0 + }, + { + "p": 0.01656157337129116, + "m": 1.0 + }, + { + "p": 0.014681794680655003, + "m": 1.0 + }, + { + "p": 0.02486816607415676, + "m": 1.0 + }, + { + "p": 0.07256458699703217, + "m": 1.0 + }, + { + "p": 0.1137223094701767, + "m": 1.0 + }, + { + "p": 0.2718901038169861, + "m": 1.0 + }, + { + "p": 6.200447387527674e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.0564556121826172, + "val_loss": 1.0671461820602417, + "acc": 60.42, + "time": 90.42734280391596, + "param": [ + { + "p": 0.16024671494960785, + "m": 1.0 + }, + { + "p": 0.001679009641520679, + "m": 1.0 + }, + { + "p": 0.24938444793224335, + "m": 1.0 + }, + { + "p": 0.00574616901576519, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0008804373792372644, + "m": 1.0 + }, + { + "p": 0.0504021942615509, + "m": 1.0 + }, + { + "p": 0.01881350204348564, + "m": 1.0 + }, + { + "p": 0.025751255452632904, + "m": 1.0 + }, + { + "p": 0.040241789072752, + "m": 1.0 + }, + { + "p": 0.07181792706251144, + "m": 1.0 + }, + { + "p": 0.1078118309378624, + "m": 1.0 + }, + { + "p": 0.25937727093696594, + "m": 1.0 + }, + { + "p": 0.007847421802580357, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.4054690599441528, + "val_loss": 1.149384617805481, + "acc": 61.04, + "time": 84.40692567196675, + "param": [ + { + "p": 0.1390203982591629, + "m": 1.0 + }, + { + "p": 0.014459770172834396, + "m": 1.0 + }, + { + "p": 0.2008572667837143, + "m": 1.0 + }, + { + "p": 0.010690085589885712, + "m": 1.0 + }, + { + "p": 0.0038558957166969776, + "m": 1.0 + }, + { + "p": 0.016033142805099487, + "m": 1.0 + }, + { + "p": 0.05936090648174286, + "m": 1.0 + }, + { + "p": 0.031000111252069473, + "m": 1.0 + }, + { + "p": 0.05064776539802551, + "m": 1.0 + }, + { + "p": 0.05231606960296631, + "m": 1.0 + }, + { + "p": 0.07205869257450104, + "m": 1.0 + }, + { + "p": 0.10577360540628433, + "m": 1.0 + }, + { + "p": 0.22175942361354828, + "m": 1.0 + }, + { + "p": 0.022166866809129715, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.2867618799209595, + "val_loss": 1.094694972038269, + "acc": 61.77, + "time": 82.89210644504055, + "param": [ + { + "p": 0.1302994191646576, + "m": 1.0 + }, + { + "p": 0.010233108885586262, + "m": 1.0 + }, + { + "p": 0.1884058266878128, + "m": 1.0 + }, + { + "p": 0.003979833796620369, + "m": 1.0 + }, + { + "p": 0.004064216278493404, + "m": 1.0 + }, + { + "p": 0.006015718914568424, + "m": 1.0 + }, + { + "p": 0.068942129611969, + "m": 1.0 + }, + { + "p": 0.043845824897289276, + "m": 1.0 + }, + { + "p": 0.06998320668935776, + "m": 1.0 + }, + { + "p": 0.0581611730158329, + "m": 1.0 + }, + { + "p": 0.06892722845077515, + "m": 1.0 + }, + { + "p": 0.11431115865707397, + "m": 1.0 + }, + { + "p": 0.22239400446414948, + "m": 1.0 + }, + { + "p": 0.010437228716909885, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.3533562421798706, + "val_loss": 1.057205319404602, + "acc": 62.54, + "time": 94.1096487690229, + "param": [ + { + "p": 0.11804639548063278, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18465092778205872, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07238002121448517, + "m": 1.0 + }, + { + "p": 0.053725145757198334, + "m": 1.0 + }, + { + "p": 0.08063413947820663, + "m": 1.0 + }, + { + "p": 0.06699007004499435, + "m": 1.0 + }, + { + "p": 0.06958134472370148, + "m": 1.0 + }, + { + "p": 0.1146596297621727, + "m": 1.0 + }, + { + "p": 0.2279672920703888, + "m": 1.0 + }, + { + "p": 0.011364997364580631, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.3524178266525269, + "val_loss": 1.0813698768615723, + "acc": 62.37, + "time": 87.6194459151011, + "param": [ + { + "p": 0.09601245075464249, + "m": 1.0 + }, + { + "p": 0.003347516991198063, + "m": 1.0 + }, + { + "p": 0.16676297783851624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008574324660003185, + "m": 1.0 + }, + { + "p": 0.07799399644136429, + "m": 1.0 + }, + { + "p": 0.05254623293876648, + "m": 1.0 + }, + { + "p": 0.07629042863845825, + "m": 1.0 + }, + { + "p": 0.08746060729026794, + "m": 1.0 + }, + { + "p": 0.08134783059358597, + "m": 1.0 + }, + { + "p": 0.11156252771615982, + "m": 1.0 + }, + { + "p": 0.2108582705259323, + "m": 1.0 + }, + { + "p": 0.02724282257258892, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.1192610263824463, + "val_loss": 0.9657702445983887, + "acc": 62.33, + "time": 87.30820917501114, + "param": [ + { + "p": 0.09425751864910126, + "m": 1.0 + }, + { + "p": 0.0012985331704840064, + "m": 1.0 + }, + { + "p": 0.14693011343479156, + "m": 1.0 + }, + { + "p": 0.0029868020210415125, + "m": 1.0 + }, + { + "p": 0.008797358721494675, + "m": 1.0 + }, + { + "p": 0.017711082473397255, + "m": 1.0 + }, + { + "p": 0.08987654745578766, + "m": 1.0 + }, + { + "p": 0.051718395203351974, + "m": 1.0 + }, + { + "p": 0.07256533950567245, + "m": 1.0 + }, + { + "p": 0.08711948245763779, + "m": 1.0 + }, + { + "p": 0.07898901402950287, + "m": 1.0 + }, + { + "p": 0.1158762276172638, + "m": 1.0 + }, + { + "p": 0.19751857221126556, + "m": 1.0 + }, + { + "p": 0.03435513749718666, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.2721030712127686, + "val_loss": 1.0852315425872803, + "acc": 62.53, + "time": 94.83630333421752, + "param": [ + { + "p": 0.09770669043064117, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12934936583042145, + "m": 1.0 + }, + { + "p": 0.006881933193653822, + "m": 1.0 + }, + { + "p": 0.012966756708920002, + "m": 1.0 + }, + { + "p": 0.030094945803284645, + "m": 1.0 + }, + { + "p": 0.1060454323887825, + "m": 1.0 + }, + { + "p": 0.04661618918180466, + "m": 1.0 + }, + { + "p": 0.07375944405794144, + "m": 1.0 + }, + { + "p": 0.07557620853185654, + "m": 1.0 + }, + { + "p": 0.07310318946838379, + "m": 1.0 + }, + { + "p": 0.13011711835861206, + "m": 1.0 + }, + { + "p": 0.19002404808998108, + "m": 1.0 + }, + { + "p": 0.0277587678283453, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.0604733228683472, + "val_loss": 1.0486778020858765, + "acc": 62.95, + "time": 89.40779693704098, + "param": [ + { + "p": 0.09254173189401627, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11416951566934586, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0333574078977108, + "m": 1.0 + }, + { + "p": 0.11385991424322128, + "m": 1.0 + }, + { + "p": 0.047975391149520874, + "m": 1.0 + }, + { + "p": 0.0822448879480362, + "m": 1.0 + }, + { + "p": 0.07678550481796265, + "m": 1.0 + }, + { + "p": 0.06781081110239029, + "m": 1.0 + }, + { + "p": 0.14767831563949585, + "m": 1.0 + }, + { + "p": 0.19537058472633362, + "m": 1.0 + }, + { + "p": 0.028205960988998413, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.2154743671417236, + "val_loss": 1.0586154460906982, + "acc": 64.25, + "time": 88.8474906149786, + "param": [ + { + "p": 0.08698246628046036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10993920266628265, + "m": 1.0 + }, + { + "p": 0.0003495918936096132, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03295062109827995, + "m": 1.0 + }, + { + "p": 0.09914971888065338, + "m": 1.0 + }, + { + "p": 0.059209372848272324, + "m": 1.0 + }, + { + "p": 0.0869663655757904, + "m": 1.0 + }, + { + "p": 0.08334189653396606, + "m": 1.0 + }, + { + "p": 0.06943701207637787, + "m": 1.0 + }, + { + "p": 0.15017960965633392, + "m": 1.0 + }, + { + "p": 0.17814457416534424, + "m": 1.0 + }, + { + "p": 0.043349526822566986, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.3444570302963257, + "val_loss": 1.0267897844314575, + "acc": 63.46, + "time": 84.37670690496452, + "param": [ + { + "p": 0.08786851912736893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11676579713821411, + "m": 1.0 + }, + { + "p": 0.008168939501047134, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02032634988427162, + "m": 1.0 + }, + { + "p": 0.08765847235918045, + "m": 1.0 + }, + { + "p": 0.05023776739835739, + "m": 1.0 + }, + { + "p": 0.09541956335306168, + "m": 1.0 + }, + { + "p": 0.0885884091258049, + "m": 1.0 + }, + { + "p": 0.08258657157421112, + "m": 1.0 + }, + { + "p": 0.1506393551826477, + "m": 1.0 + }, + { + "p": 0.163292795419693, + "m": 1.0 + }, + { + "p": 0.04844742268323898, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.2918182611465454, + "val_loss": 1.0120435953140259, + "acc": 63.18, + "time": 93.46109514287673, + "param": [ + { + "p": 0.08140552043914795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1292913407087326, + "m": 1.0 + }, + { + "p": 0.009131870232522488, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0004942528321407735, + "m": 1.0 + }, + { + "p": 0.08575328439474106, + "m": 1.0 + }, + { + "p": 0.03549341857433319, + "m": 1.0 + }, + { + "p": 0.09753065556287766, + "m": 1.0 + }, + { + "p": 0.10010654479265213, + "m": 1.0 + }, + { + "p": 0.10133853554725647, + "m": 1.0 + }, + { + "p": 0.15489743649959564, + "m": 1.0 + }, + { + "p": 0.16757835447788239, + "m": 1.0 + }, + { + "p": 0.036978863179683685, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.0896028280258179, + "val_loss": 1.0379828214645386, + "acc": 64.72, + "time": 93.96184138697572, + "param": [ + { + "p": 0.09277379512786865, + "m": 1.0 + }, + { + "p": 0.0005457494989968836, + "m": 1.0 + }, + { + "p": 0.12976114451885223, + "m": 1.0 + }, + { + "p": 0.013028519228100777, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0002804321120493114, + "m": 1.0 + }, + { + "p": 0.06978978216648102, + "m": 1.0 + }, + { + "p": 0.03317798301577568, + "m": 1.0 + }, + { + "p": 0.09796950966119766, + "m": 1.0 + }, + { + "p": 0.11345604807138443, + "m": 1.0 + }, + { + "p": 0.10947790741920471, + "m": 1.0 + }, + { + "p": 0.14598645269870758, + "m": 1.0 + }, + { + "p": 0.15669165551662445, + "m": 1.0 + }, + { + "p": 0.037061017006635666, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.08626389503479, + "val_loss": 1.0380607843399048, + "acc": 64.97, + "time": 91.54493320314214, + "param": [ + { + "p": 0.09704744070768356, + "m": 1.0 + }, + { + "p": 0.0026555941440165043, + "m": 1.0 + }, + { + "p": 0.14073237776756287, + "m": 1.0 + }, + { + "p": 0.014306539669632912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010203269310295582, + "m": 1.0 + }, + { + "p": 0.0320797935128212, + "m": 1.0 + }, + { + "p": 0.03433274105191231, + "m": 1.0 + }, + { + "p": 0.10940561443567276, + "m": 1.0 + }, + { + "p": 0.11086080223321915, + "m": 1.0 + }, + { + "p": 0.11806154996156693, + "m": 1.0 + }, + { + "p": 0.13856859505176544, + "m": 1.0 + }, + { + "p": 0.1474030762910843, + "m": 1.0 + }, + { + "p": 0.04434249922633171, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.0330346822738647, + "val_loss": 0.990186870098114, + "acc": 63.88, + "time": 92.42947803414427, + "param": [ + { + "p": 0.10349410772323608, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15034165978431702, + "m": 1.0 + }, + { + "p": 0.017138710245490074, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00963589083403349, + "m": 1.0 + }, + { + "p": 0.012387696653604507, + "m": 1.0 + }, + { + "p": 0.03801587596535683, + "m": 1.0 + }, + { + "p": 0.11965344101190567, + "m": 1.0 + }, + { + "p": 0.10242695361375809, + "m": 1.0 + }, + { + "p": 0.11281166225671768, + "m": 1.0 + }, + { + "p": 0.1505693942308426, + "m": 1.0 + }, + { + "p": 0.1304742842912674, + "m": 1.0 + }, + { + "p": 0.05305035412311554, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.2880483865737915, + "val_loss": 0.9396471381187439, + "acc": 66.41, + "time": 82.74945132387802, + "param": [ + { + "p": 0.10358365625143051, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14850588142871857, + "m": 1.0 + }, + { + "p": 0.021102000027894974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008822833187878132, + "m": 1.0 + }, + { + "p": 0.013319210149347782, + "m": 1.0 + }, + { + "p": 0.04228440299630165, + "m": 1.0 + }, + { + "p": 0.1242256760597229, + "m": 1.0 + }, + { + "p": 0.09061689674854279, + "m": 1.0 + }, + { + "p": 0.11556889861822128, + "m": 1.0 + }, + { + "p": 0.1708226501941681, + "m": 1.0 + }, + { + "p": 0.12335167080163956, + "m": 1.0 + }, + { + "p": 0.03779621049761772, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.2839099168777466, + "val_loss": 0.9579424262046814, + "acc": 65.76, + "time": 82.11823297617957, + "param": [ + { + "p": 0.09377593547105789, + "m": 1.0 + }, + { + "p": 0.0018167473608627915, + "m": 1.0 + }, + { + "p": 0.1261497586965561, + "m": 1.0 + }, + { + "p": 0.025604387745261192, + "m": 1.0 + }, + { + "p": 0.010920124128460884, + "m": 1.0 + }, + { + "p": 0.01679626852273941, + "m": 1.0 + }, + { + "p": 0.025828827172517776, + "m": 1.0 + }, + { + "p": 0.06332790851593018, + "m": 1.0 + }, + { + "p": 0.11882297694683075, + "m": 1.0 + }, + { + "p": 0.08549943566322327, + "m": 1.0 + }, + { + "p": 0.10623723268508911, + "m": 1.0 + }, + { + "p": 0.17237600684165955, + "m": 1.0 + }, + { + "p": 0.11269648373126984, + "m": 1.0 + }, + { + "p": 0.04014778509736061, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.1689982414245605, + "val_loss": 1.1073646545410156, + "acc": 66.02, + "time": 96.83652318501845, + "param": [ + { + "p": 0.09059573709964752, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11831417679786682, + "m": 1.0 + }, + { + "p": 0.02340802736580372, + "m": 1.0 + }, + { + "p": 0.019954845309257507, + "m": 1.0 + }, + { + "p": 0.022875646129250526, + "m": 1.0 + }, + { + "p": 0.039444491267204285, + "m": 1.0 + }, + { + "p": 0.07030228525400162, + "m": 1.0 + }, + { + "p": 0.11835397034883499, + "m": 1.0 + }, + { + "p": 0.08239016681909561, + "m": 1.0 + }, + { + "p": 0.0939149558544159, + "m": 1.0 + }, + { + "p": 0.16717208921909332, + "m": 1.0 + }, + { + "p": 0.113737553358078, + "m": 1.0 + }, + { + "p": 0.03953605145215988, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.2743492126464844, + "val_loss": 1.002380132675171, + "acc": 66.07, + "time": 98.7008891380392, + "param": [ + { + "p": 0.0955459251999855, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10836920887231827, + "m": 1.0 + }, + { + "p": 0.02766277827322483, + "m": 1.0 + }, + { + "p": 0.019806183874607086, + "m": 1.0 + }, + { + "p": 0.03380591794848442, + "m": 1.0 + }, + { + "p": 0.05152525752782822, + "m": 1.0 + }, + { + "p": 0.07188931852579117, + "m": 1.0 + }, + { + "p": 0.11427219957113266, + "m": 1.0 + }, + { + "p": 0.08302928507328033, + "m": 1.0 + }, + { + "p": 0.09217386692762375, + "m": 1.0 + }, + { + "p": 0.1590118408203125, + "m": 1.0 + }, + { + "p": 0.11066238582134247, + "m": 1.0 + }, + { + "p": 0.032245852053165436, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.3629357814788818, + "val_loss": 0.9382089972496033, + "acc": 67.26, + "time": 85.40190463606268, + "param": [ + { + "p": 0.10261039435863495, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11354494839906693, + "m": 1.0 + }, + { + "p": 0.012450375594198704, + "m": 1.0 + }, + { + "p": 0.0009855951648205519, + "m": 1.0 + }, + { + "p": 0.028648285195231438, + "m": 1.0 + }, + { + "p": 0.050294265151023865, + "m": 1.0 + }, + { + "p": 0.07844053953886032, + "m": 1.0 + }, + { + "p": 0.11621955037117004, + "m": 1.0 + }, + { + "p": 0.10127471387386322, + "m": 1.0 + }, + { + "p": 0.09293946623802185, + "m": 1.0 + }, + { + "p": 0.16146354377269745, + "m": 1.0 + }, + { + "p": 0.11373771727085114, + "m": 1.0 + }, + { + "p": 0.027390537783503532, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.0017504692077637, + "val_loss": 0.9037150144577026, + "acc": 67.72, + "time": 83.40109447692521, + "param": [ + { + "p": 0.11266150325536728, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11721271276473999, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016419576480984688, + "m": 1.0 + }, + { + "p": 0.04614058881998062, + "m": 1.0 + }, + { + "p": 0.08477410674095154, + "m": 1.0 + }, + { + "p": 0.11838676780462265, + "m": 1.0 + }, + { + "p": 0.12338384985923767, + "m": 1.0 + }, + { + "p": 0.09707588702440262, + "m": 1.0 + }, + { + "p": 0.16413189470767975, + "m": 1.0 + }, + { + "p": 0.11874489486217499, + "m": 1.0 + }, + { + "p": 0.0010682083666324615, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.0845930576324463, + "val_loss": 1.0665364265441895, + "acc": 66.4, + "time": 93.9054956662003, + "param": [ + { + "p": 0.12057624012231827, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11879535764455795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04284780099987984, + "m": 1.0 + }, + { + "p": 0.08868835866451263, + "m": 1.0 + }, + { + "p": 0.12158199399709702, + "m": 1.0 + }, + { + "p": 0.13960932195186615, + "m": 1.0 + }, + { + "p": 0.0964619442820549, + "m": 1.0 + }, + { + "p": 0.15483352541923523, + "m": 1.0 + }, + { + "p": 0.11660546064376831, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 0.9526291489601135, + "val_loss": 1.057382345199585, + "acc": 67.62, + "time": 90.93153767101467, + "param": [ + { + "p": 0.13603924214839935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12412143498659134, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0426417738199234, + "m": 1.0 + }, + { + "p": 0.0676305890083313, + "m": 1.0 + }, + { + "p": 0.10408642888069153, + "m": 1.0 + }, + { + "p": 0.16054657101631165, + "m": 1.0 + }, + { + "p": 0.09845348447561264, + "m": 1.0 + }, + { + "p": 0.14909477531909943, + "m": 1.0 + }, + { + "p": 0.11738565564155579, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.039420485496521, + "val_loss": 0.8919389843940735, + "acc": 67.65, + "time": 88.04440218396485, + "param": [ + { + "p": 0.15804167091846466, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12431108206510544, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03497335687279701, + "m": 1.0 + }, + { + "p": 0.04180280119180679, + "m": 1.0 + }, + { + "p": 0.08845412731170654, + "m": 1.0 + }, + { + "p": 0.17163246870040894, + "m": 1.0 + }, + { + "p": 0.1080937534570694, + "m": 1.0 + }, + { + "p": 0.1604372262954712, + "m": 1.0 + }, + { + "p": 0.11212360858917236, + "m": 1.0 + }, + { + "p": 0.0001298557035624981, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.153654932975769, + "val_loss": 0.9109180569648743, + "acc": 67.84, + "time": 87.2485364060849, + "param": [ + { + "p": 0.180589959025383, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12642154097557068, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0007354309200309217, + "m": 1.0 + }, + { + "p": 0.020349111407995224, + "m": 1.0 + }, + { + "p": 0.03503638133406639, + "m": 1.0 + }, + { + "p": 0.07147176563739777, + "m": 1.0 + }, + { + "p": 0.1635982245206833, + "m": 1.0 + }, + { + "p": 0.10446912795305252, + "m": 1.0 + }, + { + "p": 0.17612770199775696, + "m": 1.0 + }, + { + "p": 0.10334009677171707, + "m": 1.0 + }, + { + "p": 0.01786068268120289, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 0.851979672908783, + "val_loss": 0.8279514312744141, + "acc": 68.7, + "time": 86.6647442879621, + "param": [ + { + "p": 0.1806490421295166, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12880660593509674, + "m": 1.0 + }, + { + "p": 0.008311840705573559, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014438988640904427, + "m": 1.0 + }, + { + "p": 0.017106855288147926, + "m": 1.0 + }, + { + "p": 0.04279906302690506, + "m": 1.0 + }, + { + "p": 0.05871348828077316, + "m": 1.0 + }, + { + "p": 0.1422206163406372, + "m": 1.0 + }, + { + "p": 0.08850237727165222, + "m": 1.0 + }, + { + "p": 0.17778430879116058, + "m": 1.0 + }, + { + "p": 0.10009964555501938, + "m": 1.0 + }, + { + "p": 0.04056718200445175, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.0295673608779907, + "val_loss": 1.0309205055236816, + "acc": 67.54, + "time": 92.49263536999933, + "param": [ + { + "p": 0.1868058741092682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1309918463230133, + "m": 1.0 + }, + { + "p": 0.014600072056055069, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019897861406207085, + "m": 1.0 + }, + { + "p": 0.03054410219192505, + "m": 1.0 + }, + { + "p": 0.04333525523543358, + "m": 1.0 + }, + { + "p": 0.06546135246753693, + "m": 1.0 + }, + { + "p": 0.1256483644247055, + "m": 1.0 + }, + { + "p": 0.07252800464630127, + "m": 1.0 + }, + { + "p": 0.1701030433177948, + "m": 1.0 + }, + { + "p": 0.10451305657625198, + "m": 1.0 + }, + { + "p": 0.0355711467564106, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 0.9625391960144043, + "val_loss": 0.8974860906600952, + "acc": 68.06, + "time": 88.20375928399153, + "param": [ + { + "p": 0.19907382130622864, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13508756458759308, + "m": 1.0 + }, + { + "p": 0.0051695555448532104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026903865858912468, + "m": 1.0 + }, + { + "p": 0.03996068239212036, + "m": 1.0 + }, + { + "p": 0.047271568328142166, + "m": 1.0 + }, + { + "p": 0.06103060767054558, + "m": 1.0 + }, + { + "p": 0.10342726856470108, + "m": 1.0 + }, + { + "p": 0.05493561923503876, + "m": 1.0 + }, + { + "p": 0.18574358522891998, + "m": 1.0 + }, + { + "p": 0.1246945708990097, + "m": 1.0 + }, + { + "p": 0.016701387241482735, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 0.8525906801223755, + "val_loss": 0.9033132791519165, + "acc": 68.68, + "time": 94.00705283996649, + "param": [ + { + "p": 0.21954753994941711, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15199784934520721, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011488597840070724, + "m": 1.0 + }, + { + "p": 0.018033884465694427, + "m": 1.0 + }, + { + "p": 0.0447421669960022, + "m": 1.0 + }, + { + "p": 0.04329502210021019, + "m": 1.0 + }, + { + "p": 0.08395536243915558, + "m": 1.0 + }, + { + "p": 0.04142570123076439, + "m": 1.0 + }, + { + "p": 0.22194425761699677, + "m": 1.0 + }, + { + "p": 0.16356952488422394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.2710657119750977, + "val_loss": 1.0875983238220215, + "acc": 67.62, + "time": 87.13567117205821, + "param": [ + { + "p": 0.2329142540693283, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16482239961624146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012080738320946693, + "m": 1.0 + }, + { + "p": 0.005553633440285921, + "m": 1.0 + }, + { + "p": 0.032782334834337234, + "m": 1.0 + }, + { + "p": 0.023961342871189117, + "m": 1.0 + }, + { + "p": 0.07297082990407944, + "m": 1.0 + }, + { + "p": 0.025154046714305878, + "m": 1.0 + }, + { + "p": 0.24857322871685028, + "m": 1.0 + }, + { + "p": 0.1800827831029892, + "m": 1.0 + }, + { + "p": 0.0011043917620554566, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 0.882395327091217, + "val_loss": 0.8385409712791443, + "acc": 67.32, + "time": 98.532222581096, + "param": [ + { + "p": 0.2080821692943573, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15061348676681519, + "m": 1.0 + }, + { + "p": 0.015193249098956585, + "m": 1.0 + }, + { + "p": 0.006276843138039112, + "m": 1.0 + }, + { + "p": 0.020581040531396866, + "m": 1.0 + }, + { + "p": 0.012956577353179455, + "m": 1.0 + }, + { + "p": 0.031788747757673264, + "m": 1.0 + }, + { + "p": 0.04847178980708122, + "m": 1.0 + }, + { + "p": 0.06983782351016998, + "m": 1.0 + }, + { + "p": 0.022540219128131866, + "m": 1.0 + }, + { + "p": 0.2266656905412674, + "m": 1.0 + }, + { + "p": 0.16377556324005127, + "m": 1.0 + }, + { + "p": 0.023216838017106056, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 0.9427701830863953, + "val_loss": 0.9020342230796814, + "acc": 69.19, + "time": 87.55340198101476, + "param": [ + { + "p": 0.2215857058763504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15276052057743073, + "m": 1.0 + }, + { + "p": 0.019018538296222687, + "m": 1.0 + }, + { + "p": 0.0006645987741649151, + "m": 1.0 + }, + { + "p": 0.024431463330984116, + "m": 1.0 + }, + { + "p": 0.008450700901448727, + "m": 1.0 + }, + { + "p": 0.01844937540590763, + "m": 1.0 + }, + { + "p": 0.05679674819111824, + "m": 1.0 + }, + { + "p": 0.06229613348841667, + "m": 1.0 + }, + { + "p": 0.012937637977302074, + "m": 1.0 + }, + { + "p": 0.23386667668819427, + "m": 1.0 + }, + { + "p": 0.16588039696216583, + "m": 1.0 + }, + { + "p": 0.02286151610314846, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.114362359046936, + "val_loss": 0.8457005023956299, + "acc": 68.41, + "time": 82.69817601004615, + "param": [ + { + "p": 0.20632019639015198, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13897158205509186, + "m": 1.0 + }, + { + "p": 0.033201802521944046, + "m": 1.0 + }, + { + "p": 0.011805029585957527, + "m": 1.0 + }, + { + "p": 0.037290334701538086, + "m": 1.0 + }, + { + "p": 0.023571627214550972, + "m": 1.0 + }, + { + "p": 0.018317891284823418, + "m": 1.0 + }, + { + "p": 0.04914068058133125, + "m": 1.0 + }, + { + "p": 0.05469345673918724, + "m": 1.0 + }, + { + "p": 0.015716642141342163, + "m": 1.0 + }, + { + "p": 0.2244301736354828, + "m": 1.0 + }, + { + "p": 0.14615404605865479, + "m": 1.0 + }, + { + "p": 0.04038652032613754, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 0.8746528625488281, + "val_loss": 0.9333823919296265, + "acc": 68.18, + "time": 96.19423046801239, + "param": [ + { + "p": 0.17855389416217804, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11973802745342255, + "m": 1.0 + }, + { + "p": 0.047753218561410904, + "m": 1.0 + }, + { + "p": 0.029267096891999245, + "m": 1.0 + }, + { + "p": 0.034589603543281555, + "m": 1.0 + }, + { + "p": 0.04787611961364746, + "m": 1.0 + }, + { + "p": 0.021930858492851257, + "m": 1.0 + }, + { + "p": 0.04231903329491615, + "m": 1.0 + }, + { + "p": 0.05425579473376274, + "m": 1.0 + }, + { + "p": 0.04128003865480423, + "m": 1.0 + }, + { + "p": 0.20311549305915833, + "m": 1.0 + }, + { + "p": 0.11390259861946106, + "m": 1.0 + }, + { + "p": 0.06541825830936432, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.0713090896606445, + "val_loss": 0.83379065990448, + "acc": 69.63, + "time": 85.75158310704865, + "param": [ + { + "p": 0.14229364693164825, + "m": 1.0 + }, + { + "p": 0.003919454291462898, + "m": 1.0 + }, + { + "p": 0.10446185618638992, + "m": 1.0 + }, + { + "p": 0.05605233460664749, + "m": 1.0 + }, + { + "p": 0.03948225826025009, + "m": 1.0 + }, + { + "p": 0.029583197087049484, + "m": 1.0 + }, + { + "p": 0.07116543501615524, + "m": 1.0 + }, + { + "p": 0.030012482777237892, + "m": 1.0 + }, + { + "p": 0.04713672772049904, + "m": 1.0 + }, + { + "p": 0.0639350637793541, + "m": 1.0 + }, + { + "p": 0.06050143018364906, + "m": 1.0 + }, + { + "p": 0.17250119149684906, + "m": 1.0 + }, + { + "p": 0.09818573296070099, + "m": 1.0 + }, + { + "p": 0.0807691439986229, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 0.8344888687133789, + "val_loss": 0.9657248854637146, + "acc": 69.13, + "time": 86.47337889997289, + "param": [ + { + "p": 0.11705547571182251, + "m": 1.0 + }, + { + "p": 0.012463737279176712, + "m": 1.0 + }, + { + "p": 0.09843363612890244, + "m": 1.0 + }, + { + "p": 0.05318813398480415, + "m": 1.0 + }, + { + "p": 0.04235798493027687, + "m": 1.0 + }, + { + "p": 0.024886049330234528, + "m": 1.0 + }, + { + "p": 0.07911261171102524, + "m": 1.0 + }, + { + "p": 0.044000837951898575, + "m": 1.0 + }, + { + "p": 0.05148568004369736, + "m": 1.0 + }, + { + "p": 0.06436959654092789, + "m": 1.0 + }, + { + "p": 0.08014144003391266, + "m": 1.0 + }, + { + "p": 0.15876851975917816, + "m": 1.0 + }, + { + "p": 0.08936112374067307, + "m": 1.0 + }, + { + "p": 0.08437522500753403, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.008836269378662, + "val_loss": 0.7947447896003723, + "acc": 69.6, + "time": 90.63515919889323, + "param": [ + { + "p": 0.100172258913517, + "m": 1.0 + }, + { + "p": 0.004138128366321325, + "m": 1.0 + }, + { + "p": 0.10000181943178177, + "m": 1.0 + }, + { + "p": 0.05069122463464737, + "m": 1.0 + }, + { + "p": 0.04307421296834946, + "m": 1.0 + }, + { + "p": 0.03015737608075142, + "m": 1.0 + }, + { + "p": 0.0863739401102066, + "m": 1.0 + }, + { + "p": 0.04710529372096062, + "m": 1.0 + }, + { + "p": 0.06176968291401863, + "m": 1.0 + }, + { + "p": 0.06987840682268143, + "m": 1.0 + }, + { + "p": 0.08783095329999924, + "m": 1.0 + }, + { + "p": 0.15612630546092987, + "m": 1.0 + }, + { + "p": 0.07994332909584045, + "m": 1.0 + }, + { + "p": 0.08273710310459137, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.3690322637557983, + "val_loss": 0.8393022418022156, + "acc": 69.88, + "time": 89.20663611404598, + "param": [ + { + "p": 0.0976729616522789, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10302969813346863, + "m": 1.0 + }, + { + "p": 0.05259569734334946, + "m": 1.0 + }, + { + "p": 0.04380664974451065, + "m": 1.0 + }, + { + "p": 0.03953731060028076, + "m": 1.0 + }, + { + "p": 0.08675634115934372, + "m": 1.0 + }, + { + "p": 0.06655633449554443, + "m": 1.0 + }, + { + "p": 0.07276646792888641, + "m": 1.0 + }, + { + "p": 0.07849141955375671, + "m": 1.0 + }, + { + "p": 0.08464998751878738, + "m": 1.0 + }, + { + "p": 0.13307802379131317, + "m": 1.0 + }, + { + "p": 0.06765017658472061, + "m": 1.0 + }, + { + "p": 0.07340896874666214, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.0778590440750122, + "val_loss": 0.8815858960151672, + "acc": 70.29, + "time": 99.65975784696639, + "param": [ + { + "p": 0.10185206681489944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08875347673892975, + "m": 1.0 + }, + { + "p": 0.05207555741071701, + "m": 1.0 + }, + { + "p": 0.03179403021931648, + "m": 1.0 + }, + { + "p": 0.03655527904629707, + "m": 1.0 + }, + { + "p": 0.09146680682897568, + "m": 1.0 + }, + { + "p": 0.06318604946136475, + "m": 1.0 + }, + { + "p": 0.07775744050741196, + "m": 1.0 + }, + { + "p": 0.09509020298719406, + "m": 1.0 + }, + { + "p": 0.07978743314743042, + "m": 1.0 + }, + { + "p": 0.1413731724023819, + "m": 1.0 + }, + { + "p": 0.07573532313108444, + "m": 1.0 + }, + { + "p": 0.06457322090864182, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 0.9883369207382202, + "val_loss": 0.8845499753952026, + "acc": 69.87, + "time": 82.94711029599421, + "param": [ + { + "p": 0.10362645983695984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07566727697849274, + "m": 1.0 + }, + { + "p": 0.051114823669195175, + "m": 1.0 + }, + { + "p": 0.03552216663956642, + "m": 1.0 + }, + { + "p": 0.03224126249551773, + "m": 1.0 + }, + { + "p": 0.10624290257692337, + "m": 1.0 + }, + { + "p": 0.061329398304224014, + "m": 1.0 + }, + { + "p": 0.07774484902620316, + "m": 1.0 + }, + { + "p": 0.09727559983730316, + "m": 1.0 + }, + { + "p": 0.08501327782869339, + "m": 1.0 + }, + { + "p": 0.13141290843486786, + "m": 1.0 + }, + { + "p": 0.09615600854158401, + "m": 1.0 + }, + { + "p": 0.04665304720401764, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 0.8901000618934631, + "val_loss": 0.8797113299369812, + "acc": 69.61, + "time": 91.52324510505423, + "param": [ + { + "p": 0.11884826421737671, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0690654069185257, + "m": 1.0 + }, + { + "p": 0.035625360906124115, + "m": 1.0 + }, + { + "p": 0.04370557516813278, + "m": 1.0 + }, + { + "p": 0.038679707795381546, + "m": 1.0 + }, + { + "p": 0.12048983573913574, + "m": 1.0 + }, + { + "p": 0.0578434094786644, + "m": 1.0 + }, + { + "p": 0.05751617252826691, + "m": 1.0 + }, + { + "p": 0.09829142689704895, + "m": 1.0 + }, + { + "p": 0.07985831797122955, + "m": 1.0 + }, + { + "p": 0.127419114112854, + "m": 1.0 + }, + { + "p": 0.12348833680152893, + "m": 1.0 + }, + { + "p": 0.029169194400310516, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.226819396018982, + "val_loss": 0.8271777629852295, + "acc": 70.19, + "time": 91.66206139489077, + "param": [ + { + "p": 0.12303458154201508, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07889128476381302, + "m": 1.0 + }, + { + "p": 0.04043954983353615, + "m": 1.0 + }, + { + "p": 0.024178577587008476, + "m": 1.0 + }, + { + "p": 0.0646997019648552, + "m": 1.0 + }, + { + "p": 0.12133389711380005, + "m": 1.0 + }, + { + "p": 0.06460656225681305, + "m": 1.0 + }, + { + "p": 0.03648881986737251, + "m": 1.0 + }, + { + "p": 0.09608326852321625, + "m": 1.0 + }, + { + "p": 0.0704704150557518, + "m": 1.0 + }, + { + "p": 0.1151290014386177, + "m": 1.0 + }, + { + "p": 0.14057332277297974, + "m": 1.0 + }, + { + "p": 0.02407095767557621, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 0.9505949020385742, + "val_loss": 0.8446220755577087, + "acc": 70.16, + "time": 89.76001588394865, + "param": [ + { + "p": 0.12829512357711792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10562102496623993, + "m": 1.0 + }, + { + "p": 0.0415249802172184, + "m": 1.0 + }, + { + "p": 0.0032428281847387552, + "m": 1.0 + }, + { + "p": 0.06909507513046265, + "m": 1.0 + }, + { + "p": 0.1216525137424469, + "m": 1.0 + }, + { + "p": 0.05685240775346756, + "m": 1.0 + }, + { + "p": 0.019102897495031357, + "m": 1.0 + }, + { + "p": 0.08584288507699966, + "m": 1.0 + }, + { + "p": 0.06631800532341003, + "m": 1.0 + }, + { + "p": 0.10234017670154572, + "m": 1.0 + }, + { + "p": 0.15139785408973694, + "m": 1.0 + }, + { + "p": 0.04871430993080139, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 0.8896386623382568, + "val_loss": 0.7804669141769409, + "acc": 69.68, + "time": 82.62258926592767, + "param": [ + { + "p": 0.1396661102771759, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10809393972158432, + "m": 1.0 + }, + { + "p": 0.04299640282988548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.055075421929359436, + "m": 1.0 + }, + { + "p": 0.11163061857223511, + "m": 1.0 + }, + { + "p": 0.04663199558854103, + "m": 1.0 + }, + { + "p": 0.013930119574069977, + "m": 1.0 + }, + { + "p": 0.09426259994506836, + "m": 1.0 + }, + { + "p": 0.05865847319364548, + "m": 1.0 + }, + { + "p": 0.09522176533937454, + "m": 1.0 + }, + { + "p": 0.1622302234172821, + "m": 1.0 + }, + { + "p": 0.07160232961177826, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 0.964788019657135, + "val_loss": 0.7521575689315796, + "acc": 70.66, + "time": 82.7412620340474, + "param": [ + { + "p": 0.14977174997329712, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10505479574203491, + "m": 1.0 + }, + { + "p": 0.043314963579177856, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04046132043004036, + "m": 1.0 + }, + { + "p": 0.08732911199331284, + "m": 1.0 + }, + { + "p": 0.04128136858344078, + "m": 1.0 + }, + { + "p": 0.008811834268271923, + "m": 1.0 + }, + { + "p": 0.10384618490934372, + "m": 1.0 + }, + { + "p": 0.05372198671102524, + "m": 1.0 + }, + { + "p": 0.1085137128829956, + "m": 1.0 + }, + { + "p": 0.16984812915325165, + "m": 1.0 + }, + { + "p": 0.08804487437009811, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 0.8694918155670166, + "val_loss": 0.9169236421585083, + "acc": 70.52, + "time": 87.68162966007367, + "param": [ + { + "p": 0.15929590165615082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10246475785970688, + "m": 1.0 + }, + { + "p": 0.0358886793255806, + "m": 1.0 + }, + { + "p": 0.001362789305858314, + "m": 1.0 + }, + { + "p": 0.052588511258363724, + "m": 1.0 + }, + { + "p": 0.07262158393859863, + "m": 1.0 + }, + { + "p": 0.039408035576343536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11624346673488617, + "m": 1.0 + }, + { + "p": 0.04920025169849396, + "m": 1.0 + }, + { + "p": 0.1298643946647644, + "m": 1.0 + }, + { + "p": 0.16788692772388458, + "m": 1.0 + }, + { + "p": 0.07317477464675903, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 0.96806401014328, + "val_loss": 0.9505060911178589, + "acc": 69.24, + "time": 90.80659547890536, + "param": [ + { + "p": 0.1709575355052948, + "m": 1.0 + }, + { + "p": 0.0027822740375995636, + "m": 1.0 + }, + { + "p": 0.1053672507405281, + "m": 1.0 + }, + { + "p": 0.01760758087038994, + "m": 1.0 + }, + { + "p": 0.0016400835011154413, + "m": 1.0 + }, + { + "p": 0.051429349929094315, + "m": 1.0 + }, + { + "p": 0.05516739562153816, + "m": 1.0 + }, + { + "p": 0.04901830106973648, + "m": 1.0 + }, + { + "p": 2.811992453644052e-05, + "m": 1.0 + }, + { + "p": 0.11752627044916153, + "m": 1.0 + }, + { + "p": 0.0459023118019104, + "m": 1.0 + }, + { + "p": 0.1574922651052475, + "m": 1.0 + }, + { + "p": 0.1707351803779602, + "m": 1.0 + }, + { + "p": 0.054346151649951935, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.153242826461792, + "val_loss": 0.868104875087738, + "acc": 70.28, + "time": 86.40143599291332, + "param": [ + { + "p": 0.15703549981117249, + "m": 1.0 + }, + { + "p": 0.015835635364055634, + "m": 1.0 + }, + { + "p": 0.10896693915128708, + "m": 1.0 + }, + { + "p": 0.017515242099761963, + "m": 1.0 + }, + { + "p": 0.014093741774559021, + "m": 1.0 + }, + { + "p": 0.04818510636687279, + "m": 1.0 + }, + { + "p": 0.0377393513917923, + "m": 1.0 + }, + { + "p": 0.05690356343984604, + "m": 1.0 + }, + { + "p": 0.01437255647033453, + "m": 1.0 + }, + { + "p": 0.09973391890525818, + "m": 1.0 + }, + { + "p": 0.05849861726164818, + "m": 1.0 + }, + { + "p": 0.1556287705898285, + "m": 1.0 + }, + { + "p": 0.1602821797132492, + "m": 1.0 + }, + { + "p": 0.055208876729011536, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.0308030843734741, + "val_loss": 0.8255024552345276, + "acc": 70.68, + "time": 82.76507143885829, + "param": [ + { + "p": 0.12705038487911224, + "m": 1.0 + }, + { + "p": 0.016387127339839935, + "m": 1.0 + }, + { + "p": 0.11568821966648102, + "m": 1.0 + }, + { + "p": 0.02693193592131138, + "m": 1.0 + }, + { + "p": 0.02806624211370945, + "m": 1.0 + }, + { + "p": 0.05630064755678177, + "m": 1.0 + }, + { + "p": 0.043548889458179474, + "m": 1.0 + }, + { + "p": 0.05353054404258728, + "m": 1.0 + }, + { + "p": 0.02793201245367527, + "m": 1.0 + }, + { + "p": 0.07960205525159836, + "m": 1.0 + }, + { + "p": 0.07475320249795914, + "m": 1.0 + }, + { + "p": 0.13777019083499908, + "m": 1.0 + }, + { + "p": 0.17029961943626404, + "m": 1.0 + }, + { + "p": 0.042138826102018356, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 0.8681524395942688, + "val_loss": 0.8178733587265015, + "acc": 70.69, + "time": 82.9259787471965, + "param": [ + { + "p": 0.08804251998662949, + "m": 1.0 + }, + { + "p": 0.013584928587079048, + "m": 1.0 + }, + { + "p": 0.10912462323904037, + "m": 1.0 + }, + { + "p": 0.035181865096092224, + "m": 1.0 + }, + { + "p": 0.0392901711165905, + "m": 1.0 + }, + { + "p": 0.06050514429807663, + "m": 1.0 + }, + { + "p": 0.058774735778570175, + "m": 1.0 + }, + { + "p": 0.06433658301830292, + "m": 1.0 + }, + { + "p": 0.05195808410644531, + "m": 1.0 + }, + { + "p": 0.0799667090177536, + "m": 1.0 + }, + { + "p": 0.07361146062612534, + "m": 1.0 + }, + { + "p": 0.12608882784843445, + "m": 1.0 + }, + { + "p": 0.15751542150974274, + "m": 1.0 + }, + { + "p": 0.042018912732601166, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 0.9672448635101318, + "val_loss": 0.8355241417884827, + "acc": 70.97, + "time": 84.33675226196647, + "param": [ + { + "p": 0.06650643795728683, + "m": 1.0 + }, + { + "p": 0.017068885266780853, + "m": 1.0 + }, + { + "p": 0.09474405646324158, + "m": 1.0 + }, + { + "p": 0.040610138326883316, + "m": 1.0 + }, + { + "p": 0.04588834196329117, + "m": 1.0 + }, + { + "p": 0.04802079126238823, + "m": 1.0 + }, + { + "p": 0.0703096017241478, + "m": 1.0 + }, + { + "p": 0.07250116020441055, + "m": 1.0 + }, + { + "p": 0.0754702240228653, + "m": 1.0 + }, + { + "p": 0.08528667688369751, + "m": 1.0 + }, + { + "p": 0.07264499366283417, + "m": 1.0 + }, + { + "p": 0.12332016974687576, + "m": 1.0 + }, + { + "p": 0.13507957756519318, + "m": 1.0 + }, + { + "p": 0.05254891514778137, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.09212327003479, + "val_loss": 0.9323412179946899, + "acc": 70.44, + "time": 90.05236349906772, + "param": [ + { + "p": 0.0567668154835701, + "m": 1.0 + }, + { + "p": 0.02543962560594082, + "m": 1.0 + }, + { + "p": 0.08440743386745453, + "m": 1.0 + }, + { + "p": 0.05657593905925751, + "m": 1.0 + }, + { + "p": 0.051759976893663406, + "m": 1.0 + }, + { + "p": 0.06449949741363525, + "m": 1.0 + }, + { + "p": 0.0714714378118515, + "m": 1.0 + }, + { + "p": 0.06313160806894302, + "m": 1.0 + }, + { + "p": 0.07671520859003067, + "m": 1.0 + }, + { + "p": 0.09015308320522308, + "m": 1.0 + }, + { + "p": 0.07351301610469818, + "m": 1.0 + }, + { + "p": 0.10556484013795853, + "m": 1.0 + }, + { + "p": 0.12579035758972168, + "m": 1.0 + }, + { + "p": 0.05421116203069687, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.079706072807312, + "val_loss": 0.9443926811218262, + "acc": 70.63, + "time": 83.94449712405913, + "param": [ + { + "p": 0.06537885218858719, + "m": 1.0 + }, + { + "p": 0.029115119948983192, + "m": 1.0 + }, + { + "p": 0.08137547969818115, + "m": 1.0 + }, + { + "p": 0.06891336292028427, + "m": 1.0 + }, + { + "p": 0.0456082783639431, + "m": 1.0 + }, + { + "p": 0.06799136102199554, + "m": 1.0 + }, + { + "p": 0.060541778802871704, + "m": 1.0 + }, + { + "p": 0.038856543600559235, + "m": 1.0 + }, + { + "p": 0.08095723390579224, + "m": 1.0 + }, + { + "p": 0.11124986410140991, + "m": 1.0 + }, + { + "p": 0.07847754657268524, + "m": 1.0 + }, + { + "p": 0.0918905958533287, + "m": 1.0 + }, + { + "p": 0.11973769217729568, + "m": 1.0 + }, + { + "p": 0.05990628898143768, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 0.8216378092765808, + "val_loss": 0.8236951231956482, + "acc": 71.17, + "time": 83.64271101704799, + "param": [ + { + "p": 0.07902354747056961, + "m": 1.0 + }, + { + "p": 0.025659454986453056, + "m": 1.0 + }, + { + "p": 0.08493723720312119, + "m": 1.0 + }, + { + "p": 0.06895289570093155, + "m": 1.0 + }, + { + "p": 0.04819905385375023, + "m": 1.0 + }, + { + "p": 0.06779251247644424, + "m": 1.0 + }, + { + "p": 0.041997507214546204, + "m": 1.0 + }, + { + "p": 0.011292953975498676, + "m": 1.0 + }, + { + "p": 0.08373916894197464, + "m": 1.0 + }, + { + "p": 0.13954313099384308, + "m": 1.0 + }, + { + "p": 0.07426699250936508, + "m": 1.0 + }, + { + "p": 0.0827040746808052, + "m": 1.0 + }, + { + "p": 0.1348608285188675, + "m": 1.0 + }, + { + "p": 0.0570305697619915, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 0.9583787322044373, + "val_loss": 0.7724654078483582, + "acc": 70.61, + "time": 94.19748323014937, + "param": [ + { + "p": 0.08962054550647736, + "m": 1.0 + }, + { + "p": 0.01654067449271679, + "m": 1.0 + }, + { + "p": 0.0842985063791275, + "m": 1.0 + }, + { + "p": 0.05901959538459778, + "m": 1.0 + }, + { + "p": 0.05532681941986084, + "m": 1.0 + }, + { + "p": 0.05926104635000229, + "m": 1.0 + }, + { + "p": 0.018201272934675217, + "m": 1.0 + }, + { + "p": 0.019697360694408417, + "m": 1.0 + }, + { + "p": 0.07607907801866531, + "m": 1.0 + }, + { + "p": 0.15414588153362274, + "m": 1.0 + }, + { + "p": 0.07334351539611816, + "m": 1.0 + }, + { + "p": 0.08235757797956467, + "m": 1.0 + }, + { + "p": 0.15488781034946442, + "m": 1.0 + }, + { + "p": 0.05722031742334366, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 0.8325169086456299, + "val_loss": 0.8170217275619507, + "acc": 70.76, + "time": 96.59743363689631, + "param": [ + { + "p": 0.10357867926359177, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07655438035726547, + "m": 1.0 + }, + { + "p": 0.051036536693573, + "m": 1.0 + }, + { + "p": 0.07641082257032394, + "m": 1.0 + }, + { + "p": 0.04584507271647453, + "m": 1.0 + }, + { + "p": 0.0006180337513796985, + "m": 1.0 + }, + { + "p": 0.025727340951561928, + "m": 1.0 + }, + { + "p": 0.06890863180160522, + "m": 1.0 + }, + { + "p": 0.17125006020069122, + "m": 1.0 + }, + { + "p": 0.08423659205436707, + "m": 1.0 + }, + { + "p": 0.08003941923379898, + "m": 1.0 + }, + { + "p": 0.17128704488277435, + "m": 1.0 + }, + { + "p": 0.0445074699819088, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 0.9151338934898376, + "val_loss": 0.723717987537384, + "acc": 71.61, + "time": 97.92858792911284, + "param": [ + { + "p": 0.11811251193284988, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052660826593637466, + "m": 1.0 + }, + { + "p": 0.03259662166237831, + "m": 1.0 + }, + { + "p": 0.09414106607437134, + "m": 1.0 + }, + { + "p": 0.046159591525793076, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0235593244433403, + "m": 1.0 + }, + { + "p": 0.074403315782547, + "m": 1.0 + }, + { + "p": 0.17454780638217926, + "m": 1.0 + }, + { + "p": 0.08227995783090591, + "m": 1.0 + }, + { + "p": 0.0843346118927002, + "m": 1.0 + }, + { + "p": 0.17274703085422516, + "m": 1.0 + }, + { + "p": 0.04445730149745941, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 0.8032580614089966, + "val_loss": 0.786014199256897, + "acc": 71.08, + "time": 89.87500372179784, + "param": [ + { + "p": 0.11589308083057404, + "m": 1.0 + }, + { + "p": 0.005429873708635569, + "m": 1.0 + }, + { + "p": 0.04550367221236229, + "m": 1.0 + }, + { + "p": 0.035342853516340256, + "m": 1.0 + }, + { + "p": 0.0972972884774208, + "m": 1.0 + }, + { + "p": 0.06517542898654938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03707585483789444, + "m": 1.0 + }, + { + "p": 0.07840767502784729, + "m": 1.0 + }, + { + "p": 0.16028980910778046, + "m": 1.0 + }, + { + "p": 0.07419997453689575, + "m": 1.0 + }, + { + "p": 0.08494053035974503, + "m": 1.0 + }, + { + "p": 0.15992626547813416, + "m": 1.0 + }, + { + "p": 0.04051768407225609, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.0764434337615967, + "val_loss": 0.6392339468002319, + "acc": 71.57, + "time": 83.0594322620891, + "param": [ + { + "p": 0.11094610393047333, + "m": 1.0 + }, + { + "p": 0.010982384905219078, + "m": 1.0 + }, + { + "p": 0.05409311130642891, + "m": 1.0 + }, + { + "p": 0.03856000676751137, + "m": 1.0 + }, + { + "p": 0.08230455219745636, + "m": 1.0 + }, + { + "p": 0.08428084850311279, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05456199496984482, + "m": 1.0 + }, + { + "p": 0.07216114550828934, + "m": 1.0 + }, + { + "p": 0.15877948701381683, + "m": 1.0 + }, + { + "p": 0.06003700941801071, + "m": 1.0 + }, + { + "p": 0.09200543910264969, + "m": 1.0 + }, + { + "p": 0.1532198190689087, + "m": 1.0 + }, + { + "p": 0.028068076819181442, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 0.871978223323822, + "val_loss": 0.6579060554504395, + "acc": 71.49, + "time": 87.61519480403513, + "param": [ + { + "p": 0.09256564825773239, + "m": 1.0 + }, + { + "p": 0.012921559624373913, + "m": 1.0 + }, + { + "p": 0.05593131110072136, + "m": 1.0 + }, + { + "p": 0.049901701509952545, + "m": 1.0 + }, + { + "p": 0.0678827166557312, + "m": 1.0 + }, + { + "p": 0.10731016099452972, + "m": 1.0 + }, + { + "p": 0.009080362506210804, + "m": 1.0 + }, + { + "p": 0.06617927551269531, + "m": 1.0 + }, + { + "p": 0.06395286321640015, + "m": 1.0 + }, + { + "p": 0.15069109201431274, + "m": 1.0 + }, + { + "p": 0.05618030205368996, + "m": 1.0 + }, + { + "p": 0.0967153012752533, + "m": 1.0 + }, + { + "p": 0.1429816484451294, + "m": 1.0 + }, + { + "p": 0.027706043794751167, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.0009121894836426, + "val_loss": 0.8678988814353943, + "acc": 71.06, + "time": 90.45333549706265, + "param": [ + { + "p": 0.08469551801681519, + "m": 1.0 + }, + { + "p": 0.020537061616778374, + "m": 1.0 + }, + { + "p": 0.06163531914353371, + "m": 1.0 + }, + { + "p": 0.06539934873580933, + "m": 1.0 + }, + { + "p": 0.056981511414051056, + "m": 1.0 + }, + { + "p": 0.09936768561601639, + "m": 1.0 + }, + { + "p": 0.026974119246006012, + "m": 1.0 + }, + { + "p": 0.0722615048289299, + "m": 1.0 + }, + { + "p": 0.060366563498973846, + "m": 1.0 + }, + { + "p": 0.1188039779663086, + "m": 1.0 + }, + { + "p": 0.06803330034017563, + "m": 1.0 + }, + { + "p": 0.10260175168514252, + "m": 1.0 + }, + { + "p": 0.13132727146148682, + "m": 1.0 + }, + { + "p": 0.031015124171972275, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.9796751737594604, + "val_loss": 0.8402353525161743, + "acc": 71.19, + "time": 99.99333133897744, + "param": [ + { + "p": 0.08356340229511261, + "m": 1.0 + }, + { + "p": 0.012667934410274029, + "m": 1.0 + }, + { + "p": 0.062014929950237274, + "m": 1.0 + }, + { + "p": 0.061846207827329636, + "m": 1.0 + }, + { + "p": 0.07209668308496475, + "m": 1.0 + }, + { + "p": 0.09272532165050507, + "m": 1.0 + }, + { + "p": 0.035404328256845474, + "m": 1.0 + }, + { + "p": 0.07872416079044342, + "m": 1.0 + }, + { + "p": 0.049131348729133606, + "m": 1.0 + }, + { + "p": 0.11926817148923874, + "m": 1.0 + }, + { + "p": 0.07991451770067215, + "m": 1.0 + }, + { + "p": 0.10600476711988449, + "m": 1.0 + }, + { + "p": 0.11694366484880447, + "m": 1.0 + }, + { + "p": 0.029694540426135063, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.9114529490470886, + "val_loss": 0.8621368408203125, + "acc": 72.05, + "time": 92.02250323095359, + "param": [ + { + "p": 0.08574402332305908, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06789983808994293, + "m": 1.0 + }, + { + "p": 0.04522881284356117, + "m": 1.0 + }, + { + "p": 0.07940523326396942, + "m": 1.0 + }, + { + "p": 0.09245117753744125, + "m": 1.0 + }, + { + "p": 0.04063751548528671, + "m": 1.0 + }, + { + "p": 0.08063763380050659, + "m": 1.0 + }, + { + "p": 0.05224529653787613, + "m": 1.0 + }, + { + "p": 0.11935045570135117, + "m": 1.0 + }, + { + "p": 0.07256393134593964, + "m": 1.0 + }, + { + "p": 0.1140691265463829, + "m": 1.0 + }, + { + "p": 0.10898364335298538, + "m": 1.0 + }, + { + "p": 0.040783219039440155, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.119437336921692, + "val_loss": 0.9520295262336731, + "acc": 70.88, + "time": 88.66308327391744, + "param": [ + { + "p": 0.08947692066431046, + "m": 1.0 + }, + { + "p": 0.001575361704453826, + "m": 1.0 + }, + { + "p": 0.07921581715345383, + "m": 1.0 + }, + { + "p": 0.04279479384422302, + "m": 1.0 + }, + { + "p": 0.07342781126499176, + "m": 1.0 + }, + { + "p": 0.09254312515258789, + "m": 1.0 + }, + { + "p": 0.040415290743112564, + "m": 1.0 + }, + { + "p": 0.08822076767683029, + "m": 1.0 + }, + { + "p": 0.07045167684555054, + "m": 1.0 + }, + { + "p": 0.1020316556096077, + "m": 1.0 + }, + { + "p": 0.05834796279668808, + "m": 1.0 + }, + { + "p": 0.09954147785902023, + "m": 1.0 + }, + { + "p": 0.09706902503967285, + "m": 1.0 + }, + { + "p": 0.06488827615976334, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.8102273941040039, + "val_loss": 0.8034328818321228, + "acc": 71.79, + "time": 85.91459961305372, + "param": [ + { + "p": 0.08543650805950165, + "m": 1.0 + }, + { + "p": 0.0029256639536470175, + "m": 1.0 + }, + { + "p": 0.08806547522544861, + "m": 1.0 + }, + { + "p": 0.04455147683620453, + "m": 1.0 + }, + { + "p": 0.07447925209999084, + "m": 1.0 + }, + { + "p": 0.0856507271528244, + "m": 1.0 + }, + { + "p": 0.03999036177992821, + "m": 1.0 + }, + { + "p": 0.09502851963043213, + "m": 1.0 + }, + { + "p": 0.07624703645706177, + "m": 1.0 + }, + { + "p": 0.09226573258638382, + "m": 1.0 + }, + { + "p": 0.04508528485894203, + "m": 1.0 + }, + { + "p": 0.09864938259124756, + "m": 1.0 + }, + { + "p": 0.09441812336444855, + "m": 1.0 + }, + { + "p": 0.07720643281936646, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.9173745512962341, + "val_loss": 0.7662712335586548, + "acc": 71.63, + "time": 83.28148201387376, + "param": [ + { + "p": 0.08358073234558105, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09485695511102676, + "m": 1.0 + }, + { + "p": 0.04112549126148224, + "m": 1.0 + }, + { + "p": 0.0716874897480011, + "m": 1.0 + }, + { + "p": 0.0827731341123581, + "m": 1.0 + }, + { + "p": 0.03483060002326965, + "m": 1.0 + }, + { + "p": 0.10923074185848236, + "m": 1.0 + }, + { + "p": 0.06445383280515671, + "m": 1.0 + }, + { + "p": 0.10326385498046875, + "m": 1.0 + }, + { + "p": 0.032849714159965515, + "m": 1.0 + }, + { + "p": 0.09851568192243576, + "m": 1.0 + }, + { + "p": 0.10927017033100128, + "m": 1.0 + }, + { + "p": 0.0735616683959961, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.0684499740600586, + "val_loss": 0.8109704852104187, + "acc": 72.07, + "time": 86.96734406915493, + "param": [ + { + "p": 0.07036066800355911, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09987857192754745, + "m": 1.0 + }, + { + "p": 0.03820139169692993, + "m": 1.0 + }, + { + "p": 0.061185695230960846, + "m": 1.0 + }, + { + "p": 0.08061054348945618, + "m": 1.0 + }, + { + "p": 0.03143035247921944, + "m": 1.0 + }, + { + "p": 0.12310244888067245, + "m": 1.0 + }, + { + "p": 0.06772211194038391, + "m": 1.0 + }, + { + "p": 0.11368503421545029, + "m": 1.0 + }, + { + "p": 0.027345770969986916, + "m": 1.0 + }, + { + "p": 0.08893099427223206, + "m": 1.0 + }, + { + "p": 0.12274055182933807, + "m": 1.0 + }, + { + "p": 0.07480581104755402, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.9687917232513428, + "val_loss": 0.8504456877708435, + "acc": 71.87, + "time": 92.56688723596744, + "param": [ + { + "p": 0.07392016798257828, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10192230343818665, + "m": 1.0 + }, + { + "p": 0.02106464095413685, + "m": 1.0 + }, + { + "p": 0.05269157513976097, + "m": 1.0 + }, + { + "p": 0.0969332903623581, + "m": 1.0 + }, + { + "p": 0.04541226103901863, + "m": 1.0 + }, + { + "p": 0.1295495331287384, + "m": 1.0 + }, + { + "p": 0.06701646745204926, + "m": 1.0 + }, + { + "p": 0.10552295297384262, + "m": 1.0 + }, + { + "p": 0.024198612198233604, + "m": 1.0 + }, + { + "p": 0.08456375449895859, + "m": 1.0 + }, + { + "p": 0.12438464909791946, + "m": 1.0 + }, + { + "p": 0.07281985133886337, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.9177595376968384, + "val_loss": 0.8517298698425293, + "acc": 72.15, + "time": 82.72482474008575, + "param": [ + { + "p": 0.07686355710029602, + "m": 1.0 + }, + { + "p": 0.0030264188535511494, + "m": 1.0 + }, + { + "p": 0.11444392055273056, + "m": 1.0 + }, + { + "p": 0.02402244322001934, + "m": 1.0 + }, + { + "p": 0.05185669660568237, + "m": 1.0 + }, + { + "p": 0.10450153052806854, + "m": 1.0 + }, + { + "p": 0.08856488019227982, + "m": 1.0 + }, + { + "p": 0.11311846226453781, + "m": 1.0 + }, + { + "p": 0.053247299045324326, + "m": 1.0 + }, + { + "p": 0.08369571715593338, + "m": 1.0 + }, + { + "p": 0.017566271126270294, + "m": 1.0 + }, + { + "p": 0.08364811539649963, + "m": 1.0 + }, + { + "p": 0.12475325912237167, + "m": 1.0 + }, + { + "p": 0.06069149821996689, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.9546908140182495, + "val_loss": 0.9317620992660522, + "acc": 71.35, + "time": 84.86623810697347, + "param": [ + { + "p": 0.08283581584692001, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13214364647865295, + "m": 1.0 + }, + { + "p": 0.021814582869410515, + "m": 1.0 + }, + { + "p": 0.054571881890296936, + "m": 1.0 + }, + { + "p": 0.10125447809696198, + "m": 1.0 + }, + { + "p": 0.09326597303152084, + "m": 1.0 + }, + { + "p": 0.10355659574270248, + "m": 1.0 + }, + { + "p": 0.05160230025649071, + "m": 1.0 + }, + { + "p": 0.07139597833156586, + "m": 1.0 + }, + { + "p": 0.0315498486161232, + "m": 1.0 + }, + { + "p": 0.07484784722328186, + "m": 1.0 + }, + { + "p": 0.12557099759578705, + "m": 1.0 + }, + { + "p": 0.05559004098176956, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 0.9709458947181702, + "val_loss": 0.7473239898681641, + "acc": 71.46, + "time": 89.83132411190309, + "param": [ + { + "p": 0.09953798353672028, + "m": 1.0 + }, + { + "p": 0.0004942130181007087, + "m": 1.0 + }, + { + "p": 0.14479969441890717, + "m": 1.0 + }, + { + "p": 0.03332362696528435, + "m": 1.0 + }, + { + "p": 0.0536603219807148, + "m": 1.0 + }, + { + "p": 0.1036667600274086, + "m": 1.0 + }, + { + "p": 0.0856928899884224, + "m": 1.0 + }, + { + "p": 0.09188864380121231, + "m": 1.0 + }, + { + "p": 0.048639945685863495, + "m": 1.0 + }, + { + "p": 0.056749377399683, + "m": 1.0 + }, + { + "p": 0.03373485431075096, + "m": 1.0 + }, + { + "p": 0.07376320660114288, + "m": 1.0 + }, + { + "p": 0.12530988454818726, + "m": 1.0 + }, + { + "p": 0.04873863235116005, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.8061138987541199, + "val_loss": 0.9158267974853516, + "acc": 71.54, + "time": 84.42342205392197, + "param": [ + { + "p": 0.1082681268453598, + "m": 1.0 + }, + { + "p": 0.004454867914319038, + "m": 1.0 + }, + { + "p": 0.15246830880641937, + "m": 1.0 + }, + { + "p": 0.019474124535918236, + "m": 1.0 + }, + { + "p": 0.057815298438072205, + "m": 1.0 + }, + { + "p": 0.1051349937915802, + "m": 1.0 + }, + { + "p": 0.08124634623527527, + "m": 1.0 + }, + { + "p": 0.08165799081325531, + "m": 1.0 + }, + { + "p": 0.04877083748579025, + "m": 1.0 + }, + { + "p": 0.06329630315303802, + "m": 1.0 + }, + { + "p": 0.02489885874092579, + "m": 1.0 + }, + { + "p": 0.06408648192882538, + "m": 1.0 + }, + { + "p": 0.12700586020946503, + "m": 1.0 + }, + { + "p": 0.06142153590917587, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.037811040878296, + "val_loss": 0.7578178644180298, + "acc": 71.67, + "time": 89.56025970517658, + "param": [ + { + "p": 0.11000829935073853, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18890009820461273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04006698355078697, + "m": 1.0 + }, + { + "p": 0.13249602913856506, + "m": 1.0 + }, + { + "p": 0.081622414290905, + "m": 1.0 + }, + { + "p": 0.07774976640939713, + "m": 1.0 + }, + { + "p": 0.03500303998589516, + "m": 1.0 + }, + { + "p": 0.0687054842710495, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04896111786365509, + "m": 1.0 + }, + { + "p": 0.1505545675754547, + "m": 1.0 + }, + { + "p": 0.06593211740255356, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.7681109309196472, + "val_loss": 0.8465610146522522, + "acc": 70.51, + "time": 85.0415429819841, + "param": [ + { + "p": 0.12520425021648407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.26367244124412537, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004616375081241131, + "m": 1.0 + }, + { + "p": 0.18109264969825745, + "m": 1.0 + }, + { + "p": 0.06026441603899002, + "m": 1.0 + }, + { + "p": 0.06458237767219543, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05407153442502022, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013529947027564049, + "m": 1.0 + }, + { + "p": 0.18805621564388275, + "m": 1.0 + }, + { + "p": 0.04490981623530388, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.1372705698013306, + "val_loss": 0.69795823097229, + "acc": 71.77, + "time": 85.21037412714213, + "param": [ + { + "p": 0.15896233916282654, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2948471009731293, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002129539381712675, + "m": 1.0 + }, + { + "p": 0.1788242906332016, + "m": 1.0 + }, + { + "p": 0.057827968150377274, + "m": 1.0 + }, + { + "p": 0.03418857976794243, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03519183769822121, + "m": 1.0 + }, + { + "p": 0.0014374280581250787, + "m": 1.0 + }, + { + "p": 0.0006809302140027285, + "m": 1.0 + }, + { + "p": 0.19453608989715576, + "m": 1.0 + }, + { + "p": 0.04137391597032547, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.7321325540542603, + "val_loss": 0.7687351703643799, + "acc": 71.19, + "time": 83.1676451168023, + "param": [ + { + "p": 0.16568318009376526, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2813129425048828, + "m": 1.0 + }, + { + "p": 0.0066459872759878635, + "m": 1.0 + }, + { + "p": 0.0035278284922242165, + "m": 1.0 + }, + { + "p": 0.1584663987159729, + "m": 1.0 + }, + { + "p": 0.08051250874996185, + "m": 1.0 + }, + { + "p": 0.03440239652991295, + "m": 1.0 + }, + { + "p": 0.0018454217351973057, + "m": 1.0 + }, + { + "p": 0.018999682739377022, + "m": 1.0 + }, + { + "p": 0.012324155308306217, + "m": 1.0 + }, + { + "p": 0.0038146874867379665, + "m": 1.0 + }, + { + "p": 0.18099533021450043, + "m": 1.0 + }, + { + "p": 0.051469430327415466, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.8766953945159912, + "val_loss": 0.7783411741256714, + "acc": 72.84, + "time": 95.80753881204873, + "param": [ + { + "p": 0.137196883559227, + "m": 1.0 + }, + { + "p": 2.4083679818431847e-05, + "m": 1.0 + }, + { + "p": 0.22511763870716095, + "m": 1.0 + }, + { + "p": 0.02963152714073658, + "m": 1.0 + }, + { + "p": 0.011788839474320412, + "m": 1.0 + }, + { + "p": 0.134688138961792, + "m": 1.0 + }, + { + "p": 0.09001076221466064, + "m": 1.0 + }, + { + "p": 0.034616824239492416, + "m": 1.0 + }, + { + "p": 0.018884195014834404, + "m": 1.0 + }, + { + "p": 0.035004690289497375, + "m": 1.0 + }, + { + "p": 0.033611975610256195, + "m": 1.0 + }, + { + "p": 0.02787885069847107, + "m": 1.0 + }, + { + "p": 0.15407373011112213, + "m": 1.0 + }, + { + "p": 0.06747174263000488, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.0523985624313354, + "val_loss": 0.7475576996803284, + "acc": 71.8, + "time": 84.47632851707749, + "param": [ + { + "p": 0.11098752170801163, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18836268782615662, + "m": 1.0 + }, + { + "p": 0.04007277637720108, + "m": 1.0 + }, + { + "p": 0.01960858888924122, + "m": 1.0 + }, + { + "p": 0.13138248026371002, + "m": 1.0 + }, + { + "p": 0.08676199615001678, + "m": 1.0 + }, + { + "p": 0.034438055008649826, + "m": 1.0 + }, + { + "p": 0.028727564960718155, + "m": 1.0 + }, + { + "p": 0.05478335916996002, + "m": 1.0 + }, + { + "p": 0.04901530221104622, + "m": 1.0 + }, + { + "p": 0.03683432191610336, + "m": 1.0 + }, + { + "p": 0.1486014723777771, + "m": 1.0 + }, + { + "p": 0.07042385637760162, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.8362844586372375, + "val_loss": 0.8025330901145935, + "acc": 72.33, + "time": 88.11798528092913, + "param": [ + { + "p": 0.10093390196561813, + "m": 1.0 + }, + { + "p": 0.005724398419260979, + "m": 1.0 + }, + { + "p": 0.16235077381134033, + "m": 1.0 + }, + { + "p": 0.04438669607043266, + "m": 1.0 + }, + { + "p": 0.01954716071486473, + "m": 1.0 + }, + { + "p": 0.12570509314537048, + "m": 1.0 + }, + { + "p": 0.0893792137503624, + "m": 1.0 + }, + { + "p": 0.04057041555643082, + "m": 1.0 + }, + { + "p": 0.030486514791846275, + "m": 1.0 + }, + { + "p": 0.05721300467848778, + "m": 1.0 + }, + { + "p": 0.05303172022104263, + "m": 1.0 + }, + { + "p": 0.05163687840104103, + "m": 1.0 + }, + { + "p": 0.13983260095119476, + "m": 1.0 + }, + { + "p": 0.07920164614915848, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.9693522453308105, + "val_loss": 0.8268560767173767, + "acc": 72.12, + "time": 85.97041922085918, + "param": [ + { + "p": 0.1032252088189125, + "m": 1.0 + }, + { + "p": 0.007025341037660837, + "m": 1.0 + }, + { + "p": 0.1410892754793167, + "m": 1.0 + }, + { + "p": 0.03762851655483246, + "m": 1.0 + }, + { + "p": 0.03344738483428955, + "m": 1.0 + }, + { + "p": 0.1163177564740181, + "m": 1.0 + }, + { + "p": 0.08195191621780396, + "m": 1.0 + }, + { + "p": 0.048577770590782166, + "m": 1.0 + }, + { + "p": 0.04408058896660805, + "m": 1.0 + }, + { + "p": 0.05387239530682564, + "m": 1.0 + }, + { + "p": 0.05888380482792854, + "m": 1.0 + }, + { + "p": 0.07151956856250763, + "m": 1.0 + }, + { + "p": 0.13637159764766693, + "m": 1.0 + }, + { + "p": 0.06600888818502426, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.9694405794143677, + "val_loss": 0.8864907622337341, + "acc": 71.73, + "time": 83.26695612212643, + "param": [ + { + "p": 0.10656363517045975, + "m": 1.0 + }, + { + "p": 0.010033897124230862, + "m": 1.0 + }, + { + "p": 0.1253109723329544, + "m": 1.0 + }, + { + "p": 0.038120001554489136, + "m": 1.0 + }, + { + "p": 0.04044739529490471, + "m": 1.0 + }, + { + "p": 0.12393314391374588, + "m": 1.0 + }, + { + "p": 0.07012609392404556, + "m": 1.0 + }, + { + "p": 0.06506576389074326, + "m": 1.0 + }, + { + "p": 0.05596964433789253, + "m": 1.0 + }, + { + "p": 0.04126256704330444, + "m": 1.0 + }, + { + "p": 0.0558701790869236, + "m": 1.0 + }, + { + "p": 0.07483621686697006, + "m": 1.0 + }, + { + "p": 0.13628853857517242, + "m": 1.0 + }, + { + "p": 0.05617189407348633, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.9686827063560486, + "val_loss": 0.8245417475700378, + "acc": 72.13, + "time": 82.65306126489304, + "param": [ + { + "p": 0.11749189347028732, + "m": 1.0 + }, + { + "p": 0.018940726295113564, + "m": 1.0 + }, + { + "p": 0.12435708940029144, + "m": 1.0 + }, + { + "p": 0.0430389903485775, + "m": 1.0 + }, + { + "p": 0.05665918067097664, + "m": 1.0 + }, + { + "p": 0.13231711089611053, + "m": 1.0 + }, + { + "p": 0.04843802750110626, + "m": 1.0 + }, + { + "p": 0.08259476721286774, + "m": 1.0 + }, + { + "p": 0.051073476672172546, + "m": 1.0 + }, + { + "p": 0.03859230503439903, + "m": 1.0 + }, + { + "p": 0.04681308940052986, + "m": 1.0 + }, + { + "p": 0.07267387211322784, + "m": 1.0 + }, + { + "p": 0.1207149475812912, + "m": 1.0 + }, + { + "p": 0.046294551342725754, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.9011680483818054, + "val_loss": 0.8743125200271606, + "acc": 71.46, + "time": 93.7801706099417, + "param": [ + { + "p": 0.10910070687532425, + "m": 1.0 + }, + { + "p": 0.025862177833914757, + "m": 1.0 + }, + { + "p": 0.11880505830049515, + "m": 1.0 + }, + { + "p": 0.044118478894233704, + "m": 1.0 + }, + { + "p": 0.06572508066892624, + "m": 1.0 + }, + { + "p": 0.13041116297245026, + "m": 1.0 + }, + { + "p": 0.0466981902718544, + "m": 1.0 + }, + { + "p": 0.08935553580522537, + "m": 1.0 + }, + { + "p": 0.05596902593970299, + "m": 1.0 + }, + { + "p": 0.055372778326272964, + "m": 1.0 + }, + { + "p": 0.04097611457109451, + "m": 1.0 + }, + { + "p": 0.06837473809719086, + "m": 1.0 + }, + { + "p": 0.10286331176757812, + "m": 1.0 + }, + { + "p": 0.04636768251657486, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.0541057586669922, + "val_loss": 0.849894106388092, + "acc": 72.17, + "time": 96.90080460486934, + "param": [ + { + "p": 0.09941811859607697, + "m": 1.0 + }, + { + "p": 0.019029131159186363, + "m": 1.0 + }, + { + "p": 0.1200675293803215, + "m": 1.0 + }, + { + "p": 0.04535214230418205, + "m": 1.0 + }, + { + "p": 0.05383526161313057, + "m": 1.0 + }, + { + "p": 0.12885189056396484, + "m": 1.0 + }, + { + "p": 0.045220375061035156, + "m": 1.0 + }, + { + "p": 0.08824998885393143, + "m": 1.0 + }, + { + "p": 0.06825467944145203, + "m": 1.0 + }, + { + "p": 0.060816869139671326, + "m": 1.0 + }, + { + "p": 0.04661206528544426, + "m": 1.0 + }, + { + "p": 0.07260145246982574, + "m": 1.0 + }, + { + "p": 0.10793034732341766, + "m": 1.0 + }, + { + "p": 0.04376009851694107, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.7514327764511108, + "val_loss": 0.8548110723495483, + "acc": 71.79, + "time": 89.73070776602253, + "param": [ + { + "p": 0.09235134720802307, + "m": 1.0 + }, + { + "p": 0.008507217280566692, + "m": 1.0 + }, + { + "p": 0.11610516160726547, + "m": 1.0 + }, + { + "p": 0.054326847195625305, + "m": 1.0 + }, + { + "p": 0.04255842790007591, + "m": 1.0 + }, + { + "p": 0.12991373240947723, + "m": 1.0 + }, + { + "p": 0.04131041094660759, + "m": 1.0 + }, + { + "p": 0.08186767995357513, + "m": 1.0 + }, + { + "p": 0.08283679932355881, + "m": 1.0 + }, + { + "p": 0.06322216242551804, + "m": 1.0 + }, + { + "p": 0.03595339506864548, + "m": 1.0 + }, + { + "p": 0.09219252318143845, + "m": 1.0 + }, + { + "p": 0.1072019413113594, + "m": 1.0 + }, + { + "p": 0.051652342081069946, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.7898353934288025, + "val_loss": 0.7108833193778992, + "acc": 72.46, + "time": 88.14417884685099, + "param": [ + { + "p": 0.08650092035531998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1243772879242897, + "m": 1.0 + }, + { + "p": 0.06387431919574738, + "m": 1.0 + }, + { + "p": 0.03274662420153618, + "m": 1.0 + }, + { + "p": 0.1410994678735733, + "m": 1.0 + }, + { + "p": 0.022334041073918343, + "m": 1.0 + }, + { + "p": 0.09938930720090866, + "m": 1.0 + }, + { + "p": 0.0782894566655159, + "m": 1.0 + }, + { + "p": 0.05903145298361778, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10443008691072464, + "m": 1.0 + }, + { + "p": 0.1193525418639183, + "m": 1.0 + }, + { + "p": 0.06857454031705856, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.0481559038162231, + "val_loss": 0.8083848357200623, + "acc": 71.97, + "time": 96.72159208590165, + "param": [ + { + "p": 0.09137465804815292, + "m": 1.0 + }, + { + "p": 0.000675995135679841, + "m": 1.0 + }, + { + "p": 0.11215688288211823, + "m": 1.0 + }, + { + "p": 0.051159847527742386, + "m": 1.0 + }, + { + "p": 0.03751859441399574, + "m": 1.0 + }, + { + "p": 0.14057357609272003, + "m": 1.0 + }, + { + "p": 0.016920384019613266, + "m": 1.0 + }, + { + "p": 0.09578169882297516, + "m": 1.0 + }, + { + "p": 0.061857398599386215, + "m": 1.0 + }, + { + "p": 0.06461959332227707, + "m": 1.0 + }, + { + "p": 0.00047286422341130674, + "m": 1.0 + }, + { + "p": 0.11689813435077667, + "m": 1.0 + }, + { + "p": 0.1377011388540268, + "m": 1.0 + }, + { + "p": 0.07228924334049225, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.010395884513855, + "val_loss": 0.793070912361145, + "acc": 72.05, + "time": 84.51422487013042, + "param": [ + { + "p": 0.10639224946498871, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09809560328722, + "m": 1.0 + }, + { + "p": 0.03500986099243164, + "m": 1.0 + }, + { + "p": 0.05089319124817848, + "m": 1.0 + }, + { + "p": 0.12124258279800415, + "m": 1.0 + }, + { + "p": 0.03450827673077583, + "m": 1.0 + }, + { + "p": 0.08871694654226303, + "m": 1.0 + }, + { + "p": 0.05302752926945686, + "m": 1.0 + }, + { + "p": 0.08509454876184464, + "m": 1.0 + }, + { + "p": 0.008677778765559196, + "m": 1.0 + }, + { + "p": 0.11122272163629532, + "m": 1.0 + }, + { + "p": 0.1449984461069107, + "m": 1.0 + }, + { + "p": 0.062120214104652405, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.9893050193786621, + "val_loss": 0.7128584980964661, + "acc": 73.35, + "time": 95.49519659299403, + "param": [ + { + "p": 0.1292170286178589, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08517715334892273, + "m": 1.0 + }, + { + "p": 0.02994004264473915, + "m": 1.0 + }, + { + "p": 0.03822888061404228, + "m": 1.0 + }, + { + "p": 0.10958971083164215, + "m": 1.0 + }, + { + "p": 0.035990964621305466, + "m": 1.0 + }, + { + "p": 0.08517146855592728, + "m": 1.0 + }, + { + "p": 0.03752709552645683, + "m": 1.0 + }, + { + "p": 0.0831129252910614, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12450969964265823, + "m": 1.0 + }, + { + "p": 0.17260578274726868, + "m": 1.0 + }, + { + "p": 0.06892924010753632, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.8909841775894165, + "val_loss": 0.8741989135742188, + "acc": 72.55, + "time": 86.12949882005341, + "param": [ + { + "p": 0.15736407041549683, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0795104131102562, + "m": 1.0 + }, + { + "p": 0.022814029827713966, + "m": 1.0 + }, + { + "p": 0.021080879494547844, + "m": 1.0 + }, + { + "p": 0.10262781381607056, + "m": 1.0 + }, + { + "p": 0.02046860381960869, + "m": 1.0 + }, + { + "p": 0.08983150869607925, + "m": 1.0 + }, + { + "p": 0.020651821047067642, + "m": 1.0 + }, + { + "p": 0.07238385081291199, + "m": 1.0 + }, + { + "p": 0.004583616275340319, + "m": 1.0 + }, + { + "p": 0.13896076381206512, + "m": 1.0 + }, + { + "p": 0.1881525218486786, + "m": 1.0 + }, + { + "p": 0.08157017081975937, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.1499937772750854, + "val_loss": 0.8463741540908813, + "acc": 72.36, + "time": 88.79574137600139, + "param": [ + { + "p": 0.16684676706790924, + "m": 1.0 + }, + { + "p": 0.0032743550837039948, + "m": 1.0 + }, + { + "p": 0.07084627449512482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01876409910619259, + "m": 1.0 + }, + { + "p": 0.0986846312880516, + "m": 1.0 + }, + { + "p": 0.009555557742714882, + "m": 1.0 + }, + { + "p": 0.09717529267072678, + "m": 1.0 + }, + { + "p": 0.0092861857265234, + "m": 1.0 + }, + { + "p": 0.0647762268781662, + "m": 1.0 + }, + { + "p": 0.021020732820034027, + "m": 1.0 + }, + { + "p": 0.14825543761253357, + "m": 1.0 + }, + { + "p": 0.19003993272781372, + "m": 1.0 + }, + { + "p": 0.10147445648908615, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.005977749824524, + "val_loss": 0.822877824306488, + "acc": 71.71, + "time": 93.11336591700092, + "param": [ + { + "p": 0.18539121747016907, + "m": 1.0 + }, + { + "p": 0.0006373492651619017, + "m": 1.0 + }, + { + "p": 0.06718409061431885, + "m": 1.0 + }, + { + "p": 0.00027084347675554454, + "m": 1.0 + }, + { + "p": 0.032023459672927856, + "m": 1.0 + }, + { + "p": 0.09538807719945908, + "m": 1.0 + }, + { + "p": 0.005020670592784882, + "m": 1.0 + }, + { + "p": 0.09567756950855255, + "m": 1.0 + }, + { + "p": 0.0002583678287919611, + "m": 1.0 + }, + { + "p": 0.048930682241916656, + "m": 1.0 + }, + { + "p": 0.012535185553133488, + "m": 1.0 + }, + { + "p": 0.1515897810459137, + "m": 1.0 + }, + { + "p": 0.20395435392856598, + "m": 1.0 + }, + { + "p": 0.10113825649023056, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.7722618579864502, + "val_loss": 0.8314222693443298, + "acc": 73.18, + "time": 91.20903360983357, + "param": [ + { + "p": 0.1825278401374817, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06700660288333893, + "m": 1.0 + }, + { + "p": 0.015316159464418888, + "m": 1.0 + }, + { + "p": 0.04598946496844292, + "m": 1.0 + }, + { + "p": 0.09068270772695541, + "m": 1.0 + }, + { + "p": 0.012230224907398224, + "m": 1.0 + }, + { + "p": 0.09242988377809525, + "m": 1.0 + }, + { + "p": 0.019907204434275627, + "m": 1.0 + }, + { + "p": 0.040193360298871994, + "m": 1.0 + }, + { + "p": 0.015076659619808197, + "m": 1.0 + }, + { + "p": 0.14098788797855377, + "m": 1.0 + }, + { + "p": 0.18399594724178314, + "m": 1.0 + }, + { + "p": 0.09365609288215637, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.9506030082702637, + "val_loss": 0.8567533493041992, + "acc": 73.43, + "time": 85.0694408880081, + "param": [ + { + "p": 0.1780557781457901, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07412736117839813, + "m": 1.0 + }, + { + "p": 0.007802559528499842, + "m": 1.0 + }, + { + "p": 0.04176756367087364, + "m": 1.0 + }, + { + "p": 0.11053329706192017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08245053887367249, + "m": 1.0 + }, + { + "p": 0.040053948760032654, + "m": 1.0 + }, + { + "p": 0.0454326830804348, + "m": 1.0 + }, + { + "p": 0.02170490100979805, + "m": 1.0 + }, + { + "p": 0.12659837305545807, + "m": 1.0 + }, + { + "p": 0.1837693303823471, + "m": 1.0 + }, + { + "p": 0.087703637778759, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.7757969498634338, + "val_loss": 0.9394063353538513, + "acc": 72.12, + "time": 89.10463156388141, + "param": [ + { + "p": 0.17139746248722076, + "m": 1.0 + }, + { + "p": 0.004022562876343727, + "m": 1.0 + }, + { + "p": 0.07550480961799622, + "m": 1.0 + }, + { + "p": 0.0003997891035396606, + "m": 1.0 + }, + { + "p": 0.04224345460534096, + "m": 1.0 + }, + { + "p": 0.11797381937503815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07740229368209839, + "m": 1.0 + }, + { + "p": 0.032205648720264435, + "m": 1.0 + }, + { + "p": 0.059332866221666336, + "m": 1.0 + }, + { + "p": 0.03240186721086502, + "m": 1.0 + }, + { + "p": 0.09460297226905823, + "m": 1.0 + }, + { + "p": 0.19818998873233795, + "m": 1.0 + }, + { + "p": 0.09432245790958405, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.7895340323448181, + "val_loss": 0.8387472629547119, + "acc": 72.91, + "time": 89.29476124397479, + "param": [ + { + "p": 0.1521267592906952, + "m": 1.0 + }, + { + "p": 0.005429015029221773, + "m": 1.0 + }, + { + "p": 0.08299511671066284, + "m": 1.0 + }, + { + "p": 7.766033377265558e-05, + "m": 1.0 + }, + { + "p": 0.038718994706869125, + "m": 1.0 + }, + { + "p": 0.1044149249792099, + "m": 1.0 + }, + { + "p": 0.007649836130440235, + "m": 1.0 + }, + { + "p": 0.07042046636343002, + "m": 1.0 + }, + { + "p": 0.04848386347293854, + "m": 1.0 + }, + { + "p": 0.0846724584698677, + "m": 1.0 + }, + { + "p": 0.04428223893046379, + "m": 1.0 + }, + { + "p": 0.07380874454975128, + "m": 1.0 + }, + { + "p": 0.19829538464546204, + "m": 1.0 + }, + { + "p": 0.0886245146393776, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.8891032338142395, + "val_loss": 0.7877848744392395, + "acc": 72.22, + "time": 94.63850679504685, + "param": [ + { + "p": 0.14284813404083252, + "m": 1.0 + }, + { + "p": 0.00029795151203870773, + "m": 1.0 + }, + { + "p": 0.08924178779125214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048448123037815094, + "m": 1.0 + }, + { + "p": 0.11814244091510773, + "m": 1.0 + }, + { + "p": 0.005678651388734579, + "m": 1.0 + }, + { + "p": 0.05112232640385628, + "m": 1.0 + }, + { + "p": 0.043938055634498596, + "m": 1.0 + }, + { + "p": 0.0905267521739006, + "m": 1.0 + }, + { + "p": 0.0501365028321743, + "m": 1.0 + }, + { + "p": 0.06325534731149673, + "m": 1.0 + }, + { + "p": 0.21054114401340485, + "m": 1.0 + }, + { + "p": 0.08582274615764618, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.7172168493270874, + "val_loss": 0.7232022881507874, + "acc": 72.94, + "time": 91.27457763301209, + "param": [ + { + "p": 0.12083511054515839, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09435059875249863, + "m": 1.0 + }, + { + "p": 0.0051858010701835155, + "m": 1.0 + }, + { + "p": 0.05872393399477005, + "m": 1.0 + }, + { + "p": 0.1295565664768219, + "m": 1.0 + }, + { + "p": 0.019999096170067787, + "m": 1.0 + }, + { + "p": 0.02343529276549816, + "m": 1.0 + }, + { + "p": 0.03068714775145054, + "m": 1.0 + }, + { + "p": 0.08796650916337967, + "m": 1.0 + }, + { + "p": 0.0470782071352005, + "m": 1.0 + }, + { + "p": 0.06218325346708298, + "m": 1.0 + }, + { + "p": 0.22163107991218567, + "m": 1.0 + }, + { + "p": 0.0983673706650734, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.6708667874336243, + "val_loss": 0.8718286156654358, + "acc": 72.54, + "time": 98.31447658804245, + "param": [ + { + "p": 0.09360498189926147, + "m": 1.0 + }, + { + "p": 0.00031060961191542447, + "m": 1.0 + }, + { + "p": 0.09253790974617004, + "m": 1.0 + }, + { + "p": 0.018071886152029037, + "m": 1.0 + }, + { + "p": 0.0635131448507309, + "m": 1.0 + }, + { + "p": 0.13499273359775543, + "m": 1.0 + }, + { + "p": 0.054722368717193604, + "m": 1.0 + }, + { + "p": 0.015313446521759033, + "m": 1.0 + }, + { + "p": 0.04133264347910881, + "m": 1.0 + }, + { + "p": 0.0596589632332325, + "m": 1.0 + }, + { + "p": 0.05361173674464226, + "m": 1.0 + }, + { + "p": 0.08446040749549866, + "m": 1.0 + }, + { + "p": 0.19531819224357605, + "m": 1.0 + }, + { + "p": 0.09255091100931168, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.5897844433784485, + "val_loss": 0.7462990283966064, + "acc": 73.91, + "time": 97.32849439186975, + "param": [ + { + "p": 0.1001497432589531, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10175903141498566, + "m": 1.0 + }, + { + "p": 0.02479741722345352, + "m": 1.0 + }, + { + "p": 0.06579296290874481, + "m": 1.0 + }, + { + "p": 0.15051327645778656, + "m": 1.0 + }, + { + "p": 0.06541476398706436, + "m": 1.0 + }, + { + "p": 0.013817883096635342, + "m": 1.0 + }, + { + "p": 0.03404809162020683, + "m": 1.0 + }, + { + "p": 0.05395260825753212, + "m": 1.0 + }, + { + "p": 0.05830153822898865, + "m": 1.0 + }, + { + "p": 0.08401059359312057, + "m": 1.0 + }, + { + "p": 0.16926859319210052, + "m": 1.0 + }, + { + "p": 0.07817354798316956, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.0177985429763794, + "val_loss": 0.8501046299934387, + "acc": 72.4, + "time": 91.67437405115925, + "param": [ + { + "p": 0.12016593664884567, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13151781260967255, + "m": 1.0 + }, + { + "p": 0.004260191693902016, + "m": 1.0 + }, + { + "p": 0.06351442635059357, + "m": 1.0 + }, + { + "p": 0.15897443890571594, + "m": 1.0 + }, + { + "p": 0.0857660099864006, + "m": 1.0 + }, + { + "p": 0.0063457428477704525, + "m": 1.0 + }, + { + "p": 0.032321829348802567, + "m": 1.0 + }, + { + "p": 0.04611057788133621, + "m": 1.0 + }, + { + "p": 0.04831108823418617, + "m": 1.0 + }, + { + "p": 0.06807594001293182, + "m": 1.0 + }, + { + "p": 0.17520618438720703, + "m": 1.0 + }, + { + "p": 0.05942988023161888, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.6050079464912415, + "val_loss": 0.9084606170654297, + "acc": 71.63, + "time": 83.59074990008958, + "param": [ + { + "p": 0.10385722666978836, + "m": 1.0 + }, + { + "p": 0.020920660346746445, + "m": 1.0 + }, + { + "p": 0.12596730887889862, + "m": 1.0 + }, + { + "p": 0.02548370510339737, + "m": 1.0 + }, + { + "p": 0.060297995805740356, + "m": 1.0 + }, + { + "p": 0.13492335379123688, + "m": 1.0 + }, + { + "p": 0.08457381278276443, + "m": 1.0 + }, + { + "p": 0.021511657163500786, + "m": 1.0 + }, + { + "p": 0.04217255488038063, + "m": 1.0 + }, + { + "p": 0.040344204753637314, + "m": 1.0 + }, + { + "p": 0.0781237930059433, + "m": 1.0 + }, + { + "p": 0.0628780722618103, + "m": 1.0 + }, + { + "p": 0.1445029228925705, + "m": 1.0 + }, + { + "p": 0.05444267392158508, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.8025743961334229, + "val_loss": 0.7240495085716248, + "acc": 73.02, + "time": 85.83078506588936, + "param": [ + { + "p": 0.10763116180896759, + "m": 1.0 + }, + { + "p": 0.02567589282989502, + "m": 1.0 + }, + { + "p": 0.11795391142368317, + "m": 1.0 + }, + { + "p": 0.031888697296381, + "m": 1.0 + }, + { + "p": 0.05971875414252281, + "m": 1.0 + }, + { + "p": 0.11110188066959381, + "m": 1.0 + }, + { + "p": 0.08634842187166214, + "m": 1.0 + }, + { + "p": 0.02372775971889496, + "m": 1.0 + }, + { + "p": 0.06623080372810364, + "m": 1.0 + }, + { + "p": 0.037058763206005096, + "m": 1.0 + }, + { + "p": 0.09518282115459442, + "m": 1.0 + }, + { + "p": 0.056179918348789215, + "m": 1.0 + }, + { + "p": 0.1339668184518814, + "m": 1.0 + }, + { + "p": 0.04733431339263916, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.8768569827079773, + "val_loss": 0.6923859119415283, + "acc": 73.04, + "time": 83.8620434589684, + "param": [ + { + "p": 0.1327916979789734, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10743509232997894, + "m": 1.0 + }, + { + "p": 0.0158555768430233, + "m": 1.0 + }, + { + "p": 0.06138555333018303, + "m": 1.0 + }, + { + "p": 0.11688724160194397, + "m": 1.0 + }, + { + "p": 0.07150636613368988, + "m": 1.0 + }, + { + "p": 0.023216815665364265, + "m": 1.0 + }, + { + "p": 0.07375343143939972, + "m": 1.0 + }, + { + "p": 0.04989360272884369, + "m": 1.0 + }, + { + "p": 0.11737973242998123, + "m": 1.0 + }, + { + "p": 0.06251140683889389, + "m": 1.0 + }, + { + "p": 0.153366357088089, + "m": 1.0 + }, + { + "p": 0.014017188921570778, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.8979277014732361, + "val_loss": 0.841717004776001, + "acc": 73.5, + "time": 83.03733307286166, + "param": [ + { + "p": 0.15825150907039642, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0978032648563385, + "m": 1.0 + }, + { + "p": 0.010213308967649937, + "m": 1.0 + }, + { + "p": 0.08053093403577805, + "m": 1.0 + }, + { + "p": 0.11558349430561066, + "m": 1.0 + }, + { + "p": 0.04196865111589432, + "m": 1.0 + }, + { + "p": 0.014911525882780552, + "m": 1.0 + }, + { + "p": 0.060554180294275284, + "m": 1.0 + }, + { + "p": 0.03567800298333168, + "m": 1.0 + }, + { + "p": 0.11977863311767578, + "m": 1.0 + }, + { + "p": 0.06848850101232529, + "m": 1.0 + }, + { + "p": 0.18805795907974243, + "m": 1.0 + }, + { + "p": 0.008180039003491402, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.77047199010849, + "val_loss": 0.7934243679046631, + "acc": 73.11, + "time": 82.68521106080152, + "param": [ + { + "p": 0.16605360805988312, + "m": 1.0 + }, + { + "p": 0.0008111378992907703, + "m": 1.0 + }, + { + "p": 0.08537057787179947, + "m": 1.0 + }, + { + "p": 0.042870137840509415, + "m": 1.0 + }, + { + "p": 0.09471586346626282, + "m": 1.0 + }, + { + "p": 0.09368773549795151, + "m": 1.0 + }, + { + "p": 0.02833065390586853, + "m": 1.0 + }, + { + "p": 0.007357337512075901, + "m": 1.0 + }, + { + "p": 0.04031796380877495, + "m": 1.0 + }, + { + "p": 0.01627925969660282, + "m": 1.0 + }, + { + "p": 0.1098327785730362, + "m": 1.0 + }, + { + "p": 0.07137363404035568, + "m": 1.0 + }, + { + "p": 0.19344432651996613, + "m": 1.0 + }, + { + "p": 0.049554917961359024, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.9148188829421997, + "val_loss": 0.8350073099136353, + "acc": 72.95, + "time": 85.24127035588026, + "param": [ + { + "p": 0.15186089277267456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07405277341604233, + "m": 1.0 + }, + { + "p": 0.05096961185336113, + "m": 1.0 + }, + { + "p": 0.0975184217095375, + "m": 1.0 + }, + { + "p": 0.08504853397607803, + "m": 1.0 + }, + { + "p": 0.031461283564567566, + "m": 1.0 + }, + { + "p": 0.015032131224870682, + "m": 1.0 + }, + { + "p": 0.033749889582395554, + "m": 1.0 + }, + { + "p": 0.022455433383584023, + "m": 1.0 + }, + { + "p": 0.09659905731678009, + "m": 1.0 + }, + { + "p": 0.06611631065607071, + "m": 1.0 + }, + { + "p": 0.1861371546983719, + "m": 1.0 + }, + { + "p": 0.08899843692779541, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.8297106623649597, + "val_loss": 0.8829389214515686, + "acc": 72.43, + "time": 86.13830091198906, + "param": [ + { + "p": 0.14826393127441406, + "m": 1.0 + }, + { + "p": 0.0008066557347774506, + "m": 1.0 + }, + { + "p": 0.088314950466156, + "m": 1.0 + }, + { + "p": 0.06402109563350677, + "m": 1.0 + }, + { + "p": 0.08006063848733902, + "m": 1.0 + }, + { + "p": 0.07838547974824905, + "m": 1.0 + }, + { + "p": 0.025000231340527534, + "m": 1.0 + }, + { + "p": 0.009682809934020042, + "m": 1.0 + }, + { + "p": 0.034534912556409836, + "m": 1.0 + }, + { + "p": 0.01852351613342762, + "m": 1.0 + }, + { + "p": 0.10178536921739578, + "m": 1.0 + }, + { + "p": 0.06021746248006821, + "m": 1.0 + }, + { + "p": 0.17852464318275452, + "m": 1.0 + }, + { + "p": 0.11187829822301865, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.8629916310310364, + "val_loss": 0.9632284641265869, + "acc": 72.81, + "time": 83.10793678089976, + "param": [ + { + "p": 0.1509696990251541, + "m": 1.0 + }, + { + "p": 0.011112034320831299, + "m": 1.0 + }, + { + "p": 0.11036364734172821, + "m": 1.0 + }, + { + "p": 0.06487073004245758, + "m": 1.0 + }, + { + "p": 0.06118149682879448, + "m": 1.0 + }, + { + "p": 0.06853147596120834, + "m": 1.0 + }, + { + "p": 0.01978248916566372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039397239685058594, + "m": 1.0 + }, + { + "p": 0.019677478820085526, + "m": 1.0 + }, + { + "p": 0.09548582881689072, + "m": 1.0 + }, + { + "p": 0.07201370596885681, + "m": 1.0 + }, + { + "p": 0.17069999873638153, + "m": 1.0 + }, + { + "p": 0.11591418832540512, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.8250150680541992, + "val_loss": 0.8174692392349243, + "acc": 73.25, + "time": 85.86417726101354, + "param": [ + { + "p": 0.13857656717300415, + "m": 1.0 + }, + { + "p": 0.021584725007414818, + "m": 1.0 + }, + { + "p": 0.12201527506113052, + "m": 1.0 + }, + { + "p": 0.05905389413237572, + "m": 1.0 + }, + { + "p": 0.05750201269984245, + "m": 1.0 + }, + { + "p": 0.06829515099525452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007904225960373878, + "m": 1.0 + }, + { + "p": 0.057982783764600754, + "m": 1.0 + }, + { + "p": 0.01684487797319889, + "m": 1.0 + }, + { + "p": 0.07475706934928894, + "m": 1.0 + }, + { + "p": 0.08822020143270493, + "m": 1.0 + }, + { + "p": 0.16388821601867676, + "m": 1.0 + }, + { + "p": 0.12337496131658554, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.8965511322021484, + "val_loss": 0.7595607042312622, + "acc": 73.3, + "time": 91.6093277418986, + "param": [ + { + "p": 0.15854479372501373, + "m": 1.0 + }, + { + "p": 0.01295966375619173, + "m": 1.0 + }, + { + "p": 0.11855625361204147, + "m": 1.0 + }, + { + "p": 0.05966934189200401, + "m": 1.0 + }, + { + "p": 0.05254068225622177, + "m": 1.0 + }, + { + "p": 0.05516492947936058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027709217742085457, + "m": 1.0 + }, + { + "p": 0.04958418011665344, + "m": 1.0 + }, + { + "p": 0.0022963581141084433, + "m": 1.0 + }, + { + "p": 0.07460403442382812, + "m": 1.0 + }, + { + "p": 0.07957827299833298, + "m": 1.0 + }, + { + "p": 0.18406106531620026, + "m": 1.0 + }, + { + "p": 0.12473119050264359, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.799763560295105, + "val_loss": 0.8336923122406006, + "acc": 72.09, + "time": 95.19341112999246, + "param": [ + { + "p": 0.13898546993732452, + "m": 1.0 + }, + { + "p": 0.03378148004412651, + "m": 1.0 + }, + { + "p": 0.10395005345344543, + "m": 1.0 + }, + { + "p": 0.05478404462337494, + "m": 1.0 + }, + { + "p": 0.05211105942726135, + "m": 1.0 + }, + { + "p": 0.06658194214105606, + "m": 1.0 + }, + { + "p": 0.015899376943707466, + "m": 1.0 + }, + { + "p": 0.04743080586194992, + "m": 1.0 + }, + { + "p": 0.06054064258933067, + "m": 1.0 + }, + { + "p": 0.006809310521930456, + "m": 1.0 + }, + { + "p": 0.0761411115527153, + "m": 1.0 + }, + { + "p": 0.06715326756238937, + "m": 1.0 + }, + { + "p": 0.16973108053207397, + "m": 1.0 + }, + { + "p": 0.10610032081604004, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.1940239667892456, + "val_loss": 0.7365932464599609, + "acc": 73.15, + "time": 89.23069933685474, + "param": [ + { + "p": 0.10592364519834518, + "m": 1.0 + }, + { + "p": 0.040096111595630646, + "m": 1.0 + }, + { + "p": 0.0911826342344284, + "m": 1.0 + }, + { + "p": 0.04437128081917763, + "m": 1.0 + }, + { + "p": 0.05573713034391403, + "m": 1.0 + }, + { + "p": 0.08652132004499435, + "m": 1.0 + }, + { + "p": 0.041115228086709976, + "m": 1.0 + }, + { + "p": 0.060643844306468964, + "m": 1.0 + }, + { + "p": 0.06574419140815735, + "m": 1.0 + }, + { + "p": 0.03981741890311241, + "m": 1.0 + }, + { + "p": 0.07964272052049637, + "m": 1.0 + }, + { + "p": 0.0730598047375679, + "m": 1.0 + }, + { + "p": 0.13583144545555115, + "m": 1.0 + }, + { + "p": 0.08031323552131653, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.8067138195037842, + "val_loss": 0.6999096274375916, + "acc": 73.14, + "time": 93.28957506408915, + "param": [ + { + "p": 0.09690948575735092, + "m": 1.0 + }, + { + "p": 0.032069239765405655, + "m": 1.0 + }, + { + "p": 0.09104295074939728, + "m": 1.0 + }, + { + "p": 0.03074483945965767, + "m": 1.0 + }, + { + "p": 0.06828871369361877, + "m": 1.0 + }, + { + "p": 0.10722094029188156, + "m": 1.0 + }, + { + "p": 0.05809465050697327, + "m": 1.0 + }, + { + "p": 0.06437455117702484, + "m": 1.0 + }, + { + "p": 0.06509234011173248, + "m": 1.0 + }, + { + "p": 0.060358282178640366, + "m": 1.0 + }, + { + "p": 0.06834898889064789, + "m": 1.0 + }, + { + "p": 0.058349113911390305, + "m": 1.0 + }, + { + "p": 0.12688079476356506, + "m": 1.0 + }, + { + "p": 0.07222510129213333, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.69387286901474, + "val_loss": 0.8258048295974731, + "acc": 73.04, + "time": 92.05626829410903, + "param": [ + { + "p": 0.09817824512720108, + "m": 1.0 + }, + { + "p": 0.02704625390470028, + "m": 1.0 + }, + { + "p": 0.09313913434743881, + "m": 1.0 + }, + { + "p": 0.0343988798558712, + "m": 1.0 + }, + { + "p": 0.08603651076555252, + "m": 1.0 + }, + { + "p": 0.13063986599445343, + "m": 1.0 + }, + { + "p": 0.06731594353914261, + "m": 1.0 + }, + { + "p": 0.060669656842947006, + "m": 1.0 + }, + { + "p": 0.05704684928059578, + "m": 1.0 + }, + { + "p": 0.061575572937726974, + "m": 1.0 + }, + { + "p": 0.0444880947470665, + "m": 1.0 + }, + { + "p": 0.0501103438436985, + "m": 1.0 + }, + { + "p": 0.1331072896718979, + "m": 1.0 + }, + { + "p": 0.056247349828481674, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.9493514895439148, + "val_loss": 0.8450267314910889, + "acc": 73.2, + "time": 88.53013412002474, + "param": [ + { + "p": 0.10714955627918243, + "m": 1.0 + }, + { + "p": 0.042510416358709335, + "m": 1.0 + }, + { + "p": 0.09158775955438614, + "m": 1.0 + }, + { + "p": 0.04623827338218689, + "m": 1.0 + }, + { + "p": 0.09070896357297897, + "m": 1.0 + }, + { + "p": 0.14341507852077484, + "m": 1.0 + }, + { + "p": 0.05909965932369232, + "m": 1.0 + }, + { + "p": 0.04523738473653793, + "m": 1.0 + }, + { + "p": 0.05419578030705452, + "m": 1.0 + }, + { + "p": 0.05740180239081383, + "m": 1.0 + }, + { + "p": 0.021605484187602997, + "m": 1.0 + }, + { + "p": 0.04707677662372589, + "m": 1.0 + }, + { + "p": 0.12934166193008423, + "m": 1.0 + }, + { + "p": 0.06443139910697937, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.868965744972229, + "val_loss": 0.7541428208351135, + "acc": 72.06, + "time": 98.04205401893705, + "param": [ + { + "p": 0.11143966019153595, + "m": 1.0 + }, + { + "p": 0.045999616384506226, + "m": 1.0 + }, + { + "p": 0.10783415287733078, + "m": 1.0 + }, + { + "p": 0.06782916933298111, + "m": 1.0 + }, + { + "p": 0.07113033533096313, + "m": 1.0 + }, + { + "p": 0.1440267115831375, + "m": 1.0 + }, + { + "p": 0.05918601527810097, + "m": 1.0 + }, + { + "p": 0.024000829085707664, + "m": 1.0 + }, + { + "p": 0.051831021904945374, + "m": 1.0 + }, + { + "p": 0.052523620426654816, + "m": 1.0 + }, + { + "p": 0.02426609955728054, + "m": 1.0 + }, + { + "p": 0.047656115144491196, + "m": 1.0 + }, + { + "p": 0.11831191182136536, + "m": 1.0 + }, + { + "p": 0.07396478205919266, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.7960830330848694, + "val_loss": 0.8522301316261292, + "acc": 73.84, + "time": 99.27550002094358, + "param": [ + { + "p": 0.12234817445278168, + "m": 1.0 + }, + { + "p": 0.03201376646757126, + "m": 1.0 + }, + { + "p": 0.1245822086930275, + "m": 1.0 + }, + { + "p": 0.07374688237905502, + "m": 1.0 + }, + { + "p": 0.053757958114147186, + "m": 1.0 + }, + { + "p": 0.15286919474601746, + "m": 1.0 + }, + { + "p": 0.042634643614292145, + "m": 1.0 + }, + { + "p": 0.012287805788218975, + "m": 1.0 + }, + { + "p": 0.03892218694090843, + "m": 1.0 + }, + { + "p": 0.03893584385514259, + "m": 1.0 + }, + { + "p": 0.03788270801305771, + "m": 1.0 + }, + { + "p": 0.051608674228191376, + "m": 1.0 + }, + { + "p": 0.13944919407367706, + "m": 1.0 + }, + { + "p": 0.07896072417497635, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.907306432723999, + "val_loss": 0.8335923552513123, + "acc": 73.38, + "time": 90.55841121799313, + "param": [ + { + "p": 0.11841776221990585, + "m": 1.0 + }, + { + "p": 0.0315968282520771, + "m": 1.0 + }, + { + "p": 0.1452307403087616, + "m": 1.0 + }, + { + "p": 0.06771348416805267, + "m": 1.0 + }, + { + "p": 0.05780104547739029, + "m": 1.0 + }, + { + "p": 0.13964945077896118, + "m": 1.0 + }, + { + "p": 0.04173053056001663, + "m": 1.0 + }, + { + "p": 0.012800399214029312, + "m": 1.0 + }, + { + "p": 0.041612133383750916, + "m": 1.0 + }, + { + "p": 0.01622643508017063, + "m": 1.0 + }, + { + "p": 0.03887791559100151, + "m": 1.0 + }, + { + "p": 0.049004632979631424, + "m": 1.0 + }, + { + "p": 0.14173336327075958, + "m": 1.0 + }, + { + "p": 0.09760519117116928, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.052885890007019, + "val_loss": 0.8491035103797913, + "acc": 73.04, + "time": 83.35362498485483, + "param": [ + { + "p": 0.10252807289361954, + "m": 1.0 + }, + { + "p": 0.03327391669154167, + "m": 1.0 + }, + { + "p": 0.1546146273612976, + "m": 1.0 + }, + { + "p": 0.06288502365350723, + "m": 1.0 + }, + { + "p": 0.06484576314687729, + "m": 1.0 + }, + { + "p": 0.11969170719385147, + "m": 1.0 + }, + { + "p": 0.04827769845724106, + "m": 1.0 + }, + { + "p": 0.029553042724728584, + "m": 1.0 + }, + { + "p": 0.0557381771504879, + "m": 1.0 + }, + { + "p": 0.018544070422649384, + "m": 1.0 + }, + { + "p": 0.03946887329220772, + "m": 1.0 + }, + { + "p": 0.05588756874203682, + "m": 1.0 + }, + { + "p": 0.11514534801244736, + "m": 1.0 + }, + { + "p": 0.09954614192247391, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.1193896532058716, + "val_loss": 0.7262120842933655, + "acc": 73.29, + "time": 87.27812449494377, + "param": [ + { + "p": 0.09444911032915115, + "m": 1.0 + }, + { + "p": 0.03708546236157417, + "m": 1.0 + }, + { + "p": 0.138197660446167, + "m": 1.0 + }, + { + "p": 0.047090593725442886, + "m": 1.0 + }, + { + "p": 0.05665111169219017, + "m": 1.0 + }, + { + "p": 0.09661723673343658, + "m": 1.0 + }, + { + "p": 0.060250356793403625, + "m": 1.0 + }, + { + "p": 0.04480212926864624, + "m": 1.0 + }, + { + "p": 0.06633634120225906, + "m": 1.0 + }, + { + "p": 0.04260745272040367, + "m": 1.0 + }, + { + "p": 0.0582650750875473, + "m": 1.0 + }, + { + "p": 0.0633799135684967, + "m": 1.0 + }, + { + "p": 0.09992589056491852, + "m": 1.0 + }, + { + "p": 0.09434164315462112, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.8701865673065186, + "val_loss": 0.8595274090766907, + "acc": 73.33, + "time": 86.6734697050415, + "param": [ + { + "p": 0.08697846531867981, + "m": 1.0 + }, + { + "p": 0.05261151120066643, + "m": 1.0 + }, + { + "p": 0.11542068421840668, + "m": 1.0 + }, + { + "p": 0.05407664552330971, + "m": 1.0 + }, + { + "p": 0.043568748980760574, + "m": 1.0 + }, + { + "p": 0.0931580513715744, + "m": 1.0 + }, + { + "p": 0.06197478249669075, + "m": 1.0 + }, + { + "p": 0.05543447658419609, + "m": 1.0 + }, + { + "p": 0.06762023270130157, + "m": 1.0 + }, + { + "p": 0.06558717787265778, + "m": 1.0 + }, + { + "p": 0.07218553125858307, + "m": 1.0 + }, + { + "p": 0.07013024389743805, + "m": 1.0 + }, + { + "p": 0.08777037262916565, + "m": 1.0 + }, + { + "p": 0.07348305732011795, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.9387921094894409, + "val_loss": 0.8379446268081665, + "acc": 73.94, + "time": 87.10072508105077, + "param": [ + { + "p": 0.07039482146501541, + "m": 1.0 + }, + { + "p": 0.06587763875722885, + "m": 1.0 + }, + { + "p": 0.10056807845830917, + "m": 1.0 + }, + { + "p": 0.05298106372356415, + "m": 1.0 + }, + { + "p": 0.044673651456832886, + "m": 1.0 + }, + { + "p": 0.10314888507127762, + "m": 1.0 + }, + { + "p": 0.05197715759277344, + "m": 1.0 + }, + { + "p": 0.03911154717206955, + "m": 1.0 + }, + { + "p": 0.07378680258989334, + "m": 1.0 + }, + { + "p": 0.0886489674448967, + "m": 1.0 + }, + { + "p": 0.06408784538507462, + "m": 1.0 + }, + { + "p": 0.06858710944652557, + "m": 1.0 + }, + { + "p": 0.09806501120328903, + "m": 1.0 + }, + { + "p": 0.07809145003557205, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json new file mode 100644 index 0000000..3b30499 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 74.14, + "Time": [ + 87.60189172488792, + 5.088276568324305 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.25852632522583, + "val_loss": 2.27885365486145, + "acc": 11.41, + "time": 96.89079880993813, + "param": [ + { + "p": 0.07542935758829117, + "m": 1.0 + }, + { + "p": 0.057865336537361145, + "m": 1.0 + }, + { + "p": 0.07586802542209625, + "m": 1.0 + }, + { + "p": 0.06181250885128975, + "m": 1.0 + }, + { + "p": 0.06726095080375671, + "m": 1.0 + }, + { + "p": 0.09695925563573837, + "m": 1.0 + }, + { + "p": 0.11251874268054962, + "m": 1.0 + }, + { + "p": 0.09690993279218674, + "m": 1.0 + }, + { + "p": 0.05925067141652107, + "m": 1.0 + }, + { + "p": 0.047041140496730804, + "m": 1.0 + }, + { + "p": 0.02585284598171711, + "m": 1.0 + }, + { + "p": 0.07518815994262695, + "m": 1.0 + }, + { + "p": 0.1020645797252655, + "m": 1.0 + }, + { + "p": 0.04597847908735275, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.126643657684326, + "val_loss": 2.0219128131866455, + "acc": 26.88, + "time": 88.24635060899891, + "param": [ + { + "p": 0.10088860243558884, + "m": 1.0 + }, + { + "p": 0.05443843454122543, + "m": 1.0 + }, + { + "p": 0.09417666494846344, + "m": 1.0 + }, + { + "p": 0.0683145746588707, + "m": 1.0 + }, + { + "p": 0.06555426865816116, + "m": 1.0 + }, + { + "p": 0.10345829278230667, + "m": 1.0 + }, + { + "p": 0.09043765813112259, + "m": 1.0 + }, + { + "p": 0.08096319437026978, + "m": 1.0 + }, + { + "p": 0.03391250595450401, + "m": 1.0 + }, + { + "p": 0.056940190494060516, + "m": 1.0 + }, + { + "p": 0.04911087825894356, + "m": 1.0 + }, + { + "p": 0.08922399580478668, + "m": 1.0 + }, + { + "p": 0.11258073896169662, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.010758399963379, + "val_loss": 1.9255906343460083, + "acc": 33.05, + "time": 87.31389085110277, + "param": [ + { + "p": 0.130855530500412, + "m": 1.0 + }, + { + "p": 0.04353342950344086, + "m": 1.0 + }, + { + "p": 0.09226930886507034, + "m": 1.0 + }, + { + "p": 0.05843224376440048, + "m": 1.0 + }, + { + "p": 0.08742768317461014, + "m": 1.0 + }, + { + "p": 0.07774881273508072, + "m": 1.0 + }, + { + "p": 0.08353112637996674, + "m": 1.0 + }, + { + "p": 0.07219146937131882, + "m": 1.0 + }, + { + "p": 0.00852526817470789, + "m": 1.0 + }, + { + "p": 0.05829714611172676, + "m": 1.0 + }, + { + "p": 0.026012910529971123, + "m": 1.0 + }, + { + "p": 0.1244226023554802, + "m": 1.0 + }, + { + "p": 0.13417907059192657, + "m": 1.0 + }, + { + "p": 0.0025734901428222656, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.009199380874634, + "val_loss": 1.7265032529830933, + "acc": 37.58, + "time": 90.67752868006937, + "param": [ + { + "p": 0.16526402533054352, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0988469049334526, + "m": 1.0 + }, + { + "p": 0.07023313641548157, + "m": 1.0 + }, + { + "p": 0.13287317752838135, + "m": 1.0 + }, + { + "p": 0.027763964608311653, + "m": 1.0 + }, + { + "p": 0.09013449400663376, + "m": 1.0 + }, + { + "p": 0.02950703166425228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03087856061756611, + "m": 1.0 + }, + { + "p": 0.017562858760356903, + "m": 1.0 + }, + { + "p": 0.15990710258483887, + "m": 1.0 + }, + { + "p": 0.17702876031398773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.7763575315475464, + "val_loss": 1.7259466648101807, + "acc": 35.56, + "time": 96.05840223701671, + "param": [ + { + "p": 0.20559875667095184, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1071917861700058, + "m": 1.0 + }, + { + "p": 0.05162704735994339, + "m": 1.0 + }, + { + "p": 0.153848335146904, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0675697773694992, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19716434180736542, + "m": 1.0 + }, + { + "p": 0.21700002253055573, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.6557809114456177, + "val_loss": 1.6478129625320435, + "acc": 40.56, + "time": 83.09117673197761, + "param": [ + { + "p": 0.22585542500019073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10068202763795853, + "m": 1.0 + }, + { + "p": 0.021811364218592644, + "m": 1.0 + }, + { + "p": 0.15316106379032135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05698605254292488, + "m": 1.0 + }, + { + "p": 0.007440861780196428, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1979239583015442, + "m": 1.0 + }, + { + "p": 0.233524352312088, + "m": 1.0 + }, + { + "p": 0.0026148702017962933, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.9449344873428345, + "val_loss": 1.4687341451644897, + "acc": 44.05, + "time": 94.17455664789304, + "param": [ + { + "p": 0.23890270292758942, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0932011529803276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14683610200881958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.056864164769649506, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2091556340456009, + "m": 1.0 + }, + { + "p": 0.2550402581691742, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.6451274156570435, + "val_loss": 1.5632660388946533, + "acc": 45.31, + "time": 99.31346059311181, + "param": [ + { + "p": 0.24849237501621246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08468838036060333, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12755197286605835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.051367342472076416, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0005896583897992969, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22389379143714905, + "m": 1.0 + }, + { + "p": 0.26341649889945984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.7498507499694824, + "val_loss": 1.461004614830017, + "acc": 45.96, + "time": 85.1514060429763, + "param": [ + { + "p": 0.2306199073791504, + "m": 1.0 + }, + { + "p": 0.004522308241575956, + "m": 1.0 + }, + { + "p": 0.07468213140964508, + "m": 1.0 + }, + { + "p": 0.012400132603943348, + "m": 1.0 + }, + { + "p": 0.11156551539897919, + "m": 1.0 + }, + { + "p": 0.003470554482191801, + "m": 1.0 + }, + { + "p": 0.05715976655483246, + "m": 1.0 + }, + { + "p": 0.019822848960757256, + "m": 1.0 + }, + { + "p": 0.0020449578296393156, + "m": 1.0 + }, + { + "p": 0.016512010246515274, + "m": 1.0 + }, + { + "p": 0.007378111593425274, + "m": 1.0 + }, + { + "p": 0.2110096663236618, + "m": 1.0 + }, + { + "p": 0.24566160142421722, + "m": 1.0 + }, + { + "p": 0.003150397911667824, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.5244766473770142, + "val_loss": 1.3456448316574097, + "acc": 47.35, + "time": 82.13841858017258, + "param": [ + { + "p": 0.2072775512933731, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07006906718015671, + "m": 1.0 + }, + { + "p": 0.03565900772809982, + "m": 1.0 + }, + { + "p": 0.09956737607717514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.064883291721344, + "m": 1.0 + }, + { + "p": 0.04380857199430466, + "m": 1.0 + }, + { + "p": 0.009581251069903374, + "m": 1.0 + }, + { + "p": 0.035115960985422134, + "m": 1.0 + }, + { + "p": 0.023791179060935974, + "m": 1.0 + }, + { + "p": 0.19975116848945618, + "m": 1.0 + }, + { + "p": 0.21049553155899048, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.358407974243164, + "val_loss": 1.4096481800079346, + "acc": 49.17, + "time": 87.25028150598519, + "param": [ + { + "p": 0.20947039127349854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.059449322521686554, + "m": 1.0 + }, + { + "p": 0.02419348619878292, + "m": 1.0 + }, + { + "p": 0.09897419065237045, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07759363949298859, + "m": 1.0 + }, + { + "p": 0.03688277676701546, + "m": 1.0 + }, + { + "p": 0.003353274194523692, + "m": 1.0 + }, + { + "p": 0.03689640387892723, + "m": 1.0 + }, + { + "p": 0.022796088829636574, + "m": 1.0 + }, + { + "p": 0.2153315544128418, + "m": 1.0 + }, + { + "p": 0.21505886316299438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.3871190547943115, + "val_loss": 1.4819014072418213, + "acc": 48.81, + "time": 85.77851910796016, + "param": [ + { + "p": 0.21558153629302979, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05181920528411865, + "m": 1.0 + }, + { + "p": 0.01311089564114809, + "m": 1.0 + }, + { + "p": 0.07966525107622147, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08178119361400604, + "m": 1.0 + }, + { + "p": 0.030782919377088547, + "m": 1.0 + }, + { + "p": 0.015328379347920418, + "m": 1.0 + }, + { + "p": 0.04836798459291458, + "m": 1.0 + }, + { + "p": 0.016213059425354004, + "m": 1.0 + }, + { + "p": 0.229805126786232, + "m": 1.0 + }, + { + "p": 0.21754446625709534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.5320556163787842, + "val_loss": 1.4539499282836914, + "acc": 49.29, + "time": 83.38843341101892, + "param": [ + { + "p": 0.20204953849315643, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0607956238090992, + "m": 1.0 + }, + { + "p": 0.019706400111317635, + "m": 1.0 + }, + { + "p": 0.06562201678752899, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08112091571092606, + "m": 1.0 + }, + { + "p": 0.03921869024634361, + "m": 1.0 + }, + { + "p": 0.03550165146589279, + "m": 1.0 + }, + { + "p": 0.0674014538526535, + "m": 1.0 + }, + { + "p": 0.025425931438803673, + "m": 1.0 + }, + { + "p": 0.21022041141986847, + "m": 1.0 + }, + { + "p": 0.1927158534526825, + "m": 1.0 + }, + { + "p": 0.00022154295584186912, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7390191555023193, + "val_loss": 1.330901026725769, + "acc": 50.6, + "time": 95.93849665811285, + "param": [ + { + "p": 0.21061204373836517, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06553295254707336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030524667352437973, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09222745150327682, + "m": 1.0 + }, + { + "p": 0.03639771416783333, + "m": 1.0 + }, + { + "p": 0.027079518884420395, + "m": 1.0 + }, + { + "p": 0.07570108026266098, + "m": 1.0 + }, + { + "p": 0.032682403922080994, + "m": 1.0 + }, + { + "p": 0.22282491624355316, + "m": 1.0 + }, + { + "p": 0.2064172625541687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.3298622369766235, + "val_loss": 1.2228339910507202, + "acc": 53.86, + "time": 84.29199872701429, + "param": [ + { + "p": 0.20969268679618835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06954193860292435, + "m": 1.0 + }, + { + "p": 0.004470390267670155, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003665653057396412, + "m": 1.0 + }, + { + "p": 0.09629693627357483, + "m": 1.0 + }, + { + "p": 0.03152437508106232, + "m": 1.0 + }, + { + "p": 0.026118775829672813, + "m": 1.0 + }, + { + "p": 0.08630716055631638, + "m": 1.0 + }, + { + "p": 0.03304373472929001, + "m": 1.0 + }, + { + "p": 0.23233719170093536, + "m": 1.0 + }, + { + "p": 0.20579448342323303, + "m": 1.0 + }, + { + "p": 0.0012067920761182904, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.2441480159759521, + "val_loss": 1.3562521934509277, + "acc": 53.0, + "time": 87.84587219008245, + "param": [ + { + "p": 0.2097356915473938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06966779381036758, + "m": 1.0 + }, + { + "p": 0.008514218963682652, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11098141223192215, + "m": 1.0 + }, + { + "p": 0.03002852201461792, + "m": 1.0 + }, + { + "p": 0.02161720208823681, + "m": 1.0 + }, + { + "p": 0.09572286158800125, + "m": 1.0 + }, + { + "p": 0.015139102935791016, + "m": 1.0 + }, + { + "p": 0.2301679104566574, + "m": 1.0 + }, + { + "p": 0.20842529833316803, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.3439210653305054, + "val_loss": 1.3009724617004395, + "acc": 54.86, + "time": 97.52195514412597, + "param": [ + { + "p": 0.21659620106220245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06825710833072662, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11792220920324326, + "m": 1.0 + }, + { + "p": 0.031564321368932724, + "m": 1.0 + }, + { + "p": 0.016889434307813644, + "m": 1.0 + }, + { + "p": 0.10172664374113083, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23761942982673645, + "m": 1.0 + }, + { + "p": 0.20942462980747223, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.3808486461639404, + "val_loss": 1.2435815334320068, + "acc": 51.08, + "time": 82.99787811911665, + "param": [ + { + "p": 0.2157752811908722, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06514479964971542, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1136852502822876, + "m": 1.0 + }, + { + "p": 0.041016459465026855, + "m": 1.0 + }, + { + "p": 0.021190624684095383, + "m": 1.0 + }, + { + "p": 0.10048592835664749, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24706031382083893, + "m": 1.0 + }, + { + "p": 0.195203498005867, + "m": 1.0 + }, + { + "p": 0.00043791605276055634, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.3477137088775635, + "val_loss": 1.197208285331726, + "acc": 57.89, + "time": 83.50408886815421, + "param": [ + { + "p": 0.22969815135002136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05266152694821358, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11463256925344467, + "m": 1.0 + }, + { + "p": 0.034605972468853, + "m": 1.0 + }, + { + "p": 0.017394723370671272, + "m": 1.0 + }, + { + "p": 0.09476521611213684, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.26118865609169006, + "m": 1.0 + }, + { + "p": 0.19505317509174347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.8395780324935913, + "val_loss": 1.248681902885437, + "acc": 54.59, + "time": 91.39591413293965, + "param": [ + { + "p": 0.25478893518447876, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03649657219648361, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1137162446975708, + "m": 1.0 + }, + { + "p": 0.029499979689717293, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08301350474357605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28099751472473145, + "m": 1.0 + }, + { + "p": 0.2014872282743454, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.6320056915283203, + "val_loss": 1.2659192085266113, + "acc": 57.71, + "time": 84.06659881700762, + "param": [ + { + "p": 0.27983713150024414, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0089704729616642, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1013256311416626, + "m": 1.0 + }, + { + "p": 0.030189676210284233, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06813117861747742, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30217665433883667, + "m": 1.0 + }, + { + "p": 0.2093692570924759, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.1445517539978027, + "val_loss": 1.1731250286102295, + "acc": 57.99, + "time": 82.61039231484756, + "param": [ + { + "p": 0.2940804362297058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.091626837849617, + "m": 1.0 + }, + { + "p": 0.01456461288034916, + "m": 1.0 + }, + { + "p": 1.245447219844209e-05, + "m": 1.0 + }, + { + "p": 0.05952603369951248, + "m": 1.0 + }, + { + "p": 1.3643925740325358e-05, + "m": 1.0 + }, + { + "p": 0.3282705247402191, + "m": 1.0 + }, + { + "p": 0.21190544962882996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.3464858531951904, + "val_loss": 1.248687744140625, + "acc": 58.08, + "time": 87.45684172702022, + "param": [ + { + "p": 0.28373047709465027, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004137457814067602, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009758148342370987, + "m": 1.0 + }, + { + "p": 0.06774546205997467, + "m": 1.0 + }, + { + "p": 0.015210198238492012, + "m": 1.0 + }, + { + "p": 0.010304560884833336, + "m": 1.0 + }, + { + "p": 0.06037154793739319, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.33947864174842834, + "m": 1.0 + }, + { + "p": 0.2056434601545334, + "m": 1.0 + }, + { + "p": 0.0036200478207319975, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.3688617944717407, + "val_loss": 1.0130178928375244, + "acc": 60.12, + "time": 87.50373593810946, + "param": [ + { + "p": 0.26999083161354065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007731474470347166, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016764989122748375, + "m": 1.0 + }, + { + "p": 0.057373400777578354, + "m": 1.0 + }, + { + "p": 0.009945082478225231, + "m": 1.0 + }, + { + "p": 0.022264860570430756, + "m": 1.0 + }, + { + "p": 0.06129410117864609, + "m": 1.0 + }, + { + "p": 0.007440619636327028, + "m": 1.0 + }, + { + "p": 0.3383413851261139, + "m": 1.0 + }, + { + "p": 0.20076382160186768, + "m": 1.0 + }, + { + "p": 0.008089439012110233, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.298084020614624, + "val_loss": 1.1109330654144287, + "acc": 58.62, + "time": 86.77356737991795, + "param": [ + { + "p": 0.257027804851532, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01754908822476864, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009334181086160243, + "m": 1.0 + }, + { + "p": 0.008868241682648659, + "m": 1.0 + }, + { + "p": 0.05171061307191849, + "m": 1.0 + }, + { + "p": 0.014677072875201702, + "m": 1.0 + }, + { + "p": 0.024745512753725052, + "m": 1.0 + }, + { + "p": 0.06343617290258408, + "m": 1.0 + }, + { + "p": 0.02333725057542324, + "m": 1.0 + }, + { + "p": 0.3363529145717621, + "m": 1.0 + }, + { + "p": 0.19169092178344727, + "m": 1.0 + }, + { + "p": 0.009670920670032501, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.122437834739685, + "val_loss": 0.9974489212036133, + "acc": 60.11, + "time": 98.0477005650755, + "param": [ + { + "p": 0.22795714437961578, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030775321647524834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009138704277575016, + "m": 1.0 + }, + { + "p": 0.020208677276968956, + "m": 1.0 + }, + { + "p": 0.034010741859674454, + "m": 1.0 + }, + { + "p": 0.03299567848443985, + "m": 1.0 + }, + { + "p": 0.039695654064416885, + "m": 1.0 + }, + { + "p": 0.07188139110803604, + "m": 1.0 + }, + { + "p": 0.026817161589860916, + "m": 1.0 + }, + { + "p": 0.3073950707912445, + "m": 1.0 + }, + { + "p": 0.176211878657341, + "m": 1.0 + }, + { + "p": 0.02291259914636612, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.2619231939315796, + "val_loss": 1.1142520904541016, + "acc": 62.17, + "time": 96.37336216797121, + "param": [ + { + "p": 0.20277538895606995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.040808018296957016, + "m": 1.0 + }, + { + "p": 0.011221292428672314, + "m": 1.0 + }, + { + "p": 0.019923048093914986, + "m": 1.0 + }, + { + "p": 0.020249053835868835, + "m": 1.0 + }, + { + "p": 0.03552613407373428, + "m": 1.0 + }, + { + "p": 0.05431387573480606, + "m": 1.0 + }, + { + "p": 0.052091166377067566, + "m": 1.0 + }, + { + "p": 0.085178442299366, + "m": 1.0 + }, + { + "p": 0.02826175093650818, + "m": 1.0 + }, + { + "p": 0.2739974856376648, + "m": 1.0 + }, + { + "p": 0.16159644722938538, + "m": 1.0 + }, + { + "p": 0.014057931490242481, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.2498818635940552, + "val_loss": 1.0874465703964233, + "acc": 62.2, + "time": 83.79741832218133, + "param": [ + { + "p": 0.18839484453201294, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05054503306746483, + "m": 1.0 + }, + { + "p": 0.016833119094371796, + "m": 1.0 + }, + { + "p": 0.030237829312682152, + "m": 1.0 + }, + { + "p": 0.004871279001235962, + "m": 1.0 + }, + { + "p": 0.04001642391085625, + "m": 1.0 + }, + { + "p": 0.07487025111913681, + "m": 1.0 + }, + { + "p": 0.05560468137264252, + "m": 1.0 + }, + { + "p": 0.09088952094316483, + "m": 1.0 + }, + { + "p": 0.034835636615753174, + "m": 1.0 + }, + { + "p": 0.24683479964733124, + "m": 1.0 + }, + { + "p": 0.148229718208313, + "m": 1.0 + }, + { + "p": 0.01783686690032482, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.4098966121673584, + "val_loss": 1.094984531402588, + "acc": 62.26, + "time": 88.72946153092198, + "param": [ + { + "p": 0.18325743079185486, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.057659368962049484, + "m": 1.0 + }, + { + "p": 0.0240093432366848, + "m": 1.0 + }, + { + "p": 0.037290073931217194, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04798715189099312, + "m": 1.0 + }, + { + "p": 0.0776972845196724, + "m": 1.0 + }, + { + "p": 0.04525482654571533, + "m": 1.0 + }, + { + "p": 0.08984097093343735, + "m": 1.0 + }, + { + "p": 0.043494608253240585, + "m": 1.0 + }, + { + "p": 0.2356947660446167, + "m": 1.0 + }, + { + "p": 0.1401030421257019, + "m": 1.0 + }, + { + "p": 0.017711106687784195, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.3301953077316284, + "val_loss": 1.0889713764190674, + "acc": 62.88, + "time": 95.80277135293, + "param": [ + { + "p": 0.1907331347465515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06251658499240875, + "m": 1.0 + }, + { + "p": 0.028516428545117378, + "m": 1.0 + }, + { + "p": 0.02928411215543747, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06355580687522888, + "m": 1.0 + }, + { + "p": 0.07416075468063354, + "m": 1.0 + }, + { + "p": 0.0323883481323719, + "m": 1.0 + }, + { + "p": 0.08838879317045212, + "m": 1.0 + }, + { + "p": 0.043436259031295776, + "m": 1.0 + }, + { + "p": 0.24736662209033966, + "m": 1.0 + }, + { + "p": 0.13965319097042084, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.3339385986328125, + "val_loss": 1.0765047073364258, + "acc": 63.8, + "time": 83.20974823599681, + "param": [ + { + "p": 0.18066610395908356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06559795141220093, + "m": 1.0 + }, + { + "p": 0.03176167979836464, + "m": 1.0 + }, + { + "p": 0.02571396715939045, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0770246684551239, + "m": 1.0 + }, + { + "p": 0.07285942882299423, + "m": 1.0 + }, + { + "p": 0.03572002425789833, + "m": 1.0 + }, + { + "p": 0.08391726016998291, + "m": 1.0 + }, + { + "p": 0.051096852868795395, + "m": 1.0 + }, + { + "p": 0.23972785472869873, + "m": 1.0 + }, + { + "p": 0.13448747992515564, + "m": 1.0 + }, + { + "p": 0.0014266776852309704, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.2615606784820557, + "val_loss": 0.9956811666488647, + "acc": 64.21, + "time": 84.23603495699354, + "param": [ + { + "p": 0.18103408813476562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06753410398960114, + "m": 1.0 + }, + { + "p": 0.031938888132572174, + "m": 1.0 + }, + { + "p": 0.0026696871500462294, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08994274586439133, + "m": 1.0 + }, + { + "p": 0.07560154050588608, + "m": 1.0 + }, + { + "p": 0.03978334739804268, + "m": 1.0 + }, + { + "p": 0.076515793800354, + "m": 1.0 + }, + { + "p": 0.05851580947637558, + "m": 1.0 + }, + { + "p": 0.23878121376037598, + "m": 1.0 + }, + { + "p": 0.1376827359199524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.3281623125076294, + "val_loss": 1.13334321975708, + "acc": 63.79, + "time": 93.44786984100938, + "param": [ + { + "p": 0.19069072604179382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06368417292833328, + "m": 1.0 + }, + { + "p": 0.02960832044482231, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1023767814040184, + "m": 1.0 + }, + { + "p": 0.07575811445713043, + "m": 1.0 + }, + { + "p": 0.03719013184309006, + "m": 1.0 + }, + { + "p": 0.05383804067969322, + "m": 1.0 + }, + { + "p": 0.051957905292510986, + "m": 1.0 + }, + { + "p": 0.25919193029403687, + "m": 1.0 + }, + { + "p": 0.13570383191108704, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.0139904022216797, + "val_loss": 0.9771154522895813, + "acc": 65.31, + "time": 97.69826852204278, + "param": [ + { + "p": 0.20625069737434387, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05600329488515854, + "m": 1.0 + }, + { + "p": 0.021122215315699577, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10394492000341415, + "m": 1.0 + }, + { + "p": 0.0720977783203125, + "m": 1.0 + }, + { + "p": 0.036826808005571365, + "m": 1.0 + }, + { + "p": 0.031563758850097656, + "m": 1.0 + }, + { + "p": 0.04176926985383034, + "m": 1.0 + }, + { + "p": 0.29104867577552795, + "m": 1.0 + }, + { + "p": 0.1393725872039795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.3032810688018799, + "val_loss": 0.9924681782722473, + "acc": 64.82, + "time": 86.00292167207226, + "param": [ + { + "p": 0.2118675261735916, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.054903000593185425, + "m": 1.0 + }, + { + "p": 0.015786224976181984, + "m": 1.0 + }, + { + "p": 0.010665363632142544, + "m": 1.0 + }, + { + "p": 0.00116209895350039, + "m": 1.0 + }, + { + "p": 0.10332000255584717, + "m": 1.0 + }, + { + "p": 0.06617460399866104, + "m": 1.0 + }, + { + "p": 0.03381940349936485, + "m": 1.0 + }, + { + "p": 0.02923552691936493, + "m": 1.0 + }, + { + "p": 0.046236082911491394, + "m": 1.0 + }, + { + "p": 0.2889461815357208, + "m": 1.0 + }, + { + "p": 0.13419751822948456, + "m": 1.0 + }, + { + "p": 0.0036864494904875755, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.3629193305969238, + "val_loss": 1.0347448587417603, + "acc": 64.58, + "time": 91.3533343130257, + "param": [ + { + "p": 0.20383399724960327, + "m": 1.0 + }, + { + "p": 0.001675899256952107, + "m": 1.0 + }, + { + "p": 0.057469505816698074, + "m": 1.0 + }, + { + "p": 0.02672574110329151, + "m": 1.0 + }, + { + "p": 0.02310587838292122, + "m": 1.0 + }, + { + "p": 0.011613430455327034, + "m": 1.0 + }, + { + "p": 0.08794291317462921, + "m": 1.0 + }, + { + "p": 0.05959425866603851, + "m": 1.0 + }, + { + "p": 0.04400894418358803, + "m": 1.0 + }, + { + "p": 0.03907926380634308, + "m": 1.0 + }, + { + "p": 0.050156012177467346, + "m": 1.0 + }, + { + "p": 0.25633934140205383, + "m": 1.0 + }, + { + "p": 0.11705370992422104, + "m": 1.0 + }, + { + "p": 0.02140115201473236, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.3276574611663818, + "val_loss": 1.0159589052200317, + "acc": 65.93, + "time": 81.40346143092029, + "param": [ + { + "p": 0.18716885149478912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07021654397249222, + "m": 1.0 + }, + { + "p": 0.03629499301314354, + "m": 1.0 + }, + { + "p": 0.01961764320731163, + "m": 1.0 + }, + { + "p": 0.02888611890375614, + "m": 1.0 + }, + { + "p": 0.08185499906539917, + "m": 1.0 + }, + { + "p": 0.05414266139268875, + "m": 1.0 + }, + { + "p": 0.04396345838904381, + "m": 1.0 + }, + { + "p": 0.05245160683989525, + "m": 1.0 + }, + { + "p": 0.04457082226872444, + "m": 1.0 + }, + { + "p": 0.229127898812294, + "m": 1.0 + }, + { + "p": 0.10923916101455688, + "m": 1.0 + }, + { + "p": 0.042465172708034515, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.0921837091445923, + "val_loss": 1.0757147073745728, + "acc": 64.72, + "time": 85.68907046411186, + "param": [ + { + "p": 0.16412842273712158, + "m": 1.0 + }, + { + "p": 9.828791371546686e-05, + "m": 1.0 + }, + { + "p": 0.08983734250068665, + "m": 1.0 + }, + { + "p": 0.037882909178733826, + "m": 1.0 + }, + { + "p": 0.02722969278693199, + "m": 1.0 + }, + { + "p": 0.05077264457941055, + "m": 1.0 + }, + { + "p": 0.0751001313328743, + "m": 1.0 + }, + { + "p": 0.050808027386665344, + "m": 1.0 + }, + { + "p": 0.037617478519678116, + "m": 1.0 + }, + { + "p": 0.06368259340524673, + "m": 1.0 + }, + { + "p": 0.053285107016563416, + "m": 1.0 + }, + { + "p": 0.2000226229429245, + "m": 1.0 + }, + { + "p": 0.09914389997720718, + "m": 1.0 + }, + { + "p": 0.05039076507091522, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.2078641653060913, + "val_loss": 1.0173665285110474, + "acc": 66.61, + "time": 84.68457086314447, + "param": [ + { + "p": 0.16177725791931152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0983758196234703, + "m": 1.0 + }, + { + "p": 0.02576722763478756, + "m": 1.0 + }, + { + "p": 0.02137013152241707, + "m": 1.0 + }, + { + "p": 0.06977219134569168, + "m": 1.0 + }, + { + "p": 0.07361400872468948, + "m": 1.0 + }, + { + "p": 0.04496404528617859, + "m": 1.0 + }, + { + "p": 0.030529338866472244, + "m": 1.0 + }, + { + "p": 0.06649043411016464, + "m": 1.0 + }, + { + "p": 0.06469300389289856, + "m": 1.0 + }, + { + "p": 0.1940392255783081, + "m": 1.0 + }, + { + "p": 0.10390374809503555, + "m": 1.0 + }, + { + "p": 0.04470357298851013, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.1514971256256104, + "val_loss": 0.9905497431755066, + "acc": 66.66, + "time": 84.81535498914309, + "param": [ + { + "p": 0.17488688230514526, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09521371126174927, + "m": 1.0 + }, + { + "p": 0.0067728254944086075, + "m": 1.0 + }, + { + "p": 0.014036319218575954, + "m": 1.0 + }, + { + "p": 0.0800647959113121, + "m": 1.0 + }, + { + "p": 0.08626443147659302, + "m": 1.0 + }, + { + "p": 0.03922462835907936, + "m": 1.0 + }, + { + "p": 0.028866488486528397, + "m": 1.0 + }, + { + "p": 0.0646679475903511, + "m": 1.0 + }, + { + "p": 0.06923168897628784, + "m": 1.0 + }, + { + "p": 0.20160210132598877, + "m": 1.0 + }, + { + "p": 0.1125543862581253, + "m": 1.0 + }, + { + "p": 0.026613783091306686, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.2397209405899048, + "val_loss": 0.9143310785293579, + "acc": 66.63, + "time": 89.3850215349812, + "param": [ + { + "p": 0.16679497063159943, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08683130890130997, + "m": 1.0 + }, + { + "p": 0.001483227126300335, + "m": 1.0 + }, + { + "p": 0.02977624535560608, + "m": 1.0 + }, + { + "p": 0.0880667045712471, + "m": 1.0 + }, + { + "p": 0.09216915816068649, + "m": 1.0 + }, + { + "p": 0.041990868747234344, + "m": 1.0 + }, + { + "p": 0.03584475442767143, + "m": 1.0 + }, + { + "p": 0.061447352170944214, + "m": 1.0 + }, + { + "p": 0.07665178924798965, + "m": 1.0 + }, + { + "p": 0.1902473419904709, + "m": 1.0 + }, + { + "p": 0.10990719497203827, + "m": 1.0 + }, + { + "p": 0.018789082765579224, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.2592757940292358, + "val_loss": 0.8623900413513184, + "acc": 66.22, + "time": 89.3292598768603, + "param": [ + { + "p": 0.14927861094474792, + "m": 1.0 + }, + { + "p": 0.004113671835511923, + "m": 1.0 + }, + { + "p": 0.08020014315843582, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03547447547316551, + "m": 1.0 + }, + { + "p": 0.08431597799062729, + "m": 1.0 + }, + { + "p": 0.0866505429148674, + "m": 1.0 + }, + { + "p": 0.05462759733200073, + "m": 1.0 + }, + { + "p": 0.05118861794471741, + "m": 1.0 + }, + { + "p": 0.0664936900138855, + "m": 1.0 + }, + { + "p": 0.07892674952745438, + "m": 1.0 + }, + { + "p": 0.17384129762649536, + "m": 1.0 + }, + { + "p": 0.10447665303945541, + "m": 1.0 + }, + { + "p": 0.0304119773209095, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.1290558576583862, + "val_loss": 1.0789092779159546, + "acc": 67.33, + "time": 91.29545668512583, + "param": [ + { + "p": 0.144507497549057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08071882277727127, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04895693436264992, + "m": 1.0 + }, + { + "p": 0.08535297960042953, + "m": 1.0 + }, + { + "p": 0.07718067616224289, + "m": 1.0 + }, + { + "p": 0.07065282762050629, + "m": 1.0 + }, + { + "p": 0.052531082183122635, + "m": 1.0 + }, + { + "p": 0.06970760226249695, + "m": 1.0 + }, + { + "p": 0.07929392158985138, + "m": 1.0 + }, + { + "p": 0.16596540808677673, + "m": 1.0 + }, + { + "p": 0.09449168294668198, + "m": 1.0 + }, + { + "p": 0.03064057230949402, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.0579307079315186, + "val_loss": 0.8375231623649597, + "acc": 67.58, + "time": 85.84484401391819, + "param": [ + { + "p": 0.14212599396705627, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08502230048179626, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05193348973989487, + "m": 1.0 + }, + { + "p": 0.08536718040704727, + "m": 1.0 + }, + { + "p": 0.07245120406150818, + "m": 1.0 + }, + { + "p": 0.07040654867887497, + "m": 1.0 + }, + { + "p": 0.050844136625528336, + "m": 1.0 + }, + { + "p": 0.07382681965827942, + "m": 1.0 + }, + { + "p": 0.08681728690862656, + "m": 1.0 + }, + { + "p": 0.16617263853549957, + "m": 1.0 + }, + { + "p": 0.09898298978805542, + "m": 1.0 + }, + { + "p": 0.016049420461058617, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.4053149223327637, + "val_loss": 0.958646833896637, + "acc": 66.87, + "time": 92.42474379297346, + "param": [ + { + "p": 0.15855059027671814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08466903865337372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02718193829059601, + "m": 1.0 + }, + { + "p": 0.08562379330396652, + "m": 1.0 + }, + { + "p": 0.04640774428844452, + "m": 1.0 + }, + { + "p": 0.06988275796175003, + "m": 1.0 + }, + { + "p": 0.06119010969996452, + "m": 1.0 + }, + { + "p": 0.07752779126167297, + "m": 1.0 + }, + { + "p": 0.09499768167734146, + "m": 1.0 + }, + { + "p": 0.18006965517997742, + "m": 1.0 + }, + { + "p": 0.10974328219890594, + "m": 1.0 + }, + { + "p": 0.00415564700961113, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 0.956936776638031, + "val_loss": 0.9872086644172668, + "acc": 66.61, + "time": 89.95748470281251, + "param": [ + { + "p": 0.16594287753105164, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0901729017496109, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08396012336015701, + "m": 1.0 + }, + { + "p": 0.025728486478328705, + "m": 1.0 + }, + { + "p": 0.06302265077829361, + "m": 1.0 + }, + { + "p": 0.06964553892612457, + "m": 1.0 + }, + { + "p": 0.07695680856704712, + "m": 1.0 + }, + { + "p": 0.09753727167844772, + "m": 1.0 + }, + { + "p": 0.2039615660905838, + "m": 1.0 + }, + { + "p": 0.11822929978370667, + "m": 1.0 + }, + { + "p": 0.004842473194003105, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.0708798170089722, + "val_loss": 0.8990605473518372, + "acc": 67.77, + "time": 83.19860950415023, + "param": [ + { + "p": 0.16805444657802582, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09530911594629288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07460545003414154, + "m": 1.0 + }, + { + "p": 0.019679127261042595, + "m": 1.0 + }, + { + "p": 0.049247078597545624, + "m": 1.0 + }, + { + "p": 0.07331711053848267, + "m": 1.0 + }, + { + "p": 0.07817145437002182, + "m": 1.0 + }, + { + "p": 0.09069451689720154, + "m": 1.0 + }, + { + "p": 0.21899303793907166, + "m": 1.0 + }, + { + "p": 0.13192860782146454, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.1766806840896606, + "val_loss": 0.8524224758148193, + "acc": 67.22, + "time": 82.7559997360222, + "param": [ + { + "p": 0.1754433661699295, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09737863391637802, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.047000184655189514, + "m": 1.0 + }, + { + "p": 0.01181833166629076, + "m": 1.0 + }, + { + "p": 0.029989825561642647, + "m": 1.0 + }, + { + "p": 0.08309081941843033, + "m": 1.0 + }, + { + "p": 0.07847169786691666, + "m": 1.0 + }, + { + "p": 0.09331133216619492, + "m": 1.0 + }, + { + "p": 0.2330724447965622, + "m": 1.0 + }, + { + "p": 0.15042337775230408, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.0965644121170044, + "val_loss": 0.8066465854644775, + "acc": 68.54, + "time": 83.0246752309613, + "param": [ + { + "p": 0.19174779951572418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09392756968736649, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0003538171004038304, + "m": 1.0 + }, + { + "p": 0.016798853874206543, + "m": 1.0 + }, + { + "p": 0.005546834785491228, + "m": 1.0 + }, + { + "p": 0.014493838883936405, + "m": 1.0 + }, + { + "p": 0.09031503647565842, + "m": 1.0 + }, + { + "p": 0.08196903020143509, + "m": 1.0 + }, + { + "p": 0.09460470825433731, + "m": 1.0 + }, + { + "p": 0.2456844449043274, + "m": 1.0 + }, + { + "p": 0.16455800831317902, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 0.9826620221138, + "val_loss": 0.8945187330245972, + "acc": 67.69, + "time": 84.48779662209563, + "param": [ + { + "p": 0.1967911422252655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09167788177728653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018617456778883934, + "m": 1.0 + }, + { + "p": 0.024234794080257416, + "m": 1.0 + }, + { + "p": 0.001759477541781962, + "m": 1.0 + }, + { + "p": 0.014609122648835182, + "m": 1.0 + }, + { + "p": 0.08528931438922882, + "m": 1.0 + }, + { + "p": 0.07286875694990158, + "m": 1.0 + }, + { + "p": 0.09493119269609451, + "m": 1.0 + }, + { + "p": 0.239094078540802, + "m": 1.0 + }, + { + "p": 0.15936215221881866, + "m": 1.0 + }, + { + "p": 0.0007645652513019741, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.1112302541732788, + "val_loss": 0.8833262324333191, + "acc": 69.06, + "time": 96.28972772997804, + "param": [ + { + "p": 0.17709024250507355, + "m": 1.0 + }, + { + "p": 0.007087464910000563, + "m": 1.0 + }, + { + "p": 0.09353026002645493, + "m": 1.0 + }, + { + "p": 0.006256061606109142, + "m": 1.0 + }, + { + "p": 0.03844176232814789, + "m": 1.0 + }, + { + "p": 0.042299043387174606, + "m": 1.0 + }, + { + "p": 0.02430650405585766, + "m": 1.0 + }, + { + "p": 0.03525116294622421, + "m": 1.0 + }, + { + "p": 0.0816984549164772, + "m": 1.0 + }, + { + "p": 0.058610379695892334, + "m": 1.0 + }, + { + "p": 0.08926264196634293, + "m": 1.0 + }, + { + "p": 0.19461289048194885, + "m": 1.0 + }, + { + "p": 0.13610045611858368, + "m": 1.0 + }, + { + "p": 0.015452641062438488, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.1672860383987427, + "val_loss": 0.8920885324478149, + "acc": 68.28, + "time": 84.0419357160572, + "param": [ + { + "p": 0.14989438652992249, + "m": 1.0 + }, + { + "p": 0.011106747202575207, + "m": 1.0 + }, + { + "p": 0.09736616909503937, + "m": 1.0 + }, + { + "p": 0.02168836072087288, + "m": 1.0 + }, + { + "p": 0.037493523210287094, + "m": 1.0 + }, + { + "p": 0.057927824556827545, + "m": 1.0 + }, + { + "p": 0.05094195157289505, + "m": 1.0 + }, + { + "p": 0.060716576874256134, + "m": 1.0 + }, + { + "p": 0.08120671659708023, + "m": 1.0 + }, + { + "p": 0.05858660116791725, + "m": 1.0 + }, + { + "p": 0.08775569498538971, + "m": 1.0 + }, + { + "p": 0.14149576425552368, + "m": 1.0 + }, + { + "p": 0.11186456680297852, + "m": 1.0 + }, + { + "p": 0.03195500373840332, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.3770493268966675, + "val_loss": 0.8409120440483093, + "acc": 69.91, + "time": 85.39488505711779, + "param": [ + { + "p": 0.12224604934453964, + "m": 1.0 + }, + { + "p": 0.015108622610569, + "m": 1.0 + }, + { + "p": 0.10619335621595383, + "m": 1.0 + }, + { + "p": 0.0337124727666378, + "m": 1.0 + }, + { + "p": 0.037951067090034485, + "m": 1.0 + }, + { + "p": 0.06673494726419449, + "m": 1.0 + }, + { + "p": 0.059020329266786575, + "m": 1.0 + }, + { + "p": 0.06808383017778397, + "m": 1.0 + }, + { + "p": 0.08560934662818909, + "m": 1.0 + }, + { + "p": 0.07041686773300171, + "m": 1.0 + }, + { + "p": 0.08403188735246658, + "m": 1.0 + }, + { + "p": 0.11117292940616608, + "m": 1.0 + }, + { + "p": 0.098658487200737, + "m": 1.0 + }, + { + "p": 0.04105974733829498, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.0578054189682007, + "val_loss": 0.9309873580932617, + "acc": 69.4, + "time": 93.089910490904, + "param": [ + { + "p": 0.11581787467002869, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11408038437366486, + "m": 1.0 + }, + { + "p": 0.036290351301431656, + "m": 1.0 + }, + { + "p": 0.03973155468702316, + "m": 1.0 + }, + { + "p": 0.06616885960102081, + "m": 1.0 + }, + { + "p": 0.05908684432506561, + "m": 1.0 + }, + { + "p": 0.07140133529901505, + "m": 1.0 + }, + { + "p": 0.08237369358539581, + "m": 1.0 + }, + { + "p": 0.07836750149726868, + "m": 1.0 + }, + { + "p": 0.08774391561746597, + "m": 1.0 + }, + { + "p": 0.10738921165466309, + "m": 1.0 + }, + { + "p": 0.10015828162431717, + "m": 1.0 + }, + { + "p": 0.04139021784067154, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.076693058013916, + "val_loss": 0.9259047508239746, + "acc": 69.72, + "time": 82.09845646796748, + "param": [ + { + "p": 0.11334874480962753, + "m": 1.0 + }, + { + "p": 0.0004946278058923781, + "m": 1.0 + }, + { + "p": 0.12301958352327347, + "m": 1.0 + }, + { + "p": 0.02973935194313526, + "m": 1.0 + }, + { + "p": 0.03261157125234604, + "m": 1.0 + }, + { + "p": 0.05750248208642006, + "m": 1.0 + }, + { + "p": 0.06070275977253914, + "m": 1.0 + }, + { + "p": 0.08896836638450623, + "m": 1.0 + }, + { + "p": 0.08063345402479172, + "m": 1.0 + }, + { + "p": 0.07453715801239014, + "m": 1.0 + }, + { + "p": 0.09167518466711044, + "m": 1.0 + }, + { + "p": 0.10823039710521698, + "m": 1.0 + }, + { + "p": 0.11005717515945435, + "m": 1.0 + }, + { + "p": 0.02847903035581112, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.010809302330017, + "val_loss": 0.8061192631721497, + "acc": 70.15, + "time": 82.40524581610225, + "param": [ + { + "p": 0.11529017239809036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12664906680583954, + "m": 1.0 + }, + { + "p": 0.015477115288376808, + "m": 1.0 + }, + { + "p": 0.008010363206267357, + "m": 1.0 + }, + { + "p": 0.044454216957092285, + "m": 1.0 + }, + { + "p": 0.07346651703119278, + "m": 1.0 + }, + { + "p": 0.107634536921978, + "m": 1.0 + }, + { + "p": 0.07219844311475754, + "m": 1.0 + }, + { + "p": 0.06372801959514618, + "m": 1.0 + }, + { + "p": 0.0971771627664566, + "m": 1.0 + }, + { + "p": 0.12030664086341858, + "m": 1.0 + }, + { + "p": 0.13298238813877106, + "m": 1.0 + }, + { + "p": 0.02262536808848381, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 0.9358760118484497, + "val_loss": 0.8097566366195679, + "acc": 69.63, + "time": 82.68971960083582, + "param": [ + { + "p": 0.11858572065830231, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13258571922779083, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02756440080702305, + "m": 1.0 + }, + { + "p": 0.08037520945072174, + "m": 1.0 + }, + { + "p": 0.11653108894824982, + "m": 1.0 + }, + { + "p": 0.07585187256336212, + "m": 1.0 + }, + { + "p": 0.06190623715519905, + "m": 1.0 + }, + { + "p": 0.1038932278752327, + "m": 1.0 + }, + { + "p": 0.13225477933883667, + "m": 1.0 + }, + { + "p": 0.15011489391326904, + "m": 1.0 + }, + { + "p": 0.00033681976492516696, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.0159461498260498, + "val_loss": 0.834322988986969, + "acc": 69.17, + "time": 92.38856582995504, + "param": [ + { + "p": 0.12845495343208313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11112072318792343, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019224196672439575, + "m": 1.0 + }, + { + "p": 0.08589871227741241, + "m": 1.0 + }, + { + "p": 0.11192802339792252, + "m": 1.0 + }, + { + "p": 0.0864349976181984, + "m": 1.0 + }, + { + "p": 0.06525924056768417, + "m": 1.0 + }, + { + "p": 0.08832182735204697, + "m": 1.0 + }, + { + "p": 0.14842042326927185, + "m": 1.0 + }, + { + "p": 0.15493689477443695, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 0.865361750125885, + "val_loss": 0.868384599685669, + "acc": 69.8, + "time": 89.04124745796435, + "param": [ + { + "p": 0.13231849670410156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09831209480762482, + "m": 1.0 + }, + { + "p": 0.004410901106894016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028813757002353668, + "m": 1.0 + }, + { + "p": 0.07259926944971085, + "m": 1.0 + }, + { + "p": 0.0935807153582573, + "m": 1.0 + }, + { + "p": 0.10183974355459213, + "m": 1.0 + }, + { + "p": 0.07300928235054016, + "m": 1.0 + }, + { + "p": 0.07029512524604797, + "m": 1.0 + }, + { + "p": 0.1613660454750061, + "m": 1.0 + }, + { + "p": 0.1634545624256134, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 0.8423767685890198, + "val_loss": 0.9059814214706421, + "acc": 70.2, + "time": 83.63353205402382, + "param": [ + { + "p": 0.12039518356323242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0969587191939354, + "m": 1.0 + }, + { + "p": 0.016867848113179207, + "m": 1.0 + }, + { + "p": 0.009706655517220497, + "m": 1.0 + }, + { + "p": 0.03847290948033333, + "m": 1.0 + }, + { + "p": 0.04958083853125572, + "m": 1.0 + }, + { + "p": 0.09893906861543655, + "m": 1.0 + }, + { + "p": 0.10317472368478775, + "m": 1.0 + }, + { + "p": 0.07515979558229446, + "m": 1.0 + }, + { + "p": 0.06563536822795868, + "m": 1.0 + }, + { + "p": 0.15585140883922577, + "m": 1.0 + }, + { + "p": 0.16925756633281708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.278899908065796, + "val_loss": 0.7969462871551514, + "acc": 70.36, + "time": 83.20612861705013, + "param": [ + { + "p": 0.11217361688613892, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10910387337207794, + "m": 1.0 + }, + { + "p": 0.01979062519967556, + "m": 1.0 + }, + { + "p": 0.02341839112341404, + "m": 1.0 + }, + { + "p": 0.03189501911401749, + "m": 1.0 + }, + { + "p": 0.02429729886353016, + "m": 1.0 + }, + { + "p": 0.10114073753356934, + "m": 1.0 + }, + { + "p": 0.10414321720600128, + "m": 1.0 + }, + { + "p": 0.07685384154319763, + "m": 1.0 + }, + { + "p": 0.06485392898321152, + "m": 1.0 + }, + { + "p": 0.15302884578704834, + "m": 1.0 + }, + { + "p": 0.17624251544475555, + "m": 1.0 + }, + { + "p": 0.0030580677557736635, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 0.9316719770431519, + "val_loss": 0.8637658953666687, + "acc": 69.63, + "time": 82.92097247601487, + "param": [ + { + "p": 0.0991821363568306, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13032498955726624, + "m": 1.0 + }, + { + "p": 0.006653332617133856, + "m": 1.0 + }, + { + "p": 0.01242669578641653, + "m": 1.0 + }, + { + "p": 0.01814301311969757, + "m": 1.0 + }, + { + "p": 0.007132797967642546, + "m": 1.0 + }, + { + "p": 0.1075437068939209, + "m": 1.0 + }, + { + "p": 0.11001532524824142, + "m": 1.0 + }, + { + "p": 0.08406094461679459, + "m": 1.0 + }, + { + "p": 0.06499554216861725, + "m": 1.0 + }, + { + "p": 0.16245442628860474, + "m": 1.0 + }, + { + "p": 0.1951451152563095, + "m": 1.0 + }, + { + "p": 0.0019220301182940602, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 0.9268490672111511, + "val_loss": 0.8504588603973389, + "acc": 70.36, + "time": 83.21363155194558, + "param": [ + { + "p": 0.08383835852146149, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14868400990962982, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005091476254165173, + "m": 1.0 + }, + { + "p": 0.009270098991692066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11177831888198853, + "m": 1.0 + }, + { + "p": 0.11588340997695923, + "m": 1.0 + }, + { + "p": 0.0807630643248558, + "m": 1.0 + }, + { + "p": 0.05610497668385506, + "m": 1.0 + }, + { + "p": 0.17435842752456665, + "m": 1.0 + }, + { + "p": 0.2142278254032135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.0660854578018188, + "val_loss": 1.0030990839004517, + "acc": 70.82, + "time": 90.52912726183422, + "param": [ + { + "p": 0.07252291589975357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1587303727865219, + "m": 1.0 + }, + { + "p": 0.0035026846453547478, + "m": 1.0 + }, + { + "p": 0.014446184039115906, + "m": 1.0 + }, + { + "p": 0.01885427162051201, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09382527321577072, + "m": 1.0 + }, + { + "p": 0.12150532752275467, + "m": 1.0 + }, + { + "p": 0.05747712776064873, + "m": 1.0 + }, + { + "p": 0.06092534959316254, + "m": 1.0 + }, + { + "p": 0.1761384904384613, + "m": 1.0 + }, + { + "p": 0.21903085708618164, + "m": 1.0 + }, + { + "p": 0.0030411086045205593, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 0.8940483927726746, + "val_loss": 0.7978312969207764, + "acc": 70.57, + "time": 83.72400458599441, + "param": [ + { + "p": 0.07738512754440308, + "m": 1.0 + }, + { + "p": 0.015190940350294113, + "m": 1.0 + }, + { + "p": 0.13349385559558868, + "m": 1.0 + }, + { + "p": 0.03291124477982521, + "m": 1.0 + }, + { + "p": 0.039628587663173676, + "m": 1.0 + }, + { + "p": 0.04597710072994232, + "m": 1.0 + }, + { + "p": 0.0036426580045372248, + "m": 1.0 + }, + { + "p": 0.08114854991436005, + "m": 1.0 + }, + { + "p": 0.12059200555086136, + "m": 1.0 + }, + { + "p": 0.03501388058066368, + "m": 1.0 + }, + { + "p": 0.07011397927999496, + "m": 1.0 + }, + { + "p": 0.1429661512374878, + "m": 1.0 + }, + { + "p": 0.1787111759185791, + "m": 1.0 + }, + { + "p": 0.02322472631931305, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 0.8766482472419739, + "val_loss": 0.7505111694335938, + "acc": 71.0, + "time": 84.34536546398886, + "param": [ + { + "p": 0.09033488482236862, + "m": 1.0 + }, + { + "p": 0.017415054142475128, + "m": 1.0 + }, + { + "p": 0.1255006045103073, + "m": 1.0 + }, + { + "p": 0.026617497205734253, + "m": 1.0 + }, + { + "p": 0.025498898699879646, + "m": 1.0 + }, + { + "p": 0.043904345482587814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07810798287391663, + "m": 1.0 + }, + { + "p": 0.13109713792800903, + "m": 1.0 + }, + { + "p": 0.03518250957131386, + "m": 1.0 + }, + { + "p": 0.08468516170978546, + "m": 1.0 + }, + { + "p": 0.14534521102905273, + "m": 1.0 + }, + { + "p": 0.17742328345775604, + "m": 1.0 + }, + { + "p": 0.01888738013803959, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 0.9064857363700867, + "val_loss": 0.9695550799369812, + "acc": 69.32, + "time": 88.2071998049505, + "param": [ + { + "p": 0.10872422158718109, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12821264564990997, + "m": 1.0 + }, + { + "p": 0.0041383178904652596, + "m": 1.0 + }, + { + "p": 0.018720395863056183, + "m": 1.0 + }, + { + "p": 0.03175344318151474, + "m": 1.0 + }, + { + "p": 0.001858511008322239, + "m": 1.0 + }, + { + "p": 0.07087987661361694, + "m": 1.0 + }, + { + "p": 0.13034366071224213, + "m": 1.0 + }, + { + "p": 0.04247967526316643, + "m": 1.0 + }, + { + "p": 0.09343191981315613, + "m": 1.0 + }, + { + "p": 0.15957427024841309, + "m": 1.0 + }, + { + "p": 0.20276200771331787, + "m": 1.0 + }, + { + "p": 0.007120995316654444, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 0.9311498999595642, + "val_loss": 0.883143424987793, + "acc": 71.32, + "time": 87.36807592306286, + "param": [ + { + "p": 0.10333901643753052, + "m": 1.0 + }, + { + "p": 0.003518725512549281, + "m": 1.0 + }, + { + "p": 0.10325250029563904, + "m": 1.0 + }, + { + "p": 0.01756403222680092, + "m": 1.0 + }, + { + "p": 0.04279568791389465, + "m": 1.0 + }, + { + "p": 0.04317152127623558, + "m": 1.0 + }, + { + "p": 0.026497406885027885, + "m": 1.0 + }, + { + "p": 0.07202764600515366, + "m": 1.0 + }, + { + "p": 0.10483309626579285, + "m": 1.0 + }, + { + "p": 0.046477511525154114, + "m": 1.0 + }, + { + "p": 0.0782502219080925, + "m": 1.0 + }, + { + "p": 0.14164479076862335, + "m": 1.0 + }, + { + "p": 0.19118143618106842, + "m": 1.0 + }, + { + "p": 0.02544640377163887, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.0785160064697266, + "val_loss": 0.9308108687400818, + "acc": 71.38, + "time": 83.5641911609564, + "param": [ + { + "p": 0.10274466127157211, + "m": 1.0 + }, + { + "p": 0.0013823164626955986, + "m": 1.0 + }, + { + "p": 0.08430121093988419, + "m": 1.0 + }, + { + "p": 0.03632363677024841, + "m": 1.0 + }, + { + "p": 0.05812104791402817, + "m": 1.0 + }, + { + "p": 0.052128177136182785, + "m": 1.0 + }, + { + "p": 0.04171331226825714, + "m": 1.0 + }, + { + "p": 0.0794546827673912, + "m": 1.0 + }, + { + "p": 0.08278099447488785, + "m": 1.0 + }, + { + "p": 0.04126910865306854, + "m": 1.0 + }, + { + "p": 0.07253285497426987, + "m": 1.0 + }, + { + "p": 0.1273581087589264, + "m": 1.0 + }, + { + "p": 0.1791699230670929, + "m": 1.0 + }, + { + "p": 0.04071996733546257, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 0.9953799247741699, + "val_loss": 0.8861072659492493, + "acc": 69.53, + "time": 83.94282911904156, + "param": [ + { + "p": 0.106618732213974, + "m": 1.0 + }, + { + "p": 0.006745871156454086, + "m": 1.0 + }, + { + "p": 0.06728550791740417, + "m": 1.0 + }, + { + "p": 0.05491789057850838, + "m": 1.0 + }, + { + "p": 0.06091548129916191, + "m": 1.0 + }, + { + "p": 0.0599602572619915, + "m": 1.0 + }, + { + "p": 0.049712199717760086, + "m": 1.0 + }, + { + "p": 0.08902676403522491, + "m": 1.0 + }, + { + "p": 0.06463795900344849, + "m": 1.0 + }, + { + "p": 0.038030579686164856, + "m": 1.0 + }, + { + "p": 0.07137370854616165, + "m": 1.0 + }, + { + "p": 0.11696454137563705, + "m": 1.0 + }, + { + "p": 0.15953345596790314, + "m": 1.0 + }, + { + "p": 0.0542769581079483, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.0376018285751343, + "val_loss": 0.7898464798927307, + "acc": 71.09, + "time": 98.1673357449472, + "param": [ + { + "p": 0.11196231096982956, + "m": 1.0 + }, + { + "p": 0.011420263908803463, + "m": 1.0 + }, + { + "p": 0.0569925531744957, + "m": 1.0 + }, + { + "p": 0.06928132474422455, + "m": 1.0 + }, + { + "p": 0.0467287041246891, + "m": 1.0 + }, + { + "p": 0.06532855331897736, + "m": 1.0 + }, + { + "p": 0.0536787174642086, + "m": 1.0 + }, + { + "p": 0.08731342852115631, + "m": 1.0 + }, + { + "p": 0.06270864605903625, + "m": 1.0 + }, + { + "p": 0.04050501063466072, + "m": 1.0 + }, + { + "p": 0.07111351191997528, + "m": 1.0 + }, + { + "p": 0.11554621160030365, + "m": 1.0 + }, + { + "p": 0.1454726606607437, + "m": 1.0 + }, + { + "p": 0.06194800138473511, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 0.8941125273704529, + "val_loss": 0.8456302881240845, + "acc": 70.7, + "time": 91.63748175394721, + "param": [ + { + "p": 0.10556185245513916, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04987948760390282, + "m": 1.0 + }, + { + "p": 0.07288486510515213, + "m": 1.0 + }, + { + "p": 0.029383227229118347, + "m": 1.0 + }, + { + "p": 0.06803464889526367, + "m": 1.0 + }, + { + "p": 0.056009452790021896, + "m": 1.0 + }, + { + "p": 0.0967283770442009, + "m": 1.0 + }, + { + "p": 0.059501633048057556, + "m": 1.0 + }, + { + "p": 0.046392668038606644, + "m": 1.0 + }, + { + "p": 0.0638609305024147, + "m": 1.0 + }, + { + "p": 0.13312870264053345, + "m": 1.0 + }, + { + "p": 0.15468913316726685, + "m": 1.0 + }, + { + "p": 0.06394503265619278, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.1011290550231934, + "val_loss": 0.7923799753189087, + "acc": 70.86, + "time": 82.87977625103667, + "param": [ + { + "p": 0.10459447652101517, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06022636219859123, + "m": 1.0 + }, + { + "p": 0.06405743956565857, + "m": 1.0 + }, + { + "p": 0.021737871691584587, + "m": 1.0 + }, + { + "p": 0.08101731538772583, + "m": 1.0 + }, + { + "p": 0.050775546580553055, + "m": 1.0 + }, + { + "p": 0.108560711145401, + "m": 1.0 + }, + { + "p": 0.060720086097717285, + "m": 1.0 + }, + { + "p": 0.041021157056093216, + "m": 1.0 + }, + { + "p": 0.04212198033928871, + "m": 1.0 + }, + { + "p": 0.15036079287528992, + "m": 1.0 + }, + { + "p": 0.16902481019496918, + "m": 1.0 + }, + { + "p": 0.04578148573637009, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 0.962024986743927, + "val_loss": 0.9376194477081299, + "acc": 71.06, + "time": 83.44496763404459, + "param": [ + { + "p": 0.1217653676867485, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07552100718021393, + "m": 1.0 + }, + { + "p": 0.0452742762863636, + "m": 1.0 + }, + { + "p": 0.01462163683027029, + "m": 1.0 + }, + { + "p": 0.06771822273731232, + "m": 1.0 + }, + { + "p": 0.04065214470028877, + "m": 1.0 + }, + { + "p": 0.12166936695575714, + "m": 1.0 + }, + { + "p": 0.06380051374435425, + "m": 1.0 + }, + { + "p": 0.03300953283905983, + "m": 1.0 + }, + { + "p": 0.035793036222457886, + "m": 1.0 + }, + { + "p": 0.17653416097164154, + "m": 1.0 + }, + { + "p": 0.18716301023960114, + "m": 1.0 + }, + { + "p": 0.0164776798337698, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 0.8157479763031006, + "val_loss": 0.8663519024848938, + "acc": 71.35, + "time": 83.85670279711485, + "param": [ + { + "p": 0.11746227741241455, + "m": 1.0 + }, + { + "p": 0.010827600955963135, + "m": 1.0 + }, + { + "p": 0.08244004100561142, + "m": 1.0 + }, + { + "p": 0.03132130578160286, + "m": 1.0 + }, + { + "p": 0.026456641033291817, + "m": 1.0 + }, + { + "p": 0.04670320078730583, + "m": 1.0 + }, + { + "p": 0.045277565717697144, + "m": 1.0 + }, + { + "p": 0.1055254265666008, + "m": 1.0 + }, + { + "p": 0.07307229191064835, + "m": 1.0 + }, + { + "p": 0.03974898159503937, + "m": 1.0 + }, + { + "p": 0.05173443257808685, + "m": 1.0 + }, + { + "p": 0.15864157676696777, + "m": 1.0 + }, + { + "p": 0.18418967723846436, + "m": 1.0 + }, + { + "p": 0.026599053293466568, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 0.9883676171302795, + "val_loss": 0.7812171578407288, + "acc": 70.72, + "time": 83.10940821701661, + "param": [ + { + "p": 0.11266740411520004, + "m": 1.0 + }, + { + "p": 0.011836155317723751, + "m": 1.0 + }, + { + "p": 0.08589084446430206, + "m": 1.0 + }, + { + "p": 0.03140195086598396, + "m": 1.0 + }, + { + "p": 0.0356297492980957, + "m": 1.0 + }, + { + "p": 0.033604931086301804, + "m": 1.0 + }, + { + "p": 0.04926343634724617, + "m": 1.0 + }, + { + "p": 0.07944771647453308, + "m": 1.0 + }, + { + "p": 0.07550100982189178, + "m": 1.0 + }, + { + "p": 0.06394925713539124, + "m": 1.0 + }, + { + "p": 0.06834099441766739, + "m": 1.0 + }, + { + "p": 0.13050152361392975, + "m": 1.0 + }, + { + "p": 0.16844245791435242, + "m": 1.0 + }, + { + "p": 0.05352266877889633, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 0.9498266577720642, + "val_loss": 0.7655237317085266, + "acc": 72.04, + "time": 90.08184217195958, + "param": [ + { + "p": 0.10660456120967865, + "m": 1.0 + }, + { + "p": 0.010855878703296185, + "m": 1.0 + }, + { + "p": 0.10258937627077103, + "m": 1.0 + }, + { + "p": 0.0448182038962841, + "m": 1.0 + }, + { + "p": 0.04693824052810669, + "m": 1.0 + }, + { + "p": 0.02693730965256691, + "m": 1.0 + }, + { + "p": 0.0521962009370327, + "m": 1.0 + }, + { + "p": 0.054028578102588654, + "m": 1.0 + }, + { + "p": 0.0682741105556488, + "m": 1.0 + }, + { + "p": 0.08535075187683105, + "m": 1.0 + }, + { + "p": 0.07668322324752808, + "m": 1.0 + }, + { + "p": 0.10934697836637497, + "m": 1.0 + }, + { + "p": 0.15892021358013153, + "m": 1.0 + }, + { + "p": 0.056456342339515686, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 0.8355038166046143, + "val_loss": 0.8655902147293091, + "acc": 71.82, + "time": 82.79266331996769, + "param": [ + { + "p": 0.10478631407022476, + "m": 1.0 + }, + { + "p": 0.0025428414810448885, + "m": 1.0 + }, + { + "p": 0.11675212532281876, + "m": 1.0 + }, + { + "p": 0.048433203250169754, + "m": 1.0 + }, + { + "p": 0.05087236315011978, + "m": 1.0 + }, + { + "p": 0.014154148288071156, + "m": 1.0 + }, + { + "p": 0.05553149804472923, + "m": 1.0 + }, + { + "p": 0.04865449666976929, + "m": 1.0 + }, + { + "p": 0.0768226608633995, + "m": 1.0 + }, + { + "p": 0.1068006232380867, + "m": 1.0 + }, + { + "p": 0.07659720629453659, + "m": 1.0 + }, + { + "p": 0.09012454003095627, + "m": 1.0 + }, + { + "p": 0.1459246724843979, + "m": 1.0 + }, + { + "p": 0.06200329586863518, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 0.888472855091095, + "val_loss": 0.7312849760055542, + "acc": 71.37, + "time": 82.48711188719608, + "param": [ + { + "p": 0.10949291288852692, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11623793840408325, + "m": 1.0 + }, + { + "p": 0.040918365120887756, + "m": 1.0 + }, + { + "p": 0.048793889582157135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.061327092349529266, + "m": 1.0 + }, + { + "p": 0.044724129140377045, + "m": 1.0 + }, + { + "p": 0.07977044582366943, + "m": 1.0 + }, + { + "p": 0.12390530109405518, + "m": 1.0 + }, + { + "p": 0.06996897608041763, + "m": 1.0 + }, + { + "p": 0.08331738412380219, + "m": 1.0 + }, + { + "p": 0.15253140032291412, + "m": 1.0 + }, + { + "p": 0.06901229918003082, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 0.87867671251297, + "val_loss": 0.8007206320762634, + "acc": 72.13, + "time": 83.07132488093339, + "param": [ + { + "p": 0.12052161246538162, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10938521474599838, + "m": 1.0 + }, + { + "p": 0.04086640849709511, + "m": 1.0 + }, + { + "p": 0.042231764644384384, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05251353979110718, + "m": 1.0 + }, + { + "p": 0.035203080624341965, + "m": 1.0 + }, + { + "p": 0.07178539037704468, + "m": 1.0 + }, + { + "p": 0.12877920269966125, + "m": 1.0 + }, + { + "p": 0.07171810418367386, + "m": 1.0 + }, + { + "p": 0.09196773171424866, + "m": 1.0 + }, + { + "p": 0.1612764596939087, + "m": 1.0 + }, + { + "p": 0.07375147938728333, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 0.9919682145118713, + "val_loss": 0.8682724237442017, + "acc": 70.63, + "time": 82.99310038494878, + "param": [ + { + "p": 0.12298350781202316, + "m": 1.0 + }, + { + "p": 0.007017900235950947, + "m": 1.0 + }, + { + "p": 0.09625038504600525, + "m": 1.0 + }, + { + "p": 0.05538921430706978, + "m": 1.0 + }, + { + "p": 0.02843019738793373, + "m": 1.0 + }, + { + "p": 0.0007779356674291193, + "m": 1.0 + }, + { + "p": 0.04093675687909126, + "m": 1.0 + }, + { + "p": 0.0319274365901947, + "m": 1.0 + }, + { + "p": 0.07047156244516373, + "m": 1.0 + }, + { + "p": 0.12429408729076385, + "m": 1.0 + }, + { + "p": 0.08007441461086273, + "m": 1.0 + }, + { + "p": 0.10105521231889725, + "m": 1.0 + }, + { + "p": 0.16127167642116547, + "m": 1.0 + }, + { + "p": 0.07911965250968933, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 0.7866752743721008, + "val_loss": 0.7768592834472656, + "acc": 72.29, + "time": 82.39856920414604, + "param": [ + { + "p": 0.11060935258865356, + "m": 1.0 + }, + { + "p": 0.006604035384953022, + "m": 1.0 + }, + { + "p": 0.0872926414012909, + "m": 1.0 + }, + { + "p": 0.05469142273068428, + "m": 1.0 + }, + { + "p": 0.020428955554962158, + "m": 1.0 + }, + { + "p": 0.00207054172642529, + "m": 1.0 + }, + { + "p": 0.021489156410098076, + "m": 1.0 + }, + { + "p": 0.03900788351893425, + "m": 1.0 + }, + { + "p": 0.07383125275373459, + "m": 1.0 + }, + { + "p": 0.12276775389909744, + "m": 1.0 + }, + { + "p": 0.0912342295050621, + "m": 1.0 + }, + { + "p": 0.10939907282590866, + "m": 1.0 + }, + { + "p": 0.16581854224205017, + "m": 1.0 + }, + { + "p": 0.09475521743297577, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 0.8636370897293091, + "val_loss": 0.8586733937263489, + "acc": 72.06, + "time": 85.94020954985172, + "param": [ + { + "p": 0.10506640374660492, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09006037563085556, + "m": 1.0 + }, + { + "p": 0.02506834827363491, + "m": 1.0 + }, + { + "p": 0.0036907948087900877, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039366234093904495, + "m": 1.0 + }, + { + "p": 0.07334990054368973, + "m": 1.0 + }, + { + "p": 0.1407421976327896, + "m": 1.0 + }, + { + "p": 0.09836027026176453, + "m": 1.0 + }, + { + "p": 0.13746356964111328, + "m": 1.0 + }, + { + "p": 0.19010446965694427, + "m": 1.0 + }, + { + "p": 0.09672746062278748, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 0.9982076287269592, + "val_loss": 0.6877582669258118, + "acc": 72.25, + "time": 84.22628922690637, + "param": [ + { + "p": 0.09929525852203369, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08564465492963791, + "m": 1.0 + }, + { + "p": 0.0006040337611921132, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04520157352089882, + "m": 1.0 + }, + { + "p": 0.050187647342681885, + "m": 1.0 + }, + { + "p": 0.15897145867347717, + "m": 1.0 + }, + { + "p": 0.10798172652721405, + "m": 1.0 + }, + { + "p": 0.16122983396053314, + "m": 1.0 + }, + { + "p": 0.20899029076099396, + "m": 1.0 + }, + { + "p": 0.08189350366592407, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 0.7131879925727844, + "val_loss": 0.8671903610229492, + "acc": 72.44, + "time": 82.70007643196732, + "param": [ + { + "p": 0.09737993031740189, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08506963402032852, + "m": 1.0 + }, + { + "p": 0.0014403491513803601, + "m": 1.0 + }, + { + "p": 0.016468754038214684, + "m": 1.0 + }, + { + "p": 0.011144924908876419, + "m": 1.0 + }, + { + "p": 0.007144391071051359, + "m": 1.0 + }, + { + "p": 0.04163416102528572, + "m": 1.0 + }, + { + "p": 0.04197042062878609, + "m": 1.0 + }, + { + "p": 0.15390805900096893, + "m": 1.0 + }, + { + "p": 0.11031381785869598, + "m": 1.0 + }, + { + "p": 0.15358321368694305, + "m": 1.0 + }, + { + "p": 0.20385532081127167, + "m": 1.0 + }, + { + "p": 0.07608702033758163, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 0.890856921672821, + "val_loss": 0.8141000866889954, + "acc": 71.3, + "time": 82.61676526116207, + "param": [ + { + "p": 0.09144739806652069, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09622733294963837, + "m": 1.0 + }, + { + "p": 0.014650856144726276, + "m": 1.0 + }, + { + "p": 0.043878547847270966, + "m": 1.0 + }, + { + "p": 0.02694901078939438, + "m": 1.0 + }, + { + "p": 0.006955677643418312, + "m": 1.0 + }, + { + "p": 0.03315605968236923, + "m": 1.0 + }, + { + "p": 0.026624217629432678, + "m": 1.0 + }, + { + "p": 0.1400742530822754, + "m": 1.0 + }, + { + "p": 0.10384698957204819, + "m": 1.0 + }, + { + "p": 0.14984452724456787, + "m": 1.0 + }, + { + "p": 0.1874118596315384, + "m": 1.0 + }, + { + "p": 0.07893329858779907, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 0.7608877420425415, + "val_loss": 0.9454787373542786, + "acc": 71.44, + "time": 88.43359004613012, + "param": [ + { + "p": 0.11115875840187073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10306945443153381, + "m": 1.0 + }, + { + "p": 0.001298878458328545, + "m": 1.0 + }, + { + "p": 0.05247807130217552, + "m": 1.0 + }, + { + "p": 0.023643629625439644, + "m": 1.0 + }, + { + "p": 0.0007758484571240842, + "m": 1.0 + }, + { + "p": 0.027466878294944763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13306663930416107, + "m": 1.0 + }, + { + "p": 0.09497178345918655, + "m": 1.0 + }, + { + "p": 0.1626717895269394, + "m": 1.0 + }, + { + "p": 0.19618910551071167, + "m": 1.0 + }, + { + "p": 0.09320914000272751, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.7504258751869202, + "val_loss": 0.7884016036987305, + "acc": 70.75, + "time": 87.40948746586218, + "param": [ + { + "p": 0.11813391000032425, + "m": 1.0 + }, + { + "p": 0.006807915400713682, + "m": 1.0 + }, + { + "p": 0.09681420028209686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05177836865186691, + "m": 1.0 + }, + { + "p": 0.030273953452706337, + "m": 1.0 + }, + { + "p": 0.019251367077231407, + "m": 1.0 + }, + { + "p": 0.02466648817062378, + "m": 1.0 + }, + { + "p": 0.019404111430048943, + "m": 1.0 + }, + { + "p": 0.12368673831224442, + "m": 1.0 + }, + { + "p": 0.09749242663383484, + "m": 1.0 + }, + { + "p": 0.15151003003120422, + "m": 1.0 + }, + { + "p": 0.17344889044761658, + "m": 1.0 + }, + { + "p": 0.08673163503408432, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.9135217070579529, + "val_loss": 0.9060632586479187, + "acc": 71.96, + "time": 85.48453053412959, + "param": [ + { + "p": 0.10459825396537781, + "m": 1.0 + }, + { + "p": 0.00791792944073677, + "m": 1.0 + }, + { + "p": 0.08747787773609161, + "m": 1.0 + }, + { + "p": 0.0018910791259258986, + "m": 1.0 + }, + { + "p": 0.03132127597928047, + "m": 1.0 + }, + { + "p": 0.04619630426168442, + "m": 1.0 + }, + { + "p": 0.04444699361920357, + "m": 1.0 + }, + { + "p": 0.03391796723008156, + "m": 1.0 + }, + { + "p": 0.046714670956134796, + "m": 1.0 + }, + { + "p": 0.1330878734588623, + "m": 1.0 + }, + { + "p": 0.08773145824670792, + "m": 1.0 + }, + { + "p": 0.15218231081962585, + "m": 1.0 + }, + { + "p": 0.1553347110748291, + "m": 1.0 + }, + { + "p": 0.06718137115240097, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.6859995126724243, + "val_loss": 0.809791624546051, + "acc": 72.33, + "time": 83.52132762316614, + "param": [ + { + "p": 0.0913441926240921, + "m": 1.0 + }, + { + "p": 0.0076835439540445805, + "m": 1.0 + }, + { + "p": 0.08186421543359756, + "m": 1.0 + }, + { + "p": 0.005765564274042845, + "m": 1.0 + }, + { + "p": 0.02063322439789772, + "m": 1.0 + }, + { + "p": 0.0481252484023571, + "m": 1.0 + }, + { + "p": 0.056592341512441635, + "m": 1.0 + }, + { + "p": 0.049091219902038574, + "m": 1.0 + }, + { + "p": 0.06859878450632095, + "m": 1.0 + }, + { + "p": 0.13861405849456787, + "m": 1.0 + }, + { + "p": 0.0792866125702858, + "m": 1.0 + }, + { + "p": 0.1595849096775055, + "m": 1.0 + }, + { + "p": 0.14551854133605957, + "m": 1.0 + }, + { + "p": 0.04729752987623215, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 0.9539192914962769, + "val_loss": 0.8208798766136169, + "acc": 71.63, + "time": 93.91746245091781, + "param": [ + { + "p": 0.08374284207820892, + "m": 1.0 + }, + { + "p": 0.022666316479444504, + "m": 1.0 + }, + { + "p": 0.07379673421382904, + "m": 1.0 + }, + { + "p": 0.025742338970303535, + "m": 1.0 + }, + { + "p": 0.036139022558927536, + "m": 1.0 + }, + { + "p": 0.05483757704496384, + "m": 1.0 + }, + { + "p": 0.05609865486621857, + "m": 1.0 + }, + { + "p": 0.06446846574544907, + "m": 1.0 + }, + { + "p": 0.0771150067448616, + "m": 1.0 + }, + { + "p": 0.12390914559364319, + "m": 1.0 + }, + { + "p": 0.07789346575737, + "m": 1.0 + }, + { + "p": 0.1432207077741623, + "m": 1.0 + }, + { + "p": 0.12515492737293243, + "m": 1.0 + }, + { + "p": 0.03521482273936272, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.912248969078064, + "val_loss": 0.8485198020935059, + "acc": 71.3, + "time": 97.43818742502481, + "param": [ + { + "p": 0.08689906448125839, + "m": 1.0 + }, + { + "p": 0.031648196280002594, + "m": 1.0 + }, + { + "p": 0.052515909075737, + "m": 1.0 + }, + { + "p": 0.04435104876756668, + "m": 1.0 + }, + { + "p": 0.04874059930443764, + "m": 1.0 + }, + { + "p": 0.07762303948402405, + "m": 1.0 + }, + { + "p": 0.05288340151309967, + "m": 1.0 + }, + { + "p": 0.07516860216856003, + "m": 1.0 + }, + { + "p": 0.07341980189085007, + "m": 1.0 + }, + { + "p": 0.10206951946020126, + "m": 1.0 + }, + { + "p": 0.07959449291229248, + "m": 1.0 + }, + { + "p": 0.12394900619983673, + "m": 1.0 + }, + { + "p": 0.1022825613617897, + "m": 1.0 + }, + { + "p": 0.048854827880859375, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.897611677646637, + "val_loss": 0.9229838252067566, + "acc": 72.16, + "time": 99.48411996709183, + "param": [ + { + "p": 0.0933082178235054, + "m": 1.0 + }, + { + "p": 0.0412839837372303, + "m": 1.0 + }, + { + "p": 0.0507502481341362, + "m": 1.0 + }, + { + "p": 0.05013439059257507, + "m": 1.0 + }, + { + "p": 0.054868631064891815, + "m": 1.0 + }, + { + "p": 0.08957274258136749, + "m": 1.0 + }, + { + "p": 0.04208183288574219, + "m": 1.0 + }, + { + "p": 0.08040612936019897, + "m": 1.0 + }, + { + "p": 0.07193060964345932, + "m": 1.0 + }, + { + "p": 0.08251940459012985, + "m": 1.0 + }, + { + "p": 0.08648018538951874, + "m": 1.0 + }, + { + "p": 0.11170579493045807, + "m": 1.0 + }, + { + "p": 0.08285841345787048, + "m": 1.0 + }, + { + "p": 0.06209936365485191, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 0.897651731967926, + "val_loss": 0.8459483981132507, + "acc": 71.92, + "time": 96.85602269205265, + "param": [ + { + "p": 0.09280390292406082, + "m": 1.0 + }, + { + "p": 0.04878885671496391, + "m": 1.0 + }, + { + "p": 0.07185850292444229, + "m": 1.0 + }, + { + "p": 0.05409001559019089, + "m": 1.0 + }, + { + "p": 0.054253775626420975, + "m": 1.0 + }, + { + "p": 0.0978495255112648, + "m": 1.0 + }, + { + "p": 0.037003323435783386, + "m": 1.0 + }, + { + "p": 0.07717946171760559, + "m": 1.0 + }, + { + "p": 0.06842335313558578, + "m": 1.0 + }, + { + "p": 0.0661562979221344, + "m": 1.0 + }, + { + "p": 0.08758343011140823, + "m": 1.0 + }, + { + "p": 0.10736598819494247, + "m": 1.0 + }, + { + "p": 0.07278154045343399, + "m": 1.0 + }, + { + "p": 0.06386200338602066, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.9161756634712219, + "val_loss": 0.8903384208679199, + "acc": 71.51, + "time": 94.89225566806272, + "param": [ + { + "p": 0.08144242316484451, + "m": 1.0 + }, + { + "p": 0.04883250966668129, + "m": 1.0 + }, + { + "p": 0.094324991106987, + "m": 1.0 + }, + { + "p": 0.04667317494750023, + "m": 1.0 + }, + { + "p": 0.05449092015624046, + "m": 1.0 + }, + { + "p": 0.09533359110355377, + "m": 1.0 + }, + { + "p": 0.038613732904195786, + "m": 1.0 + }, + { + "p": 0.07445841282606125, + "m": 1.0 + }, + { + "p": 0.06446394324302673, + "m": 1.0 + }, + { + "p": 0.06737012416124344, + "m": 1.0 + }, + { + "p": 0.09844806045293808, + "m": 1.0 + }, + { + "p": 0.10482373833656311, + "m": 1.0 + }, + { + "p": 0.0721505805850029, + "m": 1.0 + }, + { + "p": 0.058573801070451736, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.9532578587532043, + "val_loss": 0.9562904834747314, + "acc": 72.14, + "time": 84.65623076097108, + "param": [ + { + "p": 0.07952595502138138, + "m": 1.0 + }, + { + "p": 0.03782598674297333, + "m": 1.0 + }, + { + "p": 0.12407128512859344, + "m": 1.0 + }, + { + "p": 0.02606527879834175, + "m": 1.0 + }, + { + "p": 0.05619408190250397, + "m": 1.0 + }, + { + "p": 0.09073425829410553, + "m": 1.0 + }, + { + "p": 0.031178973615169525, + "m": 1.0 + }, + { + "p": 0.06905802339315414, + "m": 1.0 + }, + { + "p": 0.0633339136838913, + "m": 1.0 + }, + { + "p": 0.06882462650537491, + "m": 1.0 + }, + { + "p": 0.1253471076488495, + "m": 1.0 + }, + { + "p": 0.110614113509655, + "m": 1.0 + }, + { + "p": 0.06817279756069183, + "m": 1.0 + }, + { + "p": 0.049053553491830826, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.0219072103500366, + "val_loss": 0.7453860640525818, + "acc": 72.47, + "time": 84.58308948785998, + "param": [ + { + "p": 0.08127672970294952, + "m": 1.0 + }, + { + "p": 0.03434916213154793, + "m": 1.0 + }, + { + "p": 0.13686588406562805, + "m": 1.0 + }, + { + "p": 0.020148389041423798, + "m": 1.0 + }, + { + "p": 0.07741664350032806, + "m": 1.0 + }, + { + "p": 0.07513491809368134, + "m": 1.0 + }, + { + "p": 0.031928304582834244, + "m": 1.0 + }, + { + "p": 0.05142514035105705, + "m": 1.0 + }, + { + "p": 0.06331432610750198, + "m": 1.0 + }, + { + "p": 0.07643342763185501, + "m": 1.0 + }, + { + "p": 0.13957229256629944, + "m": 1.0 + }, + { + "p": 0.1101095899939537, + "m": 1.0 + }, + { + "p": 0.06556685268878937, + "m": 1.0 + }, + { + "p": 0.03645823523402214, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 0.7983742952346802, + "val_loss": 0.8556007742881775, + "acc": 71.82, + "time": 87.48151624412276, + "param": [ + { + "p": 0.08772900700569153, + "m": 1.0 + }, + { + "p": 0.02569323219358921, + "m": 1.0 + }, + { + "p": 0.14068162441253662, + "m": 1.0 + }, + { + "p": 0.010579646565020084, + "m": 1.0 + }, + { + "p": 0.09929622709751129, + "m": 1.0 + }, + { + "p": 0.07727610319852829, + "m": 1.0 + }, + { + "p": 0.04865027964115143, + "m": 1.0 + }, + { + "p": 0.035489730536937714, + "m": 1.0 + }, + { + "p": 0.05124744400382042, + "m": 1.0 + }, + { + "p": 0.0812348872423172, + "m": 1.0 + }, + { + "p": 0.15270386636257172, + "m": 1.0 + }, + { + "p": 0.1102444976568222, + "m": 1.0 + }, + { + "p": 0.06611468642950058, + "m": 1.0 + }, + { + "p": 0.01305875089019537, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.0345895290374756, + "val_loss": 0.7822409868240356, + "acc": 72.11, + "time": 98.39807039592415, + "param": [ + { + "p": 0.09785754978656769, + "m": 1.0 + }, + { + "p": 0.009812382981181145, + "m": 1.0 + }, + { + "p": 0.14054709672927856, + "m": 1.0 + }, + { + "p": 0.0001133045443566516, + "m": 1.0 + }, + { + "p": 0.11510200053453445, + "m": 1.0 + }, + { + "p": 0.09444783627986908, + "m": 1.0 + }, + { + "p": 0.050852447748184204, + "m": 1.0 + }, + { + "p": 0.03316260129213333, + "m": 1.0 + }, + { + "p": 0.04048338532447815, + "m": 1.0 + }, + { + "p": 0.08502965420484543, + "m": 1.0 + }, + { + "p": 0.1480836719274521, + "m": 1.0 + }, + { + "p": 0.11023534089326859, + "m": 1.0 + }, + { + "p": 0.07427272200584412, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.8773133754730225, + "val_loss": 0.9128687381744385, + "acc": 72.29, + "time": 90.87879091780633, + "param": [ + { + "p": 0.11400432884693146, + "m": 1.0 + }, + { + "p": 0.008301777765154839, + "m": 1.0 + }, + { + "p": 0.1159651055932045, + "m": 1.0 + }, + { + "p": 0.011179381050169468, + "m": 1.0 + }, + { + "p": 0.10359223186969757, + "m": 1.0 + }, + { + "p": 0.10525878518819809, + "m": 1.0 + }, + { + "p": 0.05061190947890282, + "m": 1.0 + }, + { + "p": 0.051031649112701416, + "m": 1.0 + }, + { + "p": 0.04905419424176216, + "m": 1.0 + }, + { + "p": 0.08548949658870697, + "m": 1.0 + }, + { + "p": 0.12241861969232559, + "m": 1.0 + }, + { + "p": 0.0933891162276268, + "m": 1.0 + }, + { + "p": 0.07743480056524277, + "m": 1.0 + }, + { + "p": 0.012268567457795143, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.8515419363975525, + "val_loss": 0.7353867292404175, + "acc": 72.71, + "time": 84.90612425189465, + "param": [ + { + "p": 0.11498071998357773, + "m": 1.0 + }, + { + "p": 0.008080163970589638, + "m": 1.0 + }, + { + "p": 0.10512562096118927, + "m": 1.0 + }, + { + "p": 0.02364397421479225, + "m": 1.0 + }, + { + "p": 0.09112166613340378, + "m": 1.0 + }, + { + "p": 0.10985487699508667, + "m": 1.0 + }, + { + "p": 0.04361645504832268, + "m": 1.0 + }, + { + "p": 0.06678079068660736, + "m": 1.0 + }, + { + "p": 0.050396546721458435, + "m": 1.0 + }, + { + "p": 0.07284879684448242, + "m": 1.0 + }, + { + "p": 0.11967214196920395, + "m": 1.0 + }, + { + "p": 0.08296170085668564, + "m": 1.0 + }, + { + "p": 0.0790264904499054, + "m": 1.0 + }, + { + "p": 0.03189004585146904, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.9101231694221497, + "val_loss": 0.8340508341789246, + "acc": 73.14, + "time": 83.13386386400089, + "param": [ + { + "p": 0.10413221269845963, + "m": 1.0 + }, + { + "p": 0.00883508287370205, + "m": 1.0 + }, + { + "p": 0.08854711055755615, + "m": 1.0 + }, + { + "p": 0.03847791254520416, + "m": 1.0 + }, + { + "p": 0.07584685832262039, + "m": 1.0 + }, + { + "p": 0.09932271391153336, + "m": 1.0 + }, + { + "p": 0.05488569289445877, + "m": 1.0 + }, + { + "p": 0.081685870885849, + "m": 1.0 + }, + { + "p": 0.05323200300335884, + "m": 1.0 + }, + { + "p": 0.059973347932100296, + "m": 1.0 + }, + { + "p": 0.11925744265317917, + "m": 1.0 + }, + { + "p": 0.0865190401673317, + "m": 1.0 + }, + { + "p": 0.07992280274629593, + "m": 1.0 + }, + { + "p": 0.04936182126402855, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.8918551206588745, + "val_loss": 0.7985944747924805, + "acc": 72.9, + "time": 84.56411057896912, + "param": [ + { + "p": 0.09407603740692139, + "m": 1.0 + }, + { + "p": 0.014543518424034119, + "m": 1.0 + }, + { + "p": 0.08578970283269882, + "m": 1.0 + }, + { + "p": 0.04455658793449402, + "m": 1.0 + }, + { + "p": 0.06914566457271576, + "m": 1.0 + }, + { + "p": 0.08902768790721893, + "m": 1.0 + }, + { + "p": 0.07050914317369461, + "m": 1.0 + }, + { + "p": 0.09147580713033676, + "m": 1.0 + }, + { + "p": 0.055609866976737976, + "m": 1.0 + }, + { + "p": 0.04749764874577522, + "m": 1.0 + }, + { + "p": 0.11831862479448318, + "m": 1.0 + }, + { + "p": 0.09238214790821075, + "m": 1.0 + }, + { + "p": 0.07367414981126785, + "m": 1.0 + }, + { + "p": 0.053393375128507614, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.8200141191482544, + "val_loss": 0.7302109003067017, + "acc": 73.19, + "time": 84.4497996699065, + "param": [ + { + "p": 0.10047046095132828, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09026779979467392, + "m": 1.0 + }, + { + "p": 0.03545064851641655, + "m": 1.0 + }, + { + "p": 0.05474327877163887, + "m": 1.0 + }, + { + "p": 0.07397769391536713, + "m": 1.0 + }, + { + "p": 0.07449571043252945, + "m": 1.0 + }, + { + "p": 0.10569988936185837, + "m": 1.0 + }, + { + "p": 0.062357574701309204, + "m": 1.0 + }, + { + "p": 0.038435108959674835, + "m": 1.0 + }, + { + "p": 0.1304447501897812, + "m": 1.0 + }, + { + "p": 0.0965401753783226, + "m": 1.0 + }, + { + "p": 0.07827932387590408, + "m": 1.0 + }, + { + "p": 0.05883764103055, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.7943377494812012, + "val_loss": 0.8300943374633789, + "acc": 72.83, + "time": 82.76060139806941, + "param": [ + { + "p": 0.10923554748296738, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09121439605951309, + "m": 1.0 + }, + { + "p": 0.038253627717494965, + "m": 1.0 + }, + { + "p": 0.03955860063433647, + "m": 1.0 + }, + { + "p": 0.06119747832417488, + "m": 1.0 + }, + { + "p": 0.06610804796218872, + "m": 1.0 + }, + { + "p": 0.133292093873024, + "m": 1.0 + }, + { + "p": 0.07916025072336197, + "m": 1.0 + }, + { + "p": 0.035902757197618484, + "m": 1.0 + }, + { + "p": 0.12517397105693817, + "m": 1.0 + }, + { + "p": 0.08620843291282654, + "m": 1.0 + }, + { + "p": 0.07812926173210144, + "m": 1.0 + }, + { + "p": 0.05656552314758301, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.8520071506500244, + "val_loss": 0.8770695924758911, + "acc": 73.24, + "time": 91.41792676085606, + "param": [ + { + "p": 0.09993574023246765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08069780468940735, + "m": 1.0 + }, + { + "p": 0.051781754940748215, + "m": 1.0 + }, + { + "p": 0.0321991965174675, + "m": 1.0 + }, + { + "p": 0.038403332233428955, + "m": 1.0 + }, + { + "p": 0.08267220854759216, + "m": 1.0 + }, + { + "p": 0.13040705025196075, + "m": 1.0 + }, + { + "p": 0.10049884021282196, + "m": 1.0 + }, + { + "p": 0.039643846452236176, + "m": 1.0 + }, + { + "p": 0.10929115861654282, + "m": 1.0 + }, + { + "p": 0.09295406192541122, + "m": 1.0 + }, + { + "p": 0.08255727589130402, + "m": 1.0 + }, + { + "p": 0.05895775929093361, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.6927012205123901, + "val_loss": 0.860583484172821, + "acc": 72.85, + "time": 82.88944353000261, + "param": [ + { + "p": 0.09153907746076584, + "m": 1.0 + }, + { + "p": 0.0002792732266243547, + "m": 1.0 + }, + { + "p": 0.08668246120214462, + "m": 1.0 + }, + { + "p": 0.0627453625202179, + "m": 1.0 + }, + { + "p": 0.020589886233210564, + "m": 1.0 + }, + { + "p": 0.042708877474069595, + "m": 1.0 + }, + { + "p": 0.09248074144124985, + "m": 1.0 + }, + { + "p": 0.11322244256734848, + "m": 1.0 + }, + { + "p": 0.09944074600934982, + "m": 1.0 + }, + { + "p": 0.044334251433610916, + "m": 1.0 + }, + { + "p": 0.09319125860929489, + "m": 1.0 + }, + { + "p": 0.09609610587358475, + "m": 1.0 + }, + { + "p": 0.0904562771320343, + "m": 1.0 + }, + { + "p": 0.06623322516679764, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.798855185508728, + "val_loss": 0.8397325873374939, + "acc": 73.25, + "time": 97.7566065469291, + "param": [ + { + "p": 0.08619369566440582, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10211420059204102, + "m": 1.0 + }, + { + "p": 0.06500913202762604, + "m": 1.0 + }, + { + "p": 0.021034695208072662, + "m": 1.0 + }, + { + "p": 0.03685055673122406, + "m": 1.0 + }, + { + "p": 0.09441379457712173, + "m": 1.0 + }, + { + "p": 0.0886702686548233, + "m": 1.0 + }, + { + "p": 0.1020183265209198, + "m": 1.0 + }, + { + "p": 0.061405230313539505, + "m": 1.0 + }, + { + "p": 0.0791441798210144, + "m": 1.0 + }, + { + "p": 0.09631824493408203, + "m": 1.0 + }, + { + "p": 0.10339479148387909, + "m": 1.0 + }, + { + "p": 0.06343285739421844, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.9707314968109131, + "val_loss": 0.6307390928268433, + "acc": 73.11, + "time": 96.17595387599431, + "param": [ + { + "p": 0.09829247742891312, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13437950611114502, + "m": 1.0 + }, + { + "p": 0.05227184295654297, + "m": 1.0 + }, + { + "p": 0.022324664518237114, + "m": 1.0 + }, + { + "p": 0.02584613300859928, + "m": 1.0 + }, + { + "p": 0.08510694652795792, + "m": 1.0 + }, + { + "p": 0.068686842918396, + "m": 1.0 + }, + { + "p": 0.09736747294664383, + "m": 1.0 + }, + { + "p": 0.08379950374364853, + "m": 1.0 + }, + { + "p": 0.052524372935295105, + "m": 1.0 + }, + { + "p": 0.09469152987003326, + "m": 1.0 + }, + { + "p": 0.115197092294693, + "m": 1.0 + }, + { + "p": 0.06951165199279785, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.8197119235992432, + "val_loss": 0.669484555721283, + "acc": 72.53, + "time": 99.01319386716932, + "param": [ + { + "p": 0.1003284603357315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15345348417758942, + "m": 1.0 + }, + { + "p": 0.033217139542102814, + "m": 1.0 + }, + { + "p": 0.02642350271344185, + "m": 1.0 + }, + { + "p": 0.025127794593572617, + "m": 1.0 + }, + { + "p": 0.05962591618299484, + "m": 1.0 + }, + { + "p": 0.05631282180547714, + "m": 1.0 + }, + { + "p": 0.09511269629001617, + "m": 1.0 + }, + { + "p": 0.10152104496955872, + "m": 1.0 + }, + { + "p": 0.03548937663435936, + "m": 1.0 + }, + { + "p": 0.10687249153852463, + "m": 1.0 + }, + { + "p": 0.12943904101848602, + "m": 1.0 + }, + { + "p": 0.07707621157169342, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.6300333738327026, + "val_loss": 0.7503234148025513, + "acc": 73.03, + "time": 82.85371560812928, + "param": [ + { + "p": 0.09704092144966125, + "m": 1.0 + }, + { + "p": 0.004696956370025873, + "m": 1.0 + }, + { + "p": 0.1471816450357437, + "m": 1.0 + }, + { + "p": 0.03179550543427467, + "m": 1.0 + }, + { + "p": 0.01918015442788601, + "m": 1.0 + }, + { + "p": 0.0452340766787529, + "m": 1.0 + }, + { + "p": 0.048394739627838135, + "m": 1.0 + }, + { + "p": 0.06780479848384857, + "m": 1.0 + }, + { + "p": 0.08558439463376999, + "m": 1.0 + }, + { + "p": 0.10574974864721298, + "m": 1.0 + }, + { + "p": 0.03020804189145565, + "m": 1.0 + }, + { + "p": 0.10989370197057724, + "m": 1.0 + }, + { + "p": 0.13722392916679382, + "m": 1.0 + }, + { + "p": 0.07001136988401413, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.8170257210731506, + "val_loss": 0.7018359899520874, + "acc": 73.83, + "time": 88.60409939405508, + "param": [ + { + "p": 0.0879654735326767, + "m": 1.0 + }, + { + "p": 0.01812445931136608, + "m": 1.0 + }, + { + "p": 0.12679854035377502, + "m": 1.0 + }, + { + "p": 0.031785089522600174, + "m": 1.0 + }, + { + "p": 0.03364947438240051, + "m": 1.0 + }, + { + "p": 0.06013872101902962, + "m": 1.0 + }, + { + "p": 0.04843517020344734, + "m": 1.0 + }, + { + "p": 0.07397538423538208, + "m": 1.0 + }, + { + "p": 0.07211406528949738, + "m": 1.0 + }, + { + "p": 0.09702340513467789, + "m": 1.0 + }, + { + "p": 0.03555026650428772, + "m": 1.0 + }, + { + "p": 0.1041739359498024, + "m": 1.0 + }, + { + "p": 0.1487041562795639, + "m": 1.0 + }, + { + "p": 0.06156182661652565, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.0456440448760986, + "val_loss": 0.7221294641494751, + "acc": 73.05, + "time": 82.38605697103776, + "param": [ + { + "p": 0.06964477896690369, + "m": 1.0 + }, + { + "p": 0.018327621743083, + "m": 1.0 + }, + { + "p": 0.12165246903896332, + "m": 1.0 + }, + { + "p": 0.032710134983062744, + "m": 1.0 + }, + { + "p": 0.040811702609062195, + "m": 1.0 + }, + { + "p": 0.08608654886484146, + "m": 1.0 + }, + { + "p": 0.047215238213539124, + "m": 1.0 + }, + { + "p": 0.04930247738957405, + "m": 1.0 + }, + { + "p": 0.04552028700709343, + "m": 1.0 + }, + { + "p": 0.09123026579618454, + "m": 1.0 + }, + { + "p": 0.035733919590711594, + "m": 1.0 + }, + { + "p": 0.11504429578781128, + "m": 1.0 + }, + { + "p": 0.17417806386947632, + "m": 1.0 + }, + { + "p": 0.0725422278046608, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.0228430032730103, + "val_loss": 0.7884791493415833, + "acc": 71.83, + "time": 97.32777693681419, + "param": [ + { + "p": 0.05857152119278908, + "m": 1.0 + }, + { + "p": 0.007186659146100283, + "m": 1.0 + }, + { + "p": 0.11401835083961487, + "m": 1.0 + }, + { + "p": 0.0329226516187191, + "m": 1.0 + }, + { + "p": 0.04528207331895828, + "m": 1.0 + }, + { + "p": 0.11478772014379501, + "m": 1.0 + }, + { + "p": 0.06635412573814392, + "m": 1.0 + }, + { + "p": 0.02760341763496399, + "m": 1.0 + }, + { + "p": 0.02027253806591034, + "m": 1.0 + }, + { + "p": 0.08969664573669434, + "m": 1.0 + }, + { + "p": 0.03506696596741676, + "m": 1.0 + }, + { + "p": 0.11501941829919815, + "m": 1.0 + }, + { + "p": 0.18458053469657898, + "m": 1.0 + }, + { + "p": 0.08863741904497147, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.6719322800636292, + "val_loss": 0.8328577876091003, + "acc": 73.13, + "time": 98.22737161698751, + "param": [ + { + "p": 0.06246178597211838, + "m": 1.0 + }, + { + "p": 0.012344637885689735, + "m": 1.0 + }, + { + "p": 0.10018129646778107, + "m": 1.0 + }, + { + "p": 0.03608107939362526, + "m": 1.0 + }, + { + "p": 0.05570395290851593, + "m": 1.0 + }, + { + "p": 0.12821689248085022, + "m": 1.0 + }, + { + "p": 0.07996400445699692, + "m": 1.0 + }, + { + "p": 0.030161473900079727, + "m": 1.0 + }, + { + "p": 0.01459572184830904, + "m": 1.0 + }, + { + "p": 0.09168193489313126, + "m": 1.0 + }, + { + "p": 0.03548542037606239, + "m": 1.0 + }, + { + "p": 0.09477260708808899, + "m": 1.0 + }, + { + "p": 0.16740567982196808, + "m": 1.0 + }, + { + "p": 0.09094355255365372, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.8182803392410278, + "val_loss": 0.7768938541412354, + "acc": 72.93, + "time": 83.29705754178576, + "param": [ + { + "p": 0.059914786368608475, + "m": 1.0 + }, + { + "p": 0.02318127267062664, + "m": 1.0 + }, + { + "p": 0.10532024502754211, + "m": 1.0 + }, + { + "p": 0.026665575802326202, + "m": 1.0 + }, + { + "p": 0.056581612676382065, + "m": 1.0 + }, + { + "p": 0.12423702329397202, + "m": 1.0 + }, + { + "p": 0.08137496560811996, + "m": 1.0 + }, + { + "p": 0.03838792070746422, + "m": 1.0 + }, + { + "p": 0.015031025744974613, + "m": 1.0 + }, + { + "p": 0.0864606574177742, + "m": 1.0 + }, + { + "p": 0.053524523973464966, + "m": 1.0 + }, + { + "p": 0.10068131983280182, + "m": 1.0 + }, + { + "p": 0.13996948301792145, + "m": 1.0 + }, + { + "p": 0.08866959065198898, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.7870861887931824, + "val_loss": 0.8253764510154724, + "acc": 72.73, + "time": 85.00952313910238, + "param": [ + { + "p": 0.037417933344841, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1061447337269783, + "m": 1.0 + }, + { + "p": 0.003654048778116703, + "m": 1.0 + }, + { + "p": 0.05792953073978424, + "m": 1.0 + }, + { + "p": 0.1465930938720703, + "m": 1.0 + }, + { + "p": 0.08666155487298965, + "m": 1.0 + }, + { + "p": 0.03296962007880211, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11928895860910416, + "m": 1.0 + }, + { + "p": 0.0460779145359993, + "m": 1.0 + }, + { + "p": 0.1248902752995491, + "m": 1.0 + }, + { + "p": 0.15846356749534607, + "m": 1.0 + }, + { + "p": 0.07990872859954834, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.7447382807731628, + "val_loss": 0.8713102340698242, + "acc": 72.8, + "time": 84.0193317651283, + "param": [ + { + "p": 0.022511137649416924, + "m": 1.0 + }, + { + "p": 0.000916210119612515, + "m": 1.0 + }, + { + "p": 0.10820429772138596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0667688250541687, + "m": 1.0 + }, + { + "p": 0.14700618386268616, + "m": 1.0 + }, + { + "p": 0.0738237053155899, + "m": 1.0 + }, + { + "p": 0.006330130156129599, + "m": 1.0 + }, + { + "p": 0.0049791825003921986, + "m": 1.0 + }, + { + "p": 0.14966049790382385, + "m": 1.0 + }, + { + "p": 0.03028983622789383, + "m": 1.0 + }, + { + "p": 0.13845184445381165, + "m": 1.0 + }, + { + "p": 0.16626664996147156, + "m": 1.0 + }, + { + "p": 0.08479151129722595, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.9470234513282776, + "val_loss": 0.8113967776298523, + "acc": 72.98, + "time": 89.33649365301244, + "param": [ + { + "p": 0.020609509199857712, + "m": 1.0 + }, + { + "p": 0.011009293608367443, + "m": 1.0 + }, + { + "p": 0.11532793939113617, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08898670226335526, + "m": 1.0 + }, + { + "p": 0.12350261211395264, + "m": 1.0 + }, + { + "p": 0.053520567715168, + "m": 1.0 + }, + { + "p": 0.005807363428175449, + "m": 1.0 + }, + { + "p": 0.03119777701795101, + "m": 1.0 + }, + { + "p": 0.1594216674566269, + "m": 1.0 + }, + { + "p": 0.036930542439222336, + "m": 1.0 + }, + { + "p": 0.129778191447258, + "m": 1.0 + }, + { + "p": 0.1483471691608429, + "m": 1.0 + }, + { + "p": 0.07556059211492538, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.9710808396339417, + "val_loss": 0.8644608855247498, + "acc": 72.48, + "time": 85.00472384295426, + "param": [ + { + "p": 0.02452525496482849, + "m": 1.0 + }, + { + "p": 0.03302349895238876, + "m": 1.0 + }, + { + "p": 0.11507933586835861, + "m": 1.0 + }, + { + "p": 0.006855225656181574, + "m": 1.0 + }, + { + "p": 0.09009429067373276, + "m": 1.0 + }, + { + "p": 0.09388691931962967, + "m": 1.0 + }, + { + "p": 0.03850652277469635, + "m": 1.0 + }, + { + "p": 0.01951652206480503, + "m": 1.0 + }, + { + "p": 0.0549054816365242, + "m": 1.0 + }, + { + "p": 0.1532878577709198, + "m": 1.0 + }, + { + "p": 0.04648932069540024, + "m": 1.0 + }, + { + "p": 0.11549419164657593, + "m": 1.0 + }, + { + "p": 0.12541528046131134, + "m": 1.0 + }, + { + "p": 0.08292030543088913, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.9544716477394104, + "val_loss": 0.8724551200866699, + "acc": 73.24, + "time": 90.74562534294091, + "param": [ + { + "p": 0.029941024258732796, + "m": 1.0 + }, + { + "p": 0.02826608717441559, + "m": 1.0 + }, + { + "p": 0.10265170782804489, + "m": 1.0 + }, + { + "p": 0.010466177016496658, + "m": 1.0 + }, + { + "p": 0.0915117934346199, + "m": 1.0 + }, + { + "p": 0.09134820103645325, + "m": 1.0 + }, + { + "p": 0.026723751798272133, + "m": 1.0 + }, + { + "p": 0.0407160185277462, + "m": 1.0 + }, + { + "p": 0.06689594686031342, + "m": 1.0 + }, + { + "p": 0.14266656339168549, + "m": 1.0 + }, + { + "p": 0.04602928087115288, + "m": 1.0 + }, + { + "p": 0.11788259446620941, + "m": 1.0 + }, + { + "p": 0.11786153167486191, + "m": 1.0 + }, + { + "p": 0.08703936636447906, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.9975357055664062, + "val_loss": 0.7993917465209961, + "acc": 73.8, + "time": 84.12159722391516, + "param": [ + { + "p": 0.04952263459563255, + "m": 1.0 + }, + { + "p": 0.019001612439751625, + "m": 1.0 + }, + { + "p": 0.08295761048793793, + "m": 1.0 + }, + { + "p": 0.004331205040216446, + "m": 1.0 + }, + { + "p": 0.08376262336969376, + "m": 1.0 + }, + { + "p": 0.09769479930400848, + "m": 1.0 + }, + { + "p": 0.03848051279783249, + "m": 1.0 + }, + { + "p": 0.05412568151950836, + "m": 1.0 + }, + { + "p": 0.07831647992134094, + "m": 1.0 + }, + { + "p": 0.12320871651172638, + "m": 1.0 + }, + { + "p": 0.05244284123182297, + "m": 1.0 + }, + { + "p": 0.12421105057001114, + "m": 1.0 + }, + { + "p": 0.114589162170887, + "m": 1.0 + }, + { + "p": 0.0773550346493721, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.9098462462425232, + "val_loss": 0.6205200552940369, + "acc": 73.68, + "time": 82.60953783406876, + "param": [ + { + "p": 0.062179699540138245, + "m": 1.0 + }, + { + "p": 0.003811418078839779, + "m": 1.0 + }, + { + "p": 0.07711136341094971, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09841867536306381, + "m": 1.0 + }, + { + "p": 0.09094773977994919, + "m": 1.0 + }, + { + "p": 0.04309023916721344, + "m": 1.0 + }, + { + "p": 0.045646775513887405, + "m": 1.0 + }, + { + "p": 0.08436601608991623, + "m": 1.0 + }, + { + "p": 0.103191077709198, + "m": 1.0 + }, + { + "p": 0.056696418672800064, + "m": 1.0 + }, + { + "p": 0.13712450861930847, + "m": 1.0 + }, + { + "p": 0.1362008899450302, + "m": 1.0 + }, + { + "p": 0.061215151101350784, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.9998180866241455, + "val_loss": 0.7814412117004395, + "acc": 73.36, + "time": 84.33486404898576, + "param": [ + { + "p": 0.07444050908088684, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0795164555311203, + "m": 1.0 + }, + { + "p": 0.0013763548340648413, + "m": 1.0 + }, + { + "p": 0.0958404392004013, + "m": 1.0 + }, + { + "p": 0.09982581436634064, + "m": 1.0 + }, + { + "p": 0.03733383119106293, + "m": 1.0 + }, + { + "p": 0.03051169216632843, + "m": 1.0 + }, + { + "p": 0.08898992091417313, + "m": 1.0 + }, + { + "p": 0.08838590234518051, + "m": 1.0 + }, + { + "p": 0.0371011458337307, + "m": 1.0 + }, + { + "p": 0.14686359465122223, + "m": 1.0 + }, + { + "p": 0.16434720158576965, + "m": 1.0 + }, + { + "p": 0.05546710267663002, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.79166579246521, + "val_loss": 0.8122296333312988, + "acc": 73.52, + "time": 90.16257917904295, + "param": [ + { + "p": 0.09099828451871872, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07245311141014099, + "m": 1.0 + }, + { + "p": 0.014003331772983074, + "m": 1.0 + }, + { + "p": 0.081131711602211, + "m": 1.0 + }, + { + "p": 0.12601721286773682, + "m": 1.0 + }, + { + "p": 0.02537793293595314, + "m": 1.0 + }, + { + "p": 0.03199749067425728, + "m": 1.0 + }, + { + "p": 0.06572792679071426, + "m": 1.0 + }, + { + "p": 0.08212974667549133, + "m": 1.0 + }, + { + "p": 0.013166455551981926, + "m": 1.0 + }, + { + "p": 0.15269912779331207, + "m": 1.0 + }, + { + "p": 0.18916217982769012, + "m": 1.0 + }, + { + "p": 0.05513554811477661, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.8746768236160278, + "val_loss": 0.6973062753677368, + "acc": 72.22, + "time": 85.63164138118736, + "param": [ + { + "p": 0.10778700560331345, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06585375964641571, + "m": 1.0 + }, + { + "p": 0.03331992030143738, + "m": 1.0 + }, + { + "p": 0.0687839537858963, + "m": 1.0 + }, + { + "p": 0.1601124107837677, + "m": 1.0 + }, + { + "p": 0.022741172462701797, + "m": 1.0 + }, + { + "p": 0.012945807538926601, + "m": 1.0 + }, + { + "p": 0.04675116389989853, + "m": 1.0 + }, + { + "p": 0.07799937576055527, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13839419186115265, + "m": 1.0 + }, + { + "p": 0.20781144499778748, + "m": 1.0 + }, + { + "p": 0.05749981850385666, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.8773406744003296, + "val_loss": 0.7544235587120056, + "acc": 72.77, + "time": 90.8205758689437, + "param": [ + { + "p": 0.11312948912382126, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06747567653656006, + "m": 1.0 + }, + { + "p": 0.032567303627729416, + "m": 1.0 + }, + { + "p": 0.05743527412414551, + "m": 1.0 + }, + { + "p": 0.19990184903144836, + "m": 1.0 + }, + { + "p": 0.013437017798423767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030507415533065796, + "m": 1.0 + }, + { + "p": 0.07367205619812012, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13835196197032928, + "m": 1.0 + }, + { + "p": 0.22114209830760956, + "m": 1.0 + }, + { + "p": 0.05237984284758568, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.9619936347007751, + "val_loss": 0.6521985530853271, + "acc": 73.28, + "time": 89.60853238916025, + "param": [ + { + "p": 0.11066459864377975, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06334634870290756, + "m": 1.0 + }, + { + "p": 0.026013676077127457, + "m": 1.0 + }, + { + "p": 0.05744659900665283, + "m": 1.0 + }, + { + "p": 0.21601757407188416, + "m": 1.0 + }, + { + "p": 0.015583761967718601, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030035795643925667, + "m": 1.0 + }, + { + "p": 0.07137301564216614, + "m": 1.0 + }, + { + "p": 0.004333166405558586, + "m": 1.0 + }, + { + "p": 0.1416386365890503, + "m": 1.0 + }, + { + "p": 0.21735863387584686, + "m": 1.0 + }, + { + "p": 0.046188145875930786, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.783203125, + "val_loss": 0.7397103905677795, + "acc": 73.24, + "time": 82.64063926204108, + "param": [ + { + "p": 0.11608725786209106, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05511051416397095, + "m": 1.0 + }, + { + "p": 0.03104340098798275, + "m": 1.0 + }, + { + "p": 0.052980124950408936, + "m": 1.0 + }, + { + "p": 0.20627287030220032, + "m": 1.0 + }, + { + "p": 0.04097353667020798, + "m": 1.0 + }, + { + "p": 0.0009103313786908984, + "m": 1.0 + }, + { + "p": 0.03295370191335678, + "m": 1.0 + }, + { + "p": 0.0748043805360794, + "m": 1.0 + }, + { + "p": 0.01515885628759861, + "m": 1.0 + }, + { + "p": 0.14551673829555511, + "m": 1.0 + }, + { + "p": 0.18922704458236694, + "m": 1.0 + }, + { + "p": 0.03896135836839676, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.6969502568244934, + "val_loss": 0.848038911819458, + "acc": 73.35, + "time": 82.05967809190042, + "param": [ + { + "p": 0.10548613965511322, + "m": 1.0 + }, + { + "p": 0.01143354270607233, + "m": 1.0 + }, + { + "p": 0.061533790081739426, + "m": 1.0 + }, + { + "p": 0.04955960065126419, + "m": 1.0 + }, + { + "p": 0.04731747880578041, + "m": 1.0 + }, + { + "p": 0.1697995662689209, + "m": 1.0 + }, + { + "p": 0.0562591515481472, + "m": 1.0 + }, + { + "p": 0.021891791373491287, + "m": 1.0 + }, + { + "p": 0.03614754602313042, + "m": 1.0 + }, + { + "p": 0.08286773413419724, + "m": 1.0 + }, + { + "p": 0.02679571323096752, + "m": 1.0 + }, + { + "p": 0.1367182582616806, + "m": 1.0 + }, + { + "p": 0.14830392599105835, + "m": 1.0 + }, + { + "p": 0.04588580131530762, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.8513212203979492, + "val_loss": 0.6586331725120544, + "acc": 73.29, + "time": 93.31872021011077, + "param": [ + { + "p": 0.09678951650857925, + "m": 1.0 + }, + { + "p": 0.003025930840522051, + "m": 1.0 + }, + { + "p": 0.07101697474718094, + "m": 1.0 + }, + { + "p": 0.06481538712978363, + "m": 1.0 + }, + { + "p": 0.05563750118017197, + "m": 1.0 + }, + { + "p": 0.15622512996196747, + "m": 1.0 + }, + { + "p": 0.059666506946086884, + "m": 1.0 + }, + { + "p": 0.04807334020733833, + "m": 1.0 + }, + { + "p": 0.04027501121163368, + "m": 1.0 + }, + { + "p": 0.08282327651977539, + "m": 1.0 + }, + { + "p": 0.04255078360438347, + "m": 1.0 + }, + { + "p": 0.12139294296503067, + "m": 1.0 + }, + { + "p": 0.11701895296573639, + "m": 1.0 + }, + { + "p": 0.040688786655664444, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.6475921273231506, + "val_loss": 0.9775079488754272, + "acc": 73.37, + "time": 89.66610168106854, + "param": [ + { + "p": 0.08509428799152374, + "m": 1.0 + }, + { + "p": 0.009649167768657207, + "m": 1.0 + }, + { + "p": 0.061511341482400894, + "m": 1.0 + }, + { + "p": 0.07463681697845459, + "m": 1.0 + }, + { + "p": 0.053045667707920074, + "m": 1.0 + }, + { + "p": 0.14366602897644043, + "m": 1.0 + }, + { + "p": 0.05323129519820213, + "m": 1.0 + }, + { + "p": 0.05944429710507393, + "m": 1.0 + }, + { + "p": 0.05415156111121178, + "m": 1.0 + }, + { + "p": 0.0879431962966919, + "m": 1.0 + }, + { + "p": 0.042892057448625565, + "m": 1.0 + }, + { + "p": 0.12583406269550323, + "m": 1.0 + }, + { + "p": 0.10665184259414673, + "m": 1.0 + }, + { + "p": 0.04224843531847, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.0695216655731201, + "val_loss": 0.8829823732376099, + "acc": 73.75, + "time": 82.1130114318803, + "param": [ + { + "p": 0.07698483020067215, + "m": 1.0 + }, + { + "p": 0.0030739600770175457, + "m": 1.0 + }, + { + "p": 0.04650263860821724, + "m": 1.0 + }, + { + "p": 0.08069262653589249, + "m": 1.0 + }, + { + "p": 0.05315115302801132, + "m": 1.0 + }, + { + "p": 0.14109045267105103, + "m": 1.0 + }, + { + "p": 0.0564076192677021, + "m": 1.0 + }, + { + "p": 0.07095589488744736, + "m": 1.0 + }, + { + "p": 0.038417842239141464, + "m": 1.0 + }, + { + "p": 0.08893965929746628, + "m": 1.0 + }, + { + "p": 0.047722868621349335, + "m": 1.0 + }, + { + "p": 0.17306163907051086, + "m": 1.0 + }, + { + "p": 0.1036413311958313, + "m": 1.0 + }, + { + "p": 0.01935748942196369, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.8174193501472473, + "val_loss": 0.7920627593994141, + "acc": 73.39, + "time": 89.75668258499354, + "param": [ + { + "p": 0.0971502885222435, + "m": 1.0 + }, + { + "p": 0.006191546563059092, + "m": 1.0 + }, + { + "p": 0.03706786036491394, + "m": 1.0 + }, + { + "p": 0.07388291507959366, + "m": 1.0 + }, + { + "p": 0.04250131547451019, + "m": 1.0 + }, + { + "p": 0.10901670902967453, + "m": 1.0 + }, + { + "p": 0.07493261247873306, + "m": 1.0 + }, + { + "p": 0.07274798303842545, + "m": 1.0 + }, + { + "p": 0.02898857370018959, + "m": 1.0 + }, + { + "p": 0.08913078904151917, + "m": 1.0 + }, + { + "p": 0.05890052020549774, + "m": 1.0 + }, + { + "p": 0.1825535148382187, + "m": 1.0 + }, + { + "p": 0.09401366859674454, + "m": 1.0 + }, + { + "p": 0.032921649515628815, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.8060438632965088, + "val_loss": 0.7157860398292542, + "acc": 74.12, + "time": 91.60008976398967, + "param": [ + { + "p": 0.10562106966972351, + "m": 1.0 + }, + { + "p": 0.03771502524614334, + "m": 1.0 + }, + { + "p": 0.0441916361451149, + "m": 1.0 + }, + { + "p": 0.05722636729478836, + "m": 1.0 + }, + { + "p": 0.03341441601514816, + "m": 1.0 + }, + { + "p": 0.07282906025648117, + "m": 1.0 + }, + { + "p": 0.0790819376707077, + "m": 1.0 + }, + { + "p": 0.0701059028506279, + "m": 1.0 + }, + { + "p": 0.035430531948804855, + "m": 1.0 + }, + { + "p": 0.08590130507946014, + "m": 1.0 + }, + { + "p": 0.07425280660390854, + "m": 1.0 + }, + { + "p": 0.15394946932792664, + "m": 1.0 + }, + { + "p": 0.09068529307842255, + "m": 1.0 + }, + { + "p": 0.05959516763687134, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.8424565196037292, + "val_loss": 0.8455716371536255, + "acc": 73.78, + "time": 88.38988479506224, + "param": [ + { + "p": 0.10727550834417343, + "m": 1.0 + }, + { + "p": 0.06664740294218063, + "m": 1.0 + }, + { + "p": 0.061165425926446915, + "m": 1.0 + }, + { + "p": 0.054981864988803864, + "m": 1.0 + }, + { + "p": 0.02182808704674244, + "m": 1.0 + }, + { + "p": 0.0628575012087822, + "m": 1.0 + }, + { + "p": 0.07170861214399338, + "m": 1.0 + }, + { + "p": 0.06999731808900833, + "m": 1.0 + }, + { + "p": 0.04996660724282265, + "m": 1.0 + }, + { + "p": 0.07488016039133072, + "m": 1.0 + }, + { + "p": 0.07906415313482285, + "m": 1.0 + }, + { + "p": 0.10745139420032501, + "m": 1.0 + }, + { + "p": 0.09053882211446762, + "m": 1.0 + }, + { + "p": 0.08163712918758392, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.6193453669548035, + "val_loss": 0.8301558494567871, + "acc": 73.38, + "time": 89.875130004948, + "param": [ + { + "p": 0.12185832858085632, + "m": 1.0 + }, + { + "p": 0.07773046940565109, + "m": 1.0 + }, + { + "p": 0.06602073460817337, + "m": 1.0 + }, + { + "p": 0.05432084575295448, + "m": 1.0 + }, + { + "p": 0.015458792448043823, + "m": 1.0 + }, + { + "p": 0.05433923378586769, + "m": 1.0 + }, + { + "p": 0.07608263939619064, + "m": 1.0 + }, + { + "p": 0.0705566257238388, + "m": 1.0 + }, + { + "p": 0.053989436477422714, + "m": 1.0 + }, + { + "p": 0.06611175835132599, + "m": 1.0 + }, + { + "p": 0.08104176074266434, + "m": 1.0 + }, + { + "p": 0.09107718616724014, + "m": 1.0 + }, + { + "p": 0.09030964225530624, + "m": 1.0 + }, + { + "p": 0.08110257238149643, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.8086129426956177, + "val_loss": 0.7487536072731018, + "acc": 73.57, + "time": 91.29064390901476, + "param": [ + { + "p": 0.1472388505935669, + "m": 1.0 + }, + { + "p": 0.0707150250673294, + "m": 1.0 + }, + { + "p": 0.058466263115406036, + "m": 1.0 + }, + { + "p": 0.04110855236649513, + "m": 1.0 + }, + { + "p": 0.025326991453766823, + "m": 1.0 + }, + { + "p": 0.050543900579214096, + "m": 1.0 + }, + { + "p": 0.09320402890443802, + "m": 1.0 + }, + { + "p": 0.05872344970703125, + "m": 1.0 + }, + { + "p": 0.06542899459600449, + "m": 1.0 + }, + { + "p": 0.06281913816928864, + "m": 1.0 + }, + { + "p": 0.08637000620365143, + "m": 1.0 + }, + { + "p": 0.08413415402173996, + "m": 1.0 + }, + { + "p": 0.08354802429676056, + "m": 1.0 + }, + { + "p": 0.072372667491436, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.8258506059646606, + "val_loss": 0.8065366744995117, + "acc": 73.15, + "time": 82.6772051139269, + "param": [ + { + "p": 0.1675785928964615, + "m": 1.0 + }, + { + "p": 0.05904983729124069, + "m": 1.0 + }, + { + "p": 0.06245342269539833, + "m": 1.0 + }, + { + "p": 0.03353964537382126, + "m": 1.0 + }, + { + "p": 0.026749638840556145, + "m": 1.0 + }, + { + "p": 0.05367985740303993, + "m": 1.0 + }, + { + "p": 0.09130655229091644, + "m": 1.0 + }, + { + "p": 0.0452030710875988, + "m": 1.0 + }, + { + "p": 0.06895112246274948, + "m": 1.0 + }, + { + "p": 0.06719242036342621, + "m": 1.0 + }, + { + "p": 0.09932879358530045, + "m": 1.0 + }, + { + "p": 0.08367826789617538, + "m": 1.0 + }, + { + "p": 0.08846508711576462, + "m": 1.0 + }, + { + "p": 0.0528237521648407, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.8822546005249023, + "val_loss": 0.9338006377220154, + "acc": 73.51, + "time": 82.88876491901465, + "param": [ + { + "p": 0.18905724585056305, + "m": 1.0 + }, + { + "p": 0.05342346429824829, + "m": 1.0 + }, + { + "p": 0.0650172159075737, + "m": 1.0 + }, + { + "p": 0.03702650964260101, + "m": 1.0 + }, + { + "p": 0.0238333847373724, + "m": 1.0 + }, + { + "p": 0.05116729065775871, + "m": 1.0 + }, + { + "p": 0.08168546110391617, + "m": 1.0 + }, + { + "p": 0.025172729045152664, + "m": 1.0 + }, + { + "p": 0.0683710128068924, + "m": 1.0 + }, + { + "p": 0.0733414962887764, + "m": 1.0 + }, + { + "p": 0.09826090931892395, + "m": 1.0 + }, + { + "p": 0.0950927585363388, + "m": 1.0 + }, + { + "p": 0.0929017886519432, + "m": 1.0 + }, + { + "p": 0.04564869776368141, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.5168963670730591, + "val_loss": 0.8436208367347717, + "acc": 73.42, + "time": 84.5114366770722, + "param": [ + { + "p": 0.18967927992343903, + "m": 1.0 + }, + { + "p": 0.044556643813848495, + "m": 1.0 + }, + { + "p": 0.0696125477552414, + "m": 1.0 + }, + { + "p": 0.040024299174547195, + "m": 1.0 + }, + { + "p": 0.021546820178627968, + "m": 1.0 + }, + { + "p": 0.05109085887670517, + "m": 1.0 + }, + { + "p": 0.07816984504461288, + "m": 1.0 + }, + { + "p": 0.03141568601131439, + "m": 1.0 + }, + { + "p": 0.07492394000291824, + "m": 1.0 + }, + { + "p": 0.07229012995958328, + "m": 1.0 + }, + { + "p": 0.07823653519153595, + "m": 1.0 + }, + { + "p": 0.0894271656870842, + "m": 1.0 + }, + { + "p": 0.09027163684368134, + "m": 1.0 + }, + { + "p": 0.0687546357512474, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.7833848595619202, + "val_loss": 0.7120113372802734, + "acc": 73.22, + "time": 84.99637930793688, + "param": [ + { + "p": 0.18738766014575958, + "m": 1.0 + }, + { + "p": 0.025015464052557945, + "m": 1.0 + }, + { + "p": 0.06893773376941681, + "m": 1.0 + }, + { + "p": 0.04226016253232956, + "m": 1.0 + }, + { + "p": 0.030382435768842697, + "m": 1.0 + }, + { + "p": 0.03643113374710083, + "m": 1.0 + }, + { + "p": 0.08268498629331589, + "m": 1.0 + }, + { + "p": 0.05126025527715683, + "m": 1.0 + }, + { + "p": 0.08533831685781479, + "m": 1.0 + }, + { + "p": 0.08100126683712006, + "m": 1.0 + }, + { + "p": 0.05402939394116402, + "m": 1.0 + }, + { + "p": 0.09199963510036469, + "m": 1.0 + }, + { + "p": 0.08598239719867706, + "m": 1.0 + }, + { + "p": 0.07728910446166992, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.8058114647865295, + "val_loss": 0.7134177088737488, + "acc": 73.77, + "time": 84.89165019080974, + "param": [ + { + "p": 0.15050360560417175, + "m": 1.0 + }, + { + "p": 0.028649836778640747, + "m": 1.0 + }, + { + "p": 0.06613916158676147, + "m": 1.0 + }, + { + "p": 0.03652548789978027, + "m": 1.0 + }, + { + "p": 0.046838872134685516, + "m": 1.0 + }, + { + "p": 0.04603936895728111, + "m": 1.0 + }, + { + "p": 0.0922764465212822, + "m": 1.0 + }, + { + "p": 0.05888517200946808, + "m": 1.0 + }, + { + "p": 0.08237120509147644, + "m": 1.0 + }, + { + "p": 0.08030533790588379, + "m": 1.0 + }, + { + "p": 0.056278202682733536, + "m": 1.0 + }, + { + "p": 0.09879747778177261, + "m": 1.0 + }, + { + "p": 0.08174093067646027, + "m": 1.0 + }, + { + "p": 0.0746489018201828, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.022958755493164, + "val_loss": 0.8720105886459351, + "acc": 73.88, + "time": 82.83017593296245, + "param": [ + { + "p": 0.14090488851070404, + "m": 1.0 + }, + { + "p": 0.01991892419755459, + "m": 1.0 + }, + { + "p": 0.08293472975492477, + "m": 1.0 + }, + { + "p": 0.026878410950303078, + "m": 1.0 + }, + { + "p": 0.06170649826526642, + "m": 1.0 + }, + { + "p": 0.0644303411245346, + "m": 1.0 + }, + { + "p": 0.09356918931007385, + "m": 1.0 + }, + { + "p": 0.051096849143505096, + "m": 1.0 + }, + { + "p": 0.08547700941562653, + "m": 1.0 + }, + { + "p": 0.06785830855369568, + "m": 1.0 + }, + { + "p": 0.07320588082075119, + "m": 1.0 + }, + { + "p": 0.0926622599363327, + "m": 1.0 + }, + { + "p": 0.08504005521535873, + "m": 1.0 + }, + { + "p": 0.05431663990020752, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.6839834451675415, + "val_loss": 0.8334888815879822, + "acc": 73.37, + "time": 85.17251333408058, + "param": [ + { + "p": 0.15857867896556854, + "m": 1.0 + }, + { + "p": 0.005443797912448645, + "m": 1.0 + }, + { + "p": 0.11432253569364548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06462863832712173, + "m": 1.0 + }, + { + "p": 0.06136074662208557, + "m": 1.0 + }, + { + "p": 0.07885196059942245, + "m": 1.0 + }, + { + "p": 0.05101460590958595, + "m": 1.0 + }, + { + "p": 0.0892781913280487, + "m": 1.0 + }, + { + "p": 0.07451305538415909, + "m": 1.0 + }, + { + "p": 0.0862928032875061, + "m": 1.0 + }, + { + "p": 0.0837375819683075, + "m": 1.0 + }, + { + "p": 0.08960184454917908, + "m": 1.0 + }, + { + "p": 0.042375534772872925, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.6593380570411682, + "val_loss": 0.9156172871589661, + "acc": 74.14, + "time": 89.10556053416803, + "param": [ + { + "p": 0.1978321224451065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12205784767866135, + "m": 1.0 + }, + { + "p": 0.0021247160620987415, + "m": 1.0 + }, + { + "p": 0.059675175696611404, + "m": 1.0 + }, + { + "p": 0.059287991374731064, + "m": 1.0 + }, + { + "p": 0.051232922822237015, + "m": 1.0 + }, + { + "p": 0.0234419833868742, + "m": 1.0 + }, + { + "p": 0.09479252249002457, + "m": 1.0 + }, + { + "p": 0.08166103810071945, + "m": 1.0 + }, + { + "p": 0.09270506352186203, + "m": 1.0 + }, + { + "p": 0.07506372779607773, + "m": 1.0 + }, + { + "p": 0.1031433716416359, + "m": 1.0 + }, + { + "p": 0.036981478333473206, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.625619649887085, + "val_loss": 0.7639814019203186, + "acc": 73.91, + "time": 96.38660813099705, + "param": [ + { + "p": 0.1942186951637268, + "m": 1.0 + }, + { + "p": 0.020729871466755867, + "m": 1.0 + }, + { + "p": 0.12016449123620987, + "m": 1.0 + }, + { + "p": 0.01406623050570488, + "m": 1.0 + }, + { + "p": 0.051356539130210876, + "m": 1.0 + }, + { + "p": 0.065877266228199, + "m": 1.0 + }, + { + "p": 0.03062894567847252, + "m": 1.0 + }, + { + "p": 0.009723582305014133, + "m": 1.0 + }, + { + "p": 0.08929930627346039, + "m": 1.0 + }, + { + "p": 0.0838257446885109, + "m": 1.0 + }, + { + "p": 0.0943545550107956, + "m": 1.0 + }, + { + "p": 0.06269557029008865, + "m": 1.0 + }, + { + "p": 0.11336730420589447, + "m": 1.0 + }, + { + "p": 0.04969190061092377, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.606141984462738, + "val_loss": 0.8084444403648376, + "acc": 73.25, + "time": 82.62368725496344, + "param": [ + { + "p": 0.17805373668670654, + "m": 1.0 + }, + { + "p": 0.0366259403526783, + "m": 1.0 + }, + { + "p": 0.11260298639535904, + "m": 1.0 + }, + { + "p": 0.01906956173479557, + "m": 1.0 + }, + { + "p": 0.03863080218434334, + "m": 1.0 + }, + { + "p": 0.07404879480600357, + "m": 1.0 + }, + { + "p": 0.011638487689197063, + "m": 1.0 + }, + { + "p": 0.023738425225019455, + "m": 1.0 + }, + { + "p": 0.08001957088708878, + "m": 1.0 + }, + { + "p": 0.08023365586996078, + "m": 1.0 + }, + { + "p": 0.093054860830307, + "m": 1.0 + }, + { + "p": 0.06062964349985123, + "m": 1.0 + }, + { + "p": 0.12855860590934753, + "m": 1.0 + }, + { + "p": 0.06309489905834198, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.8403591513633728, + "val_loss": 0.6909008026123047, + "acc": 74.09, + "time": 83.36795208300464, + "param": [ + { + "p": 0.15140338242053986, + "m": 1.0 + }, + { + "p": 0.04372398182749748, + "m": 1.0 + }, + { + "p": 0.09840011596679688, + "m": 1.0 + }, + { + "p": 0.019093366339802742, + "m": 1.0 + }, + { + "p": 0.04745522513985634, + "m": 1.0 + }, + { + "p": 0.07904376089572906, + "m": 1.0 + }, + { + "p": 0.011784042231738567, + "m": 1.0 + }, + { + "p": 0.040231797844171524, + "m": 1.0 + }, + { + "p": 0.06664074957370758, + "m": 1.0 + }, + { + "p": 0.08839273452758789, + "m": 1.0 + }, + { + "p": 0.07846451550722122, + "m": 1.0 + }, + { + "p": 0.05930566042661667, + "m": 1.0 + }, + { + "p": 0.12512178719043732, + "m": 1.0 + }, + { + "p": 0.09093892574310303, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.0513992309570312, + "val_loss": 0.8234715461730957, + "acc": 73.79, + "time": 82.64365210407414, + "param": [ + { + "p": 0.12922388315200806, + "m": 1.0 + }, + { + "p": 0.04744386672973633, + "m": 1.0 + }, + { + "p": 0.07737065851688385, + "m": 1.0 + }, + { + "p": 0.03397410362958908, + "m": 1.0 + }, + { + "p": 0.0671122670173645, + "m": 1.0 + }, + { + "p": 0.07688511908054352, + "m": 1.0 + }, + { + "p": 0.006604302674531937, + "m": 1.0 + }, + { + "p": 0.05826792120933533, + "m": 1.0 + }, + { + "p": 0.06822550296783447, + "m": 1.0 + }, + { + "p": 0.09145919978618622, + "m": 1.0 + }, + { + "p": 0.06108414754271507, + "m": 1.0 + }, + { + "p": 0.058920327574014664, + "m": 1.0 + }, + { + "p": 0.11228811740875244, + "m": 1.0 + }, + { + "p": 0.1111406534910202, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json new file mode 100644 index 0000000..ea0a2ef --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 68.55, + "Time": [ + 235.86106156560282, + 2.6502410361339406 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.287219762802124, + "val_loss": 2.2896435260772705, + "acc": 15.91, + "time": 235.5868450810667, + "param": [ + { + "p": 0.053756896406412125, + "m": 1.0 + }, + { + "p": 0.025973543524742126, + "m": 1.0 + }, + { + "p": 0.06567145138978958, + "m": 1.0 + }, + { + "p": 0.08747701346874237, + "m": 0.998887300491333 + }, + { + "p": 0.040671397000551224, + "m": 0.9800959825515747 + }, + { + "p": 0.028013654053211212, + "m": 0.9963883757591248 + }, + { + "p": 0.09981344640254974, + "m": 0.9900543689727783 + }, + { + "p": 0.09335101395845413, + "m": 0.9743778109550476 + }, + { + "p": 0.09169918298721313, + "m": 1.0 + }, + { + "p": 0.11225714534521103, + "m": 1.0 + }, + { + "p": 0.09697612375020981, + "m": 1.0 + }, + { + "p": 0.08895964920520782, + "m": 0.9973185658454895 + }, + { + "p": 0.07893720269203186, + "m": 1.0 + }, + { + "p": 0.03644218668341637, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.1852867603302, + "val_loss": 2.1101486682891846, + "acc": 22.56, + "time": 234.77813895512372, + "param": [ + { + "p": 0.07463298738002777, + "m": 1.0 + }, + { + "p": 0.022526517510414124, + "m": 1.0 + }, + { + "p": 0.061561450362205505, + "m": 1.0 + }, + { + "p": 0.08812101185321808, + "m": 0.9561956524848938 + }, + { + "p": 0.04749802500009537, + "m": 0.9260633587837219 + }, + { + "p": 0.062263358384370804, + "m": 0.9394519925117493 + }, + { + "p": 0.0910506322979927, + "m": 0.9394946694374084 + }, + { + "p": 0.09212414920330048, + "m": 0.9230943918228149 + }, + { + "p": 0.09665411710739136, + "m": 0.9993212819099426 + }, + { + "p": 0.09296560287475586, + "m": 1.0 + }, + { + "p": 0.09219765663146973, + "m": 0.9875308275222778 + }, + { + "p": 0.08009731024503708, + "m": 0.9680439829826355 + }, + { + "p": 0.08183020353317261, + "m": 1.0 + }, + { + "p": 0.01647690124809742, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.131159543991089, + "val_loss": 2.200427532196045, + "acc": 24.2, + "time": 235.4242213179823, + "param": [ + { + "p": 0.07145121693611145, + "m": 1.0 + }, + { + "p": 0.006300259381532669, + "m": 1.0 + }, + { + "p": 0.056340839713811874, + "m": 1.0 + }, + { + "p": 0.09766294062137604, + "m": 0.9299631118774414 + }, + { + "p": 0.035114534199237823, + "m": 0.9613509774208069 + }, + { + "p": 0.03209251910448074, + "m": 0.9576565027236938 + }, + { + "p": 0.1240377128124237, + "m": 0.9401594400405884 + }, + { + "p": 0.10581297427415848, + "m": 0.9231714606285095 + }, + { + "p": 0.09266848117113113, + "m": 0.9476166367530823 + }, + { + "p": 0.10486022382974625, + "m": 0.99409019947052 + }, + { + "p": 0.08871032297611237, + "m": 0.9251481294631958 + }, + { + "p": 0.09036614745855331, + "m": 0.9296824336051941 + }, + { + "p": 0.09458179026842117, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 1.949328899383545, + "val_loss": 1.97178053855896, + "acc": 31.57, + "time": 233.99673157487996, + "param": [ + { + "p": 0.0784694254398346, + "m": 1.0 + }, + { + "p": 0.0008444231934845448, + "m": 1.0 + }, + { + "p": 0.04943346977233887, + "m": 1.0 + }, + { + "p": 0.10460526496171951, + "m": 0.9432860612869263 + }, + { + "p": 0.03625280037522316, + "m": 0.9629294872283936 + }, + { + "p": 0.013155044987797737, + "m": 0.9598022103309631 + }, + { + "p": 0.15837661921977997, + "m": 0.903399646282196 + }, + { + "p": 0.09682026505470276, + "m": 0.8942940831184387 + }, + { + "p": 0.10897862911224365, + "m": 0.9280414581298828 + }, + { + "p": 0.09038867056369781, + "m": 0.9809312224388123 + }, + { + "p": 0.07034487277269363, + "m": 0.8864752054214478 + }, + { + "p": 0.07830993086099625, + "m": 0.9435569047927856 + }, + { + "p": 0.11402071267366409, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.1611921787261963, + "val_loss": 1.9352468252182007, + "acc": 33.71, + "time": 235.27437005308457, + "param": [ + { + "p": 0.08000487834215164, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04736411198973656, + "m": 1.0 + }, + { + "p": 0.11301963776350021, + "m": 0.9158359169960022 + }, + { + "p": 0.004633153788745403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9725095629692078 + }, + { + "p": 0.18689753115177155, + "m": 0.8683345913887024 + }, + { + "p": 0.08885301649570465, + "m": 0.8572810888290405 + }, + { + "p": 0.12141256034374237, + "m": 0.8898018598556519 + }, + { + "p": 0.09653868526220322, + "m": 0.9707549214363098 + }, + { + "p": 0.060571737587451935, + "m": 0.8394811749458313 + }, + { + "p": 0.07311370968818665, + "m": 0.9036202430725098 + }, + { + "p": 0.1275910586118698, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.0589816570281982, + "val_loss": 1.788220763206482, + "acc": 35.52, + "time": 236.36659795814194, + "param": [ + { + "p": 0.08266839385032654, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039204444736242294, + "m": 1.0 + }, + { + "p": 0.1090213805437088, + "m": 0.8576719760894775 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2302684187889099, + "m": 0.7814435362815857 + }, + { + "p": 0.06174933537840843, + "m": 0.8311030268669128 + }, + { + "p": 0.13446064293384552, + "m": 0.845167338848114 + }, + { + "p": 0.09301585704088211, + "m": 0.9654855728149414 + }, + { + "p": 0.03568346053361893, + "m": 0.7790247201919556 + }, + { + "p": 0.06899552047252655, + "m": 0.8938428163528442 + }, + { + "p": 0.14493252336978912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.8430595397949219, + "val_loss": 1.775661587715149, + "acc": 37.99, + "time": 237.2239329519216, + "param": [ + { + "p": 0.09689509868621826, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008632989600300789, + "m": 1.0 + }, + { + "p": 0.10270895063877106, + "m": 0.7903017997741699 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30092287063598633, + "m": 0.7079439759254456 + }, + { + "p": 0.028147872537374496, + "m": 0.8220959305763245 + }, + { + "p": 0.15630805492401123, + "m": 0.7898111343383789 + }, + { + "p": 0.0849231705069542, + "m": 0.9795602560043335 + }, + { + "p": 0.0007447573007084429, + "m": 0.7244758605957031 + }, + { + "p": 0.051737960427999496, + "m": 0.9230608940124512 + }, + { + "p": 0.1689782589673996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.7395426034927368, + "val_loss": 1.6227028369903564, + "acc": 41.41, + "time": 237.11525885295123, + "param": [ + { + "p": 0.10422030836343765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08643870800733566, + "m": 0.7310762405395508 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.35758355259895325, + "m": 0.6250550746917725 + }, + { + "p": 0.0, + "m": 0.8005216121673584 + }, + { + "p": 0.15925586223602295, + "m": 0.735539972782135 + }, + { + "p": 0.08031680434942245, + "m": 0.9747523069381714 + }, + { + "p": 0.0, + "m": 0.6850535869598389 + }, + { + "p": 0.03294871002435684, + "m": 0.9485741257667542 + }, + { + "p": 0.17923603951931, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.0466926097869873, + "val_loss": 1.6324435472488403, + "acc": 42.35, + "time": 235.9269640177954, + "param": [ + { + "p": 0.09666731208562851, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06692531704902649, + "m": 0.6828057169914246 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.417833149433136, + "m": 0.5645763278007507 + }, + { + "p": 0.0, + "m": 0.8034488558769226 + }, + { + "p": 0.16291676461696625, + "m": 0.6726722717285156 + }, + { + "p": 0.05438585579395294, + "m": 0.9787036180496216 + }, + { + "p": 0.0, + "m": 0.6518734693527222 + }, + { + "p": 0.0, + "m": 0.9809755682945251 + }, + { + "p": 0.20127159357070923, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8211901187896729, + "val_loss": 1.6236217021942139, + "acc": 40.64, + "time": 234.0369009601418, + "param": [ + { + "p": 0.08256834745407104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008926194161176682, + "m": 1.0 + }, + { + "p": 0.05420733615756035, + "m": 0.6333432793617249 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9748784303665161 + }, + { + "p": 0.43565770983695984, + "m": 0.4891818165779114 + }, + { + "p": 0.0, + "m": 0.7661355137825012 + }, + { + "p": 0.16381312906742096, + "m": 0.6261786818504333 + }, + { + "p": 0.034215573221445084, + "m": 0.9659989476203918 + }, + { + "p": 0.006033377721905708, + "m": 0.6372748613357544 + }, + { + "p": 0.0008825840777717531, + "m": 1.0 + }, + { + "p": 0.20987962186336517, + "m": 1.0 + }, + { + "p": 0.0038161545526236296, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.6921459436416626, + "val_loss": 1.5962592363357544, + "acc": 46.11, + "time": 234.3570209380705, + "param": [ + { + "p": 0.06845352053642273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003197996411472559, + "m": 1.0 + }, + { + "p": 0.038488585501909256, + "m": 0.5865704417228699 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9644402265548706 + }, + { + "p": 0.4619348645210266, + "m": 0.39638784527778625 + }, + { + "p": 0.0, + "m": 0.7221472263336182 + }, + { + "p": 0.16591529548168182, + "m": 0.5869683623313904 + }, + { + "p": 0.03750229999423027, + "m": 0.9656096696853638 + }, + { + "p": 0.008060108870267868, + "m": 0.627209484577179 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2164473533630371, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.8983550071716309, + "val_loss": 1.5301246643066406, + "acc": 43.66, + "time": 229.81598217296414, + "param": [ + { + "p": 0.054157715290784836, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016952918842434883, + "m": 0.5456697940826416 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.5129370093345642, + "m": 0.32496771216392517 + }, + { + "p": 0.0, + "m": 0.6922930479049683 + }, + { + "p": 0.17290398478507996, + "m": 0.5404118299484253 + }, + { + "p": 0.026334291324019432, + "m": 0.9685964584350586 + }, + { + "p": 0.0, + "m": 0.6124457120895386 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21671408414840698, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 2.32403826713562, + "val_loss": 1.5601481199264526, + "acc": 43.34, + "time": 234.62777985306457, + "param": [ + { + "p": 0.01770283281803131, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.519318699836731 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.5919095277786255, + "m": 0.2892179489135742 + }, + { + "p": 0.0, + "m": 0.6777920126914978 + }, + { + "p": 0.16911321878433228, + "m": 0.48190101981163025 + }, + { + "p": 0.0, + "m": 0.974334716796875 + }, + { + "p": 0.0, + "m": 0.6020604968070984 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2212744653224945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.8268117904663086, + "val_loss": 1.5342618227005005, + "acc": 46.27, + "time": 237.7566834690515, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4888186752796173 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.6300498843193054, + "m": 0.2326667308807373 + }, + { + "p": 0.0, + "m": 0.6483858227729797 + }, + { + "p": 0.1577402502298355, + "m": 0.4321373403072357 + }, + { + "p": 0.0, + "m": 0.9773067831993103 + }, + { + "p": 0.0, + "m": 0.6076807975769043 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21220983564853668, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.813082218170166, + "val_loss": 1.4836965799331665, + "acc": 47.51, + "time": 236.1846184360329, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.46173274517059326 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.6470746994018555, + "m": 0.1740565448999405 + }, + { + "p": 0.0, + "m": 0.6098873019218445 + }, + { + "p": 0.14932292699813843, + "m": 0.3951320946216583 + }, + { + "p": 0.0, + "m": 0.9845316410064697 + }, + { + "p": 0.0, + "m": 0.5985893607139587 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2036023885011673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.2896031141281128, + "val_loss": 1.4968235492706299, + "acc": 48.23, + "time": 233.53193767392077, + "param": [ + { + "p": 0.0033160503953695297, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0007926131365820765, + "m": 0.43040332198143005 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.6487412452697754, + "m": 0.14751477539539337 + }, + { + "p": 0.004409334156662226, + "m": 0.5520691871643066 + }, + { + "p": 0.1423267275094986, + "m": 0.3644919693470001 + }, + { + "p": 0.0, + "m": 0.9924057126045227 + }, + { + "p": 0.0003709116135723889, + "m": 0.5856338143348694 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19989725947380066, + "m": 1.0 + }, + { + "p": 0.00014581106370314956, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.7739673852920532, + "val_loss": 1.317203164100647, + "acc": 48.21, + "time": 236.63651043106802, + "param": [ + { + "p": 0.006265147123485804, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005004186648875475, + "m": 0.4012579023838043 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.6398781538009644, + "m": 0.14270935952663422 + }, + { + "p": 0.009667089208960533, + "m": 0.536932110786438 + }, + { + "p": 0.13631805777549744, + "m": 0.34273287653923035 + }, + { + "p": 0.0009926653001457453, + "m": 0.9940167665481567 + }, + { + "p": 0.0, + "m": 0.5675582885742188 + }, + { + "p": 0.0012710781302303076, + "m": 1.0 + }, + { + "p": 0.20060352981090546, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.4473910331726074, + "val_loss": 1.324651837348938, + "acc": 50.08, + "time": 235.78791446099058, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.38602811098098755 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.6699849367141724, + "m": 0.13566268980503082 + }, + { + "p": 0.0, + "m": 0.5590577125549316 + }, + { + "p": 0.12295184284448624, + "m": 0.32255640625953674 + }, + { + "p": 0.0, + "m": 0.9843901991844177 + }, + { + "p": 0.0, + "m": 0.5535322427749634 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2070632129907608, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.7662838697433472, + "val_loss": 1.3073517084121704, + "acc": 48.52, + "time": 238.81914464896545, + "param": [ + { + "p": 0.001532242400571704, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0019432769622653723, + "m": 1.0 + }, + { + "p": 0.0024923323653638363, + "m": 0.3958044946193695 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.6521024703979492, + "m": 0.11625698953866959 + }, + { + "p": 0.0015178840840235353, + "m": 0.6023341417312622 + }, + { + "p": 0.11705533415079117, + "m": 0.3162749707698822 + }, + { + "p": 0.0024180978070944548, + "m": 0.977286696434021 + }, + { + "p": 0.011411511339247227, + "m": 0.5580738186836243 + }, + { + "p": 0.0046922024339437485, + "m": 0.9993373155593872 + }, + { + "p": 0.20483462512493134, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 2.3583481311798096, + "val_loss": 1.2860649824142456, + "acc": 52.32, + "time": 233.34471784695052, + "param": [ + { + "p": 0.0014973703073337674, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0016967690316960216, + "m": 1.0 + }, + { + "p": 0.000477446272270754, + "m": 0.40444454550743103 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9984604120254517 + }, + { + "p": 0.6248138546943665, + "m": 0.11453590542078018 + }, + { + "p": 0.005027533043175936, + "m": 0.6172701120376587 + }, + { + "p": 0.12226354330778122, + "m": 0.3048686385154724 + }, + { + "p": 0.0036207695957273245, + "m": 0.9763724207878113 + }, + { + "p": 0.0319472998380661, + "m": 0.5601165890693665 + }, + { + "p": 0.015149005688726902, + "m": 1.0 + }, + { + "p": 0.1935064047574997, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.9927549362182617, + "val_loss": 1.4081372022628784, + "acc": 51.97, + "time": 238.11375504895113, + "param": [ + { + "p": 0.02092297188937664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022593721747398376, + "m": 1.0 + }, + { + "p": 0.009150897152721882, + "m": 0.4240102171897888 + }, + { + "p": 0.0018136772559955716, + "m": 1.0 + }, + { + "p": 0.0004977338830940425, + "m": 1.0 + }, + { + "p": 0.5268582701683044, + "m": 0.12059351056814194 + }, + { + "p": 0.0234468225389719, + "m": 0.6262808442115784 + }, + { + "p": 0.12378328293561935, + "m": 0.30917829275131226 + }, + { + "p": 0.015540719032287598, + "m": 0.9786443114280701 + }, + { + "p": 0.0516701303422451, + "m": 0.5729377269744873 + }, + { + "p": 0.028296785429120064, + "m": 1.0 + }, + { + "p": 0.17017512023448944, + "m": 1.0 + }, + { + "p": 0.00524985371157527, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.3357946872711182, + "val_loss": 1.3650518655776978, + "acc": 51.43, + "time": 237.52956301998347, + "param": [ + { + "p": 0.038647085428237915, + "m": 1.0 + }, + { + "p": 0.0006858914857730269, + "m": 1.0 + }, + { + "p": 0.03843846544623375, + "m": 1.0 + }, + { + "p": 0.014508103020489216, + "m": 0.41217729449272156 + }, + { + "p": 0.001003934652544558, + "m": 0.9983834624290466 + }, + { + "p": 0.006776358932256699, + "m": 0.9968335628509521 + }, + { + "p": 0.4432275891304016, + "m": 0.12287456542253494 + }, + { + "p": 0.03711862862110138, + "m": 0.6205949783325195 + }, + { + "p": 0.12384509295225143, + "m": 0.3179149031639099 + }, + { + "p": 0.035579729825258255, + "m": 0.9761614799499512 + }, + { + "p": 0.060562584549188614, + "m": 0.5731378793716431 + }, + { + "p": 0.03757037967443466, + "m": 1.0 + }, + { + "p": 0.1559155434370041, + "m": 1.0 + }, + { + "p": 0.006120560225099325, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.6148234605789185, + "val_loss": 1.543919324874878, + "acc": 51.73, + "time": 238.7150013798382, + "param": [ + { + "p": 0.05712223798036575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04735099896788597, + "m": 1.0 + }, + { + "p": 0.02694685198366642, + "m": 0.4127497673034668 + }, + { + "p": 8.09394841780886e-05, + "m": 0.9998499155044556 + }, + { + "p": 0.013761775568127632, + "m": 0.9979661107063293 + }, + { + "p": 0.37082090973854065, + "m": 0.12712249159812927 + }, + { + "p": 0.039919253438711166, + "m": 0.6108044385910034 + }, + { + "p": 0.1243511214852333, + "m": 0.3183530867099762 + }, + { + "p": 0.05495274439454079, + "m": 0.9775775671005249 + }, + { + "p": 0.06920865178108215, + "m": 0.5705406069755554 + }, + { + "p": 0.04251481965184212, + "m": 1.0 + }, + { + "p": 0.14545020461082458, + "m": 1.0 + }, + { + "p": 0.0075194695964455605, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.6898534297943115, + "val_loss": 1.2045652866363525, + "acc": 54.54, + "time": 238.0581795719918, + "param": [ + { + "p": 0.07437402009963989, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05626508966088295, + "m": 1.0 + }, + { + "p": 0.028275249525904655, + "m": 0.4139227867126465 + }, + { + "p": 0.006514375563710928, + "m": 0.9966194033622742 + }, + { + "p": 0.01905500702559948, + "m": 1.0 + }, + { + "p": 0.3122527003288269, + "m": 0.1432380974292755 + }, + { + "p": 0.045758530497550964, + "m": 0.6138135194778442 + }, + { + "p": 0.12037288397550583, + "m": 0.31639358401298523 + }, + { + "p": 0.07446480542421341, + "m": 0.9722827076911926 + }, + { + "p": 0.06849517673254013, + "m": 0.5615881085395813 + }, + { + "p": 0.05215107649564743, + "m": 1.0 + }, + { + "p": 0.13791032135486603, + "m": 1.0 + }, + { + "p": 0.004110714886337519, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.5581337213516235, + "val_loss": 1.3057061433792114, + "acc": 55.45, + "time": 235.15553455986083, + "param": [ + { + "p": 0.08462458848953247, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.055004097521305084, + "m": 1.0 + }, + { + "p": 0.019164156168699265, + "m": 0.4014906585216522 + }, + { + "p": 0.0, + "m": 0.9818933010101318 + }, + { + "p": 0.0074589136056602, + "m": 1.0 + }, + { + "p": 0.306544691324234, + "m": 0.15788903832435608 + }, + { + "p": 0.0393662303686142, + "m": 0.632452666759491 + }, + { + "p": 0.13038237392902374, + "m": 0.31508639454841614 + }, + { + "p": 0.08193781971931458, + "m": 0.9512850046157837 + }, + { + "p": 0.067667655646801, + "m": 0.555465042591095 + }, + { + "p": 0.06163686886429787, + "m": 1.0 + }, + { + "p": 0.14621256291866302, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.5198243856430054, + "val_loss": 1.2514320611953735, + "acc": 55.78, + "time": 237.68198655103333, + "param": [ + { + "p": 0.08958476036787033, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04686972126364708, + "m": 1.0 + }, + { + "p": 0.00954606756567955, + "m": 0.4067724347114563 + }, + { + "p": 0.0, + "m": 0.9683591723442078 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30754581093788147, + "m": 0.17884096503257751 + }, + { + "p": 0.033262114971876144, + "m": 0.6592825651168823 + }, + { + "p": 0.13906048238277435, + "m": 0.30964788794517517 + }, + { + "p": 0.07810452580451965, + "m": 0.9267138838768005 + }, + { + "p": 0.06987148523330688, + "m": 0.5527974963188171 + }, + { + "p": 0.07567211240530014, + "m": 0.9973119497299194 + }, + { + "p": 0.1504829227924347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.508150339126587, + "val_loss": 1.1757646799087524, + "acc": 55.49, + "time": 230.94631592510268, + "param": [ + { + "p": 0.07764287292957306, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046029362827539444, + "m": 1.0 + }, + { + "p": 0.007190036121755838, + "m": 0.4183048903942108 + }, + { + "p": 0.0, + "m": 0.9562534689903259 + }, + { + "p": 0.00048759407945908606, + "m": 1.0 + }, + { + "p": 0.29587793350219727, + "m": 0.21215203404426575 + }, + { + "p": 0.028718875721096992, + "m": 0.6860925555229187 + }, + { + "p": 0.15364420413970947, + "m": 0.31596195697784424 + }, + { + "p": 0.0794961228966713, + "m": 0.9220816493034363 + }, + { + "p": 0.0714489072561264, + "m": 0.5564037561416626 + }, + { + "p": 0.08900752663612366, + "m": 1.0 + }, + { + "p": 0.15045662224292755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.6472277641296387, + "val_loss": 1.2317639589309692, + "acc": 56.88, + "time": 233.22786853881553, + "param": [ + { + "p": 0.0682797059416771, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05344124883413315, + "m": 1.0 + }, + { + "p": 0.013067546300590038, + "m": 0.43844228982925415 + }, + { + "p": 0.00037201622035354376, + "m": 0.9769644141197205 + }, + { + "p": 0.008560048416256905, + "m": 1.0 + }, + { + "p": 0.26864534616470337, + "m": 0.23542851209640503 + }, + { + "p": 0.032601308077573776, + "m": 0.7220978140830994 + }, + { + "p": 0.15842494368553162, + "m": 0.33044975996017456 + }, + { + "p": 0.08782711625099182, + "m": 0.9042676687240601 + }, + { + "p": 0.07270768284797668, + "m": 0.5602900385856628 + }, + { + "p": 0.09688369929790497, + "m": 1.0 + }, + { + "p": 0.13918936252593994, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.4412977695465088, + "val_loss": 1.3258495330810547, + "acc": 56.29, + "time": 236.76659647095948, + "param": [ + { + "p": 0.06820104271173477, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05725034698843956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4456626772880554 + }, + { + "p": 0.0, + "m": 0.9872390031814575 + }, + { + "p": 0.005060371942818165, + "m": 0.9974958300590515 + }, + { + "p": 0.285542756319046, + "m": 0.23715700209140778 + }, + { + "p": 0.023709218949079514, + "m": 0.7373901009559631 + }, + { + "p": 0.16167046129703522, + "m": 0.3266698122024536 + }, + { + "p": 0.09649635851383209, + "m": 0.8932627439498901 + }, + { + "p": 0.06363537907600403, + "m": 0.5459164977073669 + }, + { + "p": 0.09832191467285156, + "m": 1.0 + }, + { + "p": 0.14011216163635254, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.7787041664123535, + "val_loss": 1.1072152853012085, + "acc": 57.34, + "time": 232.40906370803714, + "param": [ + { + "p": 0.058370936661958694, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052702710032463074, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4435574412345886 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9922242760658264 + }, + { + "p": 0.327892541885376, + "m": 0.23515087366104126 + }, + { + "p": 0.0, + "m": 0.7383867502212524 + }, + { + "p": 0.180570587515831, + "m": 0.30649489164352417 + }, + { + "p": 0.0958789810538292, + "m": 0.8930291533470154 + }, + { + "p": 0.05183922126889229, + "m": 0.5295910239219666 + }, + { + "p": 0.0779632031917572, + "m": 1.0 + }, + { + "p": 0.1547817587852478, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.6454213857650757, + "val_loss": 1.17435622215271, + "acc": 57.53, + "time": 238.50637500709854, + "param": [ + { + "p": 0.04941083863377571, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04492228105664253, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4388432204723358 + }, + { + "p": 0.0, + "m": 0.9957790374755859 + }, + { + "p": 0.0009079398587346077, + "m": 1.0 + }, + { + "p": 0.3594210147857666, + "m": 0.23105934262275696 + }, + { + "p": 0.0014504877617582679, + "m": 0.7542843222618103 + }, + { + "p": 0.18834540247917175, + "m": 0.2872491478919983 + }, + { + "p": 0.0915035754442215, + "m": 0.8924774527549744 + }, + { + "p": 0.035010356456041336, + "m": 0.5173272490501404 + }, + { + "p": 0.0667816698551178, + "m": 1.0 + }, + { + "p": 0.1622464954853058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.3711217641830444, + "val_loss": 1.186085820198059, + "acc": 58.34, + "time": 238.4041146209929, + "param": [ + { + "p": 0.05770086497068405, + "m": 1.0 + }, + { + "p": 0.00040450881351716816, + "m": 1.0 + }, + { + "p": 0.04395126923918724, + "m": 1.0 + }, + { + "p": 0.006676765624433756, + "m": 0.4472591280937195 + }, + { + "p": 0.0038233092054724693, + "m": 1.0 + }, + { + "p": 0.009873013012111187, + "m": 1.0 + }, + { + "p": 0.33572104573249817, + "m": 0.23822550475597382 + }, + { + "p": 0.018286816775798798, + "m": 0.7906421422958374 + }, + { + "p": 0.17004714906215668, + "m": 0.2677958607673645 + }, + { + "p": 0.09405374526977539, + "m": 0.8942344784736633 + }, + { + "p": 0.032114192843437195, + "m": 0.5113400220870972 + }, + { + "p": 0.07152315229177475, + "m": 0.9995169639587402 + }, + { + "p": 0.1558241844177246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.4939216375350952, + "val_loss": 1.1713405847549438, + "acc": 58.06, + "time": 237.62649927008897, + "param": [ + { + "p": 0.06688032299280167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05033864453434944, + "m": 1.0 + }, + { + "p": 0.02129039168357849, + "m": 0.42367932200431824 + }, + { + "p": 0.013064747676253319, + "m": 1.0 + }, + { + "p": 0.036227233707904816, + "m": 1.0 + }, + { + "p": 0.28037092089653015, + "m": 0.22374004125595093 + }, + { + "p": 0.029683144763112068, + "m": 0.8415667414665222 + }, + { + "p": 0.1499142199754715, + "m": 0.2435574233531952 + }, + { + "p": 0.09231194108724594, + "m": 0.9033277630805969 + }, + { + "p": 0.04674184322357178, + "m": 0.5224047303199768 + }, + { + "p": 0.06388421356678009, + "m": 1.0 + }, + { + "p": 0.1430034637451172, + "m": 1.0 + }, + { + "p": 0.006288882810622454, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.435727834701538, + "val_loss": 1.0527431964874268, + "acc": 58.1, + "time": 237.2511396179907, + "param": [ + { + "p": 0.07387115061283112, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06184987723827362, + "m": 1.0 + }, + { + "p": 0.024226875975728035, + "m": 0.4046940505504608 + }, + { + "p": 0.019519593566656113, + "m": 1.0 + }, + { + "p": 0.04412372037768364, + "m": 1.0 + }, + { + "p": 0.2569679617881775, + "m": 0.19151686131954193 + }, + { + "p": 0.03137664496898651, + "m": 0.880544900894165 + }, + { + "p": 0.14741851389408112, + "m": 0.23523013293743134 + }, + { + "p": 0.09408118575811386, + "m": 0.9023553729057312 + }, + { + "p": 0.05440190061926842, + "m": 0.5310350656509399 + }, + { + "p": 0.05139583349227905, + "m": 1.0 + }, + { + "p": 0.14073923230171204, + "m": 1.0 + }, + { + "p": 2.7411657356424257e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.4811985492706299, + "val_loss": 1.161926507949829, + "acc": 60.29, + "time": 237.71172622195445, + "param": [ + { + "p": 0.07400652766227722, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06945578753948212, + "m": 1.0 + }, + { + "p": 0.02036789245903492, + "m": 0.4195413291454315 + }, + { + "p": 0.014562678523361683, + "m": 1.0 + }, + { + "p": 0.03466948866844177, + "m": 1.0 + }, + { + "p": 0.25661006569862366, + "m": 0.16163598001003265 + }, + { + "p": 0.03393615037202835, + "m": 0.9012378454208374 + }, + { + "p": 0.14480043947696686, + "m": 0.22679342329502106 + }, + { + "p": 0.09455108642578125, + "m": 0.8845869302749634 + }, + { + "p": 0.06572065502405167, + "m": 0.5495124459266663 + }, + { + "p": 0.049014862626791, + "m": 1.0 + }, + { + "p": 0.14230433106422424, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.571271300315857, + "val_loss": 1.171478509902954, + "acc": 58.59, + "time": 236.96704520494677, + "param": [ + { + "p": 0.07902194559574127, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06859581917524338, + "m": 1.0 + }, + { + "p": 0.025077613070607185, + "m": 0.40022343397140503 + }, + { + "p": 0.006150674540549517, + "m": 1.0 + }, + { + "p": 0.01704617217183113, + "m": 1.0 + }, + { + "p": 0.2701290547847748, + "m": 0.15224619209766388 + }, + { + "p": 0.025259913876652718, + "m": 0.8838445544242859 + }, + { + "p": 0.13937638700008392, + "m": 0.2222469598054886 + }, + { + "p": 0.10408379882574081, + "m": 0.8994489908218384 + }, + { + "p": 0.07352457195520401, + "m": 0.5683415532112122 + }, + { + "p": 0.044517531991004944, + "m": 1.0 + }, + { + "p": 0.1472165733575821, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.2593848705291748, + "val_loss": 1.1839977502822876, + "acc": 59.51, + "time": 234.61053643608466, + "param": [ + { + "p": 0.07483875006437302, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07283226400613785, + "m": 1.0 + }, + { + "p": 0.02739647589623928, + "m": 0.38893818855285645 + }, + { + "p": 0.00598928052932024, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2716197669506073, + "m": 0.1496811807155609 + }, + { + "p": 0.023376120254397392, + "m": 0.8660035729408264 + }, + { + "p": 0.14139075577259064, + "m": 0.21905222535133362 + }, + { + "p": 0.10823260247707367, + "m": 0.9077306389808655 + }, + { + "p": 0.0853671282529831, + "m": 0.5747529864311218 + }, + { + "p": 0.035996317863464355, + "m": 1.0 + }, + { + "p": 0.14986513555049896, + "m": 1.0 + }, + { + "p": 0.0030954224057495594, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.289749264717102, + "val_loss": 1.1465528011322021, + "acc": 60.54, + "time": 237.95151172298938, + "param": [ + { + "p": 0.08647611737251282, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07735638320446014, + "m": 1.0 + }, + { + "p": 0.016157861799001694, + "m": 0.3724946081638336 + }, + { + "p": 0.012418746948242188, + "m": 0.9962120652198792 + }, + { + "p": 0.0002714881848078221, + "m": 0.9994745850563049 + }, + { + "p": 0.26474958658218384, + "m": 0.160536989569664 + }, + { + "p": 0.027110442519187927, + "m": 0.8788352608680725 + }, + { + "p": 0.13801708817481995, + "m": 0.23381930589675903 + }, + { + "p": 0.11513124406337738, + "m": 0.9073794484138489 + }, + { + "p": 0.07901215553283691, + "m": 0.5917905569076538 + }, + { + "p": 0.029135534539818764, + "m": 1.0 + }, + { + "p": 0.15416334569454193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.4840117692947388, + "val_loss": 1.0830575227737427, + "acc": 61.48, + "time": 234.46191879711114, + "param": [ + { + "p": 0.0898173376917839, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08117029815912247, + "m": 1.0 + }, + { + "p": 0.020096613094210625, + "m": 0.39280232787132263 + }, + { + "p": 0.014811193570494652, + "m": 0.9782191514968872 + }, + { + "p": 0.002195169683545828, + "m": 0.9944497346878052 + }, + { + "p": 0.2509911358356476, + "m": 0.153091162443161 + }, + { + "p": 0.0440303273499012, + "m": 0.8730010986328125 + }, + { + "p": 0.13363854587078094, + "m": 0.2649209499359131 + }, + { + "p": 0.10685309767723083, + "m": 0.9195806384086609 + }, + { + "p": 0.08214317262172699, + "m": 0.6050390005111694 + }, + { + "p": 0.02581181935966015, + "m": 1.0 + }, + { + "p": 0.14463850855827332, + "m": 1.0 + }, + { + "p": 0.0038027551490813494, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.1485929489135742, + "val_loss": 1.0446714162826538, + "acc": 60.23, + "time": 234.61902972892858, + "param": [ + { + "p": 0.0942039042711258, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07941864430904388, + "m": 1.0 + }, + { + "p": 0.037316884845495224, + "m": 0.40805792808532715 + }, + { + "p": 0.018234429880976677, + "m": 0.9564124941825867 + }, + { + "p": 0.019185205921530724, + "m": 0.9990765452384949 + }, + { + "p": 0.20507577061653137, + "m": 0.12805917859077454 + }, + { + "p": 0.06054887920618057, + "m": 0.8678723573684692 + }, + { + "p": 0.12514805793762207, + "m": 0.2909892797470093 + }, + { + "p": 0.09707855433225632, + "m": 0.9007168412208557 + }, + { + "p": 0.08222212642431259, + "m": 0.6108012199401855 + }, + { + "p": 0.03470459207892418, + "m": 1.0 + }, + { + "p": 0.12751039862632751, + "m": 1.0 + }, + { + "p": 0.019352583214640617, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.2176454067230225, + "val_loss": 1.0810468196868896, + "acc": 62.33, + "time": 236.03604453406297, + "param": [ + { + "p": 0.09802260994911194, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08316201716661453, + "m": 1.0 + }, + { + "p": 0.04447347670793533, + "m": 0.4042305648326874 + }, + { + "p": 0.022714123129844666, + "m": 0.9499325156211853 + }, + { + "p": 0.030886784195899963, + "m": 0.9924067854881287 + }, + { + "p": 0.18109029531478882, + "m": 0.12521810829639435 + }, + { + "p": 0.06536451727151871, + "m": 0.9004579782485962 + }, + { + "p": 0.12064822018146515, + "m": 0.29969581961631775 + }, + { + "p": 0.0916883572936058, + "m": 0.8737844824790955 + }, + { + "p": 0.08932030200958252, + "m": 0.6311412453651428 + }, + { + "p": 0.0444289892911911, + "m": 1.0 + }, + { + "p": 0.11376045644283295, + "m": 1.0 + }, + { + "p": 0.014439843595027924, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.4880226850509644, + "val_loss": 1.2075526714324951, + "acc": 61.41, + "time": 235.9833223929163, + "param": [ + { + "p": 0.10031196475028992, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0802188441157341, + "m": 1.0 + }, + { + "p": 0.030067862942814827, + "m": 0.3957270085811615 + }, + { + "p": 0.03366595879197121, + "m": 0.9520573616027832 + }, + { + "p": 0.03975793346762657, + "m": 0.9899986386299133 + }, + { + "p": 0.17918837070465088, + "m": 0.10445588827133179 + }, + { + "p": 0.06653022766113281, + "m": 0.9202811121940613 + }, + { + "p": 0.12866829335689545, + "m": 0.2978662848472595 + }, + { + "p": 0.08583492785692215, + "m": 0.8500587344169617 + }, + { + "p": 0.09806569665670395, + "m": 0.6399996280670166 + }, + { + "p": 0.05016287788748741, + "m": 1.0 + }, + { + "p": 0.10752703994512558, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.3556300401687622, + "val_loss": 1.1129064559936523, + "acc": 62.91, + "time": 234.03693116409704, + "param": [ + { + "p": 0.11179883033037186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07289117574691772, + "m": 1.0 + }, + { + "p": 0.015372969210147858, + "m": 0.3829185366630554 + }, + { + "p": 0.03323701396584511, + "m": 0.953111469745636 + }, + { + "p": 0.03201799467206001, + "m": 0.9959601163864136 + }, + { + "p": 0.1855250597000122, + "m": 0.09400839358568192 + }, + { + "p": 0.0751863494515419, + "m": 0.9553421139717102 + }, + { + "p": 0.1456751823425293, + "m": 0.2808198630809784 + }, + { + "p": 0.08269680291414261, + "m": 0.8305238485336304 + }, + { + "p": 0.09990797936916351, + "m": 0.6281759142875671 + }, + { + "p": 0.04089925438165665, + "m": 1.0 + }, + { + "p": 0.1047912985086441, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.1746068000793457, + "val_loss": 1.0275242328643799, + "acc": 62.65, + "time": 235.37671982799657, + "param": [ + { + "p": 0.12315157055854797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06956247985363007, + "m": 1.0 + }, + { + "p": 0.006903382018208504, + "m": 0.3724762499332428 + }, + { + "p": 0.023370878770947456, + "m": 0.9546996355056763 + }, + { + "p": 0.019781913608312607, + "m": 1.0 + }, + { + "p": 0.1848042905330658, + "m": 0.09214219450950623 + }, + { + "p": 0.0810035914182663, + "m": 0.9620229601860046 + }, + { + "p": 0.16206499934196472, + "m": 0.27035409212112427 + }, + { + "p": 0.07900633662939072, + "m": 0.833381175994873 + }, + { + "p": 0.10752042382955551, + "m": 0.6257774829864502 + }, + { + "p": 0.043803997337818146, + "m": 1.0 + }, + { + "p": 0.099026158452034, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.327883005142212, + "val_loss": 1.1034826040267944, + "acc": 63.23, + "time": 231.11899484996684, + "param": [ + { + "p": 0.13954415917396545, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07405251264572144, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.35540199279785156 + }, + { + "p": 0.0, + "m": 0.9651678800582886 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19238251447677612, + "m": 0.07519315183162689 + }, + { + "p": 0.07706278562545776, + "m": 0.9586012959480286 + }, + { + "p": 0.18269029259681702, + "m": 0.23906847834587097 + }, + { + "p": 0.08940301835536957, + "m": 0.8389778137207031 + }, + { + "p": 0.11171132326126099, + "m": 0.6026327610015869 + }, + { + "p": 0.04288826510310173, + "m": 1.0 + }, + { + "p": 0.09026513248682022, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.5925508737564087, + "val_loss": 1.032103180885315, + "acc": 63.71, + "time": 237.16588558908552, + "param": [ + { + "p": 0.14726105332374573, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08049444109201431, + "m": 1.0 + }, + { + "p": 0.002716907300055027, + "m": 0.33804693818092346 + }, + { + "p": 0.0028869931120425463, + "m": 0.9728418588638306 + }, + { + "p": 0.0, + "m": 0.9976242184638977 + }, + { + "p": 0.19358134269714355, + "m": 0.08267172425985336 + }, + { + "p": 0.05391344800591469, + "m": 0.9609493613243103 + }, + { + "p": 0.19324082136154175, + "m": 0.23108704388141632 + }, + { + "p": 0.09019466489553452, + "m": 0.8322393894195557 + }, + { + "p": 0.11392306536436081, + "m": 0.5990541577339172 + }, + { + "p": 0.03781675547361374, + "m": 1.0 + }, + { + "p": 0.08397045731544495, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.454348087310791, + "val_loss": 1.083890676498413, + "acc": 63.07, + "time": 237.20964402821846, + "param": [ + { + "p": 0.1686415672302246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07684764266014099, + "m": 1.0 + }, + { + "p": 0.0027602948248386383, + "m": 0.35336196422576904 + }, + { + "p": 0.009617645293474197, + "m": 0.9647128582000732 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19019128382205963, + "m": 0.05689181759953499 + }, + { + "p": 0.03229203447699547, + "m": 0.9740995168685913 + }, + { + "p": 0.21348296105861664, + "m": 0.22098903357982635 + }, + { + "p": 0.08503738790750504, + "m": 0.8329283595085144 + }, + { + "p": 0.11691437661647797, + "m": 0.587454080581665 + }, + { + "p": 0.0317830964922905, + "m": 1.0 + }, + { + "p": 0.07243169844150543, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.4428726434707642, + "val_loss": 1.0417574644088745, + "acc": 63.64, + "time": 235.84709932398982, + "param": [ + { + "p": 0.17770320177078247, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06506408751010895, + "m": 1.0 + }, + { + "p": 0.0024708472192287445, + "m": 0.3657541573047638 + }, + { + "p": 0.013515795581042767, + "m": 0.9511145353317261 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.195494145154953, + "m": 0.04808231443166733 + }, + { + "p": 0.017104124650359154, + "m": 0.9889200925827026 + }, + { + "p": 0.23008882999420166, + "m": 0.1925770342350006 + }, + { + "p": 0.07714123278856277, + "m": 0.8421177864074707 + }, + { + "p": 0.11677666008472443, + "m": 0.5635731220245361 + }, + { + "p": 0.03949389234185219, + "m": 1.0 + }, + { + "p": 0.06514716893434525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.429535150527954, + "val_loss": 1.2744718790054321, + "acc": 62.55, + "time": 236.83162071509287, + "param": [ + { + "p": 0.18487466871738434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.057580653578042984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3791174590587616 + }, + { + "p": 0.0, + "m": 0.9460709691047668 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21286241710186005, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.26176896691322327, + "m": 0.15112802386283875 + }, + { + "p": 0.07724129408597946, + "m": 0.8453925251960754 + }, + { + "p": 0.1150725930929184, + "m": 0.5308471918106079 + }, + { + "p": 0.033089324831962585, + "m": 1.0 + }, + { + "p": 0.05751009285449982, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.503648042678833, + "val_loss": 0.9968114495277405, + "acc": 64.19, + "time": 236.84342098399065, + "param": [ + { + "p": 0.1809854805469513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04907722771167755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.38543248176574707 + }, + { + "p": 0.0, + "m": 0.9442229866981506 + }, + { + "p": 0.00043699791422113776, + "m": 1.0 + }, + { + "p": 0.22085794806480408, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.283203661441803, + "m": 0.14166517555713654 + }, + { + "p": 0.0784686952829361, + "m": 0.8699671626091003 + }, + { + "p": 0.10747356712818146, + "m": 0.5036062598228455 + }, + { + "p": 0.023233041167259216, + "m": 1.0 + }, + { + "p": 0.05626331642270088, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.243133306503296, + "val_loss": 1.0966254472732544, + "acc": 63.18, + "time": 237.11721808183938, + "param": [ + { + "p": 0.17455892264842987, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05336896702647209, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3906736969947815 + }, + { + "p": 0.0017863921821117401, + "m": 0.9533580541610718 + }, + { + "p": 0.0011021859245374799, + "m": 0.997939944267273 + }, + { + "p": 0.20763374865055084, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9991930723190308 + }, + { + "p": 0.27745717763900757, + "m": 0.12877066433429718 + }, + { + "p": 0.08457732200622559, + "m": 0.886417806148529 + }, + { + "p": 0.10874462872743607, + "m": 0.5104492902755737 + }, + { + "p": 0.02892172336578369, + "m": 1.0 + }, + { + "p": 0.061848949640989304, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.3715121746063232, + "val_loss": 1.073789119720459, + "acc": 62.74, + "time": 235.87146221892908, + "param": [ + { + "p": 0.1780170202255249, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046823255717754364, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.38479387760162354 + }, + { + "p": 0.015253515914082527, + "m": 0.922861635684967 + }, + { + "p": 0.0, + "m": 0.9804761409759521 + }, + { + "p": 0.21375462412834167, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9742713570594788 + }, + { + "p": 0.2795194983482361, + "m": 0.11736943572759628 + }, + { + "p": 0.08079896122217178, + "m": 0.9029831886291504 + }, + { + "p": 0.1022469773888588, + "m": 0.507246196269989 + }, + { + "p": 0.022506006062030792, + "m": 1.0 + }, + { + "p": 0.061080168932676315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.4031744003295898, + "val_loss": 0.9210075736045837, + "acc": 63.24, + "time": 231.28474218887277, + "param": [ + { + "p": 0.1763533055782318, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04941851273179054, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3754621148109436 + }, + { + "p": 0.018218550831079483, + "m": 0.9306412935256958 + }, + { + "p": 0.0027344319969415665, + "m": 0.9705743789672852 + }, + { + "p": 0.21955950558185577, + "m": 0.010357115417718887 + }, + { + "p": 0.0, + "m": 0.9668369293212891 + }, + { + "p": 0.28505441546440125, + "m": 0.08874425292015076 + }, + { + "p": 0.07619120925664902, + "m": 0.9367262125015259 + }, + { + "p": 0.09180448204278946, + "m": 0.49900487065315247 + }, + { + "p": 0.02296120673418045, + "m": 1.0 + }, + { + "p": 0.05770441144704819, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.3875948190689087, + "val_loss": 1.0921186208724976, + "acc": 63.56, + "time": 226.70036536408588, + "param": [ + { + "p": 0.1712905615568161, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.059657368808984756, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.35610970854759216 + }, + { + "p": 0.013165903277695179, + "m": 0.94080650806427 + }, + { + "p": 0.01097849477082491, + "m": 0.957311749458313 + }, + { + "p": 0.22087717056274414, + "m": 0.05950489640235901 + }, + { + "p": 0.0030494865495711565, + "m": 0.9612294435501099 + }, + { + "p": 0.27073580026626587, + "m": 0.11237677186727524 + }, + { + "p": 0.07211171090602875, + "m": 0.9641913175582886 + }, + { + "p": 0.08306195586919785, + "m": 0.5147698521614075 + }, + { + "p": 0.022550854831933975, + "m": 1.0 + }, + { + "p": 0.07034733146429062, + "m": 1.0 + }, + { + "p": 0.002173408167436719, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.7155908346176147, + "val_loss": 0.9776817560195923, + "acc": 64.56, + "time": 231.2282072880771, + "param": [ + { + "p": 0.15434952080249786, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07675942778587341, + "m": 1.0 + }, + { + "p": 0.00047131176688708365, + "m": 0.34889090061187744 + }, + { + "p": 0.00446827569976449, + "m": 0.926112174987793 + }, + { + "p": 0.027299849316477776, + "m": 0.9538668990135193 + }, + { + "p": 0.2024674415588379, + "m": 0.09615109115839005 + }, + { + "p": 0.015794537961483, + "m": 0.933122456073761 + }, + { + "p": 0.23310767114162445, + "m": 0.13047745823860168 + }, + { + "p": 0.0681493729352951, + "m": 0.9705336093902588 + }, + { + "p": 0.08069933950901031, + "m": 0.5331290364265442 + }, + { + "p": 0.03411727398633957, + "m": 1.0 + }, + { + "p": 0.08774696290493011, + "m": 1.0 + }, + { + "p": 0.014569001272320747, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.3670403957366943, + "val_loss": 0.9862915873527527, + "acc": 64.06, + "time": 230.85863306792453, + "param": [ + { + "p": 0.1431257575750351, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0886629968881607, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.34052881598472595 + }, + { + "p": 0.0, + "m": 0.9178808927536011 + }, + { + "p": 0.03464020416140556, + "m": 0.9661191701889038 + }, + { + "p": 0.1923626810312271, + "m": 0.10104866325855255 + }, + { + "p": 0.019446123391389847, + "m": 0.9224211573600769 + }, + { + "p": 0.22586555778980255, + "m": 0.14302851259708405 + }, + { + "p": 0.07121551781892776, + "m": 0.9817180633544922 + }, + { + "p": 0.07609312981367111, + "m": 0.53941410779953 + }, + { + "p": 0.03633960336446762, + "m": 1.0 + }, + { + "p": 0.09689830243587494, + "m": 1.0 + }, + { + "p": 0.015350105240941048, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.2830439805984497, + "val_loss": 1.0591009855270386, + "acc": 65.01, + "time": 236.605216313852, + "param": [ + { + "p": 0.12777848541736603, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09426995366811752, + "m": 1.0 + }, + { + "p": 0.0014858926879242063, + "m": 0.34925341606140137 + }, + { + "p": 0.0, + "m": 0.9179456830024719 + }, + { + "p": 0.026927465572953224, + "m": 0.9916092753410339 + }, + { + "p": 0.18237189948558807, + "m": 0.11656343191862106 + }, + { + "p": 0.013277482241392136, + "m": 0.9022557735443115 + }, + { + "p": 0.2301097810268402, + "m": 0.11286251991987228 + }, + { + "p": 0.0708589255809784, + "m": 0.9949028491973877 + }, + { + "p": 0.085080586373806, + "m": 0.5505915284156799 + }, + { + "p": 0.04598404839634895, + "m": 1.0 + }, + { + "p": 0.1074911504983902, + "m": 1.0 + }, + { + "p": 0.014364279806613922, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.4494504928588867, + "val_loss": 1.0098745822906494, + "acc": 65.26, + "time": 236.34494558605365, + "param": [ + { + "p": 0.10604382306337357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09066290408372879, + "m": 1.0 + }, + { + "p": 0.0056242747232317924, + "m": 0.3643112778663635 + }, + { + "p": 0.0, + "m": 0.8718522787094116 + }, + { + "p": 0.010087673552334309, + "m": 1.0 + }, + { + "p": 0.17477461695671082, + "m": 0.11393200606107712 + }, + { + "p": 0.018766585737466812, + "m": 0.875246524810791 + }, + { + "p": 0.2179267704486847, + "m": 0.07996245473623276 + }, + { + "p": 0.08032486587762833, + "m": 0.9999823570251465 + }, + { + "p": 0.08460215479135513, + "m": 0.5588032603263855 + }, + { + "p": 0.05926675722002983, + "m": 1.0 + }, + { + "p": 0.12594540417194366, + "m": 1.0 + }, + { + "p": 0.02597418986260891, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.3249709606170654, + "val_loss": 1.1874537467956543, + "acc": 64.02, + "time": 238.62775215297006, + "param": [ + { + "p": 0.09483829140663147, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09382948279380798, + "m": 1.0 + }, + { + "p": 0.015065955929458141, + "m": 0.39383411407470703 + }, + { + "p": 0.0, + "m": 0.8601948618888855 + }, + { + "p": 0.011084062047302723, + "m": 1.0 + }, + { + "p": 0.1641310751438141, + "m": 0.09978609532117844 + }, + { + "p": 0.027524897828698158, + "m": 0.8716863989830017 + }, + { + "p": 0.19755946099758148, + "m": 0.06478945165872574 + }, + { + "p": 0.08675922453403473, + "m": 1.0 + }, + { + "p": 0.0771348774433136, + "m": 0.5754908919334412 + }, + { + "p": 0.07318206876516342, + "m": 1.0 + }, + { + "p": 0.1204037144780159, + "m": 1.0 + }, + { + "p": 0.03848695382475853, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.3745092153549194, + "val_loss": 1.0351369380950928, + "acc": 64.65, + "time": 236.61627765977755, + "param": [ + { + "p": 0.09145033359527588, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09814777225255966, + "m": 1.0 + }, + { + "p": 0.013224529102444649, + "m": 0.41488295793533325 + }, + { + "p": 0.0, + "m": 0.87143874168396 + }, + { + "p": 0.016028931364417076, + "m": 0.998458206653595 + }, + { + "p": 0.15348868072032928, + "m": 0.08455187827348709 + }, + { + "p": 0.03757693991065025, + "m": 0.8611786961555481 + }, + { + "p": 0.1954985111951828, + "m": 0.04979720339179039 + }, + { + "p": 0.08243796974420547, + "m": 1.0 + }, + { + "p": 0.07355561852455139, + "m": 0.5872408747673035 + }, + { + "p": 0.08487015217542648, + "m": 1.0 + }, + { + "p": 0.1154077798128128, + "m": 1.0 + }, + { + "p": 0.038312703371047974, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.3964464664459229, + "val_loss": 0.9488300681114197, + "acc": 65.06, + "time": 238.00180310197175, + "param": [ + { + "p": 0.106749027967453, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10311464220285416, + "m": 1.0 + }, + { + "p": 0.005206831265240908, + "m": 0.40319642424583435 + }, + { + "p": 0.0, + "m": 0.8652030825614929 + }, + { + "p": 0.0023641178850084543, + "m": 1.0 + }, + { + "p": 0.14628098905086517, + "m": 0.09709980338811874 + }, + { + "p": 0.03610248491168022, + "m": 0.8533246517181396 + }, + { + "p": 0.20058277249336243, + "m": 0.08186182379722595 + }, + { + "p": 0.07791793346405029, + "m": 1.0 + }, + { + "p": 0.07904940843582153, + "m": 0.6112122535705566 + }, + { + "p": 0.09132992476224899, + "m": 1.0 + }, + { + "p": 0.12743110954761505, + "m": 1.0 + }, + { + "p": 0.023870723322033882, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.2278224229812622, + "val_loss": 0.9104166626930237, + "acc": 65.68, + "time": 233.75490441778675, + "param": [ + { + "p": 0.12038272619247437, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10327157378196716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.39191675186157227 + }, + { + "p": 0.0, + "m": 0.8709388971328735 + }, + { + "p": 0.0, + "m": 0.9998132586479187 + }, + { + "p": 0.13880053162574768, + "m": 0.09158152341842651 + }, + { + "p": 0.032372601330280304, + "m": 0.8433840274810791 + }, + { + "p": 0.21784085035324097, + "m": 0.05704035237431526 + }, + { + "p": 0.07499154657125473, + "m": 0.9938646554946899 + }, + { + "p": 0.08063206821680069, + "m": 0.6032662391662598 + }, + { + "p": 0.08773577213287354, + "m": 0.9998565912246704 + }, + { + "p": 0.13788287341594696, + "m": 1.0 + }, + { + "p": 0.006089403294026852, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.4498586654663086, + "val_loss": 0.962986171245575, + "acc": 65.73, + "time": 236.3840267159976, + "param": [ + { + "p": 0.13490119576454163, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10712694376707077, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3739091753959656 + }, + { + "p": 0.0, + "m": 0.8839333653450012 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13506969809532166, + "m": 0.07582761347293854 + }, + { + "p": 0.02429245226085186, + "m": 0.8337863087654114 + }, + { + "p": 0.23874744772911072, + "m": 0.05876929312944412 + }, + { + "p": 0.06133778765797615, + "m": 0.995140552520752 + }, + { + "p": 0.07972708344459534, + "m": 0.5918451547622681 + }, + { + "p": 0.08024055510759354, + "m": 0.9915128946304321 + }, + { + "p": 0.13855688273906708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.2083117961883545, + "val_loss": 1.0815858840942383, + "acc": 65.4, + "time": 231.11360669205897, + "param": [ + { + "p": 0.14183232188224792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11331240087747574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3707422614097595 + }, + { + "p": 0.0, + "m": 0.8867632746696472 + }, + { + "p": 0.0, + "m": 0.9941844940185547 + }, + { + "p": 0.12481140345335007, + "m": 0.06756281107664108 + }, + { + "p": 0.02092592976987362, + "m": 0.8526434898376465 + }, + { + "p": 0.24380290508270264, + "m": 0.08012332767248154 + }, + { + "p": 0.052366286516189575, + "m": 0.9941650629043579 + }, + { + "p": 0.0793532058596611, + "m": 0.5905985832214355 + }, + { + "p": 0.0805034413933754, + "m": 1.0 + }, + { + "p": 0.14298862218856812, + "m": 1.0 + }, + { + "p": 0.00010343410394852981, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.2423638105392456, + "val_loss": 0.947702944278717, + "acc": 65.01, + "time": 237.00028017698787, + "param": [ + { + "p": 0.1317056268453598, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11152090132236481, + "m": 1.0 + }, + { + "p": 0.0056516630575060844, + "m": 0.3606165051460266 + }, + { + "p": 0.0, + "m": 0.8882547616958618 + }, + { + "p": 0.0035491029266268015, + "m": 0.9938951134681702 + }, + { + "p": 0.10554103553295135, + "m": 0.07612638175487518 + }, + { + "p": 0.026776017621159554, + "m": 0.839415967464447 + }, + { + "p": 0.24796448647975922, + "m": 0.07367054373025894 + }, + { + "p": 0.04314621537923813, + "m": 0.9883877038955688 + }, + { + "p": 0.08763836324214935, + "m": 0.5856091976165771 + }, + { + "p": 0.08794111758470535, + "m": 1.0 + }, + { + "p": 0.14856547117233276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.1901928186416626, + "val_loss": 1.0263715982437134, + "acc": 64.67, + "time": 235.19745753193274, + "param": [ + { + "p": 0.13191348314285278, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10055714100599289, + "m": 1.0 + }, + { + "p": 0.0229480117559433, + "m": 0.35270386934280396 + }, + { + "p": 0.0, + "m": 0.8738183379173279 + }, + { + "p": 0.022065328434109688, + "m": 0.9821212887763977 + }, + { + "p": 0.08094371855258942, + "m": 0.10285180062055588 + }, + { + "p": 0.022800279781222343, + "m": 0.8920019268989563 + }, + { + "p": 0.25483238697052, + "m": 0.07442034780979156 + }, + { + "p": 0.04098019376397133, + "m": 0.9836832284927368 + }, + { + "p": 0.09100742638111115, + "m": 0.5817219614982605 + }, + { + "p": 0.09408602863550186, + "m": 1.0 + }, + { + "p": 0.1378660947084427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.0361196994781494, + "val_loss": 1.0189439058303833, + "acc": 66.35, + "time": 233.09370148787275, + "param": [ + { + "p": 0.14994029700756073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09018922597169876, + "m": 1.0 + }, + { + "p": 0.02675069123506546, + "m": 0.3292093276977539 + }, + { + "p": 0.0, + "m": 0.8402065634727478 + }, + { + "p": 0.02786201611161232, + "m": 0.9951840043067932 + }, + { + "p": 0.06483837962150574, + "m": 0.1120673194527626 + }, + { + "p": 0.020395461469888687, + "m": 0.9074895977973938 + }, + { + "p": 0.2650352120399475, + "m": 0.059733934700489044 + }, + { + "p": 0.045907169580459595, + "m": 0.9958452582359314 + }, + { + "p": 0.09096696972846985, + "m": 0.5851079225540161 + }, + { + "p": 0.08921480923891068, + "m": 1.0 + }, + { + "p": 0.12658089399337769, + "m": 1.0 + }, + { + "p": 0.002318943152204156, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.4424809217453003, + "val_loss": 0.8915554881095886, + "acc": 64.41, + "time": 237.45565818995237, + "param": [ + { + "p": 0.15316736698150635, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0856291651725769, + "m": 1.0 + }, + { + "p": 0.03169705346226692, + "m": 0.3081803023815155 + }, + { + "p": 0.0, + "m": 0.7945947051048279 + }, + { + "p": 0.031077301129698753, + "m": 0.9777549505233765 + }, + { + "p": 0.05612262338399887, + "m": 0.1186831071972847 + }, + { + "p": 0.025052573531866074, + "m": 0.9146532416343689 + }, + { + "p": 0.26181524991989136, + "m": 0.05265705659985542 + }, + { + "p": 0.06018907576799393, + "m": 0.9977766275405884 + }, + { + "p": 0.0943247526884079, + "m": 0.5983635783195496 + }, + { + "p": 0.07690202444791794, + "m": 1.0 + }, + { + "p": 0.11505622416734695, + "m": 1.0 + }, + { + "p": 0.008966514840722084, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.1357890367507935, + "val_loss": 1.028820276260376, + "acc": 66.09, + "time": 236.549418018898, + "param": [ + { + "p": 0.1490083932876587, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0776820182800293, + "m": 1.0 + }, + { + "p": 0.0407194085419178, + "m": 0.27611204981803894 + }, + { + "p": 0.0, + "m": 0.7846265435218811 + }, + { + "p": 0.03097614087164402, + "m": 0.9584401249885559 + }, + { + "p": 0.05625100061297417, + "m": 0.10968687385320663 + }, + { + "p": 0.02813846617937088, + "m": 0.9175538420677185 + }, + { + "p": 0.26415035128593445, + "m": 0.08257266879081726 + }, + { + "p": 0.07150545716285706, + "m": 0.9973782300949097 + }, + { + "p": 0.09857471287250519, + "m": 0.6255283951759338 + }, + { + "p": 0.05174236372113228, + "m": 1.0 + }, + { + "p": 0.11652131378650665, + "m": 1.0 + }, + { + "p": 0.01473033707588911, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.3531725406646729, + "val_loss": 0.8247313499450684, + "acc": 65.9, + "time": 237.110780851217, + "param": [ + { + "p": 0.13696712255477905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08202248066663742, + "m": 1.0 + }, + { + "p": 0.05037766322493553, + "m": 0.2574947774410248 + }, + { + "p": 0.0, + "m": 0.759994626045227 + }, + { + "p": 0.026440424844622612, + "m": 0.9519116282463074 + }, + { + "p": 0.058760009706020355, + "m": 0.10342918336391449 + }, + { + "p": 0.0364752858877182, + "m": 0.9176944494247437 + }, + { + "p": 0.2520201504230499, + "m": 0.10408332198858261 + }, + { + "p": 0.07134895026683807, + "m": 1.0 + }, + { + "p": 0.10996688157320023, + "m": 0.6565567851066589 + }, + { + "p": 0.04132101684808731, + "m": 1.0 + }, + { + "p": 0.11936863511800766, + "m": 1.0 + }, + { + "p": 0.01493137702345848, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.204685091972351, + "val_loss": 1.075532078742981, + "acc": 65.52, + "time": 236.35626730392687, + "param": [ + { + "p": 0.13248173892498016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09346652776002884, + "m": 1.0 + }, + { + "p": 0.05266064032912254, + "m": 0.23095908761024475 + }, + { + "p": 0.0, + "m": 0.7312115430831909 + }, + { + "p": 0.03338763490319252, + "m": 0.9534609317779541 + }, + { + "p": 0.06884249299764633, + "m": 0.09128614515066147 + }, + { + "p": 0.03004354238510132, + "m": 0.8800657391548157 + }, + { + "p": 0.23455843329429626, + "m": 0.13734109699726105 + }, + { + "p": 0.07156616449356079, + "m": 1.0 + }, + { + "p": 0.10915488004684448, + "m": 0.6574810147285461 + }, + { + "p": 0.04824024811387062, + "m": 1.0 + }, + { + "p": 0.11593442410230637, + "m": 1.0 + }, + { + "p": 0.009663289412856102, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.0711227655410767, + "val_loss": 0.9033673405647278, + "acc": 66.81, + "time": 232.4232828200329, + "param": [ + { + "p": 0.12722505629062653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09795691072940826, + "m": 1.0 + }, + { + "p": 0.06338326632976532, + "m": 0.21222925186157227 + }, + { + "p": 0.0, + "m": 0.7023686170578003 + }, + { + "p": 0.0448484942317009, + "m": 0.9591766595840454 + }, + { + "p": 0.07229983806610107, + "m": 0.08580546081066132 + }, + { + "p": 0.022865956649184227, + "m": 0.8524583578109741 + }, + { + "p": 0.21914298832416534, + "m": 0.12858252227306366 + }, + { + "p": 0.08328545093536377, + "m": 1.0 + }, + { + "p": 0.10117168724536896, + "m": 0.6452047824859619 + }, + { + "p": 0.05566522851586342, + "m": 1.0 + }, + { + "p": 0.10419955104589462, + "m": 1.0 + }, + { + "p": 0.00795553158968687, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.000930905342102, + "val_loss": 0.9472759366035461, + "acc": 66.72, + "time": 237.82794035389088, + "param": [ + { + "p": 0.12262755632400513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10712466388940811, + "m": 1.0 + }, + { + "p": 0.07085692882537842, + "m": 0.1736806333065033 + }, + { + "p": 0.0, + "m": 0.6999008059501648 + }, + { + "p": 0.04875250905752182, + "m": 0.9663287401199341 + }, + { + "p": 0.061248861253261566, + "m": 0.09254633635282516 + }, + { + "p": 0.015749087557196617, + "m": 0.8358363509178162 + }, + { + "p": 0.22468793392181396, + "m": 0.11130224168300629 + }, + { + "p": 0.08575741201639175, + "m": 1.0 + }, + { + "p": 0.09595344960689545, + "m": 0.6288066506385803 + }, + { + "p": 0.05514933541417122, + "m": 1.0 + }, + { + "p": 0.10857588797807693, + "m": 1.0 + }, + { + "p": 0.0035164665896445513, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.0585697889328003, + "val_loss": 0.908897876739502, + "acc": 66.93, + "time": 235.2236595780123, + "param": [ + { + "p": 0.1166541576385498, + "m": 1.0 + }, + { + "p": 0.0007258264231495559, + "m": 1.0 + }, + { + "p": 0.11318627744913101, + "m": 1.0 + }, + { + "p": 0.07175029814243317, + "m": 0.16924545168876648 + }, + { + "p": 0.002519492991268635, + "m": 0.7148726582527161 + }, + { + "p": 0.05340256169438362, + "m": 0.9468134641647339 + }, + { + "p": 0.04361492022871971, + "m": 0.09956785291433334 + }, + { + "p": 0.01655736193060875, + "m": 0.8260514140129089 + }, + { + "p": 0.24181151390075684, + "m": 0.09815634042024612 + }, + { + "p": 0.08199406415224075, + "m": 0.9945796132087708 + }, + { + "p": 0.09339311718940735, + "m": 0.6092250347137451 + }, + { + "p": 0.05863408371806145, + "m": 1.0 + }, + { + "p": 0.10367001593112946, + "m": 1.0 + }, + { + "p": 0.0020862556993961334, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.338877558708191, + "val_loss": 0.9398424029350281, + "acc": 67.42, + "time": 237.66063301311806, + "param": [ + { + "p": 0.11179311573505402, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12042216211557388, + "m": 1.0 + }, + { + "p": 0.07387979328632355, + "m": 0.1739826202392578 + }, + { + "p": 0.00595842394977808, + "m": 0.7294001579284668 + }, + { + "p": 0.062328677624464035, + "m": 0.934260904788971 + }, + { + "p": 0.03282385692000389, + "m": 0.10354539752006531 + }, + { + "p": 0.02383594959974289, + "m": 0.8059276938438416 + }, + { + "p": 0.25441065430641174, + "m": 0.08432668447494507 + }, + { + "p": 0.07186651229858398, + "m": 0.9891995787620544 + }, + { + "p": 0.0896625816822052, + "m": 0.5783151388168335 + }, + { + "p": 0.06383051723241806, + "m": 1.0 + }, + { + "p": 0.08122249692678452, + "m": 1.0 + }, + { + "p": 0.007965214550495148, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.0980244874954224, + "val_loss": 0.9095920920372009, + "acc": 66.71, + "time": 236.13799416599795, + "param": [ + { + "p": 0.10299024730920792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12453434616327286, + "m": 1.0 + }, + { + "p": 0.08149813115596771, + "m": 0.15943807363510132 + }, + { + "p": 0.016667960211634636, + "m": 0.7330693006515503 + }, + { + "p": 0.07680310308933258, + "m": 0.91413813829422 + }, + { + "p": 0.028565065935254097, + "m": 0.10074196755886078 + }, + { + "p": 0.024136027321219444, + "m": 0.77377849817276 + }, + { + "p": 0.23992779850959778, + "m": 0.09305520355701447 + }, + { + "p": 0.07756402343511581, + "m": 0.9954532980918884 + }, + { + "p": 0.07312413305044174, + "m": 0.5593397617340088 + }, + { + "p": 0.07546552270650864, + "m": 1.0 + }, + { + "p": 0.07094550877809525, + "m": 1.0 + }, + { + "p": 0.0077782245352864265, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.0515507459640503, + "val_loss": 1.0974483489990234, + "acc": 67.16, + "time": 234.1021734578535, + "param": [ + { + "p": 0.09347178041934967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12311960756778717, + "m": 1.0 + }, + { + "p": 0.09156038612127304, + "m": 0.11327411979436874 + }, + { + "p": 0.01357527356594801, + "m": 0.7260898947715759 + }, + { + "p": 0.07275226712226868, + "m": 0.939545214176178 + }, + { + "p": 0.0385064072906971, + "m": 0.11433853209018707 + }, + { + "p": 0.03222983330488205, + "m": 0.7674568891525269 + }, + { + "p": 0.21689896285533905, + "m": 0.11927486211061478 + }, + { + "p": 0.07439599186182022, + "m": 0.9945147037506104 + }, + { + "p": 0.06354131549596786, + "m": 0.5464340448379517 + }, + { + "p": 0.09146228432655334, + "m": 1.0 + }, + { + "p": 0.05883849412202835, + "m": 1.0 + }, + { + "p": 0.029647456482052803, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.0433502197265625, + "val_loss": 1.0413086414337158, + "acc": 66.89, + "time": 236.34247100306675, + "param": [ + { + "p": 0.09148742258548737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12256212532520294, + "m": 1.0 + }, + { + "p": 0.08734752982854843, + "m": 0.0011149889323860407 + }, + { + "p": 0.0, + "m": 0.7077727317810059 + }, + { + "p": 0.06548498570919037, + "m": 0.937751054763794 + }, + { + "p": 0.04979632794857025, + "m": 0.11655106395483017 + }, + { + "p": 0.02881734073162079, + "m": 0.7450000643730164 + }, + { + "p": 0.2191910594701767, + "m": 0.13154752552509308 + }, + { + "p": 0.06950848549604416, + "m": 0.96616530418396 + }, + { + "p": 0.05731905996799469, + "m": 0.5427877306938171 + }, + { + "p": 0.10815712809562683, + "m": 1.0 + }, + { + "p": 0.0624934658408165, + "m": 1.0 + }, + { + "p": 0.03783503174781799, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.1668468713760376, + "val_loss": 0.9499300718307495, + "acc": 67.16, + "time": 239.7511720340699, + "param": [ + { + "p": 0.08157790452241898, + "m": 1.0 + }, + { + "p": 0.00017529373872093856, + "m": 1.0 + }, + { + "p": 0.12011019140481949, + "m": 1.0 + }, + { + "p": 0.07703108340501785, + "m": 0.0 + }, + { + "p": 0.0006529821548610926, + "m": 0.672421932220459 + }, + { + "p": 0.07248763740062714, + "m": 0.9681758880615234 + }, + { + "p": 0.05643897131085396, + "m": 0.10837123543024063 + }, + { + "p": 0.03354734554886818, + "m": 0.7431077361106873 + }, + { + "p": 0.20366324484348297, + "m": 0.14670516550540924 + }, + { + "p": 0.06173918768763542, + "m": 0.9457732439041138 + }, + { + "p": 0.05909723788499832, + "m": 0.5561046600341797 + }, + { + "p": 0.117616668343544, + "m": 1.0 + }, + { + "p": 0.07230883836746216, + "m": 1.0 + }, + { + "p": 0.04355338588356972, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.1209269762039185, + "val_loss": 1.014858603477478, + "acc": 67.18, + "time": 238.86723162815906, + "param": [ + { + "p": 0.08109065890312195, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12129881978034973, + "m": 1.0 + }, + { + "p": 0.08027996867895126, + "m": 0.0 + }, + { + "p": 0.0004525997501332313, + "m": 0.6417661905288696 + }, + { + "p": 0.07354525476694107, + "m": 1.0 + }, + { + "p": 0.05380911007523537, + "m": 0.10666419565677643 + }, + { + "p": 0.0218003299087286, + "m": 0.7420191764831543 + }, + { + "p": 0.207269549369812, + "m": 0.1522132158279419 + }, + { + "p": 0.05497750639915466, + "m": 0.9339027404785156 + }, + { + "p": 0.05606313794851303, + "m": 0.5606579184532166 + }, + { + "p": 0.12589800357818604, + "m": 1.0 + }, + { + "p": 0.07121577113866806, + "m": 1.0 + }, + { + "p": 0.05229923129081726, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.3347207307815552, + "val_loss": 0.9967039823532104, + "acc": 66.01, + "time": 236.78439230495133, + "param": [ + { + "p": 0.0883103758096695, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13024164736270905, + "m": 1.0 + }, + { + "p": 0.07890953123569489, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6250928640365601 + }, + { + "p": 0.08272095769643784, + "m": 0.9976071119308472 + }, + { + "p": 0.048424698412418365, + "m": 0.09274428337812424 + }, + { + "p": 0.0, + "m": 0.738315761089325 + }, + { + "p": 0.23951062560081482, + "m": 0.12674713134765625 + }, + { + "p": 0.045714762061834335, + "m": 0.9341872930526733 + }, + { + "p": 0.04330873116850853, + "m": 0.5432566404342651 + }, + { + "p": 0.126241996884346, + "m": 1.0 + }, + { + "p": 0.06454040110111237, + "m": 1.0 + }, + { + "p": 0.05207618698477745, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.1058262586593628, + "val_loss": 0.9156689643859863, + "acc": 67.69, + "time": 238.28604229702614, + "param": [ + { + "p": 0.0951407179236412, + "m": 1.0 + }, + { + "p": 7.904186350060627e-05, + "m": 1.0 + }, + { + "p": 0.12276221066713333, + "m": 1.0 + }, + { + "p": 0.08126142621040344, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6050947308540344 + }, + { + "p": 0.09137102216482162, + "m": 0.999580979347229 + }, + { + "p": 0.04333829879760742, + "m": 0.0837455540895462 + }, + { + "p": 0.0, + "m": 0.7236738204956055 + }, + { + "p": 0.2767471969127655, + "m": 0.08954304456710815 + }, + { + "p": 0.03456518426537514, + "m": 0.9147949814796448 + }, + { + "p": 0.042557090520858765, + "m": 0.5186049938201904 + }, + { + "p": 0.10812990367412567, + "m": 1.0 + }, + { + "p": 0.05611294507980347, + "m": 1.0 + }, + { + "p": 0.04793500527739525, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.5759855508804321, + "val_loss": 0.9992840886116028, + "acc": 67.39, + "time": 232.8608678309247, + "param": [ + { + "p": 0.10593882203102112, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11445615440607071, + "m": 1.0 + }, + { + "p": 0.07586054503917694, + "m": 0.0 + }, + { + "p": 0.0004432816058397293, + "m": 0.6159681677818298 + }, + { + "p": 0.0933789312839508, + "m": 0.9859087467193604 + }, + { + "p": 0.039199505001306534, + "m": 0.06692371517419815 + }, + { + "p": 0.0, + "m": 0.696551501750946 + }, + { + "p": 0.30773311853408813, + "m": 0.050939224660396576 + }, + { + "p": 0.03048330917954445, + "m": 0.9018619060516357 + }, + { + "p": 0.04053729027509689, + "m": 0.5046149492263794 + }, + { + "p": 0.09228770434856415, + "m": 1.0 + }, + { + "p": 0.05389545485377312, + "m": 1.0 + }, + { + "p": 0.045785821974277496, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.338086485862732, + "val_loss": 1.0327035188674927, + "acc": 67.52, + "time": 235.4393805291038, + "param": [ + { + "p": 0.10917673259973526, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09204038232564926, + "m": 1.0 + }, + { + "p": 0.07732170820236206, + "m": 0.000454527820693329 + }, + { + "p": 0.01043863594532013, + "m": 0.6197013854980469 + }, + { + "p": 0.09140748530626297, + "m": 0.9619529843330383 + }, + { + "p": 0.04197949171066284, + "m": 0.0639382153749466 + }, + { + "p": 0.0016584728145971894, + "m": 0.6624249815940857 + }, + { + "p": 0.3295133411884308, + "m": 0.01340137142688036 + }, + { + "p": 0.026446623727679253, + "m": 0.8936604261398315 + }, + { + "p": 0.044623903930187225, + "m": 0.5008805990219116 + }, + { + "p": 0.08976492285728455, + "m": 1.0 + }, + { + "p": 0.04928399622440338, + "m": 1.0 + }, + { + "p": 0.036344245076179504, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.3022255897521973, + "val_loss": 0.9103314876556396, + "acc": 67.59, + "time": 236.52293471200392, + "param": [ + { + "p": 0.10580101609230042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06985650211572647, + "m": 1.0 + }, + { + "p": 0.08673486858606339, + "m": 0.0 + }, + { + "p": 0.037020329385995865, + "m": 0.5693895816802979 + }, + { + "p": 0.08493293821811676, + "m": 0.9474750757217407 + }, + { + "p": 0.03817623853683472, + "m": 0.049990490078926086 + }, + { + "p": 0.0034660010132938623, + "m": 0.6282618641853333 + }, + { + "p": 0.3262191116809845, + "m": 0.05684276297688484 + }, + { + "p": 0.03229077532887459, + "m": 0.8886731863021851 + }, + { + "p": 0.049746520817279816, + "m": 0.5113782286643982 + }, + { + "p": 0.09447398036718369, + "m": 1.0 + }, + { + "p": 0.043878670781850815, + "m": 1.0 + }, + { + "p": 0.027403024956583977, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.3555749654769897, + "val_loss": 1.0289764404296875, + "acc": 67.14, + "time": 229.1605377709493, + "param": [ + { + "p": 0.10760114341974258, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05234279856085777, + "m": 1.0 + }, + { + "p": 0.10152852535247803, + "m": 0.0 + }, + { + "p": 0.03290674090385437, + "m": 0.5296385884284973 + }, + { + "p": 0.09270354360342026, + "m": 0.9201385378837585 + }, + { + "p": 0.02389991097152233, + "m": 0.031797658652067184 + }, + { + "p": 0.0, + "m": 0.6099112629890442 + }, + { + "p": 0.3718336820602417, + "m": 0.08346717059612274 + }, + { + "p": 0.03673069179058075, + "m": 0.8895878791809082 + }, + { + "p": 0.045965369790792465, + "m": 0.5175064206123352 + }, + { + "p": 0.09183616936206818, + "m": 1.0 + }, + { + "p": 0.030577776953577995, + "m": 1.0 + }, + { + "p": 0.012073625810444355, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.3061909675598145, + "val_loss": 0.8908562064170837, + "acc": 66.82, + "time": 233.86476721288636, + "param": [ + { + "p": 0.0997522622346878, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045659128576517105, + "m": 1.0 + }, + { + "p": 0.10443077236413956, + "m": 0.0 + }, + { + "p": 0.025135546922683716, + "m": 0.49459701776504517 + }, + { + "p": 0.09843020141124725, + "m": 0.89339280128479 + }, + { + "p": 0.029471345245838165, + "m": 0.04958954080939293 + }, + { + "p": 0.0, + "m": 0.5780726075172424 + }, + { + "p": 0.37624382972717285, + "m": 0.042850106954574585 + }, + { + "p": 0.04323824495077133, + "m": 0.8778735399246216 + }, + { + "p": 0.05131317675113678, + "m": 0.5344606041908264 + }, + { + "p": 0.09232758730649948, + "m": 1.0 + }, + { + "p": 0.021502427756786346, + "m": 1.0 + }, + { + "p": 0.012495404109358788, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.26604425907135, + "val_loss": 1.079728364944458, + "acc": 67.79, + "time": 238.12310288310982, + "param": [ + { + "p": 0.10334590077400208, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042410582304000854, + "m": 1.0 + }, + { + "p": 0.10250349342823029, + "m": 0.002299683867022395 + }, + { + "p": 0.00844055786728859, + "m": 0.4366699755191803 + }, + { + "p": 0.09346617758274078, + "m": 0.861662745475769 + }, + { + "p": 0.04320751130580902, + "m": 0.050844706594944 + }, + { + "p": 0.0, + "m": 0.541785717010498 + }, + { + "p": 0.40658849477767944, + "m": 0.0005820202641189098 + }, + { + "p": 0.03440999239683151, + "m": 0.8595957159996033 + }, + { + "p": 0.04298650100827217, + "m": 0.5359116196632385 + }, + { + "p": 0.08252809196710587, + "m": 1.0 + }, + { + "p": 0.03412044420838356, + "m": 1.0 + }, + { + "p": 0.005992264486849308, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.6509002447128296, + "val_loss": 0.9679540991783142, + "acc": 67.81, + "time": 230.2593878689222, + "param": [ + { + "p": 0.1017574891448021, + "m": 1.0 + }, + { + "p": 0.011909199878573418, + "m": 1.0 + }, + { + "p": 0.0303033459931612, + "m": 1.0 + }, + { + "p": 0.09665244817733765, + "m": 0.007399438414722681 + }, + { + "p": 0.012056630104780197, + "m": 0.41827091574668884 + }, + { + "p": 0.07389234006404877, + "m": 0.8085161447525024 + }, + { + "p": 0.06284692138433456, + "m": 0.03302965685725212 + }, + { + "p": 0.0036823609843850136, + "m": 0.5257250070571899 + }, + { + "p": 0.3781839609146118, + "m": 0.0 + }, + { + "p": 0.03355610743165016, + "m": 0.8433332443237305 + }, + { + "p": 0.037928324192762375, + "m": 0.5257323384284973 + }, + { + "p": 0.06788767129182816, + "m": 1.0 + }, + { + "p": 0.05846365541219711, + "m": 1.0 + }, + { + "p": 0.030879640951752663, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.38901948928833, + "val_loss": 1.0049781799316406, + "acc": 67.15, + "time": 232.29455353599042, + "param": [ + { + "p": 0.09694653004407883, + "m": 1.0 + }, + { + "p": 0.010287097655236721, + "m": 1.0 + }, + { + "p": 0.033344049006700516, + "m": 1.0 + }, + { + "p": 0.0889163389801979, + "m": 0.013502133078873158 + }, + { + "p": 0.015712140128016472, + "m": 0.3746488392353058 + }, + { + "p": 0.06573264300823212, + "m": 0.7825419306755066 + }, + { + "p": 0.06871716678142548, + "m": 0.059674184769392014 + }, + { + "p": 0.004870621953159571, + "m": 0.5026517510414124 + }, + { + "p": 0.3844820559024811, + "m": 0.0 + }, + { + "p": 0.03715791553258896, + "m": 0.8493542075157166 + }, + { + "p": 0.03579079359769821, + "m": 0.5132414102554321 + }, + { + "p": 0.05908295139670372, + "m": 0.9989531636238098 + }, + { + "p": 0.04847044497728348, + "m": 1.0 + }, + { + "p": 0.050489239394664764, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.727946162223816, + "val_loss": 1.035380244255066, + "acc": 67.49, + "time": 235.83331160596572, + "param": [ + { + "p": 0.0979231521487236, + "m": 1.0 + }, + { + "p": 0.005733301863074303, + "m": 1.0 + }, + { + "p": 0.046672772616147995, + "m": 1.0 + }, + { + "p": 0.08150274306535721, + "m": 0.0 + }, + { + "p": 0.009427976794540882, + "m": 0.33919253945350647 + }, + { + "p": 0.0740240290760994, + "m": 0.7612574696540833 + }, + { + "p": 0.06969964504241943, + "m": 0.0675966665148735 + }, + { + "p": 8.148687629727647e-05, + "m": 0.48460808396339417 + }, + { + "p": 0.40787652134895325, + "m": 0.0 + }, + { + "p": 0.03450595214962959, + "m": 0.8677487969398499 + }, + { + "p": 0.03187054023146629, + "m": 0.5144472718238831 + }, + { + "p": 0.0526970773935318, + "m": 1.0 + }, + { + "p": 0.035613302141427994, + "m": 1.0 + }, + { + "p": 0.052371520549058914, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.2361981868743896, + "val_loss": 0.9466494917869568, + "acc": 68.47, + "time": 236.79535790579394, + "param": [ + { + "p": 0.09410671889781952, + "m": 1.0 + }, + { + "p": 0.006068333983421326, + "m": 1.0 + }, + { + "p": 0.05326499044895172, + "m": 1.0 + }, + { + "p": 0.06883250176906586, + "m": 0.0 + }, + { + "p": 0.016757965087890625, + "m": 0.31138408184051514 + }, + { + "p": 0.09340986609458923, + "m": 0.7421016097068787 + }, + { + "p": 0.05914459750056267, + "m": 0.05156607925891876 + }, + { + "p": 0.006279241293668747, + "m": 0.4594949781894684 + }, + { + "p": 0.3950207829475403, + "m": 0.0 + }, + { + "p": 0.027370039373636246, + "m": 0.8894169926643372 + }, + { + "p": 0.028056951239705086, + "m": 0.5094648003578186 + }, + { + "p": 0.05371011048555374, + "m": 1.0 + }, + { + "p": 0.037348490208387375, + "m": 1.0 + }, + { + "p": 0.06062944605946541, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.1709171533584595, + "val_loss": 0.8309540152549744, + "acc": 67.78, + "time": 236.5146177969873, + "param": [ + { + "p": 0.09877189993858337, + "m": 1.0 + }, + { + "p": 0.018484463915228844, + "m": 1.0 + }, + { + "p": 0.06259077787399292, + "m": 1.0 + }, + { + "p": 0.06597039848566055, + "m": 0.0 + }, + { + "p": 0.02345258742570877, + "m": 0.25006023049354553 + }, + { + "p": 0.10063968598842621, + "m": 0.6970873475074768 + }, + { + "p": 0.06454663723707199, + "m": 0.07074236869812012 + }, + { + "p": 0.0044203284196555614, + "m": 0.45040035247802734 + }, + { + "p": 0.3592122495174408, + "m": 0.0 + }, + { + "p": 0.017903223633766174, + "m": 0.9066455960273743 + }, + { + "p": 0.022602466866374016, + "m": 0.4880257248878479 + }, + { + "p": 0.055628057569265366, + "m": 1.0 + }, + { + "p": 0.043793950229883194, + "m": 1.0 + }, + { + "p": 0.06198330596089363, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.3169621229171753, + "val_loss": 0.8616878986358643, + "acc": 67.62, + "time": 237.12500882009044, + "param": [ + { + "p": 0.10594309866428375, + "m": 1.0 + }, + { + "p": 0.026128901168704033, + "m": 1.0 + }, + { + "p": 0.06772034615278244, + "m": 1.0 + }, + { + "p": 0.06476252526044846, + "m": 0.0 + }, + { + "p": 0.03676671162247658, + "m": 0.18874570727348328 + }, + { + "p": 0.0928725153207779, + "m": 0.6563408970832825 + }, + { + "p": 0.061512112617492676, + "m": 0.08655187487602234 + }, + { + "p": 0.010937306098639965, + "m": 0.4372815489768982 + }, + { + "p": 0.3371506631374359, + "m": 0.0 + }, + { + "p": 0.024412143975496292, + "m": 0.9120324850082397 + }, + { + "p": 0.01663731038570404, + "m": 0.4895077347755432 + }, + { + "p": 0.053468257188797, + "m": 0.9996461272239685 + }, + { + "p": 0.038569532334804535, + "m": 1.0 + }, + { + "p": 0.063118577003479, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.5444228649139404, + "val_loss": 0.9718634486198425, + "acc": 67.12, + "time": 237.17788731702603, + "param": [ + { + "p": 0.10985890030860901, + "m": 1.0 + }, + { + "p": 0.032117150723934174, + "m": 1.0 + }, + { + "p": 0.06833570450544357, + "m": 1.0 + }, + { + "p": 0.06568890064954758, + "m": 0.0 + }, + { + "p": 0.04970709607005119, + "m": 0.14237116277217865 + }, + { + "p": 0.08715695887804031, + "m": 0.5879241228103638 + }, + { + "p": 0.05091184377670288, + "m": 0.09347407519817352 + }, + { + "p": 0.010902808979153633, + "m": 0.41833895444869995 + }, + { + "p": 0.34627285599708557, + "m": 0.0 + }, + { + "p": 0.02866748906672001, + "m": 0.8847190737724304 + }, + { + "p": 0.004266731441020966, + "m": 0.484715074300766 + }, + { + "p": 0.04592927172780037, + "m": 1.0 + }, + { + "p": 0.03523053973913193, + "m": 1.0 + }, + { + "p": 0.06495366245508194, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.1862603425979614, + "val_loss": 1.1119050979614258, + "acc": 68.36, + "time": 238.71033429307863, + "param": [ + { + "p": 0.11763254553079605, + "m": 1.0 + }, + { + "p": 0.03101796656847, + "m": 1.0 + }, + { + "p": 0.07065533101558685, + "m": 1.0 + }, + { + "p": 0.08159045875072479, + "m": 0.0 + }, + { + "p": 0.06719731539487839, + "m": 0.09946309030056 + }, + { + "p": 0.0703539326786995, + "m": 0.5348576903343201 + }, + { + "p": 0.031296443194150925, + "m": 0.08090506494045258 + }, + { + "p": 0.003159819869324565, + "m": 0.4159999489784241 + }, + { + "p": 0.35909900069236755, + "m": 0.0 + }, + { + "p": 0.022614507004618645, + "m": 0.878541886806488 + }, + { + "p": 0.0064966510981321335, + "m": 0.4990723133087158 + }, + { + "p": 0.04059620574116707, + "m": 1.0 + }, + { + "p": 0.030655991286039352, + "m": 1.0 + }, + { + "p": 0.06763384491205215, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.208324670791626, + "val_loss": 0.9814683794975281, + "acc": 66.91, + "time": 236.7869678759016, + "param": [ + { + "p": 0.11537662148475647, + "m": 1.0 + }, + { + "p": 0.0210752971470356, + "m": 1.0 + }, + { + "p": 0.07567425817251205, + "m": 1.0 + }, + { + "p": 0.08274630457162857, + "m": 0.0 + }, + { + "p": 0.059586621820926666, + "m": 0.08189313858747482 + }, + { + "p": 0.06139899417757988, + "m": 0.48161953687667847 + }, + { + "p": 0.012273882515728474, + "m": 0.07113461941480637 + }, + { + "p": 0.006944910157471895, + "m": 0.41183578968048096 + }, + { + "p": 0.38472795486450195, + "m": 0.0 + }, + { + "p": 0.02799680270254612, + "m": 0.9051830172538757 + }, + { + "p": 0.02241252176463604, + "m": 0.5252378582954407 + }, + { + "p": 0.035202234983444214, + "m": 1.0 + }, + { + "p": 0.028718840330839157, + "m": 1.0 + }, + { + "p": 0.0658646672964096, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.5708924531936646, + "val_loss": 1.0306499004364014, + "acc": 67.79, + "time": 240.83237458090298, + "param": [ + { + "p": 0.1048206016421318, + "m": 1.0 + }, + { + "p": 0.025538820773363113, + "m": 1.0 + }, + { + "p": 0.06538370996713638, + "m": 1.0 + }, + { + "p": 0.07396849244832993, + "m": 0.0 + }, + { + "p": 0.052927322685718536, + "m": 0.008404407650232315 + }, + { + "p": 0.0731697753071785, + "m": 0.43572837114334106 + }, + { + "p": 0.016324106603860855, + "m": 0.06219964101910591 + }, + { + "p": 0.0214471947401762, + "m": 0.3736441433429718 + }, + { + "p": 0.3571539521217346, + "m": 0.0 + }, + { + "p": 0.022465908899903297, + "m": 0.9244670271873474 + }, + { + "p": 0.0508810430765152, + "m": 0.550456702709198 + }, + { + "p": 0.042023442685604095, + "m": 1.0 + }, + { + "p": 0.026048360392451286, + "m": 1.0 + }, + { + "p": 0.06784719973802567, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.3093048334121704, + "val_loss": 0.9781922698020935, + "acc": 68.11, + "time": 228.7478259659838, + "param": [ + { + "p": 0.10068726539611816, + "m": 1.0 + }, + { + "p": 0.04354267567396164, + "m": 1.0 + }, + { + "p": 0.06805715709924698, + "m": 1.0 + }, + { + "p": 0.0626416802406311, + "m": 0.01630929671227932 + }, + { + "p": 0.05944081023335457, + "m": 0.02895539067685604 + }, + { + "p": 0.06832475960254669, + "m": 0.40844979882240295 + }, + { + "p": 0.022290924564003944, + "m": 0.08051192760467529 + }, + { + "p": 0.015411252155900002, + "m": 0.340915709733963 + }, + { + "p": 0.3167719542980194, + "m": 0.0 + }, + { + "p": 0.030415622517466545, + "m": 0.9355281591415405 + }, + { + "p": 0.051162172108888626, + "m": 0.5505239963531494 + }, + { + "p": 0.06258615851402283, + "m": 1.0 + }, + { + "p": 0.0333060584962368, + "m": 1.0 + }, + { + "p": 0.06536146253347397, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.8453816771507263, + "val_loss": 1.1033283472061157, + "acc": 67.36, + "time": 232.0887380130589, + "param": [ + { + "p": 0.0909791961312294, + "m": 1.0 + }, + { + "p": 0.056756291538476944, + "m": 1.0 + }, + { + "p": 0.08091764897108078, + "m": 1.0 + }, + { + "p": 0.044627636671066284, + "m": 0.0 + }, + { + "p": 0.058781594038009644, + "m": 0.004868123680353165 + }, + { + "p": 0.05923474207520485, + "m": 0.35591426491737366 + }, + { + "p": 0.031213566660881042, + "m": 0.05363428220152855 + }, + { + "p": 0.004327660892158747, + "m": 0.26931673288345337 + }, + { + "p": 0.3112300634384155, + "m": 0.0 + }, + { + "p": 0.032974112778902054, + "m": 0.9270658493041992 + }, + { + "p": 0.04613316431641579, + "m": 0.5408271551132202 + }, + { + "p": 0.07407490909099579, + "m": 1.0 + }, + { + "p": 0.03851960971951485, + "m": 1.0 + }, + { + "p": 0.07022982090711594, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.1940405368804932, + "val_loss": 1.1017706394195557, + "acc": 66.87, + "time": 232.22443569498137, + "param": [ + { + "p": 0.0942981019616127, + "m": 1.0 + }, + { + "p": 0.04615667089819908, + "m": 1.0 + }, + { + "p": 0.08612324297428131, + "m": 1.0 + }, + { + "p": 0.021388595923781395, + "m": 0.0 + }, + { + "p": 0.04080758988857269, + "m": 0.0 + }, + { + "p": 0.06259212642908096, + "m": 0.31485891342163086 + }, + { + "p": 0.03437724709510803, + "m": 0.0421212799847126 + }, + { + "p": 0.004299823194742203, + "m": 0.2269505262374878 + }, + { + "p": 0.34164315462112427, + "m": 0.0 + }, + { + "p": 0.03397190943360329, + "m": 0.9039611220359802 + }, + { + "p": 0.0336756631731987, + "m": 0.5267046093940735 + }, + { + "p": 0.09669812768697739, + "m": 1.0 + }, + { + "p": 0.04326140135526657, + "m": 1.0 + }, + { + "p": 0.06070634350180626, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.496044635772705, + "val_loss": 1.0494451522827148, + "acc": 67.64, + "time": 237.7957715089433, + "param": [ + { + "p": 0.10458768159151077, + "m": 1.0 + }, + { + "p": 0.026712555438280106, + "m": 1.0 + }, + { + "p": 0.08940498530864716, + "m": 1.0 + }, + { + "p": 0.015827735885977745, + "m": 0.0 + }, + { + "p": 0.03962509334087372, + "m": 0.0 + }, + { + "p": 0.07014890760183334, + "m": 0.24936337769031525 + }, + { + "p": 0.024517003446817398, + "m": 0.00355388387106359 + }, + { + "p": 0.007931149564683437, + "m": 0.2248414307832718 + }, + { + "p": 0.3453950583934784, + "m": 0.0 + }, + { + "p": 0.038996368646621704, + "m": 0.904052734375 + }, + { + "p": 0.026570040732622147, + "m": 0.5389075875282288 + }, + { + "p": 0.1135580912232399, + "m": 1.0 + }, + { + "p": 0.044916052371263504, + "m": 1.0 + }, + { + "p": 0.05180930346250534, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.253684401512146, + "val_loss": 1.119678258895874, + "acc": 67.01, + "time": 236.48193508712575, + "param": [ + { + "p": 0.1003657802939415, + "m": 1.0 + }, + { + "p": 0.015835260972380638, + "m": 1.0 + }, + { + "p": 0.0900391936302185, + "m": 1.0 + }, + { + "p": 0.034839678555727005, + "m": 0.0 + }, + { + "p": 0.0543433353304863, + "m": 0.0 + }, + { + "p": 0.07669246941804886, + "m": 0.19691850244998932 + }, + { + "p": 0.039709899574518204, + "m": 0.0 + }, + { + "p": 0.02896934561431408, + "m": 0.2287883162498474 + }, + { + "p": 0.2873799502849579, + "m": 0.0 + }, + { + "p": 0.04443864896893501, + "m": 0.915534257888794 + }, + { + "p": 0.028619593009352684, + "m": 0.5650003552436829 + }, + { + "p": 0.11272197961807251, + "m": 1.0 + }, + { + "p": 0.037127092480659485, + "m": 1.0 + }, + { + "p": 0.048917848616838455, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.891499936580658, + "val_loss": 0.8395078778266907, + "acc": 67.36, + "time": 237.89371584611945, + "param": [ + { + "p": 0.07724229991436005, + "m": 1.0 + }, + { + "p": 0.027417367324233055, + "m": 1.0 + }, + { + "p": 0.0877523347735405, + "m": 1.0 + }, + { + "p": 0.052005585283041, + "m": 0.0 + }, + { + "p": 0.06504334509372711, + "m": 0.005221168510615826 + }, + { + "p": 0.09084098786115646, + "m": 0.155818909406662 + }, + { + "p": 0.05447683110833168, + "m": 0.0 + }, + { + "p": 0.03879896178841591, + "m": 0.22597937285900116 + }, + { + "p": 0.2396046370267868, + "m": 0.0 + }, + { + "p": 0.04058680683374405, + "m": 0.93436199426651 + }, + { + "p": 0.03734474629163742, + "m": 0.5755558013916016 + }, + { + "p": 0.10168132185935974, + "m": 1.0 + }, + { + "p": 0.032161250710487366, + "m": 1.0 + }, + { + "p": 0.05504358932375908, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.9028204679489136, + "val_loss": 1.0618518590927124, + "acc": 68.51, + "time": 237.0175503019709, + "param": [ + { + "p": 0.0687304437160492, + "m": 1.0 + }, + { + "p": 0.026729512959718704, + "m": 1.0 + }, + { + "p": 0.09680786728858948, + "m": 1.0 + }, + { + "p": 0.0663129910826683, + "m": 0.0 + }, + { + "p": 0.0671166405081749, + "m": 0.03285632282495499 + }, + { + "p": 0.08928194642066956, + "m": 0.153365820646286 + }, + { + "p": 0.05635147914290428, + "m": 0.009914196096360683 + }, + { + "p": 0.035040974617004395, + "m": 0.23127251863479614 + }, + { + "p": 0.23543444275856018, + "m": 0.0 + }, + { + "p": 0.02823156677186489, + "m": 0.9292638301849365 + }, + { + "p": 0.04757148027420044, + "m": 0.5791816711425781 + }, + { + "p": 0.09811507165431976, + "m": 1.0 + }, + { + "p": 0.016509825363755226, + "m": 1.0 + }, + { + "p": 0.06776579469442368, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.0326640605926514, + "val_loss": 1.1040951013565063, + "acc": 67.73, + "time": 235.81469092098996, + "param": [ + { + "p": 0.05740892142057419, + "m": 1.0 + }, + { + "p": 0.01978999376296997, + "m": 1.0 + }, + { + "p": 0.10914658010005951, + "m": 1.0 + }, + { + "p": 0.06956518441438675, + "m": 0.0009446656913496554 + }, + { + "p": 0.05304163694381714, + "m": 0.0042533413507044315 + }, + { + "p": 0.0937756821513176, + "m": 0.12966735661029816 + }, + { + "p": 0.045097146183252335, + "m": 0.0 + }, + { + "p": 0.040052201598882675, + "m": 0.2330695241689682 + }, + { + "p": 0.24954424798488617, + "m": 0.0 + }, + { + "p": 0.030036408454179764, + "m": 0.9185640215873718 + }, + { + "p": 0.04937733709812164, + "m": 0.5976089835166931 + }, + { + "p": 0.09223904460668564, + "m": 1.0 + }, + { + "p": 0.009491020813584328, + "m": 1.0 + }, + { + "p": 0.08143459260463715, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.2186192274093628, + "val_loss": 1.0984872579574585, + "acc": 68.12, + "time": 237.95556054380722, + "param": [ + { + "p": 0.06319702416658401, + "m": 1.0 + }, + { + "p": 0.028825372457504272, + "m": 1.0 + }, + { + "p": 0.12229921668767929, + "m": 1.0 + }, + { + "p": 0.06616224348545074, + "m": 0.0 + }, + { + "p": 0.04705580696463585, + "m": 0.0 + }, + { + "p": 0.08363261073827744, + "m": 0.09582106024026871 + }, + { + "p": 0.022816015407443047, + "m": 0.0 + }, + { + "p": 0.03309442475438118, + "m": 0.22448354959487915 + }, + { + "p": 0.26069629192352295, + "m": 0.0 + }, + { + "p": 0.027534447610378265, + "m": 0.8967136144638062 + }, + { + "p": 0.03939136117696762, + "m": 0.6050770282745361 + }, + { + "p": 0.0888017937541008, + "m": 1.0 + }, + { + "p": 0.02021096646785736, + "m": 1.0 + }, + { + "p": 0.09628237038850784, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.9124132990837097, + "val_loss": 0.9719789624214172, + "acc": 67.83, + "time": 239.52355140191503, + "param": [ + { + "p": 0.06055750697851181, + "m": 1.0 + }, + { + "p": 0.03963891416788101, + "m": 1.0 + }, + { + "p": 0.12926293909549713, + "m": 1.0 + }, + { + "p": 0.048853352665901184, + "m": 0.020900806412100792 + }, + { + "p": 0.05286242812871933, + "m": 0.0 + }, + { + "p": 0.08373785018920898, + "m": 0.06079727038741112 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.02873137779533863, + "m": 0.21074901521205902 + }, + { + "p": 0.2699502110481262, + "m": 0.0 + }, + { + "p": 0.032385796308517456, + "m": 0.8820024728775024 + }, + { + "p": 0.03333545848727226, + "m": 0.5886907577514648 + }, + { + "p": 0.08425527065992355, + "m": 1.0 + }, + { + "p": 0.020375564694404602, + "m": 1.0 + }, + { + "p": 0.11605330556631088, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.8867079019546509, + "val_loss": 0.9141805768013, + "acc": 67.58, + "time": 238.24002877087332, + "param": [ + { + "p": 0.05916904658079147, + "m": 1.0 + }, + { + "p": 0.04782328009605408, + "m": 1.0 + }, + { + "p": 0.11899839341640472, + "m": 1.0 + }, + { + "p": 0.029378201812505722, + "m": 0.015976201742887497 + }, + { + "p": 0.06579721719026566, + "m": 0.0 + }, + { + "p": 0.09337359666824341, + "m": 0.06937702745199203 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.04071623459458351, + "m": 0.22990229725837708 + }, + { + "p": 0.2729775011539459, + "m": 0.00028783443849533796 + }, + { + "p": 0.04619496688246727, + "m": 0.9013600945472717 + }, + { + "p": 0.01954631134867668, + "m": 0.5691449046134949 + }, + { + "p": 0.07638128846883774, + "m": 1.0 + }, + { + "p": 0.006984570994973183, + "m": 1.0 + }, + { + "p": 0.12265938520431519, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.1821532249450684, + "val_loss": 0.9554409980773926, + "acc": 67.36, + "time": 238.9760131330695, + "param": [ + { + "p": 0.0584622286260128, + "m": 1.0 + }, + { + "p": 0.050496455281972885, + "m": 1.0 + }, + { + "p": 0.11001567542552948, + "m": 1.0 + }, + { + "p": 0.01169287133961916, + "m": 0.0 + }, + { + "p": 0.07560651004314423, + "m": 0.0 + }, + { + "p": 0.10286540538072586, + "m": 0.07078909128904343 + }, + { + "p": 0.000664428633172065, + "m": 0.0 + }, + { + "p": 0.04444849118590355, + "m": 0.1993311196565628 + }, + { + "p": 0.28681445121765137, + "m": 0.0 + }, + { + "p": 0.051022350788116455, + "m": 0.9015536308288574 + }, + { + "p": 0.016300445422530174, + "m": 0.5551670789718628 + }, + { + "p": 0.07376773655414581, + "m": 1.0 + }, + { + "p": 0.00021772718173451722, + "m": 1.0 + }, + { + "p": 0.11762518435716629, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.0329126119613647, + "val_loss": 1.0020792484283447, + "acc": 67.64, + "time": 231.672202414833, + "param": [ + { + "p": 0.0623084120452404, + "m": 1.0 + }, + { + "p": 0.05869150906801224, + "m": 1.0 + }, + { + "p": 0.10500434041023254, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.08256803452968597, + "m": 0.0 + }, + { + "p": 0.09762044996023178, + "m": 0.03903068229556084 + }, + { + "p": 0.0026538728270679712, + "m": 0.0 + }, + { + "p": 0.045113712549209595, + "m": 0.14504621922969818 + }, + { + "p": 0.28289294242858887, + "m": 0.0 + }, + { + "p": 0.05886749178171158, + "m": 0.8707883358001709 + }, + { + "p": 0.020032266154885292, + "m": 0.5694813132286072 + }, + { + "p": 0.06780318915843964, + "m": 1.0 + }, + { + "p": 0.005790795665234327, + "m": 1.0 + }, + { + "p": 0.1106528714299202, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.0517303943634033, + "val_loss": 1.2620484828948975, + "acc": 67.62, + "time": 238.79355880594812, + "param": [ + { + "p": 0.0657820925116539, + "m": 1.0 + }, + { + "p": 0.05934937670826912, + "m": 1.0 + }, + { + "p": 0.11583686619997025, + "m": 1.0 + }, + { + "p": 0.0030770793091505766, + "m": 0.0 + }, + { + "p": 0.07064387947320938, + "m": 0.0 + }, + { + "p": 0.06913211196660995, + "m": 0.007610115222632885 + }, + { + "p": 0.025855641812086105, + "m": 0.0 + }, + { + "p": 0.03575746715068817, + "m": 0.08214111626148224 + }, + { + "p": 0.2836795747280121, + "m": 0.0 + }, + { + "p": 0.07425978034734726, + "m": 0.8489863276481628 + }, + { + "p": 0.026308046653866768, + "m": 0.5768494009971619 + }, + { + "p": 0.04265264794230461, + "m": 1.0 + }, + { + "p": 0.01912602223455906, + "m": 1.0 + }, + { + "p": 0.10853934288024902, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.0002623796463013, + "val_loss": 1.1126275062561035, + "acc": 68.55, + "time": 235.40268604899757, + "param": [ + { + "p": 0.06065282225608826, + "m": 1.0 + }, + { + "p": 0.06266022473573685, + "m": 1.0 + }, + { + "p": 0.10811635106801987, + "m": 1.0 + }, + { + "p": 0.015521031804382801, + "m": 0.03986299782991409 + }, + { + "p": 0.07419953495264053, + "m": 0.0 + }, + { + "p": 0.05967247486114502, + "m": 0.0 + }, + { + "p": 0.04293940216302872, + "m": 0.011952215805649757 + }, + { + "p": 0.015966419130563736, + "m": 0.08937288820743561 + }, + { + "p": 0.2907494902610779, + "m": 0.0 + }, + { + "p": 0.06589189916849136, + "m": 0.8362228870391846 + }, + { + "p": 0.028356095775961876, + "m": 0.5600215196609497 + }, + { + "p": 0.02415620908141136, + "m": 1.0 + }, + { + "p": 0.039846088737249374, + "m": 1.0 + }, + { + "p": 0.11127197742462158, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.7845470905303955, + "val_loss": 1.0274330377578735, + "acc": 67.53, + "time": 229.88864809507504, + "param": [ + { + "p": 0.05465860664844513, + "m": 1.0 + }, + { + "p": 0.08469459414482117, + "m": 1.0 + }, + { + "p": 0.10039213299751282, + "m": 1.0 + }, + { + "p": 0.013075246475636959, + "m": 0.04459203779697418 + }, + { + "p": 0.06032540649175644, + "m": 0.001149316318333149 + }, + { + "p": 0.04929884150624275, + "m": 0.001139520900323987 + }, + { + "p": 0.04782670736312866, + "m": 0.0 + }, + { + "p": 0.006837955676019192, + "m": 0.1009988859295845 + }, + { + "p": 0.30506953597068787, + "m": 0.0 + }, + { + "p": 0.04704445227980614, + "m": 0.810886025428772 + }, + { + "p": 0.03929797187447548, + "m": 0.5468300580978394 + }, + { + "p": 0.014995409175753593, + "m": 1.0 + }, + { + "p": 0.052606213837862015, + "m": 1.0 + }, + { + "p": 0.12387700378894806, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.183236002922058, + "val_loss": 1.0896508693695068, + "acc": 67.17, + "time": 237.9353763551917, + "param": [ + { + "p": 0.03599489480257034, + "m": 1.0 + }, + { + "p": 0.10085028409957886, + "m": 1.0 + }, + { + "p": 0.09472432732582092, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.02097146399319172 + }, + { + "p": 0.045023176819086075, + "m": 0.0024515269324183464 + }, + { + "p": 0.0285201296210289, + "m": 0.0 + }, + { + "p": 0.07246057689189911, + "m": 0.023877350613474846 + }, + { + "p": 0.017420634627342224, + "m": 0.14012989401817322 + }, + { + "p": 0.33641883730888367, + "m": 0.0 + }, + { + "p": 0.036555979400873184, + "m": 0.7778436541557312 + }, + { + "p": 0.02933850884437561, + "m": 0.5260159969329834 + }, + { + "p": 0.015919668599963188, + "m": 1.0 + }, + { + "p": 0.04185843467712402, + "m": 1.0 + }, + { + "p": 0.14491455256938934, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.5449258089065552, + "val_loss": 1.168004035949707, + "acc": 66.69, + "time": 237.02878599287942, + "param": [ + { + "p": 0.02540413662791252, + "m": 1.0 + }, + { + "p": 0.11104987561702728, + "m": 1.0 + }, + { + "p": 0.09567698836326599, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.043295178562402725, + "m": 0.0 + }, + { + "p": 0.0006020056898705661, + "m": 0.0 + }, + { + "p": 0.06890206038951874, + "m": 0.04064158722758293 + }, + { + "p": 0.0014613085659220815, + "m": 0.13981080055236816 + }, + { + "p": 0.41812852025032043, + "m": 0.0 + }, + { + "p": 0.026456696912646294, + "m": 0.7650831341743469 + }, + { + "p": 0.025995567440986633, + "m": 0.5232062935829163 + }, + { + "p": 0.0, + "m": 0.9980601072311401 + }, + { + "p": 0.03331507369875908, + "m": 1.0 + }, + { + "p": 0.14971250295639038, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.3197448253631592, + "val_loss": 1.0786606073379517, + "acc": 66.89, + "time": 237.19408843503334, + "param": [ + { + "p": 0.02774522453546524, + "m": 1.0 + }, + { + "p": 0.10382898896932602, + "m": 1.0 + }, + { + "p": 0.10084408521652222, + "m": 1.0 + }, + { + "p": 0.00889141671359539, + "m": 0.0 + }, + { + "p": 0.05549087002873421, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.04034425690770149, + "m": 0.019103799015283585 + }, + { + "p": 0.0, + "m": 0.12575700879096985 + }, + { + "p": 0.43560299277305603, + "m": 0.0 + }, + { + "p": 0.039448101073503494, + "m": 0.7565597295761108 + }, + { + "p": 0.029723191633820534, + "m": 0.5227850675582886 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033998534083366394, + "m": 1.0 + }, + { + "p": 0.12408235669136047, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.183363437652588, + "val_loss": 1.1410493850708008, + "acc": 67.04, + "time": 237.2225910788402, + "param": [ + { + "p": 0.047373078763484955, + "m": 1.0 + }, + { + "p": 0.09560877084732056, + "m": 1.0 + }, + { + "p": 0.11306224763393402, + "m": 1.0 + }, + { + "p": 0.023002320900559425, + "m": 0.0028426540084183216 + }, + { + "p": 0.05109540373086929, + "m": 0.0 + }, + { + "p": 0.020411690697073936, + "m": 0.0 + }, + { + "p": 0.01727415807545185, + "m": 0.0 + }, + { + "p": 0.010293785482645035, + "m": 0.12160993367433548 + }, + { + "p": 0.3951185345649719, + "m": 0.0 + }, + { + "p": 0.05066627264022827, + "m": 0.7757701873779297 + }, + { + "p": 0.028663935139775276, + "m": 0.5146413445472717 + }, + { + "p": 0.012411020696163177, + "m": 1.0 + }, + { + "p": 0.04582904651761055, + "m": 1.0 + }, + { + "p": 0.08918977528810501, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.1851855516433716, + "val_loss": 0.9625846147537231, + "acc": 66.95, + "time": 235.74385651689954, + "param": [ + { + "p": 0.04530195891857147, + "m": 1.0 + }, + { + "p": 0.07665442675352097, + "m": 1.0 + }, + { + "p": 0.11326729506254196, + "m": 1.0 + }, + { + "p": 0.03335398808121681, + "m": 0.0 + }, + { + "p": 0.04196018725633621, + "m": 0.0 + }, + { + "p": 0.03285115212202072, + "m": 0.01399734802544117 + }, + { + "p": 0.005532455630600452, + "m": 0.01233350858092308 + }, + { + "p": 0.024031395092606544, + "m": 0.052273109555244446 + }, + { + "p": 0.35677650570869446, + "m": 0.0 + }, + { + "p": 0.051596563309431076, + "m": 0.7911624908447266 + }, + { + "p": 0.04225456342101097, + "m": 0.5220534801483154 + }, + { + "p": 0.027152812108397484, + "m": 1.0 + }, + { + "p": 0.06541550159454346, + "m": 1.0 + }, + { + "p": 0.08385111391544342, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.4575462341308594, + "val_loss": 1.2225432395935059, + "acc": 67.45, + "time": 239.9206783939153, + "param": [ + { + "p": 0.03939466550946236, + "m": 1.0 + }, + { + "p": 0.08069540560245514, + "m": 1.0 + }, + { + "p": 0.0918046087026596, + "m": 1.0 + }, + { + "p": 0.038412634283304214, + "m": 0.0 + }, + { + "p": 0.03519325703382492, + "m": 0.0 + }, + { + "p": 0.03327767923474312, + "m": 0.0 + }, + { + "p": 0.01202592346817255, + "m": 0.01749461144208908 + }, + { + "p": 0.03592710196971893, + "m": 0.0 + }, + { + "p": 0.3307570815086365, + "m": 0.0 + }, + { + "p": 0.053272198885679245, + "m": 0.8187174201011658 + }, + { + "p": 0.05409953370690346, + "m": 0.5111877918243408 + }, + { + "p": 0.03782185912132263, + "m": 1.0 + }, + { + "p": 0.06610424071550369, + "m": 1.0 + }, + { + "p": 0.09121387451887131, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.9425362348556519, + "val_loss": 0.9658386707305908, + "acc": 66.62, + "time": 239.14339897292666, + "param": [ + { + "p": 0.018750928342342377, + "m": 1.0 + }, + { + "p": 0.08675884455442429, + "m": 1.0 + }, + { + "p": 0.09434427320957184, + "m": 1.0 + }, + { + "p": 0.03276027739048004, + "m": 0.030356526374816895 + }, + { + "p": 0.0472070686519146, + "m": 0.0 + }, + { + "p": 0.03882240504026413, + "m": 0.008016370236873627 + }, + { + "p": 0.013273024000227451, + "m": 0.009851758368313313 + }, + { + "p": 0.0465736910700798, + "m": 0.0 + }, + { + "p": 0.3149857521057129, + "m": 0.0 + }, + { + "p": 0.059228282421827316, + "m": 0.8065226674079895 + }, + { + "p": 0.054713647812604904, + "m": 0.4739416539669037 + }, + { + "p": 0.037451598793268204, + "m": 1.0 + }, + { + "p": 0.0558096244931221, + "m": 1.0 + }, + { + "p": 0.09932053089141846, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.9913047552108765, + "val_loss": 0.9821212887763977, + "acc": 67.41, + "time": 233.1476797221694, + "param": [ + { + "p": 0.027520431205630302, + "m": 1.0 + }, + { + "p": 0.08009394258260727, + "m": 1.0 + }, + { + "p": 0.09604953974485397, + "m": 1.0 + }, + { + "p": 0.02713596634566784, + "m": 0.08591672778129578 + }, + { + "p": 0.06778489053249359, + "m": 0.0 + }, + { + "p": 0.035617198795080185, + "m": 0.0 + }, + { + "p": 0.01669423095881939, + "m": 0.027914555743336678 + }, + { + "p": 0.05384857952594757, + "m": 0.0 + }, + { + "p": 0.30559173226356506, + "m": 0.0 + }, + { + "p": 0.06377126276493073, + "m": 0.8118346333503723 + }, + { + "p": 0.04144933074712753, + "m": 0.4525589942932129 + }, + { + "p": 0.03591492399573326, + "m": 0.983805775642395 + }, + { + "p": 0.0355917252600193, + "m": 1.0 + }, + { + "p": 0.11293625086545944, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.2880980968475342, + "val_loss": 0.9649870991706848, + "acc": 66.86, + "time": 239.4232942040544, + "param": [ + { + "p": 0.04127274453639984, + "m": 1.0 + }, + { + "p": 0.06790563464164734, + "m": 1.0 + }, + { + "p": 0.09118743985891342, + "m": 1.0 + }, + { + "p": 0.021624624729156494, + "m": 0.11039894819259644 + }, + { + "p": 0.08400088548660278, + "m": 0.013931669294834137 + }, + { + "p": 0.02629229798913002, + "m": 0.011874372139573097 + }, + { + "p": 0.026775026693940163, + "m": 0.06043041869997978 + }, + { + "p": 0.05755748972296715, + "m": 0.03667033836245537 + }, + { + "p": 0.29622548818588257, + "m": 0.0 + }, + { + "p": 0.06157480925321579, + "m": 0.7943637371063232 + }, + { + "p": 0.03879288211464882, + "m": 0.415130615234375 + }, + { + "p": 0.04379669576883316, + "m": 0.9844493269920349 + }, + { + "p": 0.015233557671308517, + "m": 1.0 + }, + { + "p": 0.1277604103088379, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.3607177734375, + "val_loss": 0.9848898649215698, + "acc": 65.9, + "time": 233.2914427840151, + "param": [ + { + "p": 0.05183654651045799, + "m": 1.0 + }, + { + "p": 0.06948564201593399, + "m": 1.0 + }, + { + "p": 0.09468942880630493, + "m": 1.0 + }, + { + "p": 0.01705046370625496, + "m": 0.06832750886678696 + }, + { + "p": 0.08074970543384552, + "m": 0.0 + }, + { + "p": 0.00824698992073536, + "m": 0.0281455609947443 + }, + { + "p": 0.024238483980298042, + "m": 0.03544537350535393 + }, + { + "p": 0.0524100586771965, + "m": 0.03687405213713646 + }, + { + "p": 0.3273501694202423, + "m": 0.0 + }, + { + "p": 0.05434642732143402, + "m": 0.7556856274604797 + }, + { + "p": 0.05004453659057617, + "m": 0.38287922739982605 + }, + { + "p": 0.03849468752741814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13105690479278564, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.2376645803451538, + "val_loss": 1.2589540481567383, + "acc": 65.64, + "time": 234.01763181597926, + "param": [ + { + "p": 0.047165658324956894, + "m": 1.0 + }, + { + "p": 0.08253389596939087, + "m": 1.0 + }, + { + "p": 0.12018008530139923, + "m": 1.0 + }, + { + "p": 0.03474428132176399, + "m": 0.014486926607787609 + }, + { + "p": 0.05365860462188721, + "m": 0.0 + }, + { + "p": 0.0004103966639377177, + "m": 0.026136983186006546 + }, + { + "p": 0.025130782276391983, + "m": 0.030574731528759003 + }, + { + "p": 0.035024721175432205, + "m": 0.0 + }, + { + "p": 0.32412341237068176, + "m": 0.0 + }, + { + "p": 0.047321248799562454, + "m": 0.7692898511886597 + }, + { + "p": 0.04964246600866318, + "m": 0.3282994031906128 + }, + { + "p": 0.04291050508618355, + "m": 1.0 + }, + { + "p": 0.0018680818611755967, + "m": 1.0 + }, + { + "p": 0.13528583943843842, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.1053725481033325, + "val_loss": 1.1408495903015137, + "acc": 65.61, + "time": 239.60445235692896, + "param": [ + { + "p": 0.045967407524585724, + "m": 1.0 + }, + { + "p": 0.08651066571474075, + "m": 1.0 + }, + { + "p": 0.13070930540561676, + "m": 1.0 + }, + { + "p": 0.04673139378428459, + "m": 0.0 + }, + { + "p": 0.03998706862330437, + "m": 0.0 + }, + { + "p": 0.011312263086438179, + "m": 0.030505316331982613 + }, + { + "p": 0.038430795073509216, + "m": 0.0010325944749638438 + }, + { + "p": 0.021270330995321274, + "m": 0.02234560064971447 + }, + { + "p": 0.28501275181770325, + "m": 0.0 + }, + { + "p": 0.043391551822423935, + "m": 0.8053431510925293 + }, + { + "p": 0.053118593990802765, + "m": 0.29051893949508667 + }, + { + "p": 0.04611007496714592, + "m": 0.9988434910774231 + }, + { + "p": 0.00876146461814642, + "m": 1.0 + }, + { + "p": 0.14268633723258972, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.0421078205108643, + "val_loss": 1.0334703922271729, + "acc": 66.25, + "time": 238.64751583198085, + "param": [ + { + "p": 0.06282290071249008, + "m": 1.0 + }, + { + "p": 0.09530042111873627, + "m": 1.0 + }, + { + "p": 0.11725124716758728, + "m": 1.0 + }, + { + "p": 0.045299142599105835, + "m": 0.0 + }, + { + "p": 0.032629914581775665, + "m": 0.0014558788388967514 + }, + { + "p": 0.016109660267829895, + "m": 0.03307909518480301 + }, + { + "p": 0.06820812076330185, + "m": 0.00011658448056550696 + }, + { + "p": 0.01654014363884926, + "m": 0.016903957352042198 + }, + { + "p": 0.23496666550636292, + "m": 0.0 + }, + { + "p": 0.043817516416311264, + "m": 0.8140516877174377 + }, + { + "p": 0.0673389881849289, + "m": 0.2753623127937317 + }, + { + "p": 0.041004668921232224, + "m": 1.0 + }, + { + "p": 0.010616812855005264, + "m": 1.0 + }, + { + "p": 0.1480937898159027, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.9219168424606323, + "val_loss": 1.3138507604599, + "acc": 66.63, + "time": 235.00524212396704, + "param": [ + { + "p": 0.056412097066640854, + "m": 1.0 + }, + { + "p": 0.10179615765810013, + "m": 1.0 + }, + { + "p": 0.1305401772260666, + "m": 1.0 + }, + { + "p": 0.0558258593082428, + "m": 0.0 + }, + { + "p": 0.03567944094538689, + "m": 0.0 + }, + { + "p": 0.01412105280905962, + "m": 0.0277911014854908 + }, + { + "p": 0.07534176856279373, + "m": 0.00030809856252744794 + }, + { + "p": 0.01821296662092209, + "m": 0.0 + }, + { + "p": 0.2122148871421814, + "m": 0.0 + }, + { + "p": 0.02566809579730034, + "m": 0.7936452627182007 + }, + { + "p": 0.07407645136117935, + "m": 0.2589696943759918 + }, + { + "p": 0.03397136926651001, + "m": 1.0 + }, + { + "p": 0.010235344991087914, + "m": 1.0 + }, + { + "p": 0.15590424835681915, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.0113856792449951, + "val_loss": 1.0813260078430176, + "acc": 66.41, + "time": 229.4026308460161, + "param": [ + { + "p": 0.040339209139347076, + "m": 1.0 + }, + { + "p": 0.11714368313550949, + "m": 1.0 + }, + { + "p": 0.13526470959186554, + "m": 1.0 + }, + { + "p": 0.060833267867565155, + "m": 0.013592162169516087 + }, + { + "p": 0.03800231218338013, + "m": 0.0 + }, + { + "p": 0.022547420114278793, + "m": 0.022647328674793243 + }, + { + "p": 0.0807735025882721, + "m": 0.0 + }, + { + "p": 0.030347995460033417, + "m": 0.010167639702558517 + }, + { + "p": 0.19964994490146637, + "m": 0.0 + }, + { + "p": 0.007254478987306356, + "m": 0.7706536054611206 + }, + { + "p": 0.07477205991744995, + "m": 0.22959917783737183 + }, + { + "p": 0.02689620852470398, + "m": 0.9971014261245728 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16617517173290253, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.9950472712516785, + "val_loss": 0.8839103579521179, + "acc": 66.05, + "time": 236.65012217196636, + "param": [ + { + "p": 0.027550190687179565, + "m": 1.0 + }, + { + "p": 0.13884855806827545, + "m": 1.0 + }, + { + "p": 0.12832269072532654, + "m": 1.0 + }, + { + "p": 0.05829959362745285, + "m": 0.06997033953666687 + }, + { + "p": 0.05075449496507645, + "m": 0.0 + }, + { + "p": 0.011108935810625553, + "m": 0.02136945351958275 + }, + { + "p": 0.0749359279870987, + "m": 0.0 + }, + { + "p": 0.020709440112113953, + "m": 0.03356822580099106 + }, + { + "p": 0.2054777890443802, + "m": 0.0 + }, + { + "p": 0.0133412666618824, + "m": 0.7681207656860352 + }, + { + "p": 0.07682376354932785, + "m": 0.19810546934604645 + }, + { + "p": 0.01931123062968254, + "m": 0.9777662754058838 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17451614141464233, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.0935418605804443, + "val_loss": 1.0974794626235962, + "acc": 65.95, + "time": 237.1502928978298, + "param": [ + { + "p": 0.01915494166314602, + "m": 1.0 + }, + { + "p": 0.14361374080181122, + "m": 1.0 + }, + { + "p": 0.12832152843475342, + "m": 1.0 + }, + { + "p": 0.050895143300294876, + "m": 0.07109758257865906 + }, + { + "p": 0.03759956359863281, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0759367048740387, + "m": 0.0002988956111948937 + }, + { + "p": 0.009722944349050522, + "m": 0.011859997175633907 + }, + { + "p": 0.24015246331691742, + "m": 0.0013307094341143966 + }, + { + "p": 0.02228652685880661, + "m": 0.7767372131347656 + }, + { + "p": 0.08047854900360107, + "m": 0.2006426453590393 + }, + { + "p": 0.0, + "m": 0.9700524210929871 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19183793663978577, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.52668297290802, + "val_loss": 1.2740079164505005, + "acc": 65.84, + "time": 236.1178561700508, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12708811461925507, + "m": 1.0 + }, + { + "p": 0.12743714451789856, + "m": 1.0 + }, + { + "p": 0.054825738072395325, + "m": 0.06504808366298676 + }, + { + "p": 0.02459893375635147, + "m": 0.0 + }, + { + "p": 0.006902380380779505, + "m": 0.0 + }, + { + "p": 0.07341419160366058, + "m": 0.0033994466066360474 + }, + { + "p": 0.0019441230688244104, + "m": 0.0 + }, + { + "p": 0.2705879509449005, + "m": 0.0 + }, + { + "p": 0.025835232809185982, + "m": 0.7943982481956482 + }, + { + "p": 0.08542055636644363, + "m": 0.20688208937644958 + }, + { + "p": 0.0, + "m": 0.9615172743797302 + }, + { + "p": 0.000798988388851285, + "m": 1.0 + }, + { + "p": 0.20114672183990479, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.9748914837837219, + "val_loss": 1.1039230823516846, + "acc": 65.6, + "time": 233.16078977286816, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10701973736286163, + "m": 1.0 + }, + { + "p": 0.11857333779335022, + "m": 1.0 + }, + { + "p": 0.05879173427820206, + "m": 0.034196220338344574 + }, + { + "p": 0.013068506494164467, + "m": 0.0 + }, + { + "p": 0.022148223593831062, + "m": 0.0 + }, + { + "p": 0.07660504430532455, + "m": 0.02523214928805828 + }, + { + "p": 0.015438999980688095, + "m": 0.0 + }, + { + "p": 0.25840792059898376, + "m": 0.0 + }, + { + "p": 0.04019441083073616, + "m": 0.7932723164558411 + }, + { + "p": 0.08365761488676071, + "m": 0.2466685026884079 + }, + { + "p": 0.00711474334821105, + "m": 0.9647457003593445 + }, + { + "p": 0.006860312074422836, + "m": 1.0 + }, + { + "p": 0.19211944937705994, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.8860043287277222, + "val_loss": 1.2915499210357666, + "acc": 65.98, + "time": 239.8883884861134, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09070741385221481, + "m": 1.0 + }, + { + "p": 0.11991729587316513, + "m": 1.0 + }, + { + "p": 0.050469715148210526, + "m": 0.0005969704943709075 + }, + { + "p": 0.008811564184725285, + "m": 0.0 + }, + { + "p": 0.02839849703013897, + "m": 0.0 + }, + { + "p": 0.06785846501588821, + "m": 0.02588912658393383 + }, + { + "p": 0.016388818621635437, + "m": 0.0 + }, + { + "p": 0.26903876662254333, + "m": 0.0 + }, + { + "p": 0.05232672765851021, + "m": 0.7720339894294739 + }, + { + "p": 0.09182114899158478, + "m": 0.25206631422042847 + }, + { + "p": 0.0, + "m": 0.9631747603416443 + }, + { + "p": 0.004286440089344978, + "m": 1.0 + }, + { + "p": 0.19997525215148926, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.9470595121383667, + "val_loss": 1.1042968034744263, + "acc": 66.49, + "time": 239.9988329038024, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07821053266525269, + "m": 1.0 + }, + { + "p": 0.11281359195709229, + "m": 1.0 + }, + { + "p": 0.04441862925887108, + "m": 0.0 + }, + { + "p": 0.0024822684936225414, + "m": 0.0 + }, + { + "p": 0.011009096167981625, + "m": 0.0 + }, + { + "p": 0.05182160064578056, + "m": 0.0 + }, + { + "p": 0.024477316066622734, + "m": 0.0 + }, + { + "p": 0.28299927711486816, + "m": 0.0 + }, + { + "p": 0.06240576505661011, + "m": 0.7615657448768616 + }, + { + "p": 0.10388343036174774, + "m": 0.2228245884180069 + }, + { + "p": 0.0, + "m": 0.9913552403450012 + }, + { + "p": 0.01045140903443098, + "m": 1.0 + }, + { + "p": 0.2150270789861679, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.2533096075057983, + "val_loss": 1.226357340812683, + "acc": 66.24, + "time": 235.67910630791448, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07429296523332596, + "m": 1.0 + }, + { + "p": 0.11567597836256027, + "m": 1.0 + }, + { + "p": 0.043671876192092896, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.03982425481081009, + "m": 0.0 + }, + { + "p": 0.00960806105285883, + "m": 0.004356325604021549 + }, + { + "p": 0.3155119717121124, + "m": 0.0 + }, + { + "p": 0.057551831007003784, + "m": 0.7485330104827881 + }, + { + "p": 0.11264330893754959, + "m": 0.2001364827156067 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007334731053560972, + "m": 1.0 + }, + { + "p": 0.22388501465320587, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.1195709705352783, + "val_loss": 1.2227091789245605, + "acc": 65.2, + "time": 236.86230070400052, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07511769980192184, + "m": 1.0 + }, + { + "p": 0.11889241635799408, + "m": 1.0 + }, + { + "p": 0.03767610713839531, + "m": 0.004059577826410532 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.013522799126803875, + "m": 0.0 + }, + { + "p": 0.0035505713894963264, + "m": 0.03213859722018242 + }, + { + "p": 0.35166019201278687, + "m": 0.0 + }, + { + "p": 0.03385811299085617, + "m": 0.7387007474899292 + }, + { + "p": 0.1282094419002533, + "m": 0.18648512661457062 + }, + { + "p": 0.0, + "m": 0.9888074994087219 + }, + { + "p": 0.01982780359685421, + "m": 1.0 + }, + { + "p": 0.2176847755908966, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.0349984169006348, + "val_loss": 1.0354294776916504, + "acc": 67.02, + "time": 236.46315312106162, + "param": [ + { + "p": 0.003280047792941332, + "m": 1.0 + }, + { + "p": 0.08232513815164566, + "m": 1.0 + }, + { + "p": 0.1067161113023758, + "m": 1.0 + }, + { + "p": 0.03180298954248428, + "m": 0.0 + }, + { + "p": 0.004341064020991325, + "m": 0.002771951723843813 + }, + { + "p": 0.001742612337693572, + "m": 0.0005164517788216472 + }, + { + "p": 0.015914084389805794, + "m": 0.0 + }, + { + "p": 0.009344815276563168, + "m": 0.03376990929245949 + }, + { + "p": 0.3450688421726227, + "m": 0.0 + }, + { + "p": 0.03788052499294281, + "m": 0.7238456010818481 + }, + { + "p": 0.12738236784934998, + "m": 0.20908288657665253 + }, + { + "p": 0.0, + "m": 0.9997593760490417 + }, + { + "p": 0.035037439316511154, + "m": 1.0 + }, + { + "p": 0.1991639882326126, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.2072246074676514, + "val_loss": 1.0299745798110962, + "acc": 66.08, + "time": 239.93838033895008, + "param": [ + { + "p": 0.0217144712805748, + "m": 1.0 + }, + { + "p": 0.08817247301340103, + "m": 1.0 + }, + { + "p": 0.10469843447208405, + "m": 1.0 + }, + { + "p": 0.032868627458810806, + "m": 0.0 + }, + { + "p": 0.008819186128675938, + "m": 0.018678555265069008 + }, + { + "p": 0.005430933553725481, + "m": 0.0 + }, + { + "p": 0.01271276269108057, + "m": 0.0 + }, + { + "p": 0.010069063864648342, + "m": 0.03141770511865616 + }, + { + "p": 0.32399845123291016, + "m": 0.0 + }, + { + "p": 0.049906037747859955, + "m": 0.7184521555900574 + }, + { + "p": 0.11515588313341141, + "m": 0.18044191598892212 + }, + { + "p": 0.008884320966899395, + "m": 0.9984501004219055 + }, + { + "p": 0.040436677634716034, + "m": 1.0 + }, + { + "p": 0.17713266611099243, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.049965739250183, + "val_loss": 1.2596882581710815, + "acc": 65.49, + "time": 235.9267620879691, + "param": [ + { + "p": 0.01572749763727188, + "m": 1.0 + }, + { + "p": 0.09588576853275299, + "m": 1.0 + }, + { + "p": 0.11631755530834198, + "m": 1.0 + }, + { + "p": 0.040782295167446136, + "m": 0.020806627348065376 + }, + { + "p": 0.007352997548878193, + "m": 0.015519189648330212 + }, + { + "p": 0.013300382532179356, + "m": 0.0005825696862302721 + }, + { + "p": 0.0019228003220632672, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.017620909959077835 + }, + { + "p": 0.3021039366722107, + "m": 0.0 + }, + { + "p": 0.05635233223438263, + "m": 0.7540886998176575 + }, + { + "p": 0.1145358681678772, + "m": 0.18996800482273102 + }, + { + "p": 0.029588934034109116, + "m": 0.9933198690414429 + }, + { + "p": 0.04592736065387726, + "m": 1.0 + }, + { + "p": 0.16020232439041138, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.1661403179168701, + "val_loss": 1.0754129886627197, + "acc": 66.78, + "time": 238.1254825340584, + "param": [ + { + "p": 0.014959929510951042, + "m": 1.0 + }, + { + "p": 0.09576185047626495, + "m": 1.0 + }, + { + "p": 0.11304811388254166, + "m": 1.0 + }, + { + "p": 0.04081057757139206, + "m": 0.06803426891565323 + }, + { + "p": 0.030214723199605942, + "m": 0.019553130492568016 + }, + { + "p": 0.02384934388101101, + "m": 0.0 + }, + { + "p": 0.010382694192230701, + "m": 0.003494775854051113 + }, + { + "p": 0.012203388847410679, + "m": 0.0003754073695745319 + }, + { + "p": 0.2549276053905487, + "m": 0.0 + }, + { + "p": 0.06471212208271027, + "m": 0.8093483448028564 + }, + { + "p": 0.10540057718753815, + "m": 0.20983804762363434 + }, + { + "p": 0.04404108226299286, + "m": 0.9906718134880066 + }, + { + "p": 0.04196210205554962, + "m": 1.0 + }, + { + "p": 0.14772586524486542, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.9335141777992249, + "val_loss": 1.0906752347946167, + "acc": 67.11, + "time": 235.36878184904344, + "param": [ + { + "p": 0.02457285113632679, + "m": 1.0 + }, + { + "p": 0.09869349002838135, + "m": 1.0 + }, + { + "p": 0.10831795632839203, + "m": 1.0 + }, + { + "p": 0.04710187390446663, + "m": 0.05029671639204025 + }, + { + "p": 0.05006830021739006, + "m": 0.003946447279304266 + }, + { + "p": 0.02838878519833088, + "m": 0.0 + }, + { + "p": 0.0065807681530714035, + "m": 0.0 + }, + { + "p": 0.039473045617341995, + "m": 0.05483822897076607 + }, + { + "p": 0.21673168241977692, + "m": 0.0 + }, + { + "p": 0.07439946383237839, + "m": 0.8374522924423218 + }, + { + "p": 0.0860447883605957, + "m": 0.20158171653747559 + }, + { + "p": 0.048206768929958344, + "m": 0.9995934367179871 + }, + { + "p": 0.04808525741100311, + "m": 1.0 + }, + { + "p": 0.1233348473906517, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.045073390007019, + "val_loss": 1.0297515392303467, + "acc": 66.76, + "time": 238.50214778492227, + "param": [ + { + "p": 0.03263698145747185, + "m": 1.0 + }, + { + "p": 0.11744027584791183, + "m": 1.0 + }, + { + "p": 0.10212396085262299, + "m": 1.0 + }, + { + "p": 0.0445542074739933, + "m": 0.03541994467377663 + }, + { + "p": 0.07088950276374817, + "m": 0.0 + }, + { + "p": 0.02078339084982872, + "m": 0.00017266644863411784 + }, + { + "p": 0.035320695489645004, + "m": 0.0 + }, + { + "p": 0.050831206142902374, + "m": 0.09437467157840729 + }, + { + "p": 0.17889055609703064, + "m": 0.0 + }, + { + "p": 0.06443177163600922, + "m": 0.8429319262504578 + }, + { + "p": 0.06832876801490784, + "m": 0.21862055361270905 + }, + { + "p": 0.043345145881175995, + "m": 0.9970250129699707 + }, + { + "p": 0.044478319585323334, + "m": 1.0 + }, + { + "p": 0.1259452849626541, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.189758539199829, + "val_loss": 1.2494598627090454, + "acc": 66.58, + "time": 237.51868977001868, + "param": [ + { + "p": 0.037597931921482086, + "m": 1.0 + }, + { + "p": 0.14389930665493011, + "m": 1.0 + }, + { + "p": 0.08548782020807266, + "m": 1.0 + }, + { + "p": 0.036019276827573776, + "m": 0.05878227576613426 + }, + { + "p": 0.07694726437330246, + "m": 0.0 + }, + { + "p": 0.01627645082771778, + "m": 0.007711026817560196 + }, + { + "p": 0.03019382618367672, + "m": 0.016766857355833054 + }, + { + "p": 0.05958310142159462, + "m": 0.10061050206422806 + }, + { + "p": 0.17580808699131012, + "m": 0.0 + }, + { + "p": 0.07040907442569733, + "m": 0.8391128778457642 + }, + { + "p": 0.07684326171875, + "m": 0.1933331936597824 + }, + { + "p": 0.027062684297561646, + "m": 0.9654086232185364 + }, + { + "p": 0.021844007074832916, + "m": 1.0 + }, + { + "p": 0.14202791452407837, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.9560055136680603, + "val_loss": 1.201715111732483, + "acc": 66.7, + "time": 232.9553910959512, + "param": [ + { + "p": 0.05884692445397377, + "m": 1.0 + }, + { + "p": 0.1584707647562027, + "m": 1.0 + }, + { + "p": 0.09751270711421967, + "m": 1.0 + }, + { + "p": 0.03791820630431175, + "m": 0.02278008498251438 + }, + { + "p": 0.06628315895795822, + "m": 0.0 + }, + { + "p": 0.001938550267368555, + "m": 0.0 + }, + { + "p": 0.037670109421014786, + "m": 0.015022757463157177 + }, + { + "p": 0.05119016394019127, + "m": 0.07164531201124191 + }, + { + "p": 0.178664430975914, + "m": 0.0 + }, + { + "p": 0.04722848907113075, + "m": 0.8552576899528503 + }, + { + "p": 0.09229521453380585, + "m": 0.16090615093708038 + }, + { + "p": 0.01585836336016655, + "m": 0.970755934715271 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1561228632926941, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.1706886291503906, + "val_loss": 1.1146591901779175, + "acc": 66.43, + "time": 236.958365582861, + "param": [ + { + "p": 0.06034445762634277, + "m": 1.0 + }, + { + "p": 0.16628983616828918, + "m": 1.0 + }, + { + "p": 0.10986989736557007, + "m": 1.0 + }, + { + "p": 0.01954701542854309, + "m": 0.0 + }, + { + "p": 0.05566682666540146, + "m": 0.0 + }, + { + "p": 0.0037946051452308893, + "m": 0.0 + }, + { + "p": 0.05205684155225754, + "m": 0.0 + }, + { + "p": 0.043562084436416626, + "m": 0.04424853250384331 + }, + { + "p": 0.1814260482788086, + "m": 0.0 + }, + { + "p": 0.02540638856589794, + "m": 0.873065173625946 + }, + { + "p": 0.09243234992027283, + "m": 0.17703233659267426 + }, + { + "p": 0.030474144965410233, + "m": 0.9972911477088928 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15912950038909912, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.0867562294006348, + "val_loss": 1.1058439016342163, + "acc": 66.47, + "time": 232.49285358120687, + "param": [ + { + "p": 0.047854188829660416, + "m": 1.0 + }, + { + "p": 0.18201977014541626, + "m": 1.0 + }, + { + "p": 0.12057904154062271, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.04874938726425171, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.010637735016644001 + }, + { + "p": 0.06203608587384224, + "m": 0.0 + }, + { + "p": 0.017510779201984406, + "m": 0.026717519387602806 + }, + { + "p": 0.1720845252275467, + "m": 0.009814330376684666 + }, + { + "p": 0.021672869101166725, + "m": 0.8993052840232849 + }, + { + "p": 0.09167235344648361, + "m": 0.22623325884342194 + }, + { + "p": 0.05935491621494293, + "m": 0.9976314306259155 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17646613717079163, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.8729676604270935, + "val_loss": 1.1703532934188843, + "acc": 65.39, + "time": 239.29273395403288, + "param": [ + { + "p": 0.030901936814188957, + "m": 1.0 + }, + { + "p": 0.19184966385364532, + "m": 1.0 + }, + { + "p": 0.12225645780563354, + "m": 1.0 + }, + { + "p": 0.0006211716681718826, + "m": 0.0 + }, + { + "p": 0.039613544940948486, + "m": 0.024205472320318222 + }, + { + "p": 0.001622208976186812, + "m": 0.04800223186612129 + }, + { + "p": 0.06844982504844666, + "m": 0.0003738653031177819 + }, + { + "p": 0.008430473506450653, + "m": 0.06615705043077469 + }, + { + "p": 0.15873831510543823, + "m": 0.015046481043100357 + }, + { + "p": 0.0, + "m": 0.8472974300384521 + }, + { + "p": 0.1098359152674675, + "m": 0.2846902310848236 + }, + { + "p": 0.07329057157039642, + "m": 0.9590189456939697 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1943899542093277, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.7661514282226562, + "val_loss": 1.258293867111206, + "acc": 65.77, + "time": 237.52024166006595, + "param": [ + { + "p": 0.0077194650657474995, + "m": 1.0 + }, + { + "p": 0.18477372825145721, + "m": 1.0 + }, + { + "p": 0.1187913715839386, + "m": 1.0 + }, + { + "p": 0.0020216419361531734, + "m": 0.0 + }, + { + "p": 0.04411190375685692, + "m": 0.018715200945734978 + }, + { + "p": 0.00057030696189031, + "m": 0.08326159417629242 + }, + { + "p": 0.06804851442575455, + "m": 0.0016678659012541175 + }, + { + "p": 0.005742225330322981, + "m": 0.08214708417654037 + }, + { + "p": 0.1592710167169571, + "m": 0.016309862956404686 + }, + { + "p": 0.0, + "m": 0.8029244542121887 + }, + { + "p": 0.13869966566562653, + "m": 0.2765868008136749 + }, + { + "p": 0.06635122746229172, + "m": 0.9234484434127808 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20389895141124725, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.9768175482749939, + "val_loss": 1.0915855169296265, + "acc": 66.17, + "time": 232.60615800810046, + "param": [ + { + "p": 0.0077248914167284966, + "m": 1.0 + }, + { + "p": 0.15956631302833557, + "m": 1.0 + }, + { + "p": 0.11999049037694931, + "m": 1.0 + }, + { + "p": 0.008777289651334286, + "m": 0.0030697316396981478 + }, + { + "p": 0.043381184339523315, + "m": 0.0 + }, + { + "p": 0.007477939128875732, + "m": 0.08455011993646622 + }, + { + "p": 0.05081084370613098, + "m": 0.0 + }, + { + "p": 0.005906917154788971, + "m": 0.09061726182699203 + }, + { + "p": 0.1660192310810089, + "m": 0.0003282824472989887 + }, + { + "p": 0.009618870913982391, + "m": 0.7846657633781433 + }, + { + "p": 0.16894418001174927, + "m": 0.23109735548496246 + }, + { + "p": 0.05139164254069328, + "m": 0.9307411909103394 + }, + { + "p": 0.0025497055612504482, + "m": 1.0 + }, + { + "p": 0.19784042239189148, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json new file mode 100644 index 0000000..0bc19b9 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 69.61, + "Time": [ + 236.39407294108844, + 2.503544782947419 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.300618886947632, + "val_loss": 2.284998893737793, + "acc": 10.43, + "time": 237.9017009830568, + "param": [ + { + "p": 0.06676118075847626, + "m": 1.0 + }, + { + "p": 0.08035416901111603, + "m": 1.0 + }, + { + "p": 0.0453760027885437, + "m": 1.0 + }, + { + "p": 0.08422062546014786, + "m": 0.9981276392936707 + }, + { + "p": 0.08321547508239746, + "m": 0.9642240405082703 + }, + { + "p": 0.0815669521689415, + "m": 0.9676792025566101 + }, + { + "p": 0.08249424397945404, + "m": 0.9814110994338989 + }, + { + "p": 0.06780565530061722, + "m": 0.9778387546539307 + }, + { + "p": 0.04582086205482483, + "m": 0.9917144179344177 + }, + { + "p": 0.08518911898136139, + "m": 1.0 + }, + { + "p": 0.08683208376169205, + "m": 1.0 + }, + { + "p": 0.07196442782878876, + "m": 0.9945789575576782 + }, + { + "p": 0.07003200054168701, + "m": 1.0 + }, + { + "p": 0.048367202281951904, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.133908271789551, + "val_loss": 1.9929648637771606, + "acc": 23.26, + "time": 238.31994285993278, + "param": [ + { + "p": 0.07907573878765106, + "m": 1.0 + }, + { + "p": 0.08463154733181, + "m": 1.0 + }, + { + "p": 0.05627616494894028, + "m": 1.0 + }, + { + "p": 0.09291522204875946, + "m": 0.9682133197784424 + }, + { + "p": 0.07215999811887741, + "m": 0.9064539670944214 + }, + { + "p": 0.07209254056215286, + "m": 0.9231614470481873 + }, + { + "p": 0.08329453319311142, + "m": 0.9563402533531189 + }, + { + "p": 0.06569907814264297, + "m": 0.9310329556465149 + }, + { + "p": 0.05111121013760567, + "m": 0.9951567053794861 + }, + { + "p": 0.08462417125701904, + "m": 0.9956026077270508 + }, + { + "p": 0.09379132091999054, + "m": 0.9982752203941345 + }, + { + "p": 0.08031304180622101, + "m": 0.9816653728485107 + }, + { + "p": 0.08401540666818619, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.179478168487549, + "val_loss": 2.0544276237487793, + "acc": 23.13, + "time": 237.77293358487077, + "param": [ + { + "p": 0.07534196227788925, + "m": 1.0 + }, + { + "p": 0.08311381936073303, + "m": 1.0 + }, + { + "p": 0.08406775444746017, + "m": 1.0 + }, + { + "p": 0.07330860197544098, + "m": 0.9497446417808533 + }, + { + "p": 0.07186765223741531, + "m": 0.8952227830886841 + }, + { + "p": 0.02925858460366726, + "m": 0.9529877305030823 + }, + { + "p": 0.06969526410102844, + "m": 0.9420437216758728 + }, + { + "p": 0.05927359312772751, + "m": 0.8700436353683472 + }, + { + "p": 0.056580446660518646, + "m": 0.9855104088783264 + }, + { + "p": 0.09124837815761566, + "m": 0.9632244110107422 + }, + { + "p": 0.11782819032669067, + "m": 0.9877921342849731 + }, + { + "p": 0.09804840385913849, + "m": 0.9904558062553406 + }, + { + "p": 0.0903673842549324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.1002209186553955, + "val_loss": 1.9432694911956787, + "acc": 29.03, + "time": 234.68277183594182, + "param": [ + { + "p": 0.08421647548675537, + "m": 1.0 + }, + { + "p": 0.07365931570529938, + "m": 1.0 + }, + { + "p": 0.08546321839094162, + "m": 1.0 + }, + { + "p": 0.06491559743881226, + "m": 0.9092641472816467 + }, + { + "p": 0.0717955008149147, + "m": 0.9225912690162659 + }, + { + "p": 0.0, + "m": 0.9753050804138184 + }, + { + "p": 0.06732537597417831, + "m": 0.9215495586395264 + }, + { + "p": 0.06566716730594635, + "m": 0.8417211174964905 + }, + { + "p": 0.044124532490968704, + "m": 0.967043936252594 + }, + { + "p": 0.0937412679195404, + "m": 0.9581639170646667 + }, + { + "p": 0.1324259489774704, + "m": 0.965987503528595 + }, + { + "p": 0.10319405049085617, + "m": 1.0 + }, + { + "p": 0.11347155272960663, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.0752463340759277, + "val_loss": 1.902151107788086, + "acc": 35.53, + "time": 238.14991164114326, + "param": [ + { + "p": 0.08616256713867188, + "m": 1.0 + }, + { + "p": 0.05787455663084984, + "m": 1.0 + }, + { + "p": 0.07715697586536407, + "m": 1.0 + }, + { + "p": 0.06583519279956818, + "m": 0.8693007826805115 + }, + { + "p": 0.06705630570650101, + "m": 0.90798419713974 + }, + { + "p": 0.0, + "m": 0.9922856688499451 + }, + { + "p": 0.08616533130407333, + "m": 0.8924784660339355 + }, + { + "p": 0.08568916469812393, + "m": 0.8221093416213989 + }, + { + "p": 0.04654766991734505, + "m": 0.9858947396278381 + }, + { + "p": 0.08811421692371368, + "m": 0.9334646463394165 + }, + { + "p": 0.12168848514556885, + "m": 0.9819930195808411 + }, + { + "p": 0.08364802598953247, + "m": 1.0 + }, + { + "p": 0.13406150043010712, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.7390164136886597, + "val_loss": 1.77890145778656, + "acc": 37.04, + "time": 234.6614635649603, + "param": [ + { + "p": 0.09229589253664017, + "m": 1.0 + }, + { + "p": 0.030516061931848526, + "m": 1.0 + }, + { + "p": 0.06805133819580078, + "m": 1.0 + }, + { + "p": 0.0678212121129036, + "m": 0.8444572687149048 + }, + { + "p": 0.0557837188243866, + "m": 0.9196466207504272 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11072633415460587, + "m": 0.9017388224601746 + }, + { + "p": 0.09156881272792816, + "m": 0.815817654132843 + }, + { + "p": 0.029105771332979202, + "m": 0.9678080677986145 + }, + { + "p": 0.1007385328412056, + "m": 0.9386894702911377 + }, + { + "p": 0.12500101327896118, + "m": 0.9589589834213257 + }, + { + "p": 0.060149215161800385, + "m": 0.9885151386260986 + }, + { + "p": 0.16824215650558472, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.8879187107086182, + "val_loss": 1.7105604410171509, + "acc": 38.92, + "time": 233.4807726170402, + "param": [ + { + "p": 0.10360544919967651, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0736752524971962, + "m": 1.0 + }, + { + "p": 0.06781601160764694, + "m": 0.83744877576828 + }, + { + "p": 0.031372588127851486, + "m": 0.9590652585029602 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13672742247581482, + "m": 0.896488606929779 + }, + { + "p": 0.09702648967504501, + "m": 0.8078644871711731 + }, + { + "p": 0.008617319166660309, + "m": 0.9413400292396545 + }, + { + "p": 0.11220201849937439, + "m": 0.942753255367279 + }, + { + "p": 0.12579278647899628, + "m": 0.9066612124443054 + }, + { + "p": 0.03170888125896454, + "m": 0.9409472346305847 + }, + { + "p": 0.21145573258399963, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.9365463256835938, + "val_loss": 1.7900360822677612, + "acc": 40.47, + "time": 234.9240888808854, + "param": [ + { + "p": 0.11033931374549866, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0882444828748703, + "m": 1.0 + }, + { + "p": 0.0644744336605072, + "m": 0.834608793258667 + }, + { + "p": 0.00964730978012085, + "m": 0.9976354837417603 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.143202006816864, + "m": 0.8474723696708679 + }, + { + "p": 0.0889967754483223, + "m": 0.8379691243171692 + }, + { + "p": 0.014421982690691948, + "m": 0.9306068420410156 + }, + { + "p": 0.12253767251968384, + "m": 0.9040297865867615 + }, + { + "p": 0.11826009303331375, + "m": 0.867942214012146 + }, + { + "p": 0.02445506490767002, + "m": 0.873178243637085 + }, + { + "p": 0.21542085707187653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.9190477132797241, + "val_loss": 1.6749191284179688, + "acc": 41.33, + "time": 234.50675146188587, + "param": [ + { + "p": 0.1128077432513237, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08888150751590729, + "m": 1.0 + }, + { + "p": 0.060423970222473145, + "m": 0.820563793182373 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14225253462791443, + "m": 0.8053028583526611 + }, + { + "p": 0.08661211282014847, + "m": 0.8605607748031616 + }, + { + "p": 0.02238847129046917, + "m": 0.9166408181190491 + }, + { + "p": 0.13052138686180115, + "m": 0.8631983995437622 + }, + { + "p": 0.10560118407011032, + "m": 0.8206156492233276 + }, + { + "p": 0.045751698315143585, + "m": 0.845222532749176 + }, + { + "p": 0.20475947856903076, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.7037595510482788, + "val_loss": 1.6148850917816162, + "acc": 41.57, + "time": 235.68319831811823, + "param": [ + { + "p": 0.1178896501660347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0662725567817688, + "m": 1.0 + }, + { + "p": 0.04937570542097092, + "m": 0.8329375386238098 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14591260254383087, + "m": 0.7584613561630249 + }, + { + "p": 0.0661015510559082, + "m": 0.8457739949226379 + }, + { + "p": 0.000980160548351705, + "m": 0.8722185492515564 + }, + { + "p": 0.15287159383296967, + "m": 0.8502747416496277 + }, + { + "p": 0.12655900418758392, + "m": 0.7837063074111938 + }, + { + "p": 0.03867153078317642, + "m": 0.8797977566719055 + }, + { + "p": 0.2353655844926834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8465490341186523, + "val_loss": 1.6268292665481567, + "acc": 43.72, + "time": 237.37362855882384, + "param": [ + { + "p": 0.11911465227603912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03772904723882675, + "m": 1.0 + }, + { + "p": 0.04431793466210365, + "m": 0.8291929364204407 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14754672348499298, + "m": 0.6835907697677612 + }, + { + "p": 0.03627810254693031, + "m": 0.8126246929168701 + }, + { + "p": 0.0, + "m": 0.8437212705612183 + }, + { + "p": 0.1674356609582901, + "m": 0.8421866297721863 + }, + { + "p": 0.1588478982448578, + "m": 0.752575695514679 + }, + { + "p": 0.01544372271746397, + "m": 0.9083033204078674 + }, + { + "p": 0.27328625321388245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.9094361066818237, + "val_loss": 1.5290836095809937, + "acc": 44.52, + "time": 237.34368929406628, + "param": [ + { + "p": 0.10684797912836075, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039531901478767395, + "m": 1.0 + }, + { + "p": 0.059206362813711166, + "m": 0.8361759781837463 + }, + { + "p": 0.0, + "m": 0.9973427057266235 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14059264957904816, + "m": 0.6217967867851257 + }, + { + "p": 0.03804101422429085, + "m": 0.8154319524765015 + }, + { + "p": 0.015350200235843658, + "m": 0.8272894024848938 + }, + { + "p": 0.14616504311561584, + "m": 0.8376560807228088 + }, + { + "p": 0.1670655757188797, + "m": 0.7390665411949158 + }, + { + "p": 0.013478065840899944, + "m": 0.9287018775939941 + }, + { + "p": 0.2709817886352539, + "m": 1.0 + }, + { + "p": 0.0027394534554332495, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.885953664779663, + "val_loss": 1.5570675134658813, + "acc": 45.26, + "time": 237.04381351708435, + "param": [ + { + "p": 0.109632708132267, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04040141403675079, + "m": 1.0 + }, + { + "p": 0.04513261094689369, + "m": 0.7913382649421692 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15070146322250366, + "m": 0.5827355980873108 + }, + { + "p": 0.02751452475786209, + "m": 0.8156799077987671 + }, + { + "p": 0.02956458181142807, + "m": 0.8134670853614807 + }, + { + "p": 0.13461051881313324, + "m": 0.8468497395515442 + }, + { + "p": 0.17073698341846466, + "m": 0.7203344106674194 + }, + { + "p": 0.015330065041780472, + "m": 0.9677557349205017 + }, + { + "p": 0.2763751447200775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7895662784576416, + "val_loss": 1.4504201412200928, + "acc": 47.33, + "time": 236.1680608280003, + "param": [ + { + "p": 0.10574071109294891, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04763270542025566, + "m": 1.0 + }, + { + "p": 0.03989264369010925, + "m": 0.7763274312019348 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14941436052322388, + "m": 0.5973678827285767 + }, + { + "p": 0.02371509186923504, + "m": 0.8380792140960693 + }, + { + "p": 0.03302935138344765, + "m": 0.7992790937423706 + }, + { + "p": 0.13278596103191376, + "m": 0.8504312038421631 + }, + { + "p": 0.17854323983192444, + "m": 0.7142555117607117 + }, + { + "p": 0.024869998916983604, + "m": 0.9907674193382263 + }, + { + "p": 0.2643760144710541, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.6129393577575684, + "val_loss": 1.4994475841522217, + "acc": 46.24, + "time": 235.23919216403738, + "param": [ + { + "p": 0.10076345503330231, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05232001468539238, + "m": 1.0 + }, + { + "p": 0.02153683826327324, + "m": 0.7369776964187622 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1450207382440567, + "m": 0.5863865613937378 + }, + { + "p": 0.024831097573041916, + "m": 0.8380156755447388 + }, + { + "p": 0.032477326691150665, + "m": 0.7977484464645386 + }, + { + "p": 0.12636835873126984, + "m": 0.8332047462463379 + }, + { + "p": 0.19465284049510956, + "m": 0.6947510242462158 + }, + { + "p": 0.031192747876048088, + "m": 1.0 + }, + { + "p": 0.27083656191825867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.627441644668579, + "val_loss": 1.5932358503341675, + "acc": 47.26, + "time": 235.25575121701695, + "param": [ + { + "p": 0.09721804410219193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.058961160480976105, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7075290083885193 + }, + { + "p": 0.0, + "m": 0.9988107085227966 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13293704390525818, + "m": 0.5372992753982544 + }, + { + "p": 0.005622150842100382, + "m": 0.8115290403366089 + }, + { + "p": 0.04025810584425926, + "m": 0.7895435094833374 + }, + { + "p": 0.1231810599565506, + "m": 0.8214215636253357 + }, + { + "p": 0.22138816118240356, + "m": 0.6525627970695496 + }, + { + "p": 0.034307219088077545, + "m": 1.0 + }, + { + "p": 0.2861270308494568, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.2649914026260376, + "val_loss": 1.399286150932312, + "acc": 50.23, + "time": 237.33147148787975, + "param": [ + { + "p": 0.08041311800479889, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046963851898908615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7003604769706726 + }, + { + "p": 0.0, + "m": 0.9934728741645813 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1238175481557846, + "m": 0.4766005873680115 + }, + { + "p": 0.0003859953721985221, + "m": 0.7967583537101746 + }, + { + "p": 0.06176886707544327, + "m": 0.7943007946014404 + }, + { + "p": 0.10681816935539246, + "m": 0.8265810012817383 + }, + { + "p": 0.24606437981128693, + "m": 0.6041267514228821 + }, + { + "p": 0.0238193292170763, + "m": 1.0 + }, + { + "p": 0.30994871258735657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.6964373588562012, + "val_loss": 1.313776969909668, + "acc": 50.93, + "time": 237.08902862714604, + "param": [ + { + "p": 0.08962948620319366, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04101903364062309, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.717132031917572 + }, + { + "p": 0.0, + "m": 0.9689871668815613 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1102353110909462, + "m": 0.43201467394828796 + }, + { + "p": 0.0, + "m": 0.7988202571868896 + }, + { + "p": 0.08231887966394424, + "m": 0.812714695930481 + }, + { + "p": 0.10832274705171585, + "m": 0.8190376162528992 + }, + { + "p": 0.24849942326545715, + "m": 0.5691076517105103 + }, + { + "p": 0.010426760651171207, + "m": 1.0 + }, + { + "p": 0.3095483183860779, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.4943063259124756, + "val_loss": 1.3995352983474731, + "acc": 50.0, + "time": 237.21369027206674, + "param": [ + { + "p": 0.09841699153184891, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06034691259264946, + "m": 1.0 + }, + { + "p": 0.008784410543739796, + "m": 0.7341365814208984 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0011593739036470652, + "m": 1.0 + }, + { + "p": 0.09956637024879456, + "m": 0.40565958619117737 + }, + { + "p": 0.004940287675708532, + "m": 0.8210979700088501 + }, + { + "p": 0.08502177894115448, + "m": 0.8220821619033813 + }, + { + "p": 0.09968384355306625, + "m": 0.8087108731269836 + }, + { + "p": 0.2450655996799469, + "m": 0.5618259906768799 + }, + { + "p": 0.009385179728269577, + "m": 1.0 + }, + { + "p": 0.28762921690940857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.687443494796753, + "val_loss": 1.3375592231750488, + "acc": 52.95, + "time": 236.94692838797346, + "param": [ + { + "p": 0.11274433135986328, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08325843513011932, + "m": 1.0 + }, + { + "p": 0.02573499269783497, + "m": 0.7777709364891052 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0010950459400191903, + "m": 0.9992505311965942 + }, + { + "p": 0.09063246846199036, + "m": 0.37904471158981323 + }, + { + "p": 0.017466315999627113, + "m": 0.8469915986061096 + }, + { + "p": 0.08239460736513138, + "m": 0.8285768628120422 + }, + { + "p": 0.08366656303405762, + "m": 0.8016003966331482 + }, + { + "p": 0.22620952129364014, + "m": 0.5637492537498474 + }, + { + "p": 0.029498038813471794, + "m": 1.0 + }, + { + "p": 0.24729964137077332, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.7433912754058838, + "val_loss": 1.2739306688308716, + "acc": 52.58, + "time": 233.74841969599947, + "param": [ + { + "p": 0.11787566542625427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09351437538862228, + "m": 1.0 + }, + { + "p": 0.027258576825261116, + "m": 0.801378071308136 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9982343316078186 + }, + { + "p": 0.10247460007667542, + "m": 0.3718091547489166 + }, + { + "p": 0.011147396638989449, + "m": 0.8668138980865479 + }, + { + "p": 0.07317448407411575, + "m": 0.8152124285697937 + }, + { + "p": 0.07702483236789703, + "m": 0.7994136214256287 + }, + { + "p": 0.22969193756580353, + "m": 0.5550810694694519 + }, + { + "p": 0.03264887258410454, + "m": 1.0 + }, + { + "p": 0.2351893186569214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.4504342079162598, + "val_loss": 1.346740484237671, + "acc": 52.85, + "time": 233.801089276094, + "param": [ + { + "p": 0.10966586321592331, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08375096321105957, + "m": 1.0 + }, + { + "p": 0.018116306513547897, + "m": 0.7922810316085815 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9837771058082581 + }, + { + "p": 0.10516062378883362, + "m": 0.3587496280670166 + }, + { + "p": 0.0, + "m": 0.892308235168457 + }, + { + "p": 0.05445257946848869, + "m": 0.7901776432991028 + }, + { + "p": 0.079338438808918, + "m": 0.8081717491149902 + }, + { + "p": 0.2592219114303589, + "m": 0.5186100602149963 + }, + { + "p": 0.04010637477040291, + "m": 0.9983493089675903 + }, + { + "p": 0.2501869201660156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.4438199996948242, + "val_loss": 1.3752020597457886, + "acc": 54.04, + "time": 235.1707703829743, + "param": [ + { + "p": 0.10475311428308487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06844525039196014, + "m": 1.0 + }, + { + "p": 0.014574600383639336, + "m": 0.7774232625961304 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9745136499404907 + }, + { + "p": 0.10371226817369461, + "m": 0.3571540117263794 + }, + { + "p": 0.0, + "m": 0.9299612045288086 + }, + { + "p": 0.033132847398519516, + "m": 0.7682497501373291 + }, + { + "p": 0.07709421962499619, + "m": 0.7971609234809875 + }, + { + "p": 0.28548020124435425, + "m": 0.4850901961326599 + }, + { + "p": 0.04244885593652725, + "m": 1.0 + }, + { + "p": 0.2703586220741272, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.5646023750305176, + "val_loss": 1.27976393699646, + "acc": 53.29, + "time": 237.6141969480086, + "param": [ + { + "p": 0.11043919622898102, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046951644122600555, + "m": 1.0 + }, + { + "p": 0.002307066461071372, + "m": 0.7546246647834778 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9856404662132263 + }, + { + "p": 0.09435731172561646, + "m": 0.36275923252105713 + }, + { + "p": 0.0, + "m": 0.959776759147644 + }, + { + "p": 0.009405587799847126, + "m": 0.7442556619644165 + }, + { + "p": 0.07745864242315292, + "m": 0.7896321415901184 + }, + { + "p": 0.3367597758769989, + "m": 0.43483927845954895 + }, + { + "p": 0.01759919337928295, + "m": 0.997490406036377 + }, + { + "p": 0.30472153425216675, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.6860613822937012, + "val_loss": 1.3574100732803345, + "acc": 54.03, + "time": 237.47820658190176, + "param": [ + { + "p": 0.11933117359876633, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015952803194522858, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7399904131889343 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9908415079116821 + }, + { + "p": 0.07665777206420898, + "m": 0.3761369585990906 + }, + { + "p": 0.0, + "m": 0.9728118777275085 + }, + { + "p": 0.0, + "m": 0.7201153039932251 + }, + { + "p": 0.04052466154098511, + "m": 0.7996473908424377 + }, + { + "p": 0.406057208776474, + "m": 0.36590445041656494 + }, + { + "p": 0.0, + "m": 0.99863201379776 + }, + { + "p": 0.3414763808250427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.6562288999557495, + "val_loss": 1.2988431453704834, + "acc": 53.67, + "time": 236.85648712306283, + "param": [ + { + "p": 0.12961457669734955, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0002567758783698082, + "m": 1.0 + }, + { + "p": 0.00025364113389514387, + "m": 0.7332632541656494 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9853227138519287 + }, + { + "p": 0.08032812923192978, + "m": 0.3980070650577545 + }, + { + "p": 0.0, + "m": 0.9940639734268188 + }, + { + "p": 0.004790075588971376, + "m": 0.7341819405555725 + }, + { + "p": 0.024505071341991425, + "m": 0.8074157238006592 + }, + { + "p": 0.40577852725982666, + "m": 0.2950981557369232 + }, + { + "p": 0.0010326626943424344, + "m": 1.0 + }, + { + "p": 0.353440523147583, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.745669960975647, + "val_loss": 1.1645257472991943, + "acc": 56.46, + "time": 236.6727380861994, + "param": [ + { + "p": 0.13039565086364746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004911363124847412, + "m": 1.0 + }, + { + "p": 0.012557091191411018, + "m": 0.7301852107048035 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009914238937199116, + "m": 0.9654378890991211 + }, + { + "p": 0.08801578730344772, + "m": 0.38229629397392273 + }, + { + "p": 0.01356164924800396, + "m": 1.0 + }, + { + "p": 0.037502940744161606, + "m": 0.7686500549316406 + }, + { + "p": 0.037328414618968964, + "m": 0.80995774269104 + }, + { + "p": 0.33934593200683594, + "m": 0.2790757119655609 + }, + { + "p": 0.01993471197783947, + "m": 1.0 + }, + { + "p": 0.30653226375579834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.553945541381836, + "val_loss": 1.235694408416748, + "acc": 55.73, + "time": 235.94975037011318, + "param": [ + { + "p": 0.12590406835079193, + "m": 1.0 + }, + { + "p": 3.2490556804987136e-06, + "m": 1.0 + }, + { + "p": 0.013237322680652142, + "m": 1.0 + }, + { + "p": 0.024258147925138474, + "m": 0.7157106399536133 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01841985061764717, + "m": 0.9798516035079956 + }, + { + "p": 0.09000267833471298, + "m": 0.3679121732711792 + }, + { + "p": 0.03105907514691353, + "m": 1.0 + }, + { + "p": 0.05777422711253166, + "m": 0.7772597670555115 + }, + { + "p": 0.044457197189331055, + "m": 0.8188143968582153 + }, + { + "p": 0.2873658239841461, + "m": 0.24436064064502716 + }, + { + "p": 0.04224848747253418, + "m": 0.9993627071380615 + }, + { + "p": 0.2652699053287506, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.5094208717346191, + "val_loss": 1.254401683807373, + "acc": 56.54, + "time": 238.7550563099794, + "param": [ + { + "p": 0.12131193280220032, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030276041477918625, + "m": 1.0 + }, + { + "p": 0.03448104485869408, + "m": 0.7104377746582031 + }, + { + "p": 0.001803813735023141, + "m": 1.0 + }, + { + "p": 0.026486411690711975, + "m": 0.9859840869903564 + }, + { + "p": 0.08348299562931061, + "m": 0.3865118622779846 + }, + { + "p": 0.04193171486258507, + "m": 1.0 + }, + { + "p": 0.07591540366411209, + "m": 0.7788473963737488 + }, + { + "p": 0.061818480491638184, + "m": 0.8148631453514099 + }, + { + "p": 0.24076324701309204, + "m": 0.20414623618125916 + }, + { + "p": 0.06574046611785889, + "m": 1.0 + }, + { + "p": 0.215988427400589, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.5219552516937256, + "val_loss": 1.226003646850586, + "acc": 57.33, + "time": 228.44099805387668, + "param": [ + { + "p": 0.12829375267028809, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03839811310172081, + "m": 1.0 + }, + { + "p": 0.035587113350629807, + "m": 0.706720232963562 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008681493811309338, + "m": 1.0 + }, + { + "p": 0.07052560895681381, + "m": 0.3730452060699463 + }, + { + "p": 0.03720022365450859, + "m": 1.0 + }, + { + "p": 0.09048439562320709, + "m": 0.7794944643974304 + }, + { + "p": 0.0616210401058197, + "m": 0.809451699256897 + }, + { + "p": 0.23862849175930023, + "m": 0.15973573923110962 + }, + { + "p": 0.0680079236626625, + "m": 1.0 + }, + { + "p": 0.22257180511951447, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.260284662246704, + "val_loss": 1.2963355779647827, + "acc": 55.0, + "time": 237.5410471749492, + "param": [ + { + "p": 0.12485646456480026, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028686875477433205, + "m": 1.0 + }, + { + "p": 0.04117584973573685, + "m": 0.6959419846534729 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9993290305137634 + }, + { + "p": 0.05677231401205063, + "m": 0.36161497235298157 + }, + { + "p": 0.044625621289014816, + "m": 1.0 + }, + { + "p": 0.10056941211223602, + "m": 0.7900200486183167 + }, + { + "p": 0.06589651107788086, + "m": 0.7939326167106628 + }, + { + "p": 0.24238894879817963, + "m": 0.08045908808708191 + }, + { + "p": 0.06553678214550018, + "m": 1.0 + }, + { + "p": 0.22949127852916718, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.560841679573059, + "val_loss": 1.0444371700286865, + "acc": 57.17, + "time": 239.65453273896128, + "param": [ + { + "p": 0.1131366416811943, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027086924761533737, + "m": 1.0 + }, + { + "p": 0.04050980508327484, + "m": 0.697194516658783 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0629531517624855, + "m": 0.37623274326324463 + }, + { + "p": 0.06435035914182663, + "m": 1.0 + }, + { + "p": 0.11331865191459656, + "m": 0.8205757737159729 + }, + { + "p": 0.06592903286218643, + "m": 0.7928853631019592 + }, + { + "p": 0.24001219868659973, + "m": 0.02903221733868122 + }, + { + "p": 0.06472145766019821, + "m": 1.0 + }, + { + "p": 0.20798180997371674, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.5498958826065063, + "val_loss": 1.1909980773925781, + "acc": 56.29, + "time": 234.1509842199739, + "param": [ + { + "p": 0.10870471596717834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01639631949365139, + "m": 1.0 + }, + { + "p": 0.013026497326791286, + "m": 0.6717707514762878 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9915710091590881 + }, + { + "p": 0.07251844555139542, + "m": 0.3848937451839447 + }, + { + "p": 0.07164404541254044, + "m": 0.9990057349205017 + }, + { + "p": 0.1263888031244278, + "m": 0.8254659175872803 + }, + { + "p": 0.05779288709163666, + "m": 0.7871015667915344 + }, + { + "p": 0.262749582529068, + "m": 0.06404487788677216 + }, + { + "p": 0.05693591758608818, + "m": 1.0 + }, + { + "p": 0.21384280920028687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.6837670803070068, + "val_loss": 1.2962212562561035, + "acc": 58.38, + "time": 236.14959025988355, + "param": [ + { + "p": 0.10398915410041809, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01285639125853777, + "m": 1.0 + }, + { + "p": 0.008098355494439602, + "m": 0.6411292552947998 + }, + { + "p": 0.0, + "m": 0.9987785816192627 + }, + { + "p": 0.0, + "m": 0.9998775124549866 + }, + { + "p": 0.08352012932300568, + "m": 0.40654948353767395 + }, + { + "p": 0.07880102097988129, + "m": 1.0 + }, + { + "p": 0.1390957534313202, + "m": 0.8375639915466309 + }, + { + "p": 0.05476279929280281, + "m": 0.7943392992019653 + }, + { + "p": 0.2577131390571594, + "m": 0.09009287506341934 + }, + { + "p": 0.05251390114426613, + "m": 1.0 + }, + { + "p": 0.20864932239055634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.6501545906066895, + "val_loss": 1.2336692810058594, + "acc": 59.66, + "time": 235.94783396902494, + "param": [ + { + "p": 0.09746690094470978, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01117414329200983, + "m": 1.0 + }, + { + "p": 0.012667031027376652, + "m": 0.6449915170669556 + }, + { + "p": 0.0, + "m": 0.9938578009605408 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08736246824264526, + "m": 0.4103042185306549 + }, + { + "p": 0.079264797270298, + "m": 1.0 + }, + { + "p": 0.14237076044082642, + "m": 0.8266705274581909 + }, + { + "p": 0.05304010584950447, + "m": 0.8153600096702576 + }, + { + "p": 0.24710895121097565, + "m": 0.08931057900190353 + }, + { + "p": 0.0618668757379055, + "m": 1.0 + }, + { + "p": 0.20767797529697418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.7242977619171143, + "val_loss": 1.151086449623108, + "acc": 58.44, + "time": 235.4652345830109, + "param": [ + { + "p": 0.1011667549610138, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0070775775238871574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6574808359146118 + }, + { + "p": 0.0, + "m": 0.9798489809036255 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07718672603368759, + "m": 0.4076611399650574 + }, + { + "p": 0.07824874669313431, + "m": 1.0 + }, + { + "p": 0.13809551298618317, + "m": 0.7885674238204956 + }, + { + "p": 0.05770309269428253, + "m": 0.8203992247581482 + }, + { + "p": 0.25822973251342773, + "m": 0.06443218141794205 + }, + { + "p": 0.05801441892981529, + "m": 1.0 + }, + { + "p": 0.22427746653556824, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.3383926153182983, + "val_loss": 1.1949512958526611, + "acc": 60.08, + "time": 237.97722835908644, + "param": [ + { + "p": 0.10108679533004761, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003087152959778905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6573202013969421 + }, + { + "p": 0.0, + "m": 0.9549432396888733 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07343534380197525, + "m": 0.4144589900970459 + }, + { + "p": 0.07229293137788773, + "m": 1.0 + }, + { + "p": 0.1225062757730484, + "m": 0.7315227389335632 + }, + { + "p": 0.06310497224330902, + "m": 0.8209616541862488 + }, + { + "p": 0.2742004692554474, + "m": 0.04929264634847641 + }, + { + "p": 0.0493880920112133, + "m": 1.0 + }, + { + "p": 0.24089787900447845, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.4976922273635864, + "val_loss": 1.2091145515441895, + "acc": 58.66, + "time": 236.63467419100925, + "param": [ + { + "p": 0.10004394501447678, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0014855796471238136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6455632448196411 + }, + { + "p": 0.0, + "m": 0.9526916146278381 + }, + { + "p": 0.0001510754955234006, + "m": 1.0 + }, + { + "p": 0.08437855541706085, + "m": 0.4294082224369049 + }, + { + "p": 0.06935469061136246, + "m": 1.0 + }, + { + "p": 0.0946037769317627, + "m": 0.6744533777236938 + }, + { + "p": 0.0710998922586441, + "m": 0.8004839420318604 + }, + { + "p": 0.28312453627586365, + "m": 0.014920485205948353 + }, + { + "p": 0.04719626158475876, + "m": 1.0 + }, + { + "p": 0.24856166541576385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.7657067775726318, + "val_loss": 1.1798244714736938, + "acc": 57.41, + "time": 232.95648395386524, + "param": [ + { + "p": 0.09278508275747299, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0117517514154315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.626396894454956 + }, + { + "p": 0.0, + "m": 0.960049033164978 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08479823172092438, + "m": 0.4609531760215759 + }, + { + "p": 0.06831399351358414, + "m": 0.9974790215492249 + }, + { + "p": 0.08375037461519241, + "m": 0.6562082171440125 + }, + { + "p": 0.07544773817062378, + "m": 0.7992242574691772 + }, + { + "p": 0.2835756540298462, + "m": 0.0 + }, + { + "p": 0.05749838426709175, + "m": 1.0 + }, + { + "p": 0.2420787513256073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.5280935764312744, + "val_loss": 1.1860896348953247, + "acc": 58.47, + "time": 236.76414959412068, + "param": [ + { + "p": 0.08922019600868225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011463848873972893, + "m": 1.0 + }, + { + "p": 0.0035679549910128117, + "m": 0.6253881454467773 + }, + { + "p": 0.0, + "m": 0.9651182293891907 + }, + { + "p": 0.001958003733307123, + "m": 1.0 + }, + { + "p": 0.07794611155986786, + "m": 0.48772919178009033 + }, + { + "p": 0.07038819789886475, + "m": 1.0 + }, + { + "p": 0.07272949814796448, + "m": 0.6602339744567871 + }, + { + "p": 0.07968468219041824, + "m": 0.8048747181892395 + }, + { + "p": 0.2863374352455139, + "m": 0.011097379960119724 + }, + { + "p": 0.06483464688062668, + "m": 1.0 + }, + { + "p": 0.23806898295879364, + "m": 1.0 + }, + { + "p": 0.0038005318492650986, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.6896430253982544, + "val_loss": 1.262377142906189, + "acc": 58.81, + "time": 234.94498861394823, + "param": [ + { + "p": 0.07412298768758774, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020635372027754784, + "m": 1.0 + }, + { + "p": 0.0032328360248357058, + "m": 0.6456094980239868 + }, + { + "p": 0.0, + "m": 0.9740661978721619 + }, + { + "p": 0.003983199130743742, + "m": 1.0 + }, + { + "p": 0.08651388436555862, + "m": 0.48171254992485046 + }, + { + "p": 0.08020402491092682, + "m": 0.9998514652252197 + }, + { + "p": 0.07086780667304993, + "m": 0.6875858902931213 + }, + { + "p": 0.07531452924013138, + "m": 0.8226797580718994 + }, + { + "p": 0.2843686044216156, + "m": 0.09453723579645157 + }, + { + "p": 0.07066474109888077, + "m": 0.9995726943016052 + }, + { + "p": 0.23009201884269714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.4570363759994507, + "val_loss": 1.1982412338256836, + "acc": 58.62, + "time": 237.24132637190633, + "param": [ + { + "p": 0.0595521442592144, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023800063878297806, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6684364676475525 + }, + { + "p": 0.0, + "m": 0.9836881756782532 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09657496213912964, + "m": 0.4571382999420166 + }, + { + "p": 0.07874312996864319, + "m": 1.0 + }, + { + "p": 0.08027538657188416, + "m": 0.7134273052215576 + }, + { + "p": 0.06992563605308533, + "m": 0.8258763551712036 + }, + { + "p": 0.2983672022819519, + "m": 0.11564765870571136 + }, + { + "p": 0.07181766629219055, + "m": 1.0 + }, + { + "p": 0.2209438532590866, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.3476547002792358, + "val_loss": 1.0352163314819336, + "acc": 60.66, + "time": 239.07987578189932, + "param": [ + { + "p": 0.07220178842544556, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01351534016430378, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6690798997879028 + }, + { + "p": 0.0, + "m": 0.9666648507118225 + }, + { + "p": 0.0, + "m": 0.9977047443389893 + }, + { + "p": 0.10206440836191177, + "m": 0.46518322825431824 + }, + { + "p": 0.07158414274454117, + "m": 1.0 + }, + { + "p": 0.07086116820573807, + "m": 0.7225542068481445 + }, + { + "p": 0.0690409243106842, + "m": 0.8346468210220337 + }, + { + "p": 0.31139323115348816, + "m": 0.14809048175811768 + }, + { + "p": 0.06501104682683945, + "m": 1.0 + }, + { + "p": 0.22432789206504822, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.3363522291183472, + "val_loss": 1.2492817640304565, + "acc": 59.06, + "time": 236.01906321616843, + "param": [ + { + "p": 0.08437024801969528, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012215934693813324, + "m": 1.0 + }, + { + "p": 8.802966476650909e-05, + "m": 0.6356887221336365 + }, + { + "p": 0.005706605035811663, + "m": 0.9420041441917419 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09653890877962112, + "m": 0.4889908730983734 + }, + { + "p": 0.06538808345794678, + "m": 0.9989157915115356 + }, + { + "p": 0.05708899721503258, + "m": 0.7169029116630554 + }, + { + "p": 0.06611368060112, + "m": 0.8414281606674194 + }, + { + "p": 0.31844234466552734, + "m": 0.167530357837677 + }, + { + "p": 0.07259874790906906, + "m": 1.0 + }, + { + "p": 0.22020769119262695, + "m": 1.0 + }, + { + "p": 0.0012407259782776237, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.5902729034423828, + "val_loss": 1.1398571729660034, + "acc": 60.71, + "time": 238.8242543649394, + "param": [ + { + "p": 0.09744241088628769, + "m": 1.0 + }, + { + "p": 0.002165534533560276, + "m": 1.0 + }, + { + "p": 0.04195499047636986, + "m": 1.0 + }, + { + "p": 0.009706767275929451, + "m": 0.6026130318641663 + }, + { + "p": 0.017155379056930542, + "m": 0.923728883266449 + }, + { + "p": 0.0025439260061830282, + "m": 0.9767799973487854 + }, + { + "p": 0.09379603713750839, + "m": 0.4715205132961273 + }, + { + "p": 0.05529976263642311, + "m": 0.9860787987709045 + }, + { + "p": 0.03786579519510269, + "m": 0.7014103531837463 + }, + { + "p": 0.0905756875872612, + "m": 0.858734130859375 + }, + { + "p": 0.277711421251297, + "m": 0.13519947230815887 + }, + { + "p": 0.08984551578760147, + "m": 1.0 + }, + { + "p": 0.16667725145816803, + "m": 1.0 + }, + { + "p": 0.01725952886044979, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.5301302671432495, + "val_loss": 1.0823426246643066, + "acc": 61.52, + "time": 233.39745857892558, + "param": [ + { + "p": 0.11032017320394516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06434667110443115, + "m": 1.0 + }, + { + "p": 0.008252116851508617, + "m": 0.5820914506912231 + }, + { + "p": 0.01474270224571228, + "m": 0.9426321983337402 + }, + { + "p": 0.014178005047142506, + "m": 0.9750437140464783 + }, + { + "p": 0.09501830488443375, + "m": 0.48206087946891785 + }, + { + "p": 0.04381391778588295, + "m": 0.9685438275337219 + }, + { + "p": 0.029208868741989136, + "m": 0.693880558013916 + }, + { + "p": 0.10543491691350937, + "m": 0.8639629483222961 + }, + { + "p": 0.2462138682603836, + "m": 0.11321040987968445 + }, + { + "p": 0.09806838631629944, + "m": 1.0 + }, + { + "p": 0.13842427730560303, + "m": 1.0 + }, + { + "p": 0.031977735459804535, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.214124083518982, + "val_loss": 1.1216974258422852, + "acc": 61.34, + "time": 225.36665717000142, + "param": [ + { + "p": 0.11215728521347046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07232188433408737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.557704508304596 + }, + { + "p": 0.0, + "m": 0.9211012125015259 + }, + { + "p": 0.009303086437284946, + "m": 0.9989995360374451 + }, + { + "p": 0.10735762119293213, + "m": 0.5022876262664795 + }, + { + "p": 0.03917476162314415, + "m": 0.9835749864578247 + }, + { + "p": 0.029013872146606445, + "m": 0.6937981247901917 + }, + { + "p": 0.11607608944177628, + "m": 0.8657635450363159 + }, + { + "p": 0.2459913045167923, + "m": 0.10182242095470428 + }, + { + "p": 0.10761629790067673, + "m": 1.0 + }, + { + "p": 0.13553498685359955, + "m": 1.0 + }, + { + "p": 0.025452781468629837, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.521759271621704, + "val_loss": 1.1661908626556396, + "acc": 61.19, + "time": 238.05880809295923, + "param": [ + { + "p": 0.10269745439291, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06962253898382187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5258808732032776 + }, + { + "p": 0.0, + "m": 0.9433459639549255 + }, + { + "p": 0.011091413907706738, + "m": 1.0 + }, + { + "p": 0.11978399008512497, + "m": 0.49541139602661133 + }, + { + "p": 0.027551619336009026, + "m": 0.9968478679656982 + }, + { + "p": 0.0355263277888298, + "m": 0.6938647627830505 + }, + { + "p": 0.1236359179019928, + "m": 0.8525771498680115 + }, + { + "p": 0.2499876767396927, + "m": 0.11124904453754425 + }, + { + "p": 0.11944391578435898, + "m": 1.0 + }, + { + "p": 0.1274438053369522, + "m": 1.0 + }, + { + "p": 0.013215328566730022, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.3777958154678345, + "val_loss": 1.193519949913025, + "acc": 62.49, + "time": 233.80601367680356, + "param": [ + { + "p": 0.09442422538995743, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07143905758857727, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5210962295532227 + }, + { + "p": 0.0, + "m": 0.972978949546814 + }, + { + "p": 0.0006782329874113202, + "m": 1.0 + }, + { + "p": 0.12012510746717453, + "m": 0.5283509492874146 + }, + { + "p": 0.02483956702053547, + "m": 0.980838418006897 + }, + { + "p": 0.03738641366362572, + "m": 0.7032307982444763 + }, + { + "p": 0.13540789484977722, + "m": 0.8570690751075745 + }, + { + "p": 0.25254470109939575, + "m": 0.1447778344154358 + }, + { + "p": 0.13293829560279846, + "m": 1.0 + }, + { + "p": 0.13021652400493622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.3397420644760132, + "val_loss": 1.1906439065933228, + "acc": 61.75, + "time": 237.38017204613425, + "param": [ + { + "p": 0.0888235941529274, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08087765425443649, + "m": 1.0 + }, + { + "p": 0.0005916308728046715, + "m": 0.5158846378326416 + }, + { + "p": 0.0, + "m": 0.9723840951919556 + }, + { + "p": 0.005064067430794239, + "m": 0.9987533092498779 + }, + { + "p": 0.11468540877103806, + "m": 0.5544835925102234 + }, + { + "p": 0.030579956248402596, + "m": 0.9618685245513916 + }, + { + "p": 0.03417830541729927, + "m": 0.7010572552680969 + }, + { + "p": 0.13975751399993896, + "m": 0.884300947189331 + }, + { + "p": 0.2473064363002777, + "m": 0.15749162435531616 + }, + { + "p": 0.13401833176612854, + "m": 1.0 + }, + { + "p": 0.12411714345216751, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.301629662513733, + "val_loss": 0.9598580598831177, + "acc": 62.22, + "time": 236.42471184092574, + "param": [ + { + "p": 0.08514394611120224, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07934127748012543, + "m": 1.0 + }, + { + "p": 0.005720297805964947, + "m": 0.5012131929397583 + }, + { + "p": 0.0, + "m": 0.9679964780807495 + }, + { + "p": 0.03350256755948067, + "m": 0.9896122813224792 + }, + { + "p": 0.1055915430188179, + "m": 0.5411290526390076 + }, + { + "p": 0.03255682438611984, + "m": 0.9547898173332214 + }, + { + "p": 0.030762167647480965, + "m": 0.713412344455719 + }, + { + "p": 0.14788128435611725, + "m": 0.9036313891410828 + }, + { + "p": 0.2434583604335785, + "m": 0.14978265762329102 + }, + { + "p": 0.12106893211603165, + "m": 1.0 + }, + { + "p": 0.11497286707162857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.4385665655136108, + "val_loss": 1.0650413036346436, + "acc": 62.07, + "time": 238.08553822617978, + "param": [ + { + "p": 0.08036618679761887, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07758526504039764, + "m": 1.0 + }, + { + "p": 0.003425216069445014, + "m": 0.5101856589317322 + }, + { + "p": 0.0, + "m": 0.9574283957481384 + }, + { + "p": 0.046015847474336624, + "m": 0.9937514662742615 + }, + { + "p": 0.09890501946210861, + "m": 0.5261545777320862 + }, + { + "p": 0.02177431806921959, + "m": 0.9369363784790039 + }, + { + "p": 0.015694625675678253, + "m": 0.7264280915260315 + }, + { + "p": 0.16117750108242035, + "m": 0.9061233401298523 + }, + { + "p": 0.2538643479347229, + "m": 0.1308317929506302 + }, + { + "p": 0.12570644915103912, + "m": 1.0 + }, + { + "p": 0.11548519879579544, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.4026538133621216, + "val_loss": 1.0755951404571533, + "acc": 62.09, + "time": 229.40577250393108, + "param": [ + { + "p": 0.075289286673069, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07393921166658401, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5088877081871033 + }, + { + "p": 0.0, + "m": 0.9561395049095154 + }, + { + "p": 0.04327596724033356, + "m": 0.9918249249458313 + }, + { + "p": 0.08830250799655914, + "m": 0.49107789993286133 + }, + { + "p": 0.0, + "m": 0.948844850063324 + }, + { + "p": 0.0, + "m": 0.7306627035140991 + }, + { + "p": 0.1883275955915451, + "m": 0.9078276753425598 + }, + { + "p": 0.2939049005508423, + "m": 0.1319175362586975 + }, + { + "p": 0.13082803785800934, + "m": 1.0 + }, + { + "p": 0.10613247007131577, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.3680070638656616, + "val_loss": 1.1455386877059937, + "acc": 62.73, + "time": 231.72259389609098, + "param": [ + { + "p": 0.07876356691122055, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06674285978078842, + "m": 1.0 + }, + { + "p": 0.0004699065466411412, + "m": 0.5194903612136841 + }, + { + "p": 0.0, + "m": 0.9755608439445496 + }, + { + "p": 0.045059967786073685, + "m": 0.9652000665664673 + }, + { + "p": 0.0731760710477829, + "m": 0.47291040420532227 + }, + { + "p": 0.0031862694304436445, + "m": 0.9680253267288208 + }, + { + "p": 0.000691821041982621, + "m": 0.7220393419265747 + }, + { + "p": 0.19070516526699066, + "m": 0.8914834856987 + }, + { + "p": 0.3111383020877838, + "m": 0.11366844177246094 + }, + { + "p": 0.1329267919063568, + "m": 1.0 + }, + { + "p": 0.09713931381702423, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.2810461521148682, + "val_loss": 1.0500991344451904, + "acc": 62.79, + "time": 236.56620464404114, + "param": [ + { + "p": 0.08844538033008575, + "m": 1.0 + }, + { + "p": 0.004573778714984655, + "m": 1.0 + }, + { + "p": 0.07857590913772583, + "m": 1.0 + }, + { + "p": 0.01838170923292637, + "m": 0.5064955353736877 + }, + { + "p": 0.014087913557887077, + "m": 1.0 + }, + { + "p": 0.04994915425777435, + "m": 0.9609302282333374 + }, + { + "p": 0.06156296655535698, + "m": 0.47557199001312256 + }, + { + "p": 0.02129976637661457, + "m": 0.9771446585655212 + }, + { + "p": 0.02384096570312977, + "m": 0.740617036819458 + }, + { + "p": 0.1600843220949173, + "m": 0.8512383699417114 + }, + { + "p": 0.2525724172592163, + "m": 0.10335947573184967 + }, + { + "p": 0.11771352589130402, + "m": 1.0 + }, + { + "p": 0.09400283545255661, + "m": 1.0 + }, + { + "p": 0.014909394085407257, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.478371262550354, + "val_loss": 1.0859620571136475, + "acc": 62.63, + "time": 236.0513066048734, + "param": [ + { + "p": 0.08910219371318817, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09324929863214493, + "m": 1.0 + }, + { + "p": 0.02630595490336418, + "m": 0.487383633852005 + }, + { + "p": 0.01821766421198845, + "m": 1.0 + }, + { + "p": 0.05682789534330368, + "m": 0.9564733505249023 + }, + { + "p": 0.055861812084913254, + "m": 0.48290497064590454 + }, + { + "p": 0.03687454015016556, + "m": 0.9925472736358643 + }, + { + "p": 0.03577718883752823, + "m": 0.7543744444847107 + }, + { + "p": 0.1442737728357315, + "m": 0.8409141898155212 + }, + { + "p": 0.22552478313446045, + "m": 0.10973714292049408 + }, + { + "p": 0.10737045854330063, + "m": 1.0 + }, + { + "p": 0.10650744289159775, + "m": 1.0 + }, + { + "p": 0.0041070012375712395, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.3486357927322388, + "val_loss": 1.0237175226211548, + "acc": 63.27, + "time": 237.57366387406364, + "param": [ + { + "p": 0.09240903705358505, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1039704754948616, + "m": 1.0 + }, + { + "p": 0.03323368728160858, + "m": 0.49532350897789 + }, + { + "p": 0.016674084588885307, + "m": 0.9987836480140686 + }, + { + "p": 0.05402248352766037, + "m": 0.9634232521057129 + }, + { + "p": 0.06550998985767365, + "m": 0.49778684973716736 + }, + { + "p": 0.04813555255532265, + "m": 1.0 + }, + { + "p": 0.05057248845696449, + "m": 0.7797942161560059 + }, + { + "p": 0.13064922392368317, + "m": 0.8469727635383606 + }, + { + "p": 0.19107958674430847, + "m": 0.13019683957099915 + }, + { + "p": 0.09511551260948181, + "m": 0.9995206594467163 + }, + { + "p": 0.1186278909444809, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.324487566947937, + "val_loss": 1.1138980388641357, + "acc": 63.07, + "time": 234.73583277501166, + "param": [ + { + "p": 0.0967041403055191, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13002914190292358, + "m": 1.0 + }, + { + "p": 0.039845746010541916, + "m": 0.4558544158935547 + }, + { + "p": 0.014690965414047241, + "m": 0.9918009638786316 + }, + { + "p": 0.039937447756528854, + "m": 0.9934283494949341 + }, + { + "p": 0.07312177866697311, + "m": 0.4971732497215271 + }, + { + "p": 0.03747500851750374, + "m": 1.0 + }, + { + "p": 0.0701540932059288, + "m": 0.8019191026687622 + }, + { + "p": 0.12176752090454102, + "m": 0.8534640073776245 + }, + { + "p": 0.1750147044658661, + "m": 0.13547071814537048 + }, + { + "p": 0.08433161675930023, + "m": 1.0 + }, + { + "p": 0.11692789196968079, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.347150444984436, + "val_loss": 1.1428914070129395, + "acc": 62.21, + "time": 231.47883877786808, + "param": [ + { + "p": 0.08888815343379974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1475616991519928, + "m": 1.0 + }, + { + "p": 0.029499243944883347, + "m": 0.4080420434474945 + }, + { + "p": 0.013008741661906242, + "m": 1.0 + }, + { + "p": 0.019877908751368523, + "m": 0.987992525100708 + }, + { + "p": 0.0830795168876648, + "m": 0.4907727837562561 + }, + { + "p": 0.018146026879549026, + "m": 0.99700927734375 + }, + { + "p": 0.08131466060876846, + "m": 0.8006948232650757 + }, + { + "p": 0.13448719680309296, + "m": 0.8596721887588501 + }, + { + "p": 0.1974392980337143, + "m": 0.13488751649856567 + }, + { + "p": 0.07105419784784317, + "m": 1.0 + }, + { + "p": 0.11564335227012634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.3985778093338013, + "val_loss": 1.0276594161987305, + "acc": 63.72, + "time": 236.83358054910786, + "param": [ + { + "p": 0.08544833958148956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14984481036663055, + "m": 1.0 + }, + { + "p": 0.025760812684893608, + "m": 0.3726431429386139 + }, + { + "p": 0.007360283751040697, + "m": 0.9967412948608398 + }, + { + "p": 0.014417785219848156, + "m": 0.9700345396995544 + }, + { + "p": 0.08486337214708328, + "m": 0.4916762411594391 + }, + { + "p": 0.011813219636678696, + "m": 0.9791971445083618 + }, + { + "p": 0.08764563500881195, + "m": 0.7846354842185974 + }, + { + "p": 0.13825204968452454, + "m": 0.8433324694633484 + }, + { + "p": 0.22900919616222382, + "m": 0.12170130014419556 + }, + { + "p": 0.04780320078134537, + "m": 1.0 + }, + { + "p": 0.11778133362531662, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.4741276502609253, + "val_loss": 0.9709618091583252, + "acc": 63.68, + "time": 237.00887682987377, + "param": [ + { + "p": 0.08691711723804474, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1522367000579834, + "m": 1.0 + }, + { + "p": 0.021831056103110313, + "m": 0.31805697083473206 + }, + { + "p": 0.0029384077060967684, + "m": 0.999107301235199 + }, + { + "p": 0.0, + "m": 0.9555588960647583 + }, + { + "p": 0.07441443204879761, + "m": 0.4975234568119049 + }, + { + "p": 0.0, + "m": 0.9650858640670776 + }, + { + "p": 0.097174271941185, + "m": 0.7381944060325623 + }, + { + "p": 0.12674471735954285, + "m": 0.840643048286438 + }, + { + "p": 0.2655249536037445, + "m": 0.07809434086084366 + }, + { + "p": 0.04330460727214813, + "m": 1.0 + }, + { + "p": 0.1289137303829193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.3844234943389893, + "val_loss": 0.9860190749168396, + "acc": 64.09, + "time": 236.55051302793436, + "param": [ + { + "p": 0.08327624946832657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14830932021141052, + "m": 1.0 + }, + { + "p": 0.02942710928618908, + "m": 0.2914126515388489 + }, + { + "p": 0.022399723529815674, + "m": 0.9901047945022583 + }, + { + "p": 0.01620721071958542, + "m": 0.9633183479309082 + }, + { + "p": 0.06835572421550751, + "m": 0.48409193754196167 + }, + { + "p": 0.0, + "m": 0.9483844041824341 + }, + { + "p": 0.10555129498243332, + "m": 0.7358095049858093 + }, + { + "p": 0.10843078792095184, + "m": 0.844139575958252 + }, + { + "p": 0.23494067788124084, + "m": 0.04544912651181221 + }, + { + "p": 0.044963426887989044, + "m": 1.0 + }, + { + "p": 0.13390818238258362, + "m": 1.0 + }, + { + "p": 0.004230353515595198, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.258704423904419, + "val_loss": 0.9416639804840088, + "acc": 65.04, + "time": 237.77024851902388, + "param": [ + { + "p": 0.07535646855831146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1480279266834259, + "m": 1.0 + }, + { + "p": 0.025700243189930916, + "m": 0.3022621273994446 + }, + { + "p": 0.029278531670570374, + "m": 0.9428123235702515 + }, + { + "p": 0.027210868895053864, + "m": 0.9804028868675232 + }, + { + "p": 0.05921057239174843, + "m": 0.467526912689209 + }, + { + "p": 0.0014973485376685858, + "m": 0.9140141606330872 + }, + { + "p": 0.10817905515432358, + "m": 0.7441409230232239 + }, + { + "p": 0.09485670924186707, + "m": 0.8512715697288513 + }, + { + "p": 0.22486771643161774, + "m": 0.04195554926991463 + }, + { + "p": 0.05731537565588951, + "m": 1.0 + }, + { + "p": 0.14595912396907806, + "m": 1.0 + }, + { + "p": 0.0025401103775948286, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.44729745388031, + "val_loss": 1.0283048152923584, + "acc": 64.32, + "time": 233.12546066800132, + "param": [ + { + "p": 0.0709368884563446, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14161019027233124, + "m": 1.0 + }, + { + "p": 0.027646273374557495, + "m": 0.33100780844688416 + }, + { + "p": 0.026166832074522972, + "m": 0.9283512234687805 + }, + { + "p": 0.03285157307982445, + "m": 0.9892052412033081 + }, + { + "p": 0.05478007718920708, + "m": 0.474132239818573 + }, + { + "p": 0.0039288061670959, + "m": 0.9002091288566589 + }, + { + "p": 0.0996381938457489, + "m": 0.7358138561248779 + }, + { + "p": 0.09124733507633209, + "m": 0.8500556945800781 + }, + { + "p": 0.22439886629581451, + "m": 0.0033966158516705036 + }, + { + "p": 0.06451047211885452, + "m": 1.0 + }, + { + "p": 0.15457527339458466, + "m": 1.0 + }, + { + "p": 0.007709243800491095, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.6011193990707397, + "val_loss": 1.0053385496139526, + "acc": 65.05, + "time": 236.24260742403567, + "param": [ + { + "p": 0.06836196035146713, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13019269704818726, + "m": 1.0 + }, + { + "p": 0.03380787372589111, + "m": 0.35136857628822327 + }, + { + "p": 0.025218389928340912, + "m": 0.9355841279029846 + }, + { + "p": 0.039852794259786606, + "m": 0.9918131232261658 + }, + { + "p": 0.05104416608810425, + "m": 0.48621606826782227 + }, + { + "p": 0.018911024555563927, + "m": 0.8876755833625793 + }, + { + "p": 0.09367604553699493, + "m": 0.7224819660186768 + }, + { + "p": 0.08327384293079376, + "m": 0.8583715558052063 + }, + { + "p": 0.22749681770801544, + "m": 0.002849246608093381 + }, + { + "p": 0.06503769010305405, + "m": 1.0 + }, + { + "p": 0.14596077799797058, + "m": 1.0 + }, + { + "p": 0.01716582663357258, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.670562982559204, + "val_loss": 1.0648977756500244, + "acc": 65.29, + "time": 237.12115398584865, + "param": [ + { + "p": 0.07047608494758606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12633252143859863, + "m": 1.0 + }, + { + "p": 0.037840716540813446, + "m": 0.34171783924102783 + }, + { + "p": 0.035854093730449677, + "m": 0.9652228951454163 + }, + { + "p": 0.04758455976843834, + "m": 0.9991670250892639 + }, + { + "p": 0.05547957867383957, + "m": 0.45585566759109497 + }, + { + "p": 0.018412776291370392, + "m": 0.875488817691803 + }, + { + "p": 0.08298491686582565, + "m": 0.6945715546607971 + }, + { + "p": 0.06901100277900696, + "m": 0.87993323802948 + }, + { + "p": 0.2344304621219635, + "m": 0.008007473312318325 + }, + { + "p": 0.07016778737306595, + "m": 1.0 + }, + { + "p": 0.1353302150964737, + "m": 1.0 + }, + { + "p": 0.016095278784632683, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.4058297872543335, + "val_loss": 1.0123586654663086, + "acc": 64.26, + "time": 232.61376883205958, + "param": [ + { + "p": 0.068909652531147, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1209394782781601, + "m": 1.0 + }, + { + "p": 0.035390280187129974, + "m": 0.34044861793518066 + }, + { + "p": 0.04532407224178314, + "m": 0.9928457736968994 + }, + { + "p": 0.05073641985654831, + "m": 0.9865658283233643 + }, + { + "p": 0.04902315139770508, + "m": 0.39516162872314453 + }, + { + "p": 0.010546541772782803, + "m": 0.8755617141723633 + }, + { + "p": 0.08506183326244354, + "m": 0.6900954246520996 + }, + { + "p": 0.06478514522314072, + "m": 0.9199838042259216 + }, + { + "p": 0.25859877467155457, + "m": 0.0 + }, + { + "p": 0.06037662923336029, + "m": 1.0 + }, + { + "p": 0.13994048535823822, + "m": 1.0 + }, + { + "p": 0.010367514565587044, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.5872431993484497, + "val_loss": 0.946867823600769, + "acc": 65.32, + "time": 234.91020719707012, + "param": [ + { + "p": 0.0676782876253128, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12840229272842407, + "m": 1.0 + }, + { + "p": 0.026817096397280693, + "m": 0.352805495262146 + }, + { + "p": 0.04827749729156494, + "m": 0.9832274913787842 + }, + { + "p": 0.04462948068976402, + "m": 1.0 + }, + { + "p": 0.0358431302011013, + "m": 0.3441917598247528 + }, + { + "p": 0.005239141173660755, + "m": 0.8781936168670654 + }, + { + "p": 0.08666975051164627, + "m": 0.6883623600006104 + }, + { + "p": 0.05369815602898598, + "m": 0.9570029973983765 + }, + { + "p": 0.285459041595459, + "m": 0.0 + }, + { + "p": 0.06104682758450508, + "m": 1.0 + }, + { + "p": 0.1554998755455017, + "m": 1.0 + }, + { + "p": 0.00073943508323282, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.5367169380187988, + "val_loss": 0.8644528388977051, + "acc": 65.19, + "time": 237.96313152695075, + "param": [ + { + "p": 0.05577700212597847, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12852606177330017, + "m": 1.0 + }, + { + "p": 0.02173670195043087, + "m": 0.36391982436180115 + }, + { + "p": 0.036312781274318695, + "m": 0.9999796152114868 + }, + { + "p": 0.04139324277639389, + "m": 1.0 + }, + { + "p": 0.03174395114183426, + "m": 0.34848323464393616 + }, + { + "p": 0.007552853785455227, + "m": 0.87538743019104 + }, + { + "p": 0.08419165760278702, + "m": 0.7105933427810669 + }, + { + "p": 0.05021126940846443, + "m": 0.9763728380203247 + }, + { + "p": 0.30142390727996826, + "m": 0.0 + }, + { + "p": 0.07975219935178757, + "m": 1.0 + }, + { + "p": 0.1585450917482376, + "m": 1.0 + }, + { + "p": 0.0028333256486803293, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.5815001726150513, + "val_loss": 0.9781589508056641, + "acc": 65.47, + "time": 237.4789485919755, + "param": [ + { + "p": 0.053922705352306366, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12252911180257797, + "m": 1.0 + }, + { + "p": 0.025631114840507507, + "m": 0.3646923303604126 + }, + { + "p": 0.02760985866189003, + "m": 1.0 + }, + { + "p": 0.026636112481355667, + "m": 0.9990010261535645 + }, + { + "p": 0.025517774745821953, + "m": 0.3447572886943817 + }, + { + "p": 0.028865784406661987, + "m": 0.8565319180488586 + }, + { + "p": 0.08357470482587814, + "m": 0.7351394891738892 + }, + { + "p": 0.043713293969631195, + "m": 0.9928996562957764 + }, + { + "p": 0.29375630617141724, + "m": 0.0 + }, + { + "p": 0.10483810305595398, + "m": 1.0 + }, + { + "p": 0.163405179977417, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.7421520948410034, + "val_loss": 1.0322675704956055, + "acc": 65.6, + "time": 237.3986720298417, + "param": [ + { + "p": 0.06419479846954346, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1178002655506134, + "m": 1.0 + }, + { + "p": 0.020178118720650673, + "m": 0.36365413665771484 + }, + { + "p": 0.023469960317015648, + "m": 1.0 + }, + { + "p": 0.03029424138367176, + "m": 0.9879446029663086 + }, + { + "p": 0.004762706346809864, + "m": 0.36253833770751953 + }, + { + "p": 0.041629478335380554, + "m": 0.8133180141448975 + }, + { + "p": 0.07674003392457962, + "m": 0.7515738010406494 + }, + { + "p": 0.038080040365457535, + "m": 0.9983489513397217 + }, + { + "p": 0.30129748582839966, + "m": 0.0 + }, + { + "p": 0.1219741553068161, + "m": 1.0 + }, + { + "p": 0.15937539935112, + "m": 1.0 + }, + { + "p": 0.00020332747953943908, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.1977155208587646, + "val_loss": 1.0371990203857422, + "acc": 64.39, + "time": 236.78754979092628, + "param": [ + { + "p": 0.06939315795898438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10743992775678635, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3633060157299042 + }, + { + "p": 0.0010778229916468263, + "m": 0.9999074339866638 + }, + { + "p": 0.03360258787870407, + "m": 0.9965715408325195 + }, + { + "p": 0.0, + "m": 0.394062876701355 + }, + { + "p": 0.03263865038752556, + "m": 0.7993270754814148 + }, + { + "p": 0.08632349967956543, + "m": 0.757660984992981 + }, + { + "p": 0.0403340645134449, + "m": 1.0 + }, + { + "p": 0.3327754735946655, + "m": 0.011328942142426968 + }, + { + "p": 0.1277414858341217, + "m": 1.0 + }, + { + "p": 0.1686733514070511, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.3749821186065674, + "val_loss": 0.9143816828727722, + "acc": 64.82, + "time": 237.2111182329245, + "param": [ + { + "p": 0.08028695732355118, + "m": 1.0 + }, + { + "p": 0.0034994445741176605, + "m": 1.0 + }, + { + "p": 0.09223766624927521, + "m": 1.0 + }, + { + "p": 0.014398549683392048, + "m": 0.3712025582790375 + }, + { + "p": 0.0066005755215883255, + "m": 0.9997668266296387 + }, + { + "p": 0.03627295792102814, + "m": 0.9906477928161621 + }, + { + "p": 0.0035190905909985304, + "m": 0.40558236837387085 + }, + { + "p": 0.04445395618677139, + "m": 0.8067610263824463 + }, + { + "p": 0.08151532709598541, + "m": 0.7424511313438416 + }, + { + "p": 0.05217006430029869, + "m": 0.9977467656135559 + }, + { + "p": 0.2996333837509155, + "m": 0.0 + }, + { + "p": 0.1119283065199852, + "m": 1.0 + }, + { + "p": 0.15231497585773468, + "m": 1.0 + }, + { + "p": 0.021168768405914307, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.5573397874832153, + "val_loss": 1.0426692962646484, + "acc": 64.86, + "time": 235.0747120839078, + "param": [ + { + "p": 0.08583236485719681, + "m": 1.0 + }, + { + "p": 0.00680604949593544, + "m": 1.0 + }, + { + "p": 0.09185578674077988, + "m": 1.0 + }, + { + "p": 0.03101162239909172, + "m": 0.3985210955142975 + }, + { + "p": 0.016243215650320053, + "m": 0.982805609703064 + }, + { + "p": 0.031885504722595215, + "m": 0.9699686169624329 + }, + { + "p": 0.015168050304055214, + "m": 0.39392900466918945 + }, + { + "p": 0.05619550868868828, + "m": 0.8209242224693298 + }, + { + "p": 0.07392340153455734, + "m": 0.729932963848114 + }, + { + "p": 0.06913141906261444, + "m": 0.9947376251220703 + }, + { + "p": 0.2597239017486572, + "m": 0.0 + }, + { + "p": 0.09753438085317612, + "m": 1.0 + }, + { + "p": 0.12841786444187164, + "m": 1.0 + }, + { + "p": 0.03627091273665428, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.3118419647216797, + "val_loss": 0.92183917760849, + "acc": 66.17, + "time": 236.0291019959841, + "param": [ + { + "p": 0.08770972490310669, + "m": 1.0 + }, + { + "p": 0.0019046037923544645, + "m": 1.0 + }, + { + "p": 0.08944762498140335, + "m": 1.0 + }, + { + "p": 0.040865376591682434, + "m": 0.4185969829559326 + }, + { + "p": 0.023703470826148987, + "m": 0.9644711017608643 + }, + { + "p": 0.028004417195916176, + "m": 0.969119131565094 + }, + { + "p": 0.020767763257026672, + "m": 0.37145769596099854 + }, + { + "p": 0.05481483414769173, + "m": 0.7747161388397217 + }, + { + "p": 0.07508818805217743, + "m": 0.7350696325302124 + }, + { + "p": 0.08645250648260117, + "m": 0.9991431832313538 + }, + { + "p": 0.2476484626531601, + "m": 0.0 + }, + { + "p": 0.08936398476362228, + "m": 1.0 + }, + { + "p": 0.11058193445205688, + "m": 1.0 + }, + { + "p": 0.04364714026451111, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.2694097757339478, + "val_loss": 1.0685895681381226, + "acc": 65.61, + "time": 227.9282589161303, + "param": [ + { + "p": 0.08550874888896942, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08429364860057831, + "m": 1.0 + }, + { + "p": 0.047240935266017914, + "m": 0.38572466373443604 + }, + { + "p": 0.01779935508966446, + "m": 0.9448968172073364 + }, + { + "p": 0.02715173177421093, + "m": 0.9515483975410461 + }, + { + "p": 0.03588641434907913, + "m": 0.35202300548553467 + }, + { + "p": 0.03328605741262436, + "m": 0.7516055107116699 + }, + { + "p": 0.07516178488731384, + "m": 0.749923825263977 + }, + { + "p": 0.09944560378789902, + "m": 0.9997777342796326 + }, + { + "p": 0.24586760997772217, + "m": 0.0 + }, + { + "p": 0.09835497289896011, + "m": 1.0 + }, + { + "p": 0.10949927568435669, + "m": 1.0 + }, + { + "p": 0.0405038446187973, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.2499549388885498, + "val_loss": 1.0558507442474365, + "acc": 64.97, + "time": 236.2234945811797, + "param": [ + { + "p": 0.08650971949100494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07915139943361282, + "m": 1.0 + }, + { + "p": 0.037031274288892746, + "m": 0.2688238322734833 + }, + { + "p": 0.009632199071347713, + "m": 0.8947479128837585 + }, + { + "p": 0.04461882263422012, + "m": 0.9205407500267029 + }, + { + "p": 0.03457934036850929, + "m": 0.33262887597084045 + }, + { + "p": 0.02104771137237549, + "m": 0.740771472454071 + }, + { + "p": 0.07751600444316864, + "m": 0.745998203754425 + }, + { + "p": 0.10747691988945007, + "m": 1.0 + }, + { + "p": 0.26610854268074036, + "m": 0.0 + }, + { + "p": 0.11021984368562698, + "m": 1.0 + }, + { + "p": 0.09661184251308441, + "m": 1.0 + }, + { + "p": 0.02949639968574047, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.6717638969421387, + "val_loss": 1.0178461074829102, + "acc": 65.52, + "time": 236.57404235913418, + "param": [ + { + "p": 0.07737412303686142, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07773878425359726, + "m": 1.0 + }, + { + "p": 0.026114117354154587, + "m": 0.21264658868312836 + }, + { + "p": 0.0, + "m": 0.8852781653404236 + }, + { + "p": 0.050009697675704956, + "m": 0.8914549946784973 + }, + { + "p": 0.012709083966910839, + "m": 0.2977479100227356 + }, + { + "p": 0.0, + "m": 0.7543267011642456 + }, + { + "p": 0.07641974091529846, + "m": 0.7172324061393738 + }, + { + "p": 0.11149280518293381, + "m": 1.0 + }, + { + "p": 0.33766138553619385, + "m": 0.0 + }, + { + "p": 0.11169695854187012, + "m": 1.0 + }, + { + "p": 0.09022768586874008, + "m": 1.0 + }, + { + "p": 0.028555620461702347, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.4515148401260376, + "val_loss": 0.9235648512840271, + "acc": 65.93, + "time": 235.00041124084964, + "param": [ + { + "p": 0.07733289152383804, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08429031819105148, + "m": 1.0 + }, + { + "p": 0.008856771513819695, + "m": 0.18051253259181976 + }, + { + "p": 0.003468177979812026, + "m": 0.873135507106781 + }, + { + "p": 0.04278060793876648, + "m": 0.9117205142974854 + }, + { + "p": 0.007674165070056915, + "m": 0.25714319944381714 + }, + { + "p": 0.00142959866207093, + "m": 0.7716814875602722 + }, + { + "p": 0.07349523901939392, + "m": 0.7086055874824524 + }, + { + "p": 0.10776405781507492, + "m": 1.0 + }, + { + "p": 0.37293514609336853, + "m": 0.014514434151351452 + }, + { + "p": 0.113432377576828, + "m": 1.0 + }, + { + "p": 0.0858970433473587, + "m": 1.0 + }, + { + "p": 0.0206435713917017, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.5289287567138672, + "val_loss": 1.0720926523208618, + "acc": 66.32, + "time": 239.01008535502478, + "param": [ + { + "p": 0.08261831849813461, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05994335934519768, + "m": 1.0 + }, + { + "p": 0.021806122735142708, + "m": 0.16312681138515472 + }, + { + "p": 0.018451062962412834, + "m": 0.8717702627182007 + }, + { + "p": 0.0473179891705513, + "m": 0.9437514543533325 + }, + { + "p": 0.038119032979011536, + "m": 0.23155651986598969 + }, + { + "p": 0.011280030943453312, + "m": 0.7830968499183655 + }, + { + "p": 0.07390917837619781, + "m": 0.7205284833908081 + }, + { + "p": 0.09306789934635162, + "m": 1.0 + }, + { + "p": 0.34054136276245117, + "m": 0.0 + }, + { + "p": 0.10648386180400848, + "m": 1.0 + }, + { + "p": 0.07482610642910004, + "m": 1.0 + }, + { + "p": 0.03163576498627663, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.3048381805419922, + "val_loss": 0.9837816953659058, + "acc": 66.86, + "time": 237.0902994228527, + "param": [ + { + "p": 0.0725415050983429, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03995838016271591, + "m": 1.0 + }, + { + "p": 0.022402727976441383, + "m": 0.13934728503227234 + }, + { + "p": 0.03289485722780228, + "m": 0.8757597208023071 + }, + { + "p": 0.049582064151763916, + "m": 0.9109063744544983 + }, + { + "p": 0.060202475637197495, + "m": 0.21502651274204254 + }, + { + "p": 0.02511434070765972, + "m": 0.7661148309707642 + }, + { + "p": 0.0710115060210228, + "m": 0.7065079212188721 + }, + { + "p": 0.08224475383758545, + "m": 1.0 + }, + { + "p": 0.34243348240852356, + "m": 0.0 + }, + { + "p": 0.10463493317365646, + "m": 1.0 + }, + { + "p": 0.06098306179046631, + "m": 1.0 + }, + { + "p": 0.03599592670798302, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.5796633958816528, + "val_loss": 0.984042227268219, + "acc": 65.81, + "time": 237.1440236880444, + "param": [ + { + "p": 0.06626130640506744, + "m": 1.0 + }, + { + "p": 0.0015668554697185755, + "m": 1.0 + }, + { + "p": 0.04270582273602486, + "m": 1.0 + }, + { + "p": 0.02199080027639866, + "m": 0.11649911105632782 + }, + { + "p": 0.02603844366967678, + "m": 0.8496963977813721 + }, + { + "p": 0.0550936684012413, + "m": 0.8905541300773621 + }, + { + "p": 0.06809421628713608, + "m": 0.2112182378768921 + }, + { + "p": 0.02449287474155426, + "m": 0.7462729215621948 + }, + { + "p": 0.06582793593406677, + "m": 0.6853549480438232 + }, + { + "p": 0.060650430619716644, + "m": 0.9975683689117432 + }, + { + "p": 0.38846832513809204, + "m": 0.0 + }, + { + "p": 0.11213706433773041, + "m": 0.9995765686035156 + }, + { + "p": 0.04831390455365181, + "m": 1.0 + }, + { + "p": 0.01835835911333561, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.3081932067871094, + "val_loss": 1.1427239179611206, + "acc": 66.21, + "time": 237.7338372489903, + "param": [ + { + "p": 0.05430303514003754, + "m": 1.0 + }, + { + "p": 0.014894538559019566, + "m": 1.0 + }, + { + "p": 0.055171918123960495, + "m": 1.0 + }, + { + "p": 0.04141629487276077, + "m": 0.0407022200524807 + }, + { + "p": 0.03956950828433037, + "m": 0.7872632145881653 + }, + { + "p": 0.0558633953332901, + "m": 0.887143075466156 + }, + { + "p": 0.060578230768442154, + "m": 0.1973705291748047 + }, + { + "p": 0.03252917528152466, + "m": 0.7088996767997742 + }, + { + "p": 0.07798290252685547, + "m": 0.7161605358123779 + }, + { + "p": 0.0562032088637352, + "m": 0.9972758293151855 + }, + { + "p": 0.32787764072418213, + "m": 0.0 + }, + { + "p": 0.1011495515704155, + "m": 1.0 + }, + { + "p": 0.05265742540359497, + "m": 1.0 + }, + { + "p": 0.029803065583109856, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.4036870002746582, + "val_loss": 0.8439897894859314, + "acc": 66.35, + "time": 241.29125912697054, + "param": [ + { + "p": 0.055500809103250504, + "m": 1.0 + }, + { + "p": 0.020477527752518654, + "m": 1.0 + }, + { + "p": 0.06141086667776108, + "m": 1.0 + }, + { + "p": 0.04777830094099045, + "m": 0.0 + }, + { + "p": 0.05301126092672348, + "m": 0.779656708240509 + }, + { + "p": 0.05511981621384621, + "m": 0.8604046106338501 + }, + { + "p": 0.05696292221546173, + "m": 0.21592861413955688 + }, + { + "p": 0.05281917750835419, + "m": 0.6607686877250671 + }, + { + "p": 0.08609941601753235, + "m": 0.7356293797492981 + }, + { + "p": 0.06688056141138077, + "m": 0.9881604909896851 + }, + { + "p": 0.2621295750141144, + "m": 0.003939016256481409 + }, + { + "p": 0.08825927972793579, + "m": 1.0 + }, + { + "p": 0.053064532577991486, + "m": 1.0 + }, + { + "p": 0.0404859259724617, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.219799280166626, + "val_loss": 0.9186045527458191, + "acc": 65.59, + "time": 232.2177483860869, + "param": [ + { + "p": 0.06122182682156563, + "m": 1.0 + }, + { + "p": 0.006104392930865288, + "m": 1.0 + }, + { + "p": 0.06985033303499222, + "m": 1.0 + }, + { + "p": 0.06249624490737915, + "m": 0.0 + }, + { + "p": 0.05122634023427963, + "m": 0.8153896331787109 + }, + { + "p": 0.06948966532945633, + "m": 0.8583975434303284 + }, + { + "p": 0.05359151214361191, + "m": 0.19017253816127777 + }, + { + "p": 0.06815478950738907, + "m": 0.6041852831840515 + }, + { + "p": 0.08014272898435593, + "m": 0.7294039726257324 + }, + { + "p": 0.07751736789941788, + "m": 0.989081084728241 + }, + { + "p": 0.25141650438308716, + "m": 0.016652416437864304 + }, + { + "p": 0.07015684992074966, + "m": 1.0 + }, + { + "p": 0.04742943495512009, + "m": 1.0 + }, + { + "p": 0.031201981008052826, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.2514773607254028, + "val_loss": 1.0439233779907227, + "acc": 66.51, + "time": 233.88201507204212, + "param": [ + { + "p": 0.06309748440980911, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07743100821971893, + "m": 1.0 + }, + { + "p": 0.07282393425703049, + "m": 0.0 + }, + { + "p": 0.0410228967666626, + "m": 0.8196923732757568 + }, + { + "p": 0.08107899129390717, + "m": 0.867657482624054 + }, + { + "p": 0.05441766977310181, + "m": 0.18645496666431427 + }, + { + "p": 0.07936330139636993, + "m": 0.5682311058044434 + }, + { + "p": 0.07622803747653961, + "m": 0.7340196967124939 + }, + { + "p": 0.09484667330980301, + "m": 0.9924129247665405 + }, + { + "p": 0.24781084060668945, + "m": 0.03582799434661865 + }, + { + "p": 0.05892069265246391, + "m": 1.0 + }, + { + "p": 0.03364264965057373, + "m": 1.0 + }, + { + "p": 0.019315827637910843, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 0.9841413497924805, + "val_loss": 1.1082537174224854, + "acc": 65.79, + "time": 238.3425172579009, + "param": [ + { + "p": 0.06378503143787384, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07816897332668304, + "m": 1.0 + }, + { + "p": 0.09127061814069748, + "m": 0.0 + }, + { + "p": 0.023814929649233818, + "m": 0.8066869378089905 + }, + { + "p": 0.07601273059844971, + "m": 0.8673413395881653 + }, + { + "p": 0.046442676335573196, + "m": 0.16156798601150513 + }, + { + "p": 0.0697004422545433, + "m": 0.5502510666847229 + }, + { + "p": 0.09138542413711548, + "m": 0.7478261590003967 + }, + { + "p": 0.11391432583332062, + "m": 1.0 + }, + { + "p": 0.2705991864204407, + "m": 0.05429510027170181 + }, + { + "p": 0.05183735117316246, + "m": 1.0 + }, + { + "p": 0.023068254813551903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.2208280563354492, + "val_loss": 1.0077109336853027, + "acc": 66.78, + "time": 236.62880755402148, + "param": [ + { + "p": 0.05378133803606033, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07226380705833435, + "m": 1.0 + }, + { + "p": 0.10436668246984482, + "m": 0.0 + }, + { + "p": 0.006602570414543152, + "m": 0.8051020503044128 + }, + { + "p": 0.05503031983971596, + "m": 0.8796646595001221 + }, + { + "p": 0.03407386317849159, + "m": 0.1298922300338745 + }, + { + "p": 0.04851400479674339, + "m": 0.4968535006046295 + }, + { + "p": 0.11214741319417953, + "m": 0.746908962726593 + }, + { + "p": 0.1301630437374115, + "m": 0.9986117482185364 + }, + { + "p": 0.28022634983062744, + "m": 0.059116024523973465 + }, + { + "p": 0.05909115448594093, + "m": 1.0 + }, + { + "p": 0.043739479035139084, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.0725346803665161, + "val_loss": 0.9421930313110352, + "acc": 65.89, + "time": 239.4333759760484, + "param": [ + { + "p": 0.05593396723270416, + "m": 1.0 + }, + { + "p": 0.0011907621519640088, + "m": 1.0 + }, + { + "p": 0.05503503233194351, + "m": 1.0 + }, + { + "p": 0.10437078028917313, + "m": 0.0143398717045784 + }, + { + "p": 0.0, + "m": 0.7912400960922241 + }, + { + "p": 0.046466194093227386, + "m": 0.8853500485420227 + }, + { + "p": 0.02150583639740944, + "m": 0.09816484898328781 + }, + { + "p": 0.026387644931674004, + "m": 0.45460349321365356 + }, + { + "p": 0.11982540041208267, + "m": 0.7521745562553406 + }, + { + "p": 0.1357467621564865, + "m": 1.0 + }, + { + "p": 0.30977344512939453, + "m": 0.06401095539331436 + }, + { + "p": 0.059840429574251175, + "m": 1.0 + }, + { + "p": 0.05353187024593353, + "m": 1.0 + }, + { + "p": 0.010391811840236187, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.3695825338363647, + "val_loss": 0.9182539582252502, + "acc": 67.16, + "time": 238.37415859801695, + "param": [ + { + "p": 0.07557418942451477, + "m": 1.0 + }, + { + "p": 0.002720278687775135, + "m": 1.0 + }, + { + "p": 0.05133604630827904, + "m": 1.0 + }, + { + "p": 0.10359981656074524, + "m": 0.0 + }, + { + "p": 0.00020244681218173355, + "m": 0.7567179203033447 + }, + { + "p": 0.023514114320278168, + "m": 0.8939934968948364 + }, + { + "p": 0.013936081901192665, + "m": 0.023825209587812424 + }, + { + "p": 0.025832610204815865, + "m": 0.4163794219493866 + }, + { + "p": 0.12771540880203247, + "m": 0.7661014199256897 + }, + { + "p": 0.12895098328590393, + "m": 0.9925380349159241 + }, + { + "p": 0.32816553115844727, + "m": 0.057366080582141876 + }, + { + "p": 0.05287240445613861, + "m": 1.0 + }, + { + "p": 0.06485438346862793, + "m": 1.0 + }, + { + "p": 0.0007257441175170243, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.347780704498291, + "val_loss": 0.9787523746490479, + "acc": 67.29, + "time": 237.2842413019389, + "param": [ + { + "p": 0.08341093361377716, + "m": 1.0 + }, + { + "p": 0.005021735560148954, + "m": 1.0 + }, + { + "p": 0.05540316924452782, + "m": 1.0 + }, + { + "p": 0.09779182821512222, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7297348380088806 + }, + { + "p": 0.015415630303323269, + "m": 0.9141938090324402 + }, + { + "p": 0.005269147455692291, + "m": 0.0 + }, + { + "p": 0.028820468112826347, + "m": 0.3677031099796295 + }, + { + "p": 0.11846841126680374, + "m": 0.7532845139503479 + }, + { + "p": 0.12074092030525208, + "m": 1.0 + }, + { + "p": 0.34643852710723877, + "m": 0.04546479135751724 + }, + { + "p": 0.04664669930934906, + "m": 1.0 + }, + { + "p": 0.07441756874322891, + "m": 1.0 + }, + { + "p": 0.0021549630910158157, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.1568938493728638, + "val_loss": 0.8117746114730835, + "acc": 66.5, + "time": 237.11737726209685, + "param": [ + { + "p": 0.0734332874417305, + "m": 1.0 + }, + { + "p": 0.00014094446669332683, + "m": 1.0 + }, + { + "p": 0.06544619053602219, + "m": 1.0 + }, + { + "p": 0.089232437312603, + "m": 0.00916232354938984 + }, + { + "p": 0.014142964035272598, + "m": 0.7156965136528015 + }, + { + "p": 0.022519687190651894, + "m": 0.9413951635360718 + }, + { + "p": 0.01289437897503376, + "m": 0.0 + }, + { + "p": 0.027314482256770134, + "m": 0.36840078234672546 + }, + { + "p": 0.10631608963012695, + "m": 0.7553074359893799 + }, + { + "p": 0.10286250710487366, + "m": 0.9994296431541443 + }, + { + "p": 0.35490769147872925, + "m": 0.04889262467622757 + }, + { + "p": 0.04505034536123276, + "m": 0.999371349811554 + }, + { + "p": 0.07689349353313446, + "m": 1.0 + }, + { + "p": 0.008845536969602108, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.2525908946990967, + "val_loss": 0.9290329813957214, + "acc": 66.74, + "time": 238.60042245592922, + "param": [ + { + "p": 0.06580410152673721, + "m": 1.0 + }, + { + "p": 0.010704164393246174, + "m": 1.0 + }, + { + "p": 0.06632138788700104, + "m": 1.0 + }, + { + "p": 0.07694672048091888, + "m": 0.049410630017519 + }, + { + "p": 0.03729380667209625, + "m": 0.7016387581825256 + }, + { + "p": 0.04428603872656822, + "m": 0.9334189891815186 + }, + { + "p": 0.03209749609231949, + "m": 0.0 + }, + { + "p": 0.03454938158392906, + "m": 0.3414590060710907 + }, + { + "p": 0.08964218199253082, + "m": 0.753351092338562 + }, + { + "p": 0.08383908122777939, + "m": 0.9865476489067078 + }, + { + "p": 0.2920190691947937, + "m": 0.04331829398870468 + }, + { + "p": 0.057673048228025436, + "m": 1.0 + }, + { + "p": 0.08592229336500168, + "m": 1.0 + }, + { + "p": 0.02290130779147148, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.2778390645980835, + "val_loss": 0.8946520090103149, + "acc": 66.75, + "time": 235.60109539492987, + "param": [ + { + "p": 0.06259080022573471, + "m": 1.0 + }, + { + "p": 0.01798308826982975, + "m": 1.0 + }, + { + "p": 0.06960056722164154, + "m": 1.0 + }, + { + "p": 0.0860162153840065, + "m": 0.0 + }, + { + "p": 0.04430606588721275, + "m": 0.6926905512809753 + }, + { + "p": 0.061586152762174606, + "m": 0.9410470724105835 + }, + { + "p": 0.04075292497873306, + "m": 0.0014439111109822989 + }, + { + "p": 0.03694836050271988, + "m": 0.3506140410900116 + }, + { + "p": 0.0680352970957756, + "m": 0.7361647486686707 + }, + { + "p": 0.08403567969799042, + "m": 0.996731698513031 + }, + { + "p": 0.22937998175621033, + "m": 0.04472252354025841 + }, + { + "p": 0.07365921139717102, + "m": 1.0 + }, + { + "p": 0.08911852538585663, + "m": 1.0 + }, + { + "p": 0.03598714992403984, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.4615118503570557, + "val_loss": 1.032477617263794, + "acc": 67.02, + "time": 233.70895602717064, + "param": [ + { + "p": 0.062255509197711945, + "m": 1.0 + }, + { + "p": 0.02024916000664234, + "m": 1.0 + }, + { + "p": 0.07613515108823776, + "m": 1.0 + }, + { + "p": 0.08858980238437653, + "m": 0.0 + }, + { + "p": 0.06432723253965378, + "m": 0.6935301423072815 + }, + { + "p": 0.0775960311293602, + "m": 0.952667772769928 + }, + { + "p": 0.04374238848686218, + "m": 0.0 + }, + { + "p": 0.03207869827747345, + "m": 0.36967021226882935 + }, + { + "p": 0.05605234578251839, + "m": 0.7209036946296692 + }, + { + "p": 0.08901854604482651, + "m": 1.0 + }, + { + "p": 0.18341220915317535, + "m": 0.05351785570383072 + }, + { + "p": 0.07396264374256134, + "m": 1.0 + }, + { + "p": 0.09106875956058502, + "m": 1.0 + }, + { + "p": 0.041511502116918564, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.2616028785705566, + "val_loss": 1.0075546503067017, + "acc": 67.1, + "time": 238.72692089085467, + "param": [ + { + "p": 0.06127534061670303, + "m": 1.0 + }, + { + "p": 0.02156839147210121, + "m": 1.0 + }, + { + "p": 0.08126482367515564, + "m": 1.0 + }, + { + "p": 0.08841987699270248, + "m": 0.0 + }, + { + "p": 0.06774299591779709, + "m": 0.6962658762931824 + }, + { + "p": 0.08877364546060562, + "m": 0.9525533318519592 + }, + { + "p": 0.051507316529750824, + "m": 0.0 + }, + { + "p": 0.04735410958528519, + "m": 0.3796846270561218 + }, + { + "p": 0.046851832419633865, + "m": 0.719133734703064 + }, + { + "p": 0.08838506042957306, + "m": 1.0 + }, + { + "p": 0.1463259607553482, + "m": 0.053147949278354645 + }, + { + "p": 0.07386792451143265, + "m": 1.0 + }, + { + "p": 0.07857438921928406, + "m": 1.0 + }, + { + "p": 0.05808839574456215, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.1963818073272705, + "val_loss": 1.0433909893035889, + "acc": 66.85, + "time": 237.22435749089345, + "param": [ + { + "p": 0.0582243949174881, + "m": 1.0 + }, + { + "p": 0.01289529912173748, + "m": 1.0 + }, + { + "p": 0.08852721005678177, + "m": 1.0 + }, + { + "p": 0.08238928765058517, + "m": 0.006628002040088177 + }, + { + "p": 0.0684809610247612, + "m": 0.6680955290794373 + }, + { + "p": 0.08444439619779587, + "m": 0.924920380115509 + }, + { + "p": 0.05666966736316681, + "m": 0.002051263116300106 + }, + { + "p": 0.05309944972395897, + "m": 0.3571464419364929 + }, + { + "p": 0.050762489438056946, + "m": 0.7175484895706177 + }, + { + "p": 0.09387961775064468, + "m": 0.9976071119308472 + }, + { + "p": 0.14312885701656342, + "m": 0.05343005433678627 + }, + { + "p": 0.06754625588655472, + "m": 1.0 + }, + { + "p": 0.07657892256975174, + "m": 1.0 + }, + { + "p": 0.06337318569421768, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.181209921836853, + "val_loss": 0.9246668219566345, + "acc": 67.07, + "time": 234.39453410520218, + "param": [ + { + "p": 0.057828836143016815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0938781127333641, + "m": 1.0 + }, + { + "p": 0.0792846754193306, + "m": 0.0 + }, + { + "p": 0.06818310916423798, + "m": 0.6231284141540527 + }, + { + "p": 0.07995601743459702, + "m": 0.8697514533996582 + }, + { + "p": 0.0514131598174572, + "m": 0.0001985042472369969 + }, + { + "p": 0.07130541652441025, + "m": 0.3571905195713043 + }, + { + "p": 0.07039055228233337, + "m": 0.7279465794563293 + }, + { + "p": 0.08922968804836273, + "m": 0.9656516909599304 + }, + { + "p": 0.1467694491147995, + "m": 0.049556929618120193 + }, + { + "p": 0.0613374225795269, + "m": 1.0 + }, + { + "p": 0.06659819930791855, + "m": 1.0 + }, + { + "p": 0.06382548063993454, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.3223263025283813, + "val_loss": 0.8916010856628418, + "acc": 66.8, + "time": 233.6912397351116, + "param": [ + { + "p": 0.07052893936634064, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0995105430483818, + "m": 1.0 + }, + { + "p": 0.08199582248926163, + "m": 0.0 + }, + { + "p": 0.05897436663508415, + "m": 0.6090567708015442 + }, + { + "p": 0.0876651406288147, + "m": 0.8163957595825195 + }, + { + "p": 0.04388074949383736, + "m": 0.0012907873606309295 + }, + { + "p": 0.06984174996614456, + "m": 0.38804277777671814 + }, + { + "p": 0.08185633271932602, + "m": 0.7338601350784302 + }, + { + "p": 0.06863638013601303, + "m": 0.9676072001457214 + }, + { + "p": 0.14738167822360992, + "m": 0.038934625685214996 + }, + { + "p": 0.06539502739906311, + "m": 1.0 + }, + { + "p": 0.06998829543590546, + "m": 1.0 + }, + { + "p": 0.05434499680995941, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.0384924411773682, + "val_loss": 0.8757339715957642, + "acc": 66.98, + "time": 234.5055531600956, + "param": [ + { + "p": 0.08092691749334335, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10095085948705673, + "m": 1.0 + }, + { + "p": 0.08721594512462616, + "m": 0.0 + }, + { + "p": 0.05885744467377663, + "m": 0.5389639139175415 + }, + { + "p": 0.10309936106204987, + "m": 0.8246116042137146 + }, + { + "p": 0.05262951925396919, + "m": 0.0 + }, + { + "p": 0.06212971732020378, + "m": 0.4012516736984253 + }, + { + "p": 0.09092646092176437, + "m": 0.7292571067810059 + }, + { + "p": 0.055165208876132965, + "m": 0.9804595112800598 + }, + { + "p": 0.1286028027534485, + "m": 0.0349937379360199 + }, + { + "p": 0.06362644582986832, + "m": 1.0 + }, + { + "p": 0.07019061595201492, + "m": 1.0 + }, + { + "p": 0.0456787645816803, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.102737545967102, + "val_loss": 1.014023780822754, + "acc": 67.26, + "time": 234.30671903095208, + "param": [ + { + "p": 0.09298945218324661, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09498283267021179, + "m": 1.0 + }, + { + "p": 0.08524882048368454, + "m": 0.00016543889068998396 + }, + { + "p": 0.05965065211057663, + "m": 0.459211140871048 + }, + { + "p": 0.10985246300697327, + "m": 0.799763560295105 + }, + { + "p": 0.05325784906744957, + "m": 0.0035551192704588175 + }, + { + "p": 0.0578785203397274, + "m": 0.3996119201183319 + }, + { + "p": 0.10061874240636826, + "m": 0.729312002658844 + }, + { + "p": 0.04197121411561966, + "m": 0.9786006808280945 + }, + { + "p": 0.10214647650718689, + "m": 0.03158820420503616 + }, + { + "p": 0.07242745906114578, + "m": 1.0 + }, + { + "p": 0.08055176585912704, + "m": 1.0 + }, + { + "p": 0.04842374101281166, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.3242835998535156, + "val_loss": 0.9445618987083435, + "acc": 67.45, + "time": 236.02320911805145, + "param": [ + { + "p": 0.0938064232468605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09951004385948181, + "m": 1.0 + }, + { + "p": 0.07945802062749863, + "m": 0.0 + }, + { + "p": 0.05031847581267357, + "m": 0.39610525965690613 + }, + { + "p": 0.11695151031017303, + "m": 0.7464833855628967 + }, + { + "p": 0.048026394098997116, + "m": 0.0 + }, + { + "p": 0.05148923397064209, + "m": 0.37717875838279724 + }, + { + "p": 0.11137598752975464, + "m": 0.6981204152107239 + }, + { + "p": 0.031435899436473846, + "m": 0.9650697708129883 + }, + { + "p": 0.10041196644306183, + "m": 0.017045848071575165 + }, + { + "p": 0.07794258743524551, + "m": 1.0 + }, + { + "p": 0.07738036662340164, + "m": 1.0 + }, + { + "p": 0.06189316511154175, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.1953110694885254, + "val_loss": 0.8836238980293274, + "acc": 67.14, + "time": 238.65235356986523, + "param": [ + { + "p": 0.10026313364505768, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09790106862783432, + "m": 1.0 + }, + { + "p": 0.08135491609573364, + "m": 0.0 + }, + { + "p": 0.045126087963581085, + "m": 0.37106752395629883 + }, + { + "p": 0.12038429826498032, + "m": 0.6901255249977112 + }, + { + "p": 0.05089978128671646, + "m": 0.0 + }, + { + "p": 0.049743179231882095, + "m": 0.34425461292266846 + }, + { + "p": 0.1232142224907875, + "m": 0.6930508017539978 + }, + { + "p": 0.023469939827919006, + "m": 0.9598463773727417 + }, + { + "p": 0.09256546944379807, + "m": 0.01329458225518465 + }, + { + "p": 0.06653234362602234, + "m": 1.0 + }, + { + "p": 0.0835409015417099, + "m": 1.0 + }, + { + "p": 0.06500468403100967, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.0547797679901123, + "val_loss": 0.9939266443252563, + "acc": 67.61, + "time": 234.90017836517654, + "param": [ + { + "p": 0.10468713194131851, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10266431421041489, + "m": 1.0 + }, + { + "p": 0.09230440109968185, + "m": 0.00024738034699112177 + }, + { + "p": 0.03179730474948883, + "m": 0.36811020970344543 + }, + { + "p": 0.11451230198144913, + "m": 0.6654734015464783 + }, + { + "p": 0.0484345518052578, + "m": 0.0 + }, + { + "p": 0.052373360842466354, + "m": 0.3517457842826843 + }, + { + "p": 0.1484811007976532, + "m": 0.7105091214179993 + }, + { + "p": 0.019438480958342552, + "m": 0.9637190103530884 + }, + { + "p": 0.09668460488319397, + "m": 0.01912204921245575 + }, + { + "p": 0.04060796648263931, + "m": 0.997421145439148 + }, + { + "p": 0.0851263627409935, + "m": 1.0 + }, + { + "p": 0.06288810819387436, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.0503395795822144, + "val_loss": 0.9667288661003113, + "acc": 68.4, + "time": 235.53769920906052, + "param": [ + { + "p": 0.10683184117078781, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10282739251852036, + "m": 1.0 + }, + { + "p": 0.11194369941949844, + "m": 0.0 + }, + { + "p": 0.016659023240208626, + "m": 0.3924504518508911 + }, + { + "p": 0.1087777242064476, + "m": 0.6665984988212585 + }, + { + "p": 0.038715120404958725, + "m": 0.0 + }, + { + "p": 0.049180977046489716, + "m": 0.36466366052627563 + }, + { + "p": 0.17530450224876404, + "m": 0.7447351217269897 + }, + { + "p": 0.017684005200862885, + "m": 0.9625715017318726 + }, + { + "p": 0.09347186982631683, + "m": 0.03922691568732262 + }, + { + "p": 0.02233419008553028, + "m": 1.0 + }, + { + "p": 0.10087591409683228, + "m": 1.0 + }, + { + "p": 0.05539364740252495, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.9813200235366821, + "val_loss": 1.0747913122177124, + "acc": 67.68, + "time": 236.40480914711952, + "param": [ + { + "p": 0.10163784772157669, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11080709099769592, + "m": 1.0 + }, + { + "p": 0.128718301653862, + "m": 0.0 + }, + { + "p": 0.03311566263437271, + "m": 0.39150309562683105 + }, + { + "p": 0.09709571301937103, + "m": 0.6731719970703125 + }, + { + "p": 0.031009450554847717, + "m": 0.0 + }, + { + "p": 0.038925789296627045, + "m": 0.38890284299850464 + }, + { + "p": 0.17690052092075348, + "m": 0.7578198313713074 + }, + { + "p": 0.019897665828466415, + "m": 0.9443971514701843 + }, + { + "p": 0.088728167116642, + "m": 0.05228298157453537 + }, + { + "p": 0.014364705421030521, + "m": 1.0 + }, + { + "p": 0.10982131212949753, + "m": 1.0 + }, + { + "p": 0.04897773638367653, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.2091467380523682, + "val_loss": 0.89019376039505, + "acc": 67.77, + "time": 235.18235428188927, + "param": [ + { + "p": 0.09631503373384476, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11584150791168213, + "m": 1.0 + }, + { + "p": 0.12569905817508698, + "m": 0.0010273566003888845 + }, + { + "p": 0.045649461448192596, + "m": 0.3625907897949219 + }, + { + "p": 0.08742580562829971, + "m": 0.6621202230453491 + }, + { + "p": 0.03601216897368431, + "m": 0.0 + }, + { + "p": 0.037947699427604675, + "m": 0.4300366938114166 + }, + { + "p": 0.17456857860088348, + "m": 0.7508997917175293 + }, + { + "p": 0.029240131378173828, + "m": 0.9502798914909363 + }, + { + "p": 0.07981269061565399, + "m": 0.06214108318090439 + }, + { + "p": 0.012575559318065643, + "m": 1.0 + }, + { + "p": 0.12010446935892105, + "m": 1.0 + }, + { + "p": 0.03880792111158371, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.0106525421142578, + "val_loss": 1.0595879554748535, + "acc": 68.62, + "time": 235.1268969620578, + "param": [ + { + "p": 0.09671740978956223, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11773493885993958, + "m": 1.0 + }, + { + "p": 0.12212774157524109, + "m": 0.007888500578701496 + }, + { + "p": 0.04427275061607361, + "m": 0.3572325110435486 + }, + { + "p": 0.08645198494195938, + "m": 0.6641017198562622 + }, + { + "p": 0.04016222804784775, + "m": 0.0318823903799057 + }, + { + "p": 0.04376467317342758, + "m": 0.4181528091430664 + }, + { + "p": 0.17272397875785828, + "m": 0.7212225794792175 + }, + { + "p": 0.03706573694944382, + "m": 0.9570306539535522 + }, + { + "p": 0.05720217525959015, + "m": 0.06744708120822906 + }, + { + "p": 0.02979351207613945, + "m": 1.0 + }, + { + "p": 0.13395710289478302, + "m": 1.0 + }, + { + "p": 0.01802568882703781, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.8627017140388489, + "val_loss": 1.0196232795715332, + "acc": 68.48, + "time": 231.2905804628972, + "param": [ + { + "p": 0.07221760600805283, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11653231084346771, + "m": 1.0 + }, + { + "p": 0.11619671434164047, + "m": 0.0 + }, + { + "p": 0.05127318203449249, + "m": 0.3008831739425659 + }, + { + "p": 0.09924973547458649, + "m": 0.638038158416748 + }, + { + "p": 0.04377150163054466, + "m": 0.01309617143124342 + }, + { + "p": 0.036362335085868835, + "m": 0.4046504497528076 + }, + { + "p": 0.18168437480926514, + "m": 0.69465571641922 + }, + { + "p": 0.05735762417316437, + "m": 0.9477404356002808 + }, + { + "p": 0.051022838801145554, + "m": 0.06620506942272186 + }, + { + "p": 0.019664494320750237, + "m": 1.0 + }, + { + "p": 0.14737620949745178, + "m": 1.0 + }, + { + "p": 0.007291087880730629, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.7591630220413208, + "val_loss": 0.883625328540802, + "acc": 67.9, + "time": 234.7115790070966, + "param": [ + { + "p": 0.042818695306777954, + "m": 1.0 + }, + { + "p": 0.0010953245218843222, + "m": 1.0 + }, + { + "p": 0.10831572860479355, + "m": 1.0 + }, + { + "p": 0.11483530700206757, + "m": 0.0 + }, + { + "p": 0.04536166787147522, + "m": 0.2504286766052246 + }, + { + "p": 0.11031048744916916, + "m": 0.5802791714668274 + }, + { + "p": 0.05898949131369591, + "m": 0.0 + }, + { + "p": 0.050654809921979904, + "m": 0.41895759105682373 + }, + { + "p": 0.18167425692081451, + "m": 0.6249889135360718 + }, + { + "p": 0.06550958752632141, + "m": 0.9441913366317749 + }, + { + "p": 0.06818272173404694, + "m": 0.06259524822235107 + }, + { + "p": 0.0, + "m": 0.9986516237258911 + }, + { + "p": 0.14938583970069885, + "m": 1.0 + }, + { + "p": 0.002866185735911131, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.8827139139175415, + "val_loss": 0.8746060132980347, + "acc": 68.34, + "time": 235.03008092707023, + "param": [ + { + "p": 0.037981580942869186, + "m": 1.0 + }, + { + "p": 0.002679484197869897, + "m": 1.0 + }, + { + "p": 0.10255729407072067, + "m": 1.0 + }, + { + "p": 0.11885666102170944, + "m": 0.004638182930648327 + }, + { + "p": 0.029976382851600647, + "m": 0.19085443019866943 + }, + { + "p": 0.09839286655187607, + "m": 0.5436021685600281 + }, + { + "p": 0.06693269312381744, + "m": 0.0 + }, + { + "p": 0.07555193454027176, + "m": 0.4229939579963684 + }, + { + "p": 0.16759707033634186, + "m": 0.5693411231040955 + }, + { + "p": 0.07509594410657883, + "m": 0.9220485687255859 + }, + { + "p": 0.06604974716901779, + "m": 0.060537345707416534 + }, + { + "p": 0.003464875975623727, + "m": 0.9992737770080566 + }, + { + "p": 0.13790738582611084, + "m": 1.0 + }, + { + "p": 0.016956165432929993, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.7558363080024719, + "val_loss": 0.824195921421051, + "acc": 69.17, + "time": 240.01832517795265, + "param": [ + { + "p": 0.032809820026159286, + "m": 1.0 + }, + { + "p": 0.004694147035479546, + "m": 1.0 + }, + { + "p": 0.10047443956136703, + "m": 1.0 + }, + { + "p": 0.12186985462903976, + "m": 0.0 + }, + { + "p": 0.012590057216584682, + "m": 0.12078619748353958 + }, + { + "p": 0.08979009091854095, + "m": 0.5199962258338928 + }, + { + "p": 0.06590445339679718, + "m": 0.0 + }, + { + "p": 0.0909406840801239, + "m": 0.3682034909725189 + }, + { + "p": 0.16243931651115417, + "m": 0.5159878730773926 + }, + { + "p": 0.08099211007356644, + "m": 0.9215672612190247 + }, + { + "p": 0.07562077045440674, + "m": 0.05540425702929497 + }, + { + "p": 0.0, + "m": 0.996924877166748 + }, + { + "p": 0.1378890722990036, + "m": 1.0 + }, + { + "p": 0.02398514933884144, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.0122939348220825, + "val_loss": 1.0388718843460083, + "acc": 69.19, + "time": 236.61969001684338, + "param": [ + { + "p": 0.04382149502635002, + "m": 1.0 + }, + { + "p": 0.002417029580101371, + "m": 1.0 + }, + { + "p": 0.0962490364909172, + "m": 1.0 + }, + { + "p": 0.11877548694610596, + "m": 0.0 + }, + { + "p": 0.021699147298932076, + "m": 0.05475011467933655 + }, + { + "p": 0.0862526074051857, + "m": 0.5309604406356812 + }, + { + "p": 0.06413081288337708, + "m": 0.03267142176628113 + }, + { + "p": 0.09807359427213669, + "m": 0.3015453815460205 + }, + { + "p": 0.14388875663280487, + "m": 0.4889305830001831 + }, + { + "p": 0.08806873112916946, + "m": 0.9246398210525513 + }, + { + "p": 0.07471445947885513, + "m": 0.05608951300382614 + }, + { + "p": 0.0003234313626307994, + "m": 0.994664192199707 + }, + { + "p": 0.1346205770969391, + "m": 1.0 + }, + { + "p": 0.026964792981743813, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.6753180623054504, + "val_loss": 0.8610810041427612, + "acc": 68.49, + "time": 233.6385515681468, + "param": [ + { + "p": 0.0428907535970211, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09958624839782715, + "m": 1.0 + }, + { + "p": 0.1270202100276947, + "m": 0.0 + }, + { + "p": 0.034582167863845825, + "m": 0.05367185175418854 + }, + { + "p": 0.08109881728887558, + "m": 0.48971015214920044 + }, + { + "p": 0.05818484351038933, + "m": 0.0 + }, + { + "p": 0.09516628086566925, + "m": 0.23016904294490814 + }, + { + "p": 0.1252370923757553, + "m": 0.4684153199195862 + }, + { + "p": 0.07352545857429504, + "m": 0.8891583681106567 + }, + { + "p": 0.06951602548360825, + "m": 0.05465106666088104 + }, + { + "p": 0.004270718898624182, + "m": 1.0 + }, + { + "p": 0.1456177532672882, + "m": 1.0 + }, + { + "p": 0.043303560465574265, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.9327275156974792, + "val_loss": 0.9143393635749817, + "acc": 67.92, + "time": 237.42400366603397, + "param": [ + { + "p": 0.026980137452483177, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10547885298728943, + "m": 1.0 + }, + { + "p": 0.1301790326833725, + "m": 0.0 + }, + { + "p": 0.06477823108434677, + "m": 0.09399189054965973 + }, + { + "p": 0.09534741193056107, + "m": 0.4297281801700592 + }, + { + "p": 0.04576282203197479, + "m": 0.0 + }, + { + "p": 0.09103149175643921, + "m": 0.20362988114356995 + }, + { + "p": 0.11403175443410873, + "m": 0.45264169573783875 + }, + { + "p": 0.0500369593501091, + "m": 0.8522470593452454 + }, + { + "p": 0.04865752160549164, + "m": 0.05066118761897087 + }, + { + "p": 0.013586308807134628, + "m": 1.0 + }, + { + "p": 0.14709524810314178, + "m": 1.0 + }, + { + "p": 0.06703422963619232, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.9366779923439026, + "val_loss": 0.8090468645095825, + "acc": 69.3, + "time": 238.21466578892432, + "param": [ + { + "p": 0.0136178657412529, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12790517508983612, + "m": 1.0 + }, + { + "p": 0.13010501861572266, + "m": 0.034037910401821136 + }, + { + "p": 0.09061913937330246, + "m": 0.07199888676404953 + }, + { + "p": 0.1063995212316513, + "m": 0.3301423490047455 + }, + { + "p": 0.03358745574951172, + "m": 0.0 + }, + { + "p": 0.08380000293254852, + "m": 0.20979341864585876 + }, + { + "p": 0.11787142604589462, + "m": 0.42391979694366455 + }, + { + "p": 0.029066579416394234, + "m": 0.8287556171417236 + }, + { + "p": 0.041409529745578766, + "m": 0.039028409868478775 + }, + { + "p": 0.009993122890591621, + "m": 1.0 + }, + { + "p": 0.13931488990783691, + "m": 1.0 + }, + { + "p": 0.07631026953458786, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.888607919216156, + "val_loss": 0.9258644580841064, + "acc": 68.93, + "time": 237.02374516008422, + "param": [ + { + "p": 0.03249463066458702, + "m": 1.0 + }, + { + "p": 0.011541679501533508, + "m": 1.0 + }, + { + "p": 0.11394604295492172, + "m": 1.0 + }, + { + "p": 0.10807988792657852, + "m": 0.008306523784995079 + }, + { + "p": 0.1025170236825943, + "m": 0.053028758615255356 + }, + { + "p": 0.09666906297206879, + "m": 0.2029065638780594 + }, + { + "p": 0.04645424708724022, + "m": 0.0 + }, + { + "p": 0.05776022747159004, + "m": 0.17122992873191833 + }, + { + "p": 0.12230230122804642, + "m": 0.41469699144363403 + }, + { + "p": 0.020442893728613853, + "m": 0.7961585521697998 + }, + { + "p": 0.05685155838727951, + "m": 0.03333815187215805 + }, + { + "p": 0.019818658009171486, + "m": 1.0 + }, + { + "p": 0.11623429507017136, + "m": 1.0 + }, + { + "p": 0.09488741308450699, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.1314888000488281, + "val_loss": 0.8029783368110657, + "acc": 68.47, + "time": 233.58010007278062, + "param": [ + { + "p": 0.041205231100320816, + "m": 1.0 + }, + { + "p": 0.011541793122887611, + "m": 1.0 + }, + { + "p": 0.1170431599020958, + "m": 1.0 + }, + { + "p": 0.09504380822181702, + "m": 0.0 + }, + { + "p": 0.11258045583963394, + "m": 0.08355417102575302 + }, + { + "p": 0.08481666445732117, + "m": 0.1656223088502884 + }, + { + "p": 0.046807244420051575, + "m": 0.0 + }, + { + "p": 0.035723019391298294, + "m": 0.12793651223182678 + }, + { + "p": 0.1203908622264862, + "m": 0.39409109950065613 + }, + { + "p": 0.030059920623898506, + "m": 0.7760913968086243 + }, + { + "p": 0.07731711119413376, + "m": 0.028332963585853577 + }, + { + "p": 0.021228400990366936, + "m": 1.0 + }, + { + "p": 0.11420578509569168, + "m": 1.0 + }, + { + "p": 0.09203653037548065, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.8491912484169006, + "val_loss": 1.0028728246688843, + "acc": 69.01, + "time": 240.64262686809525, + "param": [ + { + "p": 0.04065511375665665, + "m": 1.0 + }, + { + "p": 0.005973898805677891, + "m": 1.0 + }, + { + "p": 0.13110432028770447, + "m": 1.0 + }, + { + "p": 0.07566653192043304, + "m": 0.0 + }, + { + "p": 0.11406257748603821, + "m": 0.04984259977936745 + }, + { + "p": 0.08775652199983597, + "m": 0.145152285695076 + }, + { + "p": 0.0453038290143013, + "m": 0.005724617280066013 + }, + { + "p": 0.004799992777407169, + "m": 0.09853141009807587 + }, + { + "p": 0.1194511279463768, + "m": 0.3778112232685089 + }, + { + "p": 0.03148402273654938, + "m": 0.7503373026847839 + }, + { + "p": 0.09999638795852661, + "m": 0.03028559498488903 + }, + { + "p": 0.023075172677636147, + "m": 1.0 + }, + { + "p": 0.12497983127832413, + "m": 1.0 + }, + { + "p": 0.09569066762924194, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.7832680940628052, + "val_loss": 0.9228634238243103, + "acc": 68.95, + "time": 236.9702561700251, + "param": [ + { + "p": 0.05296384543180466, + "m": 1.0 + }, + { + "p": 0.005388494580984116, + "m": 1.0 + }, + { + "p": 0.12398938834667206, + "m": 1.0 + }, + { + "p": 0.06464312225580215, + "m": 0.0012847513426095247 + }, + { + "p": 0.09198838472366333, + "m": 0.015838025137782097 + }, + { + "p": 0.07936706393957138, + "m": 0.09801293164491653 + }, + { + "p": 0.04348944127559662, + "m": 0.016283243894577026 + }, + { + "p": 0.0, + "m": 0.10436125844717026 + }, + { + "p": 0.10923837125301361, + "m": 0.35025978088378906 + }, + { + "p": 0.02845735475420952, + "m": 0.7338312268257141 + }, + { + "p": 0.1259748339653015, + "m": 0.02049567736685276 + }, + { + "p": 0.033275116235017776, + "m": 1.0 + }, + { + "p": 0.12290854007005692, + "m": 1.0 + }, + { + "p": 0.11831606924533844, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.0916246175765991, + "val_loss": 0.9467149972915649, + "acc": 69.61, + "time": 238.17500815098174, + "param": [ + { + "p": 0.06591834127902985, + "m": 1.0 + }, + { + "p": 0.02344018593430519, + "m": 1.0 + }, + { + "p": 0.09561996161937714, + "m": 1.0 + }, + { + "p": 0.050460342317819595, + "m": 0.03299758955836296 + }, + { + "p": 0.07872224599123001, + "m": 0.005166746210306883 + }, + { + "p": 0.09345515817403793, + "m": 0.0735536515712738 + }, + { + "p": 0.04609501734375954, + "m": 0.029677070677280426 + }, + { + "p": 3.5982479857921135e-06, + "m": 0.1034604012966156 + }, + { + "p": 0.09962791204452515, + "m": 0.3319638967514038 + }, + { + "p": 0.03987864404916763, + "m": 0.7371895909309387 + }, + { + "p": 0.13557225465774536, + "m": 0.008217811584472656 + }, + { + "p": 0.03083459846675396, + "m": 0.9967920780181885 + }, + { + "p": 0.11483009904623032, + "m": 1.0 + }, + { + "p": 0.12554162740707397, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.9142529964447021, + "val_loss": 1.0873066186904907, + "acc": 67.83, + "time": 237.6942547839135, + "param": [ + { + "p": 0.06152007356286049, + "m": 1.0 + }, + { + "p": 0.020618008449673653, + "m": 1.0 + }, + { + "p": 0.08505558967590332, + "m": 1.0 + }, + { + "p": 0.04242035001516342, + "m": 0.0 + }, + { + "p": 0.0761043056845665, + "m": 0.000312540156301111 + }, + { + "p": 0.08484736829996109, + "m": 0.06311697512865067 + }, + { + "p": 0.035952236503362656, + "m": 0.0005694162682630122 + }, + { + "p": 0.0, + "m": 0.08191322535276413 + }, + { + "p": 0.10484792292118073, + "m": 0.32385724782943726 + }, + { + "p": 0.04407403990626335, + "m": 0.7506303787231445 + }, + { + "p": 0.140493243932724, + "m": 0.02582486718893051 + }, + { + "p": 0.02958722785115242, + "m": 1.0 + }, + { + "p": 0.13076022267341614, + "m": 1.0 + }, + { + "p": 0.14371941983699799, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.110183596611023, + "val_loss": 0.8876720666885376, + "acc": 68.64, + "time": 235.68449559411965, + "param": [ + { + "p": 0.03350190818309784, + "m": 1.0 + }, + { + "p": 0.019489917904138565, + "m": 1.0 + }, + { + "p": 0.09168794751167297, + "m": 1.0 + }, + { + "p": 0.03725825995206833, + "m": 0.0 + }, + { + "p": 0.06957613676786423, + "m": 0.045124076306819916 + }, + { + "p": 0.07842863351106644, + "m": 0.022772187367081642 + }, + { + "p": 0.02762545831501484, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.025000201538205147 + }, + { + "p": 0.10765917599201202, + "m": 0.30667436122894287 + }, + { + "p": 0.037757664918899536, + "m": 0.7348147630691528 + }, + { + "p": 0.1690320372581482, + "m": 0.020867321640253067 + }, + { + "p": 0.021146228536963463, + "m": 0.9990733861923218 + }, + { + "p": 0.1420111358165741, + "m": 1.0 + }, + { + "p": 0.16482555866241455, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.0097172260284424, + "val_loss": 0.8876637816429138, + "acc": 68.24, + "time": 238.9884298448451, + "param": [ + { + "p": 0.029803253710269928, + "m": 1.0 + }, + { + "p": 0.024093147367239, + "m": 1.0 + }, + { + "p": 0.09704965353012085, + "m": 1.0 + }, + { + "p": 0.039614368230104446, + "m": 0.0 + }, + { + "p": 0.05321809649467468, + "m": 0.08537185937166214 + }, + { + "p": 0.07749829441308975, + "m": 0.0 + }, + { + "p": 0.02598990499973297, + "m": 0.0 + }, + { + "p": 0.013443805277347565, + "m": 0.0 + }, + { + "p": 0.08675114810466766, + "m": 0.25568467378616333 + }, + { + "p": 0.05474015325307846, + "m": 0.7001959681510925 + }, + { + "p": 0.17764505743980408, + "m": 0.0 + }, + { + "p": 0.01716848462820053, + "m": 1.0 + }, + { + "p": 0.1380770057439804, + "m": 1.0 + }, + { + "p": 0.16490763425827026, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.0044336318969727, + "val_loss": 1.0632225275039673, + "acc": 68.63, + "time": 236.18062391807325, + "param": [ + { + "p": 0.0367865152657032, + "m": 1.0 + }, + { + "p": 0.020750751718878746, + "m": 1.0 + }, + { + "p": 0.10193546861410141, + "m": 1.0 + }, + { + "p": 0.05176125839352608, + "m": 0.0 + }, + { + "p": 0.04840865358710289, + "m": 0.09559263288974762 + }, + { + "p": 0.08727798610925674, + "m": 0.0 + }, + { + "p": 0.021154461428523064, + "m": 0.007884109392762184 + }, + { + "p": 0.028811734169721603, + "m": 0.0 + }, + { + "p": 0.0726265162229538, + "m": 0.2762329876422882 + }, + { + "p": 0.05408545583486557, + "m": 0.6796067953109741 + }, + { + "p": 0.16351155936717987, + "m": 0.0 + }, + { + "p": 0.029388535767793655, + "m": 1.0 + }, + { + "p": 0.1252860128879547, + "m": 1.0 + }, + { + "p": 0.15821506083011627, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.0188301801681519, + "val_loss": 1.009106993675232, + "acc": 68.17, + "time": 237.307117219083, + "param": [ + { + "p": 0.04636281728744507, + "m": 1.0 + }, + { + "p": 0.025366665795445442, + "m": 1.0 + }, + { + "p": 0.10640016198158264, + "m": 1.0 + }, + { + "p": 0.04171580448746681, + "m": 0.010705801658332348 + }, + { + "p": 0.042622193694114685, + "m": 0.09255193173885345 + }, + { + "p": 0.09629733115434647, + "m": 0.008053154684603214 + }, + { + "p": 0.019430162385106087, + "m": 0.014438769780099392 + }, + { + "p": 0.025577362626791, + "m": 0.01811116188764572 + }, + { + "p": 0.0756477490067482, + "m": 0.26744723320007324 + }, + { + "p": 0.0400308333337307, + "m": 0.669254720211029 + }, + { + "p": 0.16566061973571777, + "m": 0.0 + }, + { + "p": 0.03655153512954712, + "m": 0.9975595474243164 + }, + { + "p": 0.10953303426504135, + "m": 1.0 + }, + { + "p": 0.16880376636981964, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.8980216979980469, + "val_loss": 0.8962177038192749, + "acc": 68.74, + "time": 236.47140092402697, + "param": [ + { + "p": 0.056640565395355225, + "m": 1.0 + }, + { + "p": 0.0314791277050972, + "m": 1.0 + }, + { + "p": 0.10606023669242859, + "m": 1.0 + }, + { + "p": 0.06318459659814835, + "m": 0.0 + }, + { + "p": 0.04311487451195717, + "m": 0.09938182681798935 + }, + { + "p": 0.08267053216695786, + "m": 0.012719218619167805 + }, + { + "p": 0.016239158809185028, + "m": 0.011051058769226074 + }, + { + "p": 0.027597716078162193, + "m": 0.02434142492711544 + }, + { + "p": 0.0711490586400032, + "m": 0.26994383335113525 + }, + { + "p": 0.04300941526889801, + "m": 0.6805647015571594 + }, + { + "p": 0.15374015271663666, + "m": 0.0 + }, + { + "p": 0.035436488687992096, + "m": 0.9971508979797363 + }, + { + "p": 0.0891989916563034, + "m": 1.0 + }, + { + "p": 0.18047910928726196, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.0193524360656738, + "val_loss": 0.9595342874526978, + "acc": 68.41, + "time": 240.92979436996393, + "param": [ + { + "p": 0.060192614793777466, + "m": 1.0 + }, + { + "p": 0.04298892989754677, + "m": 1.0 + }, + { + "p": 0.10643701255321503, + "m": 1.0 + }, + { + "p": 0.07618210464715958, + "m": 0.0 + }, + { + "p": 0.05000973865389824, + "m": 0.12438039481639862 + }, + { + "p": 0.06046490743756294, + "m": 0.0 + }, + { + "p": 0.02287294715642929, + "m": 0.0 + }, + { + "p": 0.030966000631451607, + "m": 0.07159397751092911 + }, + { + "p": 0.06061695143580437, + "m": 0.28131189942359924 + }, + { + "p": 0.051192983984947205, + "m": 0.6836720705032349 + }, + { + "p": 0.1524663120508194, + "m": 0.0 + }, + { + "p": 0.039232343435287476, + "m": 1.0 + }, + { + "p": 0.07413382828235626, + "m": 1.0 + }, + { + "p": 0.17224329710006714, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.9716777801513672, + "val_loss": 0.8981274366378784, + "acc": 68.8, + "time": 240.27986765094101, + "param": [ + { + "p": 0.06067218631505966, + "m": 1.0 + }, + { + "p": 0.05413476750254631, + "m": 1.0 + }, + { + "p": 0.12298964709043503, + "m": 1.0 + }, + { + "p": 0.07165118306875229, + "m": 0.0 + }, + { + "p": 0.05868509039282799, + "m": 0.13006265461444855 + }, + { + "p": 0.04431372880935669, + "m": 0.0 + }, + { + "p": 0.03188363090157509, + "m": 0.0 + }, + { + "p": 0.05059291422367096, + "m": 0.10010837018489838 + }, + { + "p": 0.056100714951753616, + "m": 0.3024601638317108 + }, + { + "p": 0.06189170479774475, + "m": 0.6951196193695068 + }, + { + "p": 0.13813334703445435, + "m": 0.0 + }, + { + "p": 0.049102552235126495, + "m": 1.0 + }, + { + "p": 0.06354524940252304, + "m": 1.0 + }, + { + "p": 0.13630323112010956, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.114742636680603, + "val_loss": 0.9414114952087402, + "acc": 68.06, + "time": 237.14165165182203, + "param": [ + { + "p": 0.058749064803123474, + "m": 1.0 + }, + { + "p": 0.06852031499147415, + "m": 1.0 + }, + { + "p": 0.11777137219905853, + "m": 1.0 + }, + { + "p": 0.06690797954797745, + "m": 0.009746911935508251 + }, + { + "p": 0.06582587212324142, + "m": 0.09122490137815475 + }, + { + "p": 0.039084240794181824, + "m": 0.0008513249340467155 + }, + { + "p": 0.04656413570046425, + "m": 0.004357634112238884 + }, + { + "p": 0.0533132366836071, + "m": 0.12985292077064514 + }, + { + "p": 0.04583015292882919, + "m": 0.3243192434310913 + }, + { + "p": 0.08089286834001541, + "m": 0.696786105632782 + }, + { + "p": 0.12650622427463531, + "m": 0.0014067285228520632 + }, + { + "p": 0.05070386081933975, + "m": 0.9993417859077454 + }, + { + "p": 0.05555558577179909, + "m": 1.0 + }, + { + "p": 0.12377515435218811, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.7568333745002747, + "val_loss": 0.9761422276496887, + "acc": 68.65, + "time": 236.16664467193186, + "param": [ + { + "p": 0.06334143877029419, + "m": 1.0 + }, + { + "p": 0.08299574255943298, + "m": 1.0 + }, + { + "p": 0.11526691168546677, + "m": 1.0 + }, + { + "p": 0.06855432689189911, + "m": 0.0 + }, + { + "p": 0.05612807720899582, + "m": 0.023395413532853127 + }, + { + "p": 0.03843078017234802, + "m": 0.0 + }, + { + "p": 0.05336620286107063, + "m": 0.03139730915427208 + }, + { + "p": 0.04095248878002167, + "m": 0.1730698049068451 + }, + { + "p": 0.02825443260371685, + "m": 0.32977813482284546 + }, + { + "p": 0.08565166592597961, + "m": 0.6783482432365417 + }, + { + "p": 0.12621989846229553, + "m": 0.0 + }, + { + "p": 0.06036637723445892, + "m": 0.9967983961105347 + }, + { + "p": 0.04641718789935112, + "m": 1.0 + }, + { + "p": 0.13405442237854004, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.9205502867698669, + "val_loss": 1.0337026119232178, + "acc": 68.38, + "time": 236.90142942406237, + "param": [ + { + "p": 0.07931408286094666, + "m": 1.0 + }, + { + "p": 0.08488874137401581, + "m": 1.0 + }, + { + "p": 0.10327427089214325, + "m": 1.0 + }, + { + "p": 0.06191115081310272, + "m": 0.0 + }, + { + "p": 0.04621197283267975, + "m": 0.0009118642774410546 + }, + { + "p": 0.028721341863274574, + "m": 0.0 + }, + { + "p": 0.05968732014298439, + "m": 0.048859480768442154 + }, + { + "p": 0.04377603158354759, + "m": 0.15945518016815186 + }, + { + "p": 0.021255886182188988, + "m": 0.33884134888648987 + }, + { + "p": 0.08930132538080215, + "m": 0.6799424886703491 + }, + { + "p": 0.12299130111932755, + "m": 0.0044441730715334415 + }, + { + "p": 0.07807478308677673, + "m": 1.0 + }, + { + "p": 0.03695100173354149, + "m": 1.0 + }, + { + "p": 0.14364086091518402, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.0863388776779175, + "val_loss": 0.9447745084762573, + "acc": 68.27, + "time": 238.00140392011963, + "param": [ + { + "p": 0.08554477244615555, + "m": 1.0 + }, + { + "p": 0.08138284087181091, + "m": 1.0 + }, + { + "p": 0.11012236773967743, + "m": 1.0 + }, + { + "p": 0.0478106290102005, + "m": 0.0012295212363824248 + }, + { + "p": 0.039018817245960236, + "m": 4.85465643578209e-05 + }, + { + "p": 0.024697063490748405, + "m": 0.0 + }, + { + "p": 0.06886353343725204, + "m": 0.036110397428274155 + }, + { + "p": 0.04731307178735733, + "m": 0.15578874945640564 + }, + { + "p": 0.02705228514969349, + "m": 0.33232617378234863 + }, + { + "p": 0.09875443577766418, + "m": 0.666711688041687 + }, + { + "p": 0.12800849974155426, + "m": 0.0 + }, + { + "p": 0.07808751612901688, + "m": 1.0 + }, + { + "p": 0.014124295674264431, + "m": 1.0 + }, + { + "p": 0.1492198258638382, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.9505912065505981, + "val_loss": 1.0195058584213257, + "acc": 68.24, + "time": 238.57328273309395, + "param": [ + { + "p": 0.07889201492071152, + "m": 1.0 + }, + { + "p": 0.07549555599689484, + "m": 1.0 + }, + { + "p": 0.10091464221477509, + "m": 1.0 + }, + { + "p": 0.05212841555476189, + "m": 0.0228255745023489 + }, + { + "p": 0.028317250311374664, + "m": 0.00710112601518631 + }, + { + "p": 0.024579230695962906, + "m": 0.007401238661259413 + }, + { + "p": 0.06860797852277756, + "m": 0.03977293148636818 + }, + { + "p": 0.048666615039110184, + "m": 0.18829122185707092 + }, + { + "p": 0.036278121173381805, + "m": 0.3378257155418396 + }, + { + "p": 0.09369280189275742, + "m": 0.6314430236816406 + }, + { + "p": 0.14782698452472687, + "m": 0.0 + }, + { + "p": 0.07167414575815201, + "m": 1.0 + }, + { + "p": 0.011837071739137173, + "m": 1.0 + }, + { + "p": 0.16108913719654083, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.1085927486419678, + "val_loss": 0.9919752478599548, + "acc": 68.87, + "time": 239.9342816208955, + "param": [ + { + "p": 0.07440629601478577, + "m": 1.0 + }, + { + "p": 0.06654734909534454, + "m": 1.0 + }, + { + "p": 0.08463961631059647, + "m": 1.0 + }, + { + "p": 0.06034243106842041, + "m": 0.019941074773669243 + }, + { + "p": 0.027112865820527077, + "m": 0.0 + }, + { + "p": 0.021149365231394768, + "m": 0.0033223642967641354 + }, + { + "p": 0.06269033998250961, + "m": 0.040528587996959686 + }, + { + "p": 0.05617858096957207, + "m": 0.19163778424263 + }, + { + "p": 0.04826529696583748, + "m": 0.3677612245082855 + }, + { + "p": 0.08791200071573257, + "m": 0.6366729140281677 + }, + { + "p": 0.15863271057605743, + "m": 0.0 + }, + { + "p": 0.056705255061388016, + "m": 1.0 + }, + { + "p": 0.02039579674601555, + "m": 1.0 + }, + { + "p": 0.1750221997499466, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.7618592381477356, + "val_loss": 0.828974723815918, + "acc": 69.02, + "time": 241.22843329096213, + "param": [ + { + "p": 0.057421714067459106, + "m": 1.0 + }, + { + "p": 0.06390619277954102, + "m": 1.0 + }, + { + "p": 0.08877655863761902, + "m": 1.0 + }, + { + "p": 0.06776417046785355, + "m": 0.016856560483574867 + }, + { + "p": 0.00898518692702055, + "m": 0.010064803063869476 + }, + { + "p": 0.02455170638859272, + "m": 0.012865658849477768 + }, + { + "p": 0.06084819883108139, + "m": 0.044239308685064316 + }, + { + "p": 0.04864635318517685, + "m": 0.1502200961112976 + }, + { + "p": 0.05659744516015053, + "m": 0.37641066312789917 + }, + { + "p": 0.07621078938245773, + "m": 0.6457982063293457 + }, + { + "p": 0.18359345197677612, + "m": 0.0 + }, + { + "p": 0.05512160435318947, + "m": 0.9896677136421204 + }, + { + "p": 0.02618587017059326, + "m": 1.0 + }, + { + "p": 0.1813906878232956, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.861968994140625, + "val_loss": 1.1760705709457397, + "acc": 67.68, + "time": 238.9504632030148, + "param": [ + { + "p": 0.04742356762290001, + "m": 1.0 + }, + { + "p": 0.059395525604486465, + "m": 1.0 + }, + { + "p": 0.09748880565166473, + "m": 1.0 + }, + { + "p": 0.069859080016613, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.01168154738843441, + "m": 0.06460797041654587 + }, + { + "p": 0.07677658647298813, + "m": 0.021400345489382744 + }, + { + "p": 0.053206104785203934, + "m": 0.1486039012670517 + }, + { + "p": 0.057545825839042664, + "m": 0.3874993324279785 + }, + { + "p": 0.059038542211055756, + "m": 0.6741397380828857 + }, + { + "p": 0.211533784866333, + "m": 0.0 + }, + { + "p": 0.04191797971725464, + "m": 0.9835052490234375 + }, + { + "p": 0.041552890092134476, + "m": 1.0 + }, + { + "p": 0.17257975041866302, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.7462629675865173, + "val_loss": 1.0870460271835327, + "acc": 67.7, + "time": 231.32607978209853, + "param": [ + { + "p": 0.04586993157863617, + "m": 1.0 + }, + { + "p": 0.05558957904577255, + "m": 1.0 + }, + { + "p": 0.1020473837852478, + "m": 1.0 + }, + { + "p": 0.0698944628238678, + "m": 0.0 + }, + { + "p": 0.0005856943898834288, + "m": 0.0013727956684306264 + }, + { + "p": 0.011328364722430706, + "m": 0.09647786617279053 + }, + { + "p": 0.08598700165748596, + "m": 0.00292256660759449 + }, + { + "p": 0.03111681155860424, + "m": 0.13998253643512726 + }, + { + "p": 0.0601375475525856, + "m": 0.38124117255210876 + }, + { + "p": 0.044532448053359985, + "m": 0.6728388667106628 + }, + { + "p": 0.2351822853088379, + "m": 0.0 + }, + { + "p": 0.029103700071573257, + "m": 1.0 + }, + { + "p": 0.06415049731731415, + "m": 1.0 + }, + { + "p": 0.16447429358959198, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.2446320056915283, + "val_loss": 1.1522223949432373, + "acc": 68.07, + "time": 235.51384080690332, + "param": [ + { + "p": 0.0428127720952034, + "m": 1.0 + }, + { + "p": 0.06020110100507736, + "m": 1.0 + }, + { + "p": 0.11132963001728058, + "m": 1.0 + }, + { + "p": 0.06605604290962219, + "m": 0.0022085641976445913 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.004042624495923519, + "m": 0.12802226841449738 + }, + { + "p": 0.0798875242471695, + "m": 0.0008886894793249667 + }, + { + "p": 0.009992592968046665, + "m": 0.09527803957462311 + }, + { + "p": 0.06050340458750725, + "m": 0.37849119305610657 + }, + { + "p": 0.05237039923667908, + "m": 0.6656126976013184 + }, + { + "p": 0.2560710608959198, + "m": 0.0 + }, + { + "p": 0.024342430755496025, + "m": 1.0 + }, + { + "p": 0.06952698528766632, + "m": 1.0 + }, + { + "p": 0.1628633290529251, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.0555766820907593, + "val_loss": 1.0198558568954468, + "acc": 67.72, + "time": 238.47870235191658, + "param": [ + { + "p": 0.038006965070962906, + "m": 1.0 + }, + { + "p": 0.07187839597463608, + "m": 1.0 + }, + { + "p": 0.11137655377388, + "m": 1.0 + }, + { + "p": 0.06029152497649193, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.14604423940181732 + }, + { + "p": 0.06517091393470764, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.06047595664858818 + }, + { + "p": 0.06238201633095741, + "m": 0.40774670243263245 + }, + { + "p": 0.04810221865773201, + "m": 0.6694338917732239 + }, + { + "p": 0.2835266888141632, + "m": 0.015677236020565033 + }, + { + "p": 0.020433619618415833, + "m": 1.0 + }, + { + "p": 0.059371866285800934, + "m": 1.0 + }, + { + "p": 0.17945928871631622, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.2587922811508179, + "val_loss": 1.04440176486969, + "acc": 68.07, + "time": 238.30050854291767, + "param": [ + { + "p": 0.02543472684919834, + "m": 1.0 + }, + { + "p": 0.07423508912324905, + "m": 1.0 + }, + { + "p": 0.09250680357217789, + "m": 1.0 + }, + { + "p": 0.05750270560383797, + "m": 0.0023484129924327135 + }, + { + "p": 0.0, + "m": 0.002560847671702504 + }, + { + "p": 0.0, + "m": 0.14226293563842773 + }, + { + "p": 0.030103176832199097, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.020752422511577606 + }, + { + "p": 0.05495253950357437, + "m": 0.3998804986476898 + }, + { + "p": 0.03481283783912659, + "m": 0.697850227355957 + }, + { + "p": 0.3707931339740753, + "m": 0.019356103613972664 + }, + { + "p": 0.005374470725655556, + "m": 1.0 + }, + { + "p": 0.02680649235844612, + "m": 1.0 + }, + { + "p": 0.2274780124425888, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.0761817693710327, + "val_loss": 1.0907907485961914, + "acc": 66.94, + "time": 241.0360626450274, + "param": [ + { + "p": 0.024379912763834, + "m": 1.0 + }, + { + "p": 0.08045046031475067, + "m": 1.0 + }, + { + "p": 0.07668396085500717, + "m": 1.0 + }, + { + "p": 0.048748064786195755, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0006263887626118958, + "m": 0.12817101180553436 + }, + { + "p": 0.0, + "m": 6.455864058807492e-05 + }, + { + "p": 0.005725929047912359, + "m": 0.0 + }, + { + "p": 0.030772799625992775, + "m": 0.4015503227710724 + }, + { + "p": 0.04395778104662895, + "m": 0.7127856612205505 + }, + { + "p": 0.42545151710510254, + "m": 0.008829532191157341 + }, + { + "p": 0.005805797874927521, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.257397323846817, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.169862151145935, + "val_loss": 1.054604172706604, + "acc": 67.18, + "time": 239.63544585299678, + "param": [ + { + "p": 0.03159661963582039, + "m": 1.0 + }, + { + "p": 0.07347600907087326, + "m": 1.0 + }, + { + "p": 0.0861726775765419, + "m": 1.0 + }, + { + "p": 0.042584821581840515, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.016719438135623932 + }, + { + "p": 0.022074710577726364, + "m": 0.09080103784799576 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.004302347544580698, + "m": 0.0 + }, + { + "p": 0.013294849544763565, + "m": 0.42256975173950195 + }, + { + "p": 0.04877037927508354, + "m": 0.7164753079414368 + }, + { + "p": 0.41017967462539673, + "m": 0.0026679413858801126 + }, + { + "p": 0.02017473801970482, + "m": 0.9997451305389404 + }, + { + "p": 0.008702821098268032, + "m": 1.0 + }, + { + "p": 0.23867030441761017, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.5759968757629395, + "val_loss": 1.2477928400039673, + "acc": 67.29, + "time": 236.80363630782813, + "param": [ + { + "p": 0.026253892108798027, + "m": 1.0 + }, + { + "p": 0.07156684249639511, + "m": 1.0 + }, + { + "p": 0.08647587895393372, + "m": 1.0 + }, + { + "p": 0.037809476256370544, + "m": 0.0 + }, + { + "p": 0.0015397536335512996, + "m": 0.0359039232134819 + }, + { + "p": 0.0323217399418354, + "m": 0.04924630746245384 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.001955867512151599, + "m": 0.02287713624536991 + }, + { + "p": 0.016424041241407394, + "m": 0.43603500723838806 + }, + { + "p": 0.05589943006634712, + "m": 0.7085033059120178 + }, + { + "p": 0.37655749917030334, + "m": 0.0 + }, + { + "p": 0.04274500533938408, + "m": 0.9766760468482971 + }, + { + "p": 0.02556031011044979, + "m": 1.0 + }, + { + "p": 0.22489021718502045, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.8915067911148071, + "val_loss": 0.9133267402648926, + "acc": 67.81, + "time": 240.07908317400143, + "param": [ + { + "p": 0.009902865625917912, + "m": 1.0 + }, + { + "p": 0.07144368439912796, + "m": 1.0 + }, + { + "p": 0.08800158649682999, + "m": 1.0 + }, + { + "p": 0.04953034594655037, + "m": 0.010194721631705761 + }, + { + "p": 0.00531302485615015, + "m": 0.062013011425733566 + }, + { + "p": 0.04239519312977791, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.01450225617736578 + }, + { + "p": 0.006741395220160484, + "m": 0.05955237150192261 + }, + { + "p": 0.026158850640058517, + "m": 0.41260161995887756 + }, + { + "p": 0.05837494134902954, + "m": 0.6801729798316956 + }, + { + "p": 0.3577047884464264, + "m": 0.0 + }, + { + "p": 0.02359536848962307, + "m": 0.9491127133369446 + }, + { + "p": 0.03145783022046089, + "m": 1.0 + }, + { + "p": 0.22938008606433868, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.8531656265258789, + "val_loss": 1.165105938911438, + "acc": 67.14, + "time": 236.24958684807643, + "param": [ + { + "p": 0.003329088445752859, + "m": 1.0 + }, + { + "p": 0.06466323882341385, + "m": 1.0 + }, + { + "p": 0.09827376902103424, + "m": 1.0 + }, + { + "p": 0.07614041864871979, + "m": 0.02784634567797184 + }, + { + "p": 0.022161956876516342, + "m": 0.07726612687110901 + }, + { + "p": 0.03990400582551956, + "m": 0.00395033648237586 + }, + { + "p": 0.01638651080429554, + "m": 0.034163739532232285 + }, + { + "p": 0.01657712832093239, + "m": 0.09406143426895142 + }, + { + "p": 0.02934527024626732, + "m": 0.40519091486930847 + }, + { + "p": 0.055935099720954895, + "m": 0.6228694915771484 + }, + { + "p": 0.32058316469192505, + "m": 0.0 + }, + { + "p": 0.017190733924508095, + "m": 0.9133664965629578 + }, + { + "p": 0.02076820097863674, + "m": 1.0 + }, + { + "p": 0.21874140202999115, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.0435237884521484, + "val_loss": 1.0979030132293701, + "acc": 67.03, + "time": 238.73851510696113, + "param": [ + { + "p": 1.4134460798231885e-05, + "m": 1.0 + }, + { + "p": 0.06663645803928375, + "m": 1.0 + }, + { + "p": 0.1089140996336937, + "m": 1.0 + }, + { + "p": 0.07006152719259262, + "m": 0.006848761346191168 + }, + { + "p": 0.03357672691345215, + "m": 0.06832731515169144 + }, + { + "p": 0.046052273362874985, + "m": 0.0 + }, + { + "p": 0.02696772664785385, + "m": 0.06303945183753967 + }, + { + "p": 0.026632022112607956, + "m": 0.10366999357938766 + }, + { + "p": 0.02254997380077839, + "m": 0.39906272292137146 + }, + { + "p": 0.05752766877412796, + "m": 0.6223974227905273 + }, + { + "p": 0.29530659317970276, + "m": 0.0 + }, + { + "p": 0.008526458404958248, + "m": 0.8992575407028198 + }, + { + "p": 0.019159989431500435, + "m": 1.0 + }, + { + "p": 0.21807441115379333, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.915630042552948, + "val_loss": 1.0634037256240845, + "acc": 66.27, + "time": 235.52925409702584, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07658766210079193, + "m": 1.0 + }, + { + "p": 0.12695571780204773, + "m": 1.0 + }, + { + "p": 0.058657195419073105, + "m": 0.0 + }, + { + "p": 0.05495085194706917, + "m": 0.03865222632884979 + }, + { + "p": 0.05279826372861862, + "m": 0.0 + }, + { + "p": 0.03830470144748688, + "m": 0.07365452498197556 + }, + { + "p": 0.024194810539484024, + "m": 0.13676157593727112 + }, + { + "p": 0.014776662923395634, + "m": 0.3817266523838043 + }, + { + "p": 0.05200115963816643, + "m": 0.6121414303779602 + }, + { + "p": 0.275298535823822, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8869470953941345 + }, + { + "p": 0.008239539340138435, + "m": 1.0 + }, + { + "p": 0.21723493933677673, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.1083009243011475, + "val_loss": 1.0738396644592285, + "acc": 66.64, + "time": 238.97358568990603, + "param": [ + { + "p": 0.007568711414933205, + "m": 1.0 + }, + { + "p": 0.09682627022266388, + "m": 1.0 + }, + { + "p": 0.11829305440187454, + "m": 1.0 + }, + { + "p": 0.055959753692150116, + "m": 0.0 + }, + { + "p": 0.055314891040325165, + "m": 0.0 + }, + { + "p": 0.06433529406785965, + "m": 0.0 + }, + { + "p": 0.026296215131878853, + "m": 0.039550065994262695 + }, + { + "p": 0.027709705755114555, + "m": 0.15996909141540527 + }, + { + "p": 0.0, + "m": 0.3599543571472168 + }, + { + "p": 0.06717861443758011, + "m": 0.585526168346405 + }, + { + "p": 0.26528728008270264, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8804265260696411 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21523024141788483, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.0842442512512207, + "val_loss": 0.9430161118507385, + "acc": 66.02, + "time": 239.70960549195297, + "param": [ + { + "p": 0.024437470361590385, + "m": 1.0 + }, + { + "p": 0.11347315460443497, + "m": 1.0 + }, + { + "p": 0.11768046021461487, + "m": 1.0 + }, + { + "p": 0.04950501769781113, + "m": 0.0009337471565231681 + }, + { + "p": 0.045856963843107224, + "m": 0.0280302781611681 + }, + { + "p": 0.05054691433906555, + "m": 0.0 + }, + { + "p": 0.009021170437335968, + "m": 0.0 + }, + { + "p": 0.03236265480518341, + "m": 0.1747235804796219 + }, + { + "p": 0.0010466588428243995, + "m": 0.33195871114730835 + }, + { + "p": 0.07008654624223709, + "m": 0.5810155868530273 + }, + { + "p": 0.2544827461242676, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8854587078094482 + }, + { + "p": 0.0023984552826732397, + "m": 1.0 + }, + { + "p": 0.22910183668136597, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json new file mode 100644 index 0000000..5520edb --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 70.85, + "Time": [ + 234.64708616216978, + 4.827017300590388 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2509045600891113, + "val_loss": 2.2823474407196045, + "acc": 10.92, + "time": 233.8856649659574, + "param": [ + { + "p": 0.044966720044612885, + "m": 1.0 + }, + { + "p": 0.07978340983390808, + "m": 1.0 + }, + { + "p": 0.08976224809885025, + "m": 1.0 + }, + { + "p": 0.08792541176080704, + "m": 0.9998989701271057 + }, + { + "p": 0.06373202800750732, + "m": 1.0 + }, + { + "p": 0.048667460680007935, + "m": 0.9787577986717224 + }, + { + "p": 0.09242075681686401, + "m": 1.0 + }, + { + "p": 0.08522461354732513, + "m": 0.995320737361908 + }, + { + "p": 0.05522916838526726, + "m": 0.9657390117645264 + }, + { + "p": 0.07556488364934921, + "m": 1.0 + }, + { + "p": 0.06253575533628464, + "m": 0.9885403513908386 + }, + { + "p": 0.07498732954263687, + "m": 0.9954519271850586 + }, + { + "p": 0.09156563878059387, + "m": 1.0 + }, + { + "p": 0.047634612768888474, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.1750173568725586, + "val_loss": 2.121490716934204, + "acc": 19.75, + "time": 239.39039520407096, + "param": [ + { + "p": 0.059260547161102295, + "m": 1.0 + }, + { + "p": 0.07928268611431122, + "m": 1.0 + }, + { + "p": 0.08525107800960541, + "m": 1.0 + }, + { + "p": 0.08124098926782608, + "m": 0.967016875743866 + }, + { + "p": 0.0781383216381073, + "m": 0.9501819014549255 + }, + { + "p": 0.05785484239459038, + "m": 0.9499000310897827 + }, + { + "p": 0.08587327599525452, + "m": 0.983558177947998 + }, + { + "p": 0.0967441275715828, + "m": 0.9532750248908997 + }, + { + "p": 0.07268517464399338, + "m": 0.9850170016288757 + }, + { + "p": 0.0785064548254013, + "m": 1.0 + }, + { + "p": 0.05014703795313835, + "m": 0.9940576553344727 + }, + { + "p": 0.07544390857219696, + "m": 0.9898486137390137 + }, + { + "p": 0.08571124076843262, + "m": 1.0 + }, + { + "p": 0.013860399834811687, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.206306219100952, + "val_loss": 1.9676917791366577, + "acc": 26.73, + "time": 236.96561533305794, + "param": [ + { + "p": 0.059709642082452774, + "m": 1.0 + }, + { + "p": 0.07590899616479874, + "m": 1.0 + }, + { + "p": 0.09770869463682175, + "m": 1.0 + }, + { + "p": 0.09353737533092499, + "m": 0.9823095798492432 + }, + { + "p": 0.09624902904033661, + "m": 0.906150758266449 + }, + { + "p": 0.05564603582024574, + "m": 0.9236658811569214 + }, + { + "p": 0.07778152823448181, + "m": 0.971426248550415 + }, + { + "p": 0.10427020490169525, + "m": 0.9075783491134644 + }, + { + "p": 0.06045161932706833, + "m": 0.9858158826828003 + }, + { + "p": 0.05288023501634598, + "m": 0.9833686947822571 + }, + { + "p": 0.05704138055443764, + "m": 1.0 + }, + { + "p": 0.08888321369886398, + "m": 0.9751755595207214 + }, + { + "p": 0.07993210852146149, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.305612325668335, + "val_loss": 1.9438973665237427, + "acc": 31.32, + "time": 238.25998392188922, + "param": [ + { + "p": 0.057414501905441284, + "m": 1.0 + }, + { + "p": 0.06586362421512604, + "m": 1.0 + }, + { + "p": 0.10126205533742905, + "m": 1.0 + }, + { + "p": 0.11292199790477753, + "m": 0.9845072627067566 + }, + { + "p": 0.10233735293149948, + "m": 0.8978924751281738 + }, + { + "p": 0.04663762450218201, + "m": 0.9371545910835266 + }, + { + "p": 0.08145078271627426, + "m": 0.9473203420639038 + }, + { + "p": 0.10187545418739319, + "m": 0.8552356362342834 + }, + { + "p": 0.04639546573162079, + "m": 0.9617352485656738 + }, + { + "p": 0.03236963599920273, + "m": 0.95954430103302 + }, + { + "p": 0.04564838483929634, + "m": 0.9871257543563843 + }, + { + "p": 0.1191767081618309, + "m": 0.9949235320091248 + }, + { + "p": 0.08664644509553909, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.073695182800293, + "val_loss": 1.9448837041854858, + "acc": 30.07, + "time": 237.32532113301568, + "param": [ + { + "p": 0.07139559090137482, + "m": 1.0 + }, + { + "p": 0.04810616746544838, + "m": 1.0 + }, + { + "p": 0.09259010851383209, + "m": 1.0 + }, + { + "p": 0.11154109984636307, + "m": 0.9534622430801392 + }, + { + "p": 0.09519509971141815, + "m": 0.905563235282898 + }, + { + "p": 0.040559642016887665, + "m": 0.9672320485115051 + }, + { + "p": 0.08886111527681351, + "m": 0.8811583518981934 + }, + { + "p": 0.10290634632110596, + "m": 0.8192712068557739 + }, + { + "p": 0.04830016568303108, + "m": 0.9531794190406799 + }, + { + "p": 0.028576869517564774, + "m": 0.922466516494751 + }, + { + "p": 0.043702639639377594, + "m": 0.9775349497795105 + }, + { + "p": 0.13398733735084534, + "m": 0.9982001781463623 + }, + { + "p": 0.09427786618471146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.9241540431976318, + "val_loss": 1.955005407333374, + "acc": 34.23, + "time": 226.04213999793865, + "param": [ + { + "p": 0.08189750462770462, + "m": 1.0 + }, + { + "p": 0.029223062098026276, + "m": 1.0 + }, + { + "p": 0.09894794970750809, + "m": 1.0 + }, + { + "p": 0.08906511217355728, + "m": 0.8954797387123108 + }, + { + "p": 0.07772351801395416, + "m": 0.9215174913406372 + }, + { + "p": 0.02992725744843483, + "m": 0.9771453142166138 + }, + { + "p": 0.10144758969545364, + "m": 0.8199236392974854 + }, + { + "p": 0.0957922413945198, + "m": 0.7914869785308838 + }, + { + "p": 0.054248325526714325, + "m": 0.9548531174659729 + }, + { + "p": 0.030491014942526817, + "m": 0.8847208619117737 + }, + { + "p": 0.06534778326749802, + "m": 0.9997571110725403 + }, + { + "p": 0.14151506125926971, + "m": 0.9978795647621155 + }, + { + "p": 0.10437360405921936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.8771435022354126, + "val_loss": 1.7189425230026245, + "acc": 38.2, + "time": 235.39207681478, + "param": [ + { + "p": 0.0859050527215004, + "m": 1.0 + }, + { + "p": 0.0306483656167984, + "m": 1.0 + }, + { + "p": 0.10436727106571198, + "m": 1.0 + }, + { + "p": 0.07236281782388687, + "m": 0.8325067162513733 + }, + { + "p": 0.0747629925608635, + "m": 0.8906279802322388 + }, + { + "p": 0.029981054365634918, + "m": 0.9842655658721924 + }, + { + "p": 0.09316283464431763, + "m": 0.7888955473899841 + }, + { + "p": 0.0879349634051323, + "m": 0.7864393591880798 + }, + { + "p": 0.062212858349084854, + "m": 0.9708806872367859 + }, + { + "p": 0.05278170108795166, + "m": 0.8201131820678711 + }, + { + "p": 0.08337018638849258, + "m": 1.0 + }, + { + "p": 0.11925570666790009, + "m": 0.9988184571266174 + }, + { + "p": 0.10231708735227585, + "m": 1.0 + }, + { + "p": 0.0009371380438096821, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.852006196975708, + "val_loss": 1.6801892518997192, + "acc": 39.14, + "time": 235.5760454540141, + "param": [ + { + "p": 0.09692727774381638, + "m": 1.0 + }, + { + "p": 0.00905739888548851, + "m": 1.0 + }, + { + "p": 0.11023642867803574, + "m": 1.0 + }, + { + "p": 0.07347604632377625, + "m": 0.7493733763694763 + }, + { + "p": 0.07322946935892105, + "m": 0.8772907257080078 + }, + { + "p": 0.014255466870963573, + "m": 1.0 + }, + { + "p": 0.08359448611736298, + "m": 0.7385959029197693 + }, + { + "p": 0.0861121118068695, + "m": 0.7529364228248596 + }, + { + "p": 0.06612196564674377, + "m": 0.9636967182159424 + }, + { + "p": 0.06359487026929855, + "m": 0.7874447107315063 + }, + { + "p": 0.08454862982034683, + "m": 0.9974469542503357 + }, + { + "p": 0.12446039170026779, + "m": 0.9753522872924805 + }, + { + "p": 0.11438543349504471, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.7967147827148438, + "val_loss": 1.6337132453918457, + "acc": 41.88, + "time": 234.58727628318593, + "param": [ + { + "p": 0.11626268923282623, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11765515804290771, + "m": 1.0 + }, + { + "p": 0.07564468681812286, + "m": 0.7001768350601196 + }, + { + "p": 0.07176025956869125, + "m": 0.9076923727989197 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06472093611955643, + "m": 0.7125861048698425 + }, + { + "p": 0.07475442439317703, + "m": 0.7430182695388794 + }, + { + "p": 0.06337492913007736, + "m": 0.9320506453514099 + }, + { + "p": 0.06351666152477264, + "m": 0.7626909017562866 + }, + { + "p": 0.0891677513718605, + "m": 0.9789478182792664 + }, + { + "p": 0.13442330062389374, + "m": 0.9781580567359924 + }, + { + "p": 0.128719300031662, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.7383646965026855, + "val_loss": 1.618177056312561, + "acc": 41.76, + "time": 237.95318883191794, + "param": [ + { + "p": 0.1410919725894928, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12150514125823975, + "m": 1.0 + }, + { + "p": 0.07973284274339676, + "m": 0.6707661151885986 + }, + { + "p": 0.036005083471536636, + "m": 0.9471320509910583 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0667351558804512, + "m": 0.6822043061256409 + }, + { + "p": 0.0477256178855896, + "m": 0.7534224987030029 + }, + { + "p": 0.06294699013233185, + "m": 0.9337645173072815 + }, + { + "p": 0.061688799411058426, + "m": 0.7440429329872131 + }, + { + "p": 0.10336071997880936, + "m": 0.9800278544425964 + }, + { + "p": 0.13608375191688538, + "m": 0.9874240159988403 + }, + { + "p": 0.1431238353252411, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8403379917144775, + "val_loss": 1.5817077159881592, + "acc": 45.66, + "time": 234.5543067068793, + "param": [ + { + "p": 0.1728218048810959, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13622869551181793, + "m": 1.0 + }, + { + "p": 0.07642634212970734, + "m": 0.6023849844932556 + }, + { + "p": 0.0, + "m": 0.9903293251991272 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06832503527402878, + "m": 0.6426764130592346 + }, + { + "p": 0.0, + "m": 0.7321597933769226 + }, + { + "p": 0.057430118322372437, + "m": 0.8924606442451477 + }, + { + "p": 0.05582931637763977, + "m": 0.7505643367767334 + }, + { + "p": 0.10083966702222824, + "m": 0.9238804578781128 + }, + { + "p": 0.14912380278110504, + "m": 1.0 + }, + { + "p": 0.18297527730464935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.667595386505127, + "val_loss": 1.4533299207687378, + "acc": 45.3, + "time": 229.70985660282895, + "param": [ + { + "p": 0.20060192048549652, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14680859446525574, + "m": 1.0 + }, + { + "p": 0.05026169866323471, + "m": 0.5437754988670349 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046890757977962494, + "m": 0.603887140750885 + }, + { + "p": 0.0, + "m": 0.7156198024749756 + }, + { + "p": 0.03945741057395935, + "m": 0.8387988805770874 + }, + { + "p": 0.02700849249958992, + "m": 0.7826842069625854 + }, + { + "p": 0.08895163983106613, + "m": 0.8651217222213745 + }, + { + "p": 0.17122946679592133, + "m": 1.0 + }, + { + "p": 0.22878995537757874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.8039332628250122, + "val_loss": 1.4685845375061035, + "acc": 47.86, + "time": 233.5931178589817, + "param": [ + { + "p": 0.24578775465488434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1559428721666336, + "m": 1.0 + }, + { + "p": 0.02110923081636429, + "m": 0.5186288952827454 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015341851860284805, + "m": 0.5666820406913757 + }, + { + "p": 0.0, + "m": 0.7256497740745544 + }, + { + "p": 0.006884158588945866, + "m": 0.8087297081947327 + }, + { + "p": 0.0, + "m": 0.7827737331390381 + }, + { + "p": 0.07044530659914017, + "m": 0.8216346502304077 + }, + { + "p": 0.2012508362531662, + "m": 1.0 + }, + { + "p": 0.2832379937171936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7012135982513428, + "val_loss": 1.462690830230713, + "acc": 47.51, + "time": 237.77991556981578, + "param": [ + { + "p": 0.26906856894493103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16492246091365814, + "m": 1.0 + }, + { + "p": 0.0019931108690798283, + "m": 0.4839770793914795 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5268989205360413 + }, + { + "p": 0.0, + "m": 0.7206296324729919 + }, + { + "p": 0.0, + "m": 0.7926020622253418 + }, + { + "p": 0.0, + "m": 0.7915481328964233 + }, + { + "p": 0.048272471874952316, + "m": 0.7755136489868164 + }, + { + "p": 0.21068806946277618, + "m": 1.0 + }, + { + "p": 0.30505529046058655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.6973856687545776, + "val_loss": 1.4738776683807373, + "acc": 50.01, + "time": 236.12561017880216, + "param": [ + { + "p": 0.2591240406036377, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16833026707172394, + "m": 1.0 + }, + { + "p": 0.006360339932143688, + "m": 0.4507349133491516 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0004117555799894035, + "m": 0.4857928156852722 + }, + { + "p": 0.003774555865675211, + "m": 0.7128304243087769 + }, + { + "p": 0.0, + "m": 0.7777257561683655 + }, + { + "p": 0.008450988680124283, + "m": 0.7918719053268433 + }, + { + "p": 0.05027744174003601, + "m": 0.7579498887062073 + }, + { + "p": 0.20830552279949188, + "m": 1.0 + }, + { + "p": 0.29496514797210693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.8133074045181274, + "val_loss": 1.5249539613723755, + "acc": 49.47, + "time": 229.13019016291946, + "param": [ + { + "p": 0.2212647944688797, + "m": 1.0 + }, + { + "p": 0.0019279704429209232, + "m": 1.0 + }, + { + "p": 0.16111747920513153, + "m": 1.0 + }, + { + "p": 0.014055700041353703, + "m": 0.43577778339385986 + }, + { + "p": 0.004433234687894583, + "m": 1.0 + }, + { + "p": 0.004892940632998943, + "m": 1.0 + }, + { + "p": 0.003880304517224431, + "m": 0.4872315526008606 + }, + { + "p": 0.0289465319365263, + "m": 0.7417086958885193 + }, + { + "p": 0.010828524827957153, + "m": 0.7737768888473511 + }, + { + "p": 0.029670050367712975, + "m": 0.7922571301460266 + }, + { + "p": 0.060602378100156784, + "m": 0.7610080242156982 + }, + { + "p": 0.18886886537075043, + "m": 1.0 + }, + { + "p": 0.26082393527030945, + "m": 1.0 + }, + { + "p": 0.008687341585755348, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.5799567699432373, + "val_loss": 1.396276831626892, + "acc": 50.3, + "time": 237.0848124239128, + "param": [ + { + "p": 0.16699664294719696, + "m": 1.0 + }, + { + "p": 0.006642013322561979, + "m": 1.0 + }, + { + "p": 0.14757414162158966, + "m": 1.0 + }, + { + "p": 0.03338243067264557, + "m": 0.4078778326511383 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016370851546525955, + "m": 1.0 + }, + { + "p": 0.015560497529804707, + "m": 0.46853411197662354 + }, + { + "p": 0.05834487825632095, + "m": 0.7700966596603394 + }, + { + "p": 0.03302996605634689, + "m": 0.7948212623596191 + }, + { + "p": 0.06145108491182327, + "m": 0.7763119339942932 + }, + { + "p": 0.07093172520399094, + "m": 0.7779375314712524 + }, + { + "p": 0.1558578461408615, + "m": 1.0 + }, + { + "p": 0.20320656895637512, + "m": 1.0 + }, + { + "p": 0.030651314184069633, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.6778253316879272, + "val_loss": 1.2759716510772705, + "acc": 51.53, + "time": 237.02613496501, + "param": [ + { + "p": 0.14779171347618103, + "m": 1.0 + }, + { + "p": 0.005713590420782566, + "m": 1.0 + }, + { + "p": 0.13589279353618622, + "m": 1.0 + }, + { + "p": 0.03735329955816269, + "m": 0.4005886912345886 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011812165379524231, + "m": 1.0 + }, + { + "p": 0.018755976110696793, + "m": 0.4528331756591797 + }, + { + "p": 0.059892069548368454, + "m": 0.7917048335075378 + }, + { + "p": 0.04553987458348274, + "m": 0.7923650741577148 + }, + { + "p": 0.08281291276216507, + "m": 0.7625709772109985 + }, + { + "p": 0.0834180936217308, + "m": 0.7852450013160706 + }, + { + "p": 0.15194043517112732, + "m": 1.0 + }, + { + "p": 0.18327152729034424, + "m": 1.0 + }, + { + "p": 0.03580547869205475, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.6371108293533325, + "val_loss": 1.2841156721115112, + "acc": 53.86, + "time": 236.80622759391554, + "param": [ + { + "p": 0.1503441035747528, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1538303792476654, + "m": 1.0 + }, + { + "p": 0.018070686608552933, + "m": 0.39254409074783325 + }, + { + "p": 0.0, + "m": 0.9983949661254883 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013977262191474438, + "m": 0.41521862149238586 + }, + { + "p": 0.04398998245596886, + "m": 0.7851510643959045 + }, + { + "p": 0.04276321083307266, + "m": 0.7667960524559021 + }, + { + "p": 0.10151679068803787, + "m": 0.7676603198051453 + }, + { + "p": 0.09172996878623962, + "m": 0.7700004577636719 + }, + { + "p": 0.16457629203796387, + "m": 1.0 + }, + { + "p": 0.2150612473487854, + "m": 1.0 + }, + { + "p": 0.004140124190598726, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.306106686592102, + "val_loss": 1.3178991079330444, + "acc": 52.27, + "time": 233.84298979188316, + "param": [ + { + "p": 0.1550617516040802, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16475413739681244, + "m": 1.0 + }, + { + "p": 0.007181741762906313, + "m": 0.38731926679611206 + }, + { + "p": 0.0, + "m": 0.9846751093864441 + }, + { + "p": 0.0, + "m": 0.9995124340057373 + }, + { + "p": 0.009970095008611679, + "m": 0.38355007767677307 + }, + { + "p": 0.02752844989299774, + "m": 0.7658920288085938 + }, + { + "p": 0.03730453923344612, + "m": 0.7450896501541138 + }, + { + "p": 0.10444527119398117, + "m": 0.7773249745368958 + }, + { + "p": 0.09140224009752274, + "m": 0.7477449774742126 + }, + { + "p": 0.16818901896476746, + "m": 0.9934373497962952 + }, + { + "p": 0.23416271805763245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.4133334159851074, + "val_loss": 1.2545336484909058, + "acc": 53.72, + "time": 235.65252741798759, + "param": [ + { + "p": 0.15131805837154388, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1657501757144928, + "m": 1.0 + }, + { + "p": 0.008868217468261719, + "m": 0.37975940108299255 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009691016166470945, + "m": 0.986703634262085 + }, + { + "p": 0.015117916278541088, + "m": 0.34178340435028076 + }, + { + "p": 0.015151076018810272, + "m": 0.7529987096786499 + }, + { + "p": 0.032262712717056274, + "m": 0.7324281334877014 + }, + { + "p": 0.10834398120641708, + "m": 0.7991513013839722 + }, + { + "p": 0.08778358995914459, + "m": 0.7508246302604675 + }, + { + "p": 0.17270523309707642, + "m": 1.0 + }, + { + "p": 0.24172991514205933, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.6778371334075928, + "val_loss": 1.178394079208374, + "acc": 53.55, + "time": 238.1355405759532, + "param": [ + { + "p": 0.15647689998149872, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16180844604969025, + "m": 1.0 + }, + { + "p": 0.011123326607048512, + "m": 0.4076883792877197 + }, + { + "p": 0.0, + "m": 0.9982036352157593 + }, + { + "p": 0.005499457940459251, + "m": 0.9674441814422607 + }, + { + "p": 0.0229024700820446, + "m": 0.3285170793533325 + }, + { + "p": 0.0, + "m": 0.7292547225952148 + }, + { + "p": 0.028198106214404106, + "m": 0.7319108247756958 + }, + { + "p": 0.10208617895841599, + "m": 0.8026309609413147 + }, + { + "p": 0.09084122627973557, + "m": 0.7604612112045288 + }, + { + "p": 0.1681233048439026, + "m": 0.9996609687805176 + }, + { + "p": 0.2529405355453491, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.1778820753097534, + "val_loss": 1.2155734300613403, + "acc": 55.62, + "time": 233.98294069012627, + "param": [ + { + "p": 0.14986291527748108, + "m": 1.0 + }, + { + "p": 0.0004529291472863406, + "m": 1.0 + }, + { + "p": 0.14483220875263214, + "m": 1.0 + }, + { + "p": 0.01546113844960928, + "m": 0.4383697807788849 + }, + { + "p": 0.0004865061491727829, + "m": 0.9829658269882202 + }, + { + "p": 0.000608278380241245, + "m": 0.9884486198425293 + }, + { + "p": 0.042254120111465454, + "m": 0.3441431522369385 + }, + { + "p": 0.00928273145109415, + "m": 0.7448906302452087 + }, + { + "p": 0.037979740649461746, + "m": 0.7351495027542114 + }, + { + "p": 0.08960803598165512, + "m": 0.7966716885566711 + }, + { + "p": 0.10135892033576965, + "m": 0.7724770903587341 + }, + { + "p": 0.14400048553943634, + "m": 1.0 + }, + { + "p": 0.2624216079711914, + "m": 1.0 + }, + { + "p": 0.0013903899816796184, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.4112876653671265, + "val_loss": 1.2683651447296143, + "acc": 55.57, + "time": 228.99385798582807, + "param": [ + { + "p": 0.14995186030864716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12980163097381592, + "m": 1.0 + }, + { + "p": 0.008990961126983166, + "m": 0.46416234970092773 + }, + { + "p": 0.0, + "m": 0.9982662200927734 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.044206857681274414, + "m": 0.33525508642196655 + }, + { + "p": 0.009826580062508583, + "m": 0.7809846997261047 + }, + { + "p": 0.04631539061665535, + "m": 0.7326841354370117 + }, + { + "p": 0.0796479731798172, + "m": 0.7739099264144897 + }, + { + "p": 0.114277184009552, + "m": 0.7689419388771057 + }, + { + "p": 0.13336865603923798, + "m": 1.0 + }, + { + "p": 0.2836129069328308, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.4127877950668335, + "val_loss": 1.2558883428573608, + "acc": 56.97, + "time": 236.78186957817525, + "param": [ + { + "p": 0.15801091492176056, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1170419305562973, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.47209152579307556 + }, + { + "p": 0.0, + "m": 0.9951145052909851 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.034055110067129135, + "m": 0.3269328773021698 + }, + { + "p": 0.010215094313025475, + "m": 0.7880241870880127 + }, + { + "p": 0.04758971929550171, + "m": 0.7352234125137329 + }, + { + "p": 0.08050242811441422, + "m": 0.752233624458313 + }, + { + "p": 0.12262509763240814, + "m": 0.7718310356140137 + }, + { + "p": 0.11791495233774185, + "m": 1.0 + }, + { + "p": 0.31204473972320557, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.5055930614471436, + "val_loss": 1.0939997434616089, + "acc": 57.47, + "time": 237.07697959500365, + "param": [ + { + "p": 0.16581453382968903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11340892314910889, + "m": 1.0 + }, + { + "p": 0.0005834777257405221, + "m": 0.46530720591545105 + }, + { + "p": 0.0, + "m": 0.9853227138519287 + }, + { + "p": 0.0007410135585814714, + "m": 0.9912618398666382 + }, + { + "p": 0.04237984120845795, + "m": 0.33846333622932434 + }, + { + "p": 0.0005210965755395591, + "m": 0.8317287564277649 + }, + { + "p": 0.03176608309149742, + "m": 0.7277347445487976 + }, + { + "p": 0.09031587094068527, + "m": 0.73255455493927 + }, + { + "p": 0.12772727012634277, + "m": 0.7832306623458862 + }, + { + "p": 0.10695977509021759, + "m": 1.0 + }, + { + "p": 0.3197821378707886, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.6312291622161865, + "val_loss": 1.2858611345291138, + "acc": 57.36, + "time": 236.5042949600611, + "param": [ + { + "p": 0.16628588736057281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10493456572294235, + "m": 1.0 + }, + { + "p": 0.0025746366009116173, + "m": 0.4702465236186981 + }, + { + "p": 0.0015108584193512797, + "m": 0.9653013944625854 + }, + { + "p": 0.006708896718919277, + "m": 0.9883939027786255 + }, + { + "p": 0.051118120551109314, + "m": 0.3587128520011902 + }, + { + "p": 0.0056610675528645515, + "m": 0.8418927192687988 + }, + { + "p": 0.02903338521718979, + "m": 0.7217969298362732 + }, + { + "p": 0.09574588388204575, + "m": 0.7352142333984375 + }, + { + "p": 0.1263635754585266, + "m": 0.7909426689147949 + }, + { + "p": 0.10393598675727844, + "m": 1.0 + }, + { + "p": 0.30167073011398315, + "m": 1.0 + }, + { + "p": 0.0044563887640833855, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.5489416122436523, + "val_loss": 1.1857210397720337, + "acc": 57.68, + "time": 224.93510299082845, + "param": [ + { + "p": 0.1500110775232315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09689914435148239, + "m": 1.0 + }, + { + "p": 0.007123141549527645, + "m": 0.45665863156318665 + }, + { + "p": 0.0, + "m": 0.9579218626022339 + }, + { + "p": 0.024772096425294876, + "m": 1.0 + }, + { + "p": 0.061583004891872406, + "m": 0.3507290780544281 + }, + { + "p": 0.016174308955669403, + "m": 0.855540931224823 + }, + { + "p": 0.04088764637708664, + "m": 0.7259810566902161 + }, + { + "p": 0.09824070334434509, + "m": 0.7433038949966431 + }, + { + "p": 0.12246639281511307, + "m": 0.8087990283966064 + }, + { + "p": 0.10520214587450027, + "m": 1.0 + }, + { + "p": 0.2609817385673523, + "m": 1.0 + }, + { + "p": 0.015658507123589516, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.237105131149292, + "val_loss": 1.1313551664352417, + "acc": 59.08, + "time": 235.40083648706786, + "param": [ + { + "p": 0.13377714157104492, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09782186895608902, + "m": 1.0 + }, + { + "p": 0.013232971541583538, + "m": 0.4535888731479645 + }, + { + "p": 0.00452938349917531, + "m": 0.9506285786628723 + }, + { + "p": 0.0408763661980629, + "m": 1.0 + }, + { + "p": 0.07188862562179565, + "m": 0.3414246439933777 + }, + { + "p": 0.02746417559683323, + "m": 0.8766613006591797 + }, + { + "p": 0.045391589403152466, + "m": 0.7280223369598389 + }, + { + "p": 0.1009737178683281, + "m": 0.7490186095237732 + }, + { + "p": 0.11734993755817413, + "m": 0.8203149437904358 + }, + { + "p": 0.10069029033184052, + "m": 0.9984520673751831 + }, + { + "p": 0.2303103506565094, + "m": 1.0 + }, + { + "p": 0.015693577006459236, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.5611430406570435, + "val_loss": 1.2516356706619263, + "acc": 58.94, + "time": 238.9149350898806, + "param": [ + { + "p": 0.1281498819589615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10053890943527222, + "m": 1.0 + }, + { + "p": 0.014627239666879177, + "m": 0.44038039445877075 + }, + { + "p": 0.0009259062935598195, + "m": 0.9544581174850464 + }, + { + "p": 0.04928328096866608, + "m": 1.0 + }, + { + "p": 0.07452083379030228, + "m": 0.3179447054862976 + }, + { + "p": 0.03613598644733429, + "m": 0.8791265487670898 + }, + { + "p": 0.05241461843252182, + "m": 0.7344031929969788 + }, + { + "p": 0.09552773833274841, + "m": 0.7601456642150879 + }, + { + "p": 0.1137203574180603, + "m": 0.8317580819129944 + }, + { + "p": 0.10540205240249634, + "m": 1.0 + }, + { + "p": 0.2167336344718933, + "m": 1.0 + }, + { + "p": 0.012019614689052105, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.3181370496749878, + "val_loss": 1.1575355529785156, + "acc": 58.02, + "time": 237.0794398500584, + "param": [ + { + "p": 0.13425463438034058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10225198417901993, + "m": 1.0 + }, + { + "p": 0.011421442031860352, + "m": 0.4180315136909485 + }, + { + "p": 0.0, + "m": 0.9591473340988159 + }, + { + "p": 0.04695507884025574, + "m": 1.0 + }, + { + "p": 0.06942079961299896, + "m": 0.27337196469306946 + }, + { + "p": 0.04084543138742447, + "m": 0.9015854597091675 + }, + { + "p": 0.05605288967490196, + "m": 0.7377201914787292 + }, + { + "p": 0.09632010757923126, + "m": 0.742183268070221 + }, + { + "p": 0.10722911357879639, + "m": 0.8500650525093079 + }, + { + "p": 0.11307718604803085, + "m": 1.0 + }, + { + "p": 0.22209161520004272, + "m": 1.0 + }, + { + "p": 7.969001308083534e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.3384358882904053, + "val_loss": 1.1103591918945312, + "acc": 59.71, + "time": 234.14135740906931, + "param": [ + { + "p": 0.14195550978183746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10513393580913544, + "m": 1.0 + }, + { + "p": 0.017817821353673935, + "m": 0.4041610360145569 + }, + { + "p": 0.0, + "m": 0.9537177085876465 + }, + { + "p": 0.048280347138643265, + "m": 0.9994034767150879 + }, + { + "p": 0.06215331330895424, + "m": 0.2576137185096741 + }, + { + "p": 0.028902042657136917, + "m": 0.9035472869873047 + }, + { + "p": 0.04738084226846695, + "m": 0.7226415276527405 + }, + { + "p": 0.09690692275762558, + "m": 0.7328127026557922 + }, + { + "p": 0.10156188905239105, + "m": 0.8468548059463501 + }, + { + "p": 0.12527893483638763, + "m": 1.0 + }, + { + "p": 0.2246284782886505, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.5132359266281128, + "val_loss": 1.0215766429901123, + "acc": 60.41, + "time": 231.35967950103804, + "param": [ + { + "p": 0.1466018557548523, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10833945125341415, + "m": 1.0 + }, + { + "p": 0.02308829501271248, + "m": 0.39041104912757874 + }, + { + "p": 0.0, + "m": 0.9595243334770203 + }, + { + "p": 0.05356191471219063, + "m": 0.9613929390907288 + }, + { + "p": 0.06715425103902817, + "m": 0.21144622564315796 + }, + { + "p": 0.014631997793912888, + "m": 0.9016858339309692 + }, + { + "p": 0.031236307695508003, + "m": 0.7089042663574219 + }, + { + "p": 0.09644956886768341, + "m": 0.718545138835907 + }, + { + "p": 0.10484160482883453, + "m": 0.8556419610977173 + }, + { + "p": 0.13145242631435394, + "m": 1.0 + }, + { + "p": 0.22264228761196136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.4550596475601196, + "val_loss": 1.1024422645568848, + "acc": 60.84, + "time": 236.37373337801546, + "param": [ + { + "p": 0.15302884578704834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10888452082872391, + "m": 1.0 + }, + { + "p": 0.014922400936484337, + "m": 0.3894594609737396 + }, + { + "p": 0.0, + "m": 0.9978095293045044 + }, + { + "p": 0.04908327758312225, + "m": 0.9536018967628479 + }, + { + "p": 0.06773332506418228, + "m": 0.18020208179950714 + }, + { + "p": 0.00012509954103734344, + "m": 0.9301801919937134 + }, + { + "p": 0.02038337104022503, + "m": 0.6906872987747192 + }, + { + "p": 0.1012134701013565, + "m": 0.7275776863098145 + }, + { + "p": 0.11584113538265228, + "m": 0.8519894480705261 + }, + { + "p": 0.14173124730587006, + "m": 1.0 + }, + { + "p": 0.226073756814003, + "m": 1.0 + }, + { + "p": 0.000979593489319086, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.246572732925415, + "val_loss": 1.0807697772979736, + "acc": 60.45, + "time": 237.86853101896122, + "param": [ + { + "p": 0.14832065999507904, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10886428505182266, + "m": 1.0 + }, + { + "p": 0.014958539046347141, + "m": 0.40944430232048035 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03916843980550766, + "m": 0.9642497301101685 + }, + { + "p": 0.058540210127830505, + "m": 0.15882034599781036 + }, + { + "p": 0.002905783010646701, + "m": 0.940697968006134 + }, + { + "p": 0.026671798899769783, + "m": 0.6774603128433228 + }, + { + "p": 0.11201506853103638, + "m": 0.7443405389785767 + }, + { + "p": 0.11496451497077942, + "m": 0.827856183052063 + }, + { + "p": 0.14288769662380219, + "m": 1.0 + }, + { + "p": 0.23070305585861206, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.283594012260437, + "val_loss": 1.1126844882965088, + "acc": 61.78, + "time": 235.26216211216524, + "param": [ + { + "p": 0.14347650110721588, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1075553148984909, + "m": 1.0 + }, + { + "p": 0.03222063183784485, + "m": 0.44281744956970215 + }, + { + "p": 0.00048804862308315933, + "m": 1.0 + }, + { + "p": 0.0331038273870945, + "m": 0.9624288082122803 + }, + { + "p": 0.05464458093047142, + "m": 0.17369510233402252 + }, + { + "p": 0.0037372722290456295, + "m": 0.9400108456611633 + }, + { + "p": 0.03842192515730858, + "m": 0.6652753949165344 + }, + { + "p": 0.13028700649738312, + "m": 0.7360329627990723 + }, + { + "p": 0.10382445901632309, + "m": 0.8044343590736389 + }, + { + "p": 0.1328727900981903, + "m": 0.9921211004257202 + }, + { + "p": 0.21713542938232422, + "m": 1.0 + }, + { + "p": 0.002232155529782176, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.280806064605713, + "val_loss": 1.1400904655456543, + "acc": 61.26, + "time": 233.0806272411719, + "param": [ + { + "p": 0.14496569335460663, + "m": 1.0 + }, + { + "p": 0.001630503567866981, + "m": 1.0 + }, + { + "p": 0.10617883503437042, + "m": 1.0 + }, + { + "p": 0.0502496175467968, + "m": 0.43440309166908264 + }, + { + "p": 0.0001374174898955971, + "m": 1.0 + }, + { + "p": 0.016290530562400818, + "m": 0.957416832447052 + }, + { + "p": 0.045480482280254364, + "m": 0.2186327576637268 + }, + { + "p": 0.008962271735072136, + "m": 0.9590237736701965 + }, + { + "p": 0.05335190147161484, + "m": 0.6644195318222046 + }, + { + "p": 0.1420595347881317, + "m": 0.7365575432777405 + }, + { + "p": 0.09211636334657669, + "m": 0.7854796648025513 + }, + { + "p": 0.13073290884494781, + "m": 0.9844800233840942 + }, + { + "p": 0.2078438699245453, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.4137905836105347, + "val_loss": 1.0694408416748047, + "acc": 62.39, + "time": 233.779379674932, + "param": [ + { + "p": 0.1326577365398407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11901523917913437, + "m": 1.0 + }, + { + "p": 0.0714501366019249, + "m": 0.408911794424057 + }, + { + "p": 0.0, + "m": 0.9883230924606323 + }, + { + "p": 0.0047119781374931335, + "m": 0.9680330157279968 + }, + { + "p": 0.02753453701734543, + "m": 0.2407998889684677 + }, + { + "p": 0.008095785975456238, + "m": 0.9501382112503052 + }, + { + "p": 0.0629526674747467, + "m": 0.6692963242530823 + }, + { + "p": 0.14844873547554016, + "m": 0.7414529323577881 + }, + { + "p": 0.08779533952474594, + "m": 0.7836383581161499 + }, + { + "p": 0.13747242093086243, + "m": 0.9915794134140015 + }, + { + "p": 0.1998654156923294, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.5041320323944092, + "val_loss": 1.1963154077529907, + "acc": 62.3, + "time": 233.61370021104813, + "param": [ + { + "p": 0.12735453248023987, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13392804563045502, + "m": 1.0 + }, + { + "p": 0.08057369291782379, + "m": 0.4126543700695038 + }, + { + "p": 0.0, + "m": 0.9833464622497559 + }, + { + "p": 0.0, + "m": 0.9428495168685913 + }, + { + "p": 0.0026507535949349403, + "m": 0.2648547291755676 + }, + { + "p": 0.0020972280763089657, + "m": 0.940719723701477 + }, + { + "p": 0.05600642412900925, + "m": 0.6653156280517578 + }, + { + "p": 0.14888878166675568, + "m": 0.7462835311889648 + }, + { + "p": 0.08757936954498291, + "m": 0.7799535393714905 + }, + { + "p": 0.14173610508441925, + "m": 1.0 + }, + { + "p": 0.21918512880802155, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.1719911098480225, + "val_loss": 1.0559014081954956, + "acc": 63.56, + "time": 237.454629085958, + "param": [ + { + "p": 0.12151141464710236, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13934044539928436, + "m": 1.0 + }, + { + "p": 0.08128765970468521, + "m": 0.41516995429992676 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9343940019607544 + }, + { + "p": 0.0, + "m": 0.3089843690395355 + }, + { + "p": 0.014794163405895233, + "m": 0.9235193729400635 + }, + { + "p": 0.05474432185292244, + "m": 0.6604615449905396 + }, + { + "p": 0.14251086115837097, + "m": 0.7449826002120972 + }, + { + "p": 0.08782630413770676, + "m": 0.7922740578651428 + }, + { + "p": 0.13793064653873444, + "m": 1.0 + }, + { + "p": 0.22005417943000793, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.3381260633468628, + "val_loss": 1.0767627954483032, + "acc": 63.97, + "time": 238.79315692186356, + "param": [ + { + "p": 0.11490032821893692, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14376991987228394, + "m": 1.0 + }, + { + "p": 0.07481223344802856, + "m": 0.42008161544799805 + }, + { + "p": 0.0, + "m": 0.9919166564941406 + }, + { + "p": 0.0, + "m": 0.9169480800628662 + }, + { + "p": 0.0074262614361941814, + "m": 0.3194778561592102 + }, + { + "p": 0.03477352112531662, + "m": 0.9007042646408081 + }, + { + "p": 0.059701867401599884, + "m": 0.653042197227478 + }, + { + "p": 0.12172532081604004, + "m": 0.7638002634048462 + }, + { + "p": 0.08461418002843857, + "m": 0.7896422147750854 + }, + { + "p": 0.13958658277988434, + "m": 1.0 + }, + { + "p": 0.21868978440761566, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.40101158618927, + "val_loss": 1.0394303798675537, + "acc": 63.88, + "time": 235.22298661316745, + "param": [ + { + "p": 0.10749837011098862, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13113515079021454, + "m": 1.0 + }, + { + "p": 0.06766611337661743, + "m": 0.40302374958992004 + }, + { + "p": 0.0006328444578684866, + "m": 0.9848050475120544 + }, + { + "p": 0.009969977661967278, + "m": 0.9210026860237122 + }, + { + "p": 0.030292227864265442, + "m": 0.3225401043891907 + }, + { + "p": 0.04402554780244827, + "m": 0.8999209403991699 + }, + { + "p": 0.0601891465485096, + "m": 0.6353933215141296 + }, + { + "p": 0.11401939392089844, + "m": 0.7563331723213196 + }, + { + "p": 0.07934550195932388, + "m": 0.788635790348053 + }, + { + "p": 0.1436670869588852, + "m": 1.0 + }, + { + "p": 0.20677532255649567, + "m": 1.0 + }, + { + "p": 0.004783390089869499, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.2854076623916626, + "val_loss": 1.0614111423492432, + "acc": 62.06, + "time": 238.62840512907133, + "param": [ + { + "p": 0.09395866096019745, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12464436888694763, + "m": 1.0 + }, + { + "p": 0.06393648684024811, + "m": 0.3830207288265228 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008927500806748867, + "m": 0.9333993792533875 + }, + { + "p": 0.05134323984384537, + "m": 0.3235912024974823 + }, + { + "p": 0.045499011874198914, + "m": 0.9238767623901367 + }, + { + "p": 0.05594838038086891, + "m": 0.6053298711776733 + }, + { + "p": 0.11501014977693558, + "m": 0.7709566354751587 + }, + { + "p": 0.08001876622438431, + "m": 0.7899686098098755 + }, + { + "p": 0.15022340416908264, + "m": 1.0 + }, + { + "p": 0.19433724880218506, + "m": 1.0 + }, + { + "p": 0.016152724623680115, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.4146581888198853, + "val_loss": 1.045207142829895, + "acc": 62.9, + "time": 236.8962963889353, + "param": [ + { + "p": 0.0890796110033989, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13088826835155487, + "m": 1.0 + }, + { + "p": 0.05333767458796501, + "m": 0.38933587074279785 + }, + { + "p": 0.0, + "m": 0.9968241453170776 + }, + { + "p": 0.003655350999906659, + "m": 0.9120469093322754 + }, + { + "p": 0.07501708716154099, + "m": 0.3841060400009155 + }, + { + "p": 0.03900546208024025, + "m": 0.9143328070640564 + }, + { + "p": 0.06849850714206696, + "m": 0.5869496464729309 + }, + { + "p": 0.11348231881856918, + "m": 0.7873579859733582 + }, + { + "p": 0.05288073793053627, + "m": 0.7430846095085144 + }, + { + "p": 0.15814915299415588, + "m": 1.0 + }, + { + "p": 0.2094847857952118, + "m": 1.0 + }, + { + "p": 0.0065210903994739056, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.401163935661316, + "val_loss": 1.0334900617599487, + "acc": 63.05, + "time": 225.39468786190264, + "param": [ + { + "p": 0.0850549191236496, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12352722883224487, + "m": 1.0 + }, + { + "p": 0.05638236925005913, + "m": 0.40288323163986206 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9225132465362549 + }, + { + "p": 0.08901370316743851, + "m": 0.38195285201072693 + }, + { + "p": 0.043175313621759415, + "m": 0.8872374296188354 + }, + { + "p": 0.07900387793779373, + "m": 0.5816590785980225 + }, + { + "p": 0.11516135185956955, + "m": 0.8018600940704346 + }, + { + "p": 0.04864424467086792, + "m": 0.7226895093917847 + }, + { + "p": 0.15832222998142242, + "m": 1.0 + }, + { + "p": 0.20171482861042023, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.3139996528625488, + "val_loss": 1.0358790159225464, + "acc": 63.84, + "time": 233.7252439558506, + "param": [ + { + "p": 0.08483412861824036, + "m": 1.0 + }, + { + "p": 0.00011690338578773662, + "m": 1.0 + }, + { + "p": 0.10730788111686707, + "m": 1.0 + }, + { + "p": 0.06760572642087936, + "m": 0.40242549777030945 + }, + { + "p": 0.003431643359363079, + "m": 0.9864170551300049 + }, + { + "p": 0.0048353704623878, + "m": 0.9382792711257935 + }, + { + "p": 0.08988405764102936, + "m": 0.38379332423210144 + }, + { + "p": 0.03787115588784218, + "m": 0.8509296774864197 + }, + { + "p": 0.0841887816786766, + "m": 0.5744715332984924 + }, + { + "p": 0.10918115824460983, + "m": 0.8218976259231567 + }, + { + "p": 0.06650295853614807, + "m": 0.7198185324668884 + }, + { + "p": 0.14829736948013306, + "m": 1.0 + }, + { + "p": 0.19463251531124115, + "m": 1.0 + }, + { + "p": 0.0013104599202051759, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.418222427368164, + "val_loss": 1.002625823020935, + "acc": 64.93, + "time": 236.03973802691326, + "param": [ + { + "p": 0.08469761908054352, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09123717993497849, + "m": 1.0 + }, + { + "p": 0.07236575335264206, + "m": 0.33987364172935486 + }, + { + "p": 0.0, + "m": 0.9912382960319519 + }, + { + "p": 0.0, + "m": 0.9525508880615234 + }, + { + "p": 0.09476440399885178, + "m": 0.3713129162788391 + }, + { + "p": 0.03474213182926178, + "m": 0.8254023790359497 + }, + { + "p": 0.08059702068567276, + "m": 0.571042537689209 + }, + { + "p": 0.10508701950311661, + "m": 0.821575403213501 + }, + { + "p": 0.08792410045862198, + "m": 0.7338950634002686 + }, + { + "p": 0.14898091554641724, + "m": 1.0 + }, + { + "p": 0.19960391521453857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.0898255109786987, + "val_loss": 0.9899918437004089, + "acc": 64.92, + "time": 237.73807163210586, + "param": [ + { + "p": 0.08100505918264389, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08202867209911346, + "m": 1.0 + }, + { + "p": 0.07599764317274094, + "m": 0.3266660273075104 + }, + { + "p": 0.0, + "m": 0.9886296391487122 + }, + { + "p": 0.0, + "m": 0.9301981329917908 + }, + { + "p": 0.09428958594799042, + "m": 0.367217481136322 + }, + { + "p": 0.017408670857548714, + "m": 0.8184620141983032 + }, + { + "p": 0.0831584483385086, + "m": 0.5885751843452454 + }, + { + "p": 0.10576557368040085, + "m": 0.8249987363815308 + }, + { + "p": 0.10368336737155914, + "m": 0.7498817443847656 + }, + { + "p": 0.1497056484222412, + "m": 1.0 + }, + { + "p": 0.20695731043815613, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.272175669670105, + "val_loss": 0.9221639633178711, + "acc": 65.29, + "time": 237.33185322303325, + "param": [ + { + "p": 0.0749739408493042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08391022682189941, + "m": 1.0 + }, + { + "p": 0.06374158710241318, + "m": 0.3248807489871979 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.889557957649231 + }, + { + "p": 0.09169944375753403, + "m": 0.37999454140663147 + }, + { + "p": 0.00011004275438608602, + "m": 0.8115732669830322 + }, + { + "p": 0.0991419330239296, + "m": 0.6066382527351379 + }, + { + "p": 0.10558971017599106, + "m": 0.8183890581130981 + }, + { + "p": 0.11058660596609116, + "m": 0.7499009966850281 + }, + { + "p": 0.1485602855682373, + "m": 1.0 + }, + { + "p": 0.2216861993074417, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.1387388706207275, + "val_loss": 1.0944453477859497, + "acc": 65.23, + "time": 238.0265285698697, + "param": [ + { + "p": 0.07168145477771759, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07738720625638962, + "m": 1.0 + }, + { + "p": 0.0579141341149807, + "m": 0.2971041798591614 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8461575508117676 + }, + { + "p": 0.08972185105085373, + "m": 0.33925241231918335 + }, + { + "p": 0.0, + "m": 0.7696017026901245 + }, + { + "p": 0.10942985117435455, + "m": 0.6310825347900391 + }, + { + "p": 0.10135309398174286, + "m": 0.8149244785308838 + }, + { + "p": 0.11476287990808487, + "m": 0.7401518225669861 + }, + { + "p": 0.1439414918422699, + "m": 1.0 + }, + { + "p": 0.2338080257177353, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.4691567420959473, + "val_loss": 0.9813557267189026, + "acc": 65.31, + "time": 232.62266555894166, + "param": [ + { + "p": 0.0748606026172638, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06109829992055893, + "m": 1.0 + }, + { + "p": 0.048611752688884735, + "m": 0.2813527584075928 + }, + { + "p": 0.0, + "m": 0.984718918800354 + }, + { + "p": 0.0, + "m": 0.821587860584259 + }, + { + "p": 0.09139937162399292, + "m": 0.3049525022506714 + }, + { + "p": 0.0, + "m": 0.744320809841156 + }, + { + "p": 0.10562317073345184, + "m": 0.6448404788970947 + }, + { + "p": 0.09711568057537079, + "m": 0.8089603781700134 + }, + { + "p": 0.11739346385002136, + "m": 0.7204728126525879 + }, + { + "p": 0.14328798651695251, + "m": 1.0 + }, + { + "p": 0.2606096863746643, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.1475878953933716, + "val_loss": 0.972536027431488, + "acc": 65.46, + "time": 226.31732928403653, + "param": [ + { + "p": 0.07836996763944626, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05733177065849304, + "m": 1.0 + }, + { + "p": 0.051037441939115524, + "m": 0.2778732478618622 + }, + { + "p": 0.0, + "m": 0.9934212565422058 + }, + { + "p": 0.0023589686024934053, + "m": 0.8371326923370361 + }, + { + "p": 0.0811370387673378, + "m": 0.2899491488933563 + }, + { + "p": 0.0, + "m": 0.7204429507255554 + }, + { + "p": 0.10678219795227051, + "m": 0.6574491858482361 + }, + { + "p": 0.11205174028873444, + "m": 0.8125787377357483 + }, + { + "p": 0.11261041462421417, + "m": 0.699278712272644 + }, + { + "p": 0.12882812321186066, + "m": 1.0 + }, + { + "p": 0.26949232816696167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.1890352964401245, + "val_loss": 0.9572499394416809, + "acc": 64.61, + "time": 232.80976710398681, + "param": [ + { + "p": 0.08326302468776703, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03919168934226036, + "m": 1.0 + }, + { + "p": 0.06663484126329422, + "m": 0.26666006445884705 + }, + { + "p": 0.0, + "m": 0.9966655969619751 + }, + { + "p": 0.0, + "m": 0.8677666783332825 + }, + { + "p": 0.08443492650985718, + "m": 0.27931496500968933 + }, + { + "p": 0.0, + "m": 0.6948124170303345 + }, + { + "p": 0.10790995508432388, + "m": 0.6586934924125671 + }, + { + "p": 0.11700763553380966, + "m": 0.8281971216201782 + }, + { + "p": 0.09813729673624039, + "m": 0.6658746600151062 + }, + { + "p": 0.11709979176521301, + "m": 1.0 + }, + { + "p": 0.28632086515426636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.0759737491607666, + "val_loss": 0.9751841425895691, + "acc": 64.94, + "time": 236.6586538439151, + "param": [ + { + "p": 0.09070297330617905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019924594089388847, + "m": 1.0 + }, + { + "p": 0.08679048717021942, + "m": 0.24244755506515503 + }, + { + "p": 0.004919193685054779, + "m": 0.9855712652206421 + }, + { + "p": 0.0, + "m": 0.8857331275939941 + }, + { + "p": 0.08105920255184174, + "m": 0.27170559763908386 + }, + { + "p": 0.007996597327291965, + "m": 0.6574276685714722 + }, + { + "p": 0.09649352729320526, + "m": 0.6688395738601685 + }, + { + "p": 0.11326734721660614, + "m": 0.8292148113250732 + }, + { + "p": 0.08801716566085815, + "m": 0.6615965366363525 + }, + { + "p": 0.11536034196615219, + "m": 1.0 + }, + { + "p": 0.29546859860420227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.26870858669281, + "val_loss": 1.0241061449050903, + "acc": 64.95, + "time": 234.90112079493701, + "param": [ + { + "p": 0.09858474135398865, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017583446577191353, + "m": 1.0 + }, + { + "p": 0.10592225939035416, + "m": 0.2406819462776184 + }, + { + "p": 0.016718436032533646, + "m": 0.9772478938102722 + }, + { + "p": 0.0, + "m": 0.9003521203994751 + }, + { + "p": 0.07206179946660995, + "m": 0.3002135157585144 + }, + { + "p": 0.021148256957530975, + "m": 0.6357744336128235 + }, + { + "p": 0.0866382047533989, + "m": 0.675541877746582 + }, + { + "p": 0.10829881578683853, + "m": 0.8362591862678528 + }, + { + "p": 0.07790488749742508, + "m": 0.6724814176559448 + }, + { + "p": 0.11864273250102997, + "m": 1.0 + }, + { + "p": 0.27649638056755066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.262095332145691, + "val_loss": 0.9515681862831116, + "acc": 66.69, + "time": 234.24053545901552, + "param": [ + { + "p": 0.10705503076314926, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02453014627099037, + "m": 1.0 + }, + { + "p": 0.11397985368967056, + "m": 0.23276062309741974 + }, + { + "p": 0.024340398609638214, + "m": 0.9154621362686157 + }, + { + "p": 0.0, + "m": 0.9203215837478638 + }, + { + "p": 0.06228097900748253, + "m": 0.3213914930820465 + }, + { + "p": 0.03483769670128822, + "m": 0.62811279296875 + }, + { + "p": 0.0901581197977066, + "m": 0.6707756519317627 + }, + { + "p": 0.10446561127901077, + "m": 0.833480179309845 + }, + { + "p": 0.06542166322469711, + "m": 0.6688908934593201 + }, + { + "p": 0.11337204277515411, + "m": 1.0 + }, + { + "p": 0.2592761516571045, + "m": 1.0 + }, + { + "p": 0.00028227054281160235, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.2250921726226807, + "val_loss": 0.9481423497200012, + "acc": 66.83, + "time": 238.94730002712458, + "param": [ + { + "p": 0.11821103096008301, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02303261309862137, + "m": 1.0 + }, + { + "p": 0.11343501508235931, + "m": 0.21767066419124603 + }, + { + "p": 0.014425559900701046, + "m": 0.9014812707901001 + }, + { + "p": 0.0, + "m": 0.9381358623504639 + }, + { + "p": 0.0572349913418293, + "m": 0.32454878091812134 + }, + { + "p": 0.03377900645136833, + "m": 0.6362190246582031 + }, + { + "p": 0.09790214896202087, + "m": 0.6851387023925781 + }, + { + "p": 0.10310157388448715, + "m": 0.857442319393158 + }, + { + "p": 0.05766020715236664, + "m": 0.6513649225234985 + }, + { + "p": 0.12265633046627045, + "m": 1.0 + }, + { + "p": 0.25856155157089233, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.0499600172042847, + "val_loss": 0.9046350121498108, + "acc": 67.08, + "time": 239.09459481504746, + "param": [ + { + "p": 0.12389028072357178, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0260818712413311, + "m": 1.0 + }, + { + "p": 0.10615737736225128, + "m": 0.21526490151882172 + }, + { + "p": 0.008052924647927284, + "m": 0.9169694185256958 + }, + { + "p": 0.0, + "m": 0.9385431408882141 + }, + { + "p": 0.04958532378077507, + "m": 0.3123124837875366 + }, + { + "p": 0.034386444836854935, + "m": 0.6099107265472412 + }, + { + "p": 0.11008980870246887, + "m": 0.6971878409385681 + }, + { + "p": 0.10386627912521362, + "m": 0.8909863233566284 + }, + { + "p": 0.05876677855849266, + "m": 0.6519306302070618 + }, + { + "p": 0.1294202208518982, + "m": 1.0 + }, + { + "p": 0.24970266222953796, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.1018965244293213, + "val_loss": 1.014930009841919, + "acc": 64.86, + "time": 237.83256965316832, + "param": [ + { + "p": 0.12380830198526382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030421240255236626, + "m": 1.0 + }, + { + "p": 0.1030845046043396, + "m": 0.2552025616168976 + }, + { + "p": 0.0, + "m": 0.9201275110244751 + }, + { + "p": 2.9641387300216593e-05, + "m": 0.9193820953369141 + }, + { + "p": 0.04099735990166664, + "m": 0.28807488083839417 + }, + { + "p": 0.0268985815346241, + "m": 0.5643740892410278 + }, + { + "p": 0.12293506413698196, + "m": 0.675707995891571 + }, + { + "p": 0.110011987388134, + "m": 0.918554425239563 + }, + { + "p": 0.05212690308690071, + "m": 0.6570340991020203 + }, + { + "p": 0.1321951001882553, + "m": 1.0 + }, + { + "p": 0.2574913203716278, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.10812246799469, + "val_loss": 1.1586766242980957, + "acc": 66.22, + "time": 237.83986945496872, + "param": [ + { + "p": 0.11168397963047028, + "m": 1.0 + }, + { + "p": 0.0005522611318156123, + "m": 1.0 + }, + { + "p": 0.04009286314249039, + "m": 1.0 + }, + { + "p": 0.10000880807638168, + "m": 0.27507373690605164 + }, + { + "p": 0.0, + "m": 0.943321168422699 + }, + { + "p": 0.012565676122903824, + "m": 0.8972848653793335 + }, + { + "p": 0.04965610057115555, + "m": 0.27648064494132996 + }, + { + "p": 0.012692377902567387, + "m": 0.5287984013557434 + }, + { + "p": 0.130257710814476, + "m": 0.6742621660232544 + }, + { + "p": 0.11585629731416702, + "m": 0.9598420858383179 + }, + { + "p": 0.053357817232608795, + "m": 0.6709926128387451 + }, + { + "p": 0.12836186587810516, + "m": 1.0 + }, + { + "p": 0.24463053047657013, + "m": 1.0 + }, + { + "p": 0.00028369762003421783, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.2843017578125, + "val_loss": 1.001415729522705, + "acc": 66.36, + "time": 232.96278913202696, + "param": [ + { + "p": 0.11185145378112793, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05489058047533035, + "m": 1.0 + }, + { + "p": 0.09207107126712799, + "m": 0.2645832598209381 + }, + { + "p": 0.0, + "m": 0.9395022988319397 + }, + { + "p": 0.02536141313612461, + "m": 0.8581051826477051 + }, + { + "p": 0.056150831282138824, + "m": 0.2530054450035095 + }, + { + "p": 0.01585601642727852, + "m": 0.5155512690544128 + }, + { + "p": 0.1363411694765091, + "m": 0.6910632252693176 + }, + { + "p": 0.12442981451749802, + "m": 0.9729315638542175 + }, + { + "p": 0.04137188196182251, + "m": 0.6821044087409973 + }, + { + "p": 0.12328502535820007, + "m": 1.0 + }, + { + "p": 0.21839073300361633, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.0418096780776978, + "val_loss": 0.8574016094207764, + "acc": 66.02, + "time": 237.73144363309257, + "param": [ + { + "p": 0.10854823887348175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06188487634062767, + "m": 1.0 + }, + { + "p": 0.08317886292934418, + "m": 0.21000395715236664 + }, + { + "p": 0.0, + "m": 0.894493579864502 + }, + { + "p": 0.037628140300512314, + "m": 0.85719233751297 + }, + { + "p": 0.04621832072734833, + "m": 0.23764503002166748 + }, + { + "p": 0.002959372941404581, + "m": 0.5043095350265503 + }, + { + "p": 0.14540211856365204, + "m": 0.7041018009185791 + }, + { + "p": 0.1260385662317276, + "m": 0.9721928238868713 + }, + { + "p": 0.03423377498984337, + "m": 0.6773514151573181 + }, + { + "p": 0.13008339703083038, + "m": 1.0 + }, + { + "p": 0.2238243967294693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.3362420797348022, + "val_loss": 0.9721853137016296, + "acc": 66.99, + "time": 236.58379120007157, + "param": [ + { + "p": 0.12176427245140076, + "m": 1.0 + }, + { + "p": 0.00021563436894211918, + "m": 1.0 + }, + { + "p": 0.06688488274812698, + "m": 1.0 + }, + { + "p": 0.07826998084783554, + "m": 0.1478171944618225 + }, + { + "p": 0.0, + "m": 0.8143811225891113 + }, + { + "p": 0.03628932312130928, + "m": 0.8446375727653503 + }, + { + "p": 0.03533148020505905, + "m": 0.19727258384227753 + }, + { + "p": 0.005500284489244223, + "m": 0.5133263468742371 + }, + { + "p": 0.14737771451473236, + "m": 0.6807596683502197 + }, + { + "p": 0.11951947212219238, + "m": 0.9813863635063171 + }, + { + "p": 0.022367974743247032, + "m": 0.6582945585250854 + }, + { + "p": 0.13955247402191162, + "m": 1.0 + }, + { + "p": 0.22692647576332092, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.1878492832183838, + "val_loss": 1.050655722618103, + "acc": 66.87, + "time": 237.29374449094757, + "param": [ + { + "p": 0.11353836953639984, + "m": 1.0 + }, + { + "p": 0.001355446525849402, + "m": 1.0 + }, + { + "p": 0.07222291082143784, + "m": 1.0 + }, + { + "p": 0.07959875464439392, + "m": 0.14903557300567627 + }, + { + "p": 0.0, + "m": 0.7914197444915771 + }, + { + "p": 0.027591999620199203, + "m": 0.8247791528701782 + }, + { + "p": 0.030782973393797874, + "m": 0.17608271539211273 + }, + { + "p": 0.006627012975513935, + "m": 0.5238251090049744 + }, + { + "p": 0.1421133130788803, + "m": 0.6679601669311523 + }, + { + "p": 0.11237046122550964, + "m": 0.9871229529380798 + }, + { + "p": 0.028321582823991776, + "m": 0.6708793044090271 + }, + { + "p": 0.15702416002750397, + "m": 1.0 + }, + { + "p": 0.22845298051834106, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.2718262672424316, + "val_loss": 1.0184376239776611, + "acc": 67.26, + "time": 237.45810261298902, + "param": [ + { + "p": 0.11706908047199249, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07252046465873718, + "m": 1.0 + }, + { + "p": 0.07637133449316025, + "m": 0.16878610849380493 + }, + { + "p": 0.0, + "m": 0.7898208498954773 + }, + { + "p": 0.0018168505048379302, + "m": 0.7940167188644409 + }, + { + "p": 0.033410001546144485, + "m": 0.16747204959392548 + }, + { + "p": 0.0015786311123520136, + "m": 0.5164757370948792 + }, + { + "p": 0.13588768243789673, + "m": 0.6259804368019104 + }, + { + "p": 0.10617079585790634, + "m": 1.0 + }, + { + "p": 0.024085432291030884, + "m": 0.6763432025909424 + }, + { + "p": 0.19176892936229706, + "m": 1.0 + }, + { + "p": 0.23932084441184998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 0.8597148656845093, + "val_loss": 0.9393278360366821, + "acc": 66.65, + "time": 234.42535218596458, + "param": [ + { + "p": 0.12075744569301605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08131066709756851, + "m": 1.0 + }, + { + "p": 0.07044060528278351, + "m": 0.1476796716451645 + }, + { + "p": 0.0, + "m": 0.7805126905441284 + }, + { + "p": 0.0, + "m": 0.7742104530334473 + }, + { + "p": 0.03973114863038063, + "m": 0.13990481197834015 + }, + { + "p": 0.0015820497646927834, + "m": 0.49590063095092773 + }, + { + "p": 0.12852491438388824, + "m": 0.612307071685791 + }, + { + "p": 0.09738383442163467, + "m": 1.0 + }, + { + "p": 0.023987792432308197, + "m": 0.6808937788009644 + }, + { + "p": 0.20198918879032135, + "m": 1.0 + }, + { + "p": 0.23429234325885773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.2554919719696045, + "val_loss": 0.9954858422279358, + "acc": 67.8, + "time": 228.0418921080418, + "param": [ + { + "p": 0.11857195198535919, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07986821234226227, + "m": 1.0 + }, + { + "p": 0.05763639509677887, + "m": 0.09300082176923752 + }, + { + "p": 0.0, + "m": 0.7836675643920898 + }, + { + "p": 0.005492245312780142, + "m": 0.7704190611839294 + }, + { + "p": 0.042169343680143356, + "m": 0.14305387437343597 + }, + { + "p": 0.0, + "m": 0.4940785765647888 + }, + { + "p": 0.13356627523899078, + "m": 0.6028257608413696 + }, + { + "p": 0.09353194385766983, + "m": 1.0 + }, + { + "p": 0.01944907009601593, + "m": 0.6687465906143188 + }, + { + "p": 0.2063138782978058, + "m": 1.0 + }, + { + "p": 0.2434006929397583, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.2142413854599, + "val_loss": 0.9057121872901917, + "acc": 67.68, + "time": 226.42955665895715, + "param": [ + { + "p": 0.1148148849606514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.062442224472761154, + "m": 1.0 + }, + { + "p": 0.04084234684705734, + "m": 0.02390632964670658 + }, + { + "p": 0.0, + "m": 0.8082718253135681 + }, + { + "p": 0.007829471491277218, + "m": 0.7788599729537964 + }, + { + "p": 0.05906427279114723, + "m": 0.1692332625389099 + }, + { + "p": 0.0, + "m": 0.5142008662223816 + }, + { + "p": 0.15054067969322205, + "m": 0.5899290442466736 + }, + { + "p": 0.09614787250757217, + "m": 0.9983413815498352 + }, + { + "p": 0.009386670775711536, + "m": 0.6638910174369812 + }, + { + "p": 0.20573827624320984, + "m": 1.0 + }, + { + "p": 0.25309446454048157, + "m": 1.0 + }, + { + "p": 9.886560292216018e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 0.950474202632904, + "val_loss": 1.0464214086532593, + "acc": 67.35, + "time": 233.1588787001092, + "param": [ + { + "p": 0.11210820823907852, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04207298159599304, + "m": 1.0 + }, + { + "p": 0.027330558747053146, + "m": 0.0 + }, + { + "p": 0.0002160609292332083, + "m": 0.8350286483764648 + }, + { + "p": 0.026442360132932663, + "m": 0.7679468989372253 + }, + { + "p": 0.0711042582988739, + "m": 0.19756342470645905 + }, + { + "p": 0.0, + "m": 0.5358585715293884 + }, + { + "p": 0.15259578824043274, + "m": 0.6023121476173401 + }, + { + "p": 0.10472173243761063, + "m": 1.0 + }, + { + "p": 0.002029003808274865, + "m": 0.6744603514671326 + }, + { + "p": 0.2047259360551834, + "m": 1.0 + }, + { + "p": 0.2551284432411194, + "m": 1.0 + }, + { + "p": 0.001524672843515873, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 0.8654921054840088, + "val_loss": 0.8069918155670166, + "acc": 67.55, + "time": 233.50070254108869, + "param": [ + { + "p": 0.11378087848424911, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03462779149413109, + "m": 1.0 + }, + { + "p": 0.006262432783842087, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8426974415779114 + }, + { + "p": 0.03152304142713547, + "m": 0.7505947947502136 + }, + { + "p": 0.06469955295324326, + "m": 0.20756417512893677 + }, + { + "p": 0.0, + "m": 0.5235554575920105 + }, + { + "p": 0.15749876201152802, + "m": 0.594482421875 + }, + { + "p": 0.11050032824277878, + "m": 0.9907194972038269 + }, + { + "p": 0.0, + "m": 0.6840035915374756 + }, + { + "p": 0.22191135585308075, + "m": 1.0 + }, + { + "p": 0.25919583439826965, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.21296226978302, + "val_loss": 1.008360505104065, + "acc": 67.05, + "time": 238.09138724207878, + "param": [ + { + "p": 0.11514363437891006, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03677661344408989, + "m": 1.0 + }, + { + "p": 0.003523418679833412, + "m": 8.291340054711327e-05 + }, + { + "p": 0.0014209438813850284, + "m": 0.8377979397773743 + }, + { + "p": 0.03325968235731125, + "m": 0.7702091932296753 + }, + { + "p": 0.058232735842466354, + "m": 0.20675332844257355 + }, + { + "p": 0.004311227239668369, + "m": 0.473240464925766 + }, + { + "p": 0.1561276614665985, + "m": 0.5701979398727417 + }, + { + "p": 0.10103056579828262, + "m": 0.9707439541816711 + }, + { + "p": 0.0032023724634200335, + "m": 0.6908233165740967 + }, + { + "p": 0.22732101380825043, + "m": 1.0 + }, + { + "p": 0.25965020060539246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 0.9796990752220154, + "val_loss": 0.8575639724731445, + "acc": 68.15, + "time": 236.35048704990186, + "param": [ + { + "p": 0.11587060242891312, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052893150597810745, + "m": 1.0 + }, + { + "p": 0.021595001220703125, + "m": 0.0 + }, + { + "p": 0.015178564004600048, + "m": 0.833739161491394 + }, + { + "p": 0.04883560538291931, + "m": 0.8417719602584839 + }, + { + "p": 0.059419844299554825, + "m": 0.20883889496326447 + }, + { + "p": 0.023357003927230835, + "m": 0.4780227541923523 + }, + { + "p": 0.1443922072649002, + "m": 0.5676471590995789 + }, + { + "p": 0.09209781140089035, + "m": 0.9587973356246948 + }, + { + "p": 0.01953396014869213, + "m": 0.7142609357833862 + }, + { + "p": 0.18125620484352112, + "m": 1.0 + }, + { + "p": 0.21511270105838776, + "m": 1.0 + }, + { + "p": 0.010457509197294712, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 0.9879472851753235, + "val_loss": 0.9957275986671448, + "acc": 68.2, + "time": 237.5960094460752, + "param": [ + { + "p": 0.10524560511112213, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06894320249557495, + "m": 1.0 + }, + { + "p": 0.037032485008239746, + "m": 0.0 + }, + { + "p": 0.02673550322651863, + "m": 0.8014228343963623 + }, + { + "p": 0.05625203996896744, + "m": 0.9075661897659302 + }, + { + "p": 0.06302639096975327, + "m": 0.22233563661575317 + }, + { + "p": 0.024544013664126396, + "m": 0.497869074344635 + }, + { + "p": 0.13400745391845703, + "m": 0.5632738471031189 + }, + { + "p": 0.09301773458719254, + "m": 0.9694059491157532 + }, + { + "p": 0.03316374495625496, + "m": 0.7228294610977173 + }, + { + "p": 0.14380492269992828, + "m": 1.0 + }, + { + "p": 0.18766067922115326, + "m": 1.0 + }, + { + "p": 0.02656632289290428, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.1514726877212524, + "val_loss": 1.010395884513855, + "acc": 68.33, + "time": 237.79871531715617, + "param": [ + { + "p": 0.10394977778196335, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07992804795503616, + "m": 1.0 + }, + { + "p": 0.045849546790122986, + "m": 0.0 + }, + { + "p": 0.013136697933077812, + "m": 0.7555251717567444 + }, + { + "p": 0.0641968846321106, + "m": 0.9339714646339417 + }, + { + "p": 0.055745501071214676, + "m": 0.18449988961219788 + }, + { + "p": 0.011656053364276886, + "m": 0.46644389629364014 + }, + { + "p": 0.14438942074775696, + "m": 0.5774449110031128 + }, + { + "p": 0.09303772449493408, + "m": 0.9885212182998657 + }, + { + "p": 0.041389405727386475, + "m": 0.7480759024620056 + }, + { + "p": 0.125898078083992, + "m": 1.0 + }, + { + "p": 0.18329636752605438, + "m": 1.0 + }, + { + "p": 0.037526510655879974, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 0.9847472310066223, + "val_loss": 0.8422341346740723, + "acc": 68.01, + "time": 232.06342133600265, + "param": [ + { + "p": 0.11613897979259491, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08858468383550644, + "m": 1.0 + }, + { + "p": 0.06166566163301468, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6696726679801941 + }, + { + "p": 0.06145546957850456, + "m": 0.9203770160675049 + }, + { + "p": 0.04180454462766647, + "m": 0.14879393577575684 + }, + { + "p": 0.0004291816439945251, + "m": 0.43010246753692627 + }, + { + "p": 0.15587009489536285, + "m": 0.5901219844818115 + }, + { + "p": 0.08627878874540329, + "m": 0.9924890995025635 + }, + { + "p": 0.05006485432386398, + "m": 0.7643325328826904 + }, + { + "p": 0.10646340250968933, + "m": 1.0 + }, + { + "p": 0.19311994314193726, + "m": 1.0 + }, + { + "p": 0.038124386221170425, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.0980836153030396, + "val_loss": 0.9683438539505005, + "acc": 69.12, + "time": 236.32981464196928, + "param": [ + { + "p": 0.1283540576696396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0937071442604065, + "m": 1.0 + }, + { + "p": 0.07270628958940506, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5927049517631531 + }, + { + "p": 0.0666152834892273, + "m": 0.9151127934455872 + }, + { + "p": 0.02635960280895233, + "m": 0.15925610065460205 + }, + { + "p": 0.0027149857487529516, + "m": 0.42167213559150696 + }, + { + "p": 0.15423868596553802, + "m": 0.5915688872337341 + }, + { + "p": 0.07561817765235901, + "m": 0.9883366823196411 + }, + { + "p": 0.048374664038419724, + "m": 0.7723170518875122 + }, + { + "p": 0.09535975754261017, + "m": 1.0 + }, + { + "p": 0.1978832483291626, + "m": 1.0 + }, + { + "p": 0.03806808963418007, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.0974177122116089, + "val_loss": 0.9610899686813354, + "acc": 68.71, + "time": 237.93285215110518, + "param": [ + { + "p": 0.13837973773479462, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09607870131731033, + "m": 1.0 + }, + { + "p": 0.07883591949939728, + "m": 0.0 + }, + { + "p": 0.0025697783567011356, + "m": 0.555699348449707 + }, + { + "p": 0.08076461404561996, + "m": 0.9047051072120667 + }, + { + "p": 0.026757212355732918, + "m": 0.17001698911190033 + }, + { + "p": 0.032463476061820984, + "m": 0.43725496530532837 + }, + { + "p": 0.1409941166639328, + "m": 0.5801132321357727 + }, + { + "p": 0.068930484354496, + "m": 0.9846997261047363 + }, + { + "p": 0.0468846932053566, + "m": 0.7776001691818237 + }, + { + "p": 0.08578956872224808, + "m": 1.0 + }, + { + "p": 0.17096352577209473, + "m": 1.0 + }, + { + "p": 0.03058820404112339, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.0339864492416382, + "val_loss": 0.9558257460594177, + "acc": 69.36, + "time": 237.58228832902387, + "param": [ + { + "p": 0.1560300588607788, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09100943058729172, + "m": 1.0 + }, + { + "p": 0.09806785732507706, + "m": 0.002892971970140934 + }, + { + "p": 0.010215994901955128, + "m": 0.531234085559845 + }, + { + "p": 0.08864613622426987, + "m": 0.9037092328071594 + }, + { + "p": 0.018974855542182922, + "m": 0.18115384876728058 + }, + { + "p": 0.0426795519888401, + "m": 0.41368725895881653 + }, + { + "p": 0.14706723392009735, + "m": 0.5416967868804932 + }, + { + "p": 0.06454061716794968, + "m": 0.9703484177589417 + }, + { + "p": 0.019925475120544434, + "m": 0.7320060729980469 + }, + { + "p": 0.08826526999473572, + "m": 1.0 + }, + { + "p": 0.16245290637016296, + "m": 1.0 + }, + { + "p": 0.012124503031373024, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 0.932921290397644, + "val_loss": 0.9037420153617859, + "acc": 69.32, + "time": 233.78897109418176, + "param": [ + { + "p": 0.15948237478733063, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08640289306640625, + "m": 1.0 + }, + { + "p": 0.11620482057332993, + "m": 0.0 + }, + { + "p": 0.026443341746926308, + "m": 0.4974118173122406 + }, + { + "p": 0.09556257724761963, + "m": 0.9379003047943115 + }, + { + "p": 0.010489380918443203, + "m": 0.12240730971097946 + }, + { + "p": 0.030564606189727783, + "m": 0.3435998260974884 + }, + { + "p": 0.13758739829063416, + "m": 0.5058019757270813 + }, + { + "p": 0.05985188111662865, + "m": 0.9675662517547607 + }, + { + "p": 0.01860152557492256, + "m": 0.7031768560409546 + }, + { + "p": 0.10823200643062592, + "m": 1.0 + }, + { + "p": 0.14831820130348206, + "m": 1.0 + }, + { + "p": 0.002258937107399106, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.018394947052002, + "val_loss": 0.8735687732696533, + "acc": 69.31, + "time": 237.88537115207873, + "param": [ + { + "p": 0.16478556394577026, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08068510890007019, + "m": 1.0 + }, + { + "p": 0.1175980418920517, + "m": 0.0 + }, + { + "p": 0.028461763635277748, + "m": 0.4992424547672272 + }, + { + "p": 0.09916401654481888, + "m": 0.9299086928367615 + }, + { + "p": 0.008201481774449348, + "m": 0.10305775701999664 + }, + { + "p": 0.02335226535797119, + "m": 0.3018903434276581 + }, + { + "p": 0.14084270596504211, + "m": 0.45667338371276855 + }, + { + "p": 0.05838618054986, + "m": 0.9609905481338501 + }, + { + "p": 0.011122052557766438, + "m": 0.6847988963127136 + }, + { + "p": 0.1208697035908699, + "m": 1.0 + }, + { + "p": 0.14653104543685913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 0.8035523295402527, + "val_loss": 0.9150987267494202, + "acc": 69.0, + "time": 237.80540966289118, + "param": [ + { + "p": 0.16795802116394043, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.056547652930021286, + "m": 1.0 + }, + { + "p": 0.11647672206163406, + "m": 0.0056460704654455185 + }, + { + "p": 0.022263778373599052, + "m": 0.4341314136981964 + }, + { + "p": 0.10552533715963364, + "m": 0.8647311329841614 + }, + { + "p": 0.009939758107066154, + "m": 0.09693130850791931 + }, + { + "p": 0.03127802163362503, + "m": 0.24821990728378296 + }, + { + "p": 0.1378215253353119, + "m": 0.42381924390792847 + }, + { + "p": 0.07510944455862045, + "m": 0.9603391885757446 + }, + { + "p": 0.0033500150311738253, + "m": 0.6827564239501953 + }, + { + "p": 0.12762553989887238, + "m": 1.0 + }, + { + "p": 0.14265382289886475, + "m": 1.0 + }, + { + "p": 0.003450452582910657, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 0.9525327682495117, + "val_loss": 0.8378683924674988, + "acc": 69.02, + "time": 238.13715443899855, + "param": [ + { + "p": 0.16582195460796356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.044982459396123886, + "m": 1.0 + }, + { + "p": 0.1071893721818924, + "m": 0.0 + }, + { + "p": 0.020846635103225708, + "m": 0.41591012477874756 + }, + { + "p": 0.1038513332605362, + "m": 0.8307181596755981 + }, + { + "p": 0.011711365543305874, + "m": 0.057244881987571716 + }, + { + "p": 0.04504174739122391, + "m": 0.24586604535579681 + }, + { + "p": 0.13314035534858704, + "m": 0.4286203980445862 + }, + { + "p": 0.0858992263674736, + "m": 0.9460060000419617 + }, + { + "p": 0.008608140982687473, + "m": 0.6990563869476318 + }, + { + "p": 0.1295057088136673, + "m": 1.0 + }, + { + "p": 0.12236398458480835, + "m": 1.0 + }, + { + "p": 0.021037736907601357, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 0.8310746550559998, + "val_loss": 0.9830304980278015, + "acc": 68.02, + "time": 237.68851915816776, + "param": [ + { + "p": 0.15308265388011932, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04925931990146637, + "m": 1.0 + }, + { + "p": 0.09973029792308807, + "m": 0.0005989999044686556 + }, + { + "p": 0.00815542507916689, + "m": 0.31720590591430664 + }, + { + "p": 0.10485565662384033, + "m": 0.838750958442688 + }, + { + "p": 0.02705877274274826, + "m": 0.01164470985531807 + }, + { + "p": 0.0547940768301487, + "m": 0.23834452033042908 + }, + { + "p": 0.13071870803833008, + "m": 0.43812528252601624 + }, + { + "p": 0.07890400290489197, + "m": 0.9107705950737 + }, + { + "p": 0.0395466573536396, + "m": 0.7391961812973022 + }, + { + "p": 0.1178521066904068, + "m": 1.0 + }, + { + "p": 0.10086364299058914, + "m": 1.0 + }, + { + "p": 0.03517867624759674, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 0.9299251437187195, + "val_loss": 0.7855318188667297, + "acc": 69.01, + "time": 233.84212076291442, + "param": [ + { + "p": 0.13458184897899628, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07507820427417755, + "m": 1.0 + }, + { + "p": 0.0993264839053154, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.23443740606307983 + }, + { + "p": 0.10274860262870789, + "m": 0.8329694271087646 + }, + { + "p": 0.023676488548517227, + "m": 0.0 + }, + { + "p": 0.055722426623106, + "m": 0.23795919120311737 + }, + { + "p": 0.12526606023311615, + "m": 0.4502348303794861 + }, + { + "p": 0.08014818280935287, + "m": 0.8997071981430054 + }, + { + "p": 0.058344800025224686, + "m": 0.7555606961250305 + }, + { + "p": 0.09847910702228546, + "m": 1.0 + }, + { + "p": 0.10028504580259323, + "m": 1.0 + }, + { + "p": 0.046342700719833374, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 0.7659985423088074, + "val_loss": 0.907956600189209, + "acc": 69.5, + "time": 238.20089324610308, + "param": [ + { + "p": 0.12860141694545746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08853022009134293, + "m": 1.0 + }, + { + "p": 0.09712830930948257, + "m": 0.0 + }, + { + "p": 0.0019995737820863724, + "m": 0.2218654602766037 + }, + { + "p": 0.10245180875062943, + "m": 0.8284213542938232 + }, + { + "p": 0.009634517133235931, + "m": 0.0 + }, + { + "p": 0.05764291435480118, + "m": 0.2586991488933563 + }, + { + "p": 0.12674672901630402, + "m": 0.466028094291687 + }, + { + "p": 0.07808562368154526, + "m": 0.8941826820373535 + }, + { + "p": 0.05682801082730293, + "m": 0.7474268078804016 + }, + { + "p": 0.09787303954362869, + "m": 1.0 + }, + { + "p": 0.09987299889326096, + "m": 1.0 + }, + { + "p": 0.05460486561059952, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 0.9881503582000732, + "val_loss": 1.0938750505447388, + "acc": 70.42, + "time": 237.61971165495925, + "param": [ + { + "p": 0.13344629108905792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09213997423648834, + "m": 1.0 + }, + { + "p": 0.09612186253070831, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.1926892250776291 + }, + { + "p": 0.09101614356040955, + "m": 0.8467181324958801 + }, + { + "p": 0.017240287736058235, + "m": 0.00015247880946844816 + }, + { + "p": 0.06777246296405792, + "m": 0.26750171184539795 + }, + { + "p": 0.12536925077438354, + "m": 0.45563462376594543 + }, + { + "p": 0.07279501110315323, + "m": 0.9000132083892822 + }, + { + "p": 0.06067333370447159, + "m": 0.7415823936462402 + }, + { + "p": 0.09269023686647415, + "m": 1.0 + }, + { + "p": 0.09155857563018799, + "m": 1.0 + }, + { + "p": 0.05917656421661377, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 0.8845858573913574, + "val_loss": 0.9603833556175232, + "acc": 69.57, + "time": 239.0962848169729, + "param": [ + { + "p": 0.14227288961410522, + "m": 1.0 + }, + { + "p": 0.00018298330542165786, + "m": 1.0 + }, + { + "p": 0.09093330800533295, + "m": 1.0 + }, + { + "p": 0.08755536377429962, + "m": 0.013122839853167534 + }, + { + "p": 0.013076718896627426, + "m": 0.1402670294046402 + }, + { + "p": 0.07512301951646805, + "m": 0.8664107322692871 + }, + { + "p": 0.019207052886486053, + "m": 0.0 + }, + { + "p": 0.07284574210643768, + "m": 0.23270803689956665 + }, + { + "p": 0.1174643412232399, + "m": 0.45522767305374146 + }, + { + "p": 0.07340051978826523, + "m": 0.9061499238014221 + }, + { + "p": 0.06915536522865295, + "m": 0.751710832118988 + }, + { + "p": 0.07836664468050003, + "m": 1.0 + }, + { + "p": 0.10068245977163315, + "m": 1.0 + }, + { + "p": 0.05973351374268532, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.700471043586731, + "val_loss": 0.8758072257041931, + "acc": 69.52, + "time": 237.85329974000342, + "param": [ + { + "p": 0.12935683131217957, + "m": 1.0 + }, + { + "p": 0.005008454900234938, + "m": 1.0 + }, + { + "p": 0.08442864567041397, + "m": 1.0 + }, + { + "p": 0.0871911495923996, + "m": 0.0 + }, + { + "p": 0.03878822922706604, + "m": 0.07551347464323044 + }, + { + "p": 0.05265045166015625, + "m": 0.886914849281311 + }, + { + "p": 0.009096876718103886, + "m": 0.00023411160509567708 + }, + { + "p": 0.08341632038354874, + "m": 0.18491230905056 + }, + { + "p": 0.10858603566884995, + "m": 0.4421565532684326 + }, + { + "p": 0.08472339063882828, + "m": 0.9099665880203247 + }, + { + "p": 0.07195179164409637, + "m": 0.7562534809112549 + }, + { + "p": 0.06840838491916656, + "m": 1.0 + }, + { + "p": 0.1093844547867775, + "m": 1.0 + }, + { + "p": 0.0670090764760971, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.9455251693725586, + "val_loss": 0.9336228370666504, + "acc": 69.85, + "time": 231.63655108981766, + "param": [ + { + "p": 0.11471397429704666, + "m": 1.0 + }, + { + "p": 0.006722051650285721, + "m": 1.0 + }, + { + "p": 0.08696946501731873, + "m": 1.0 + }, + { + "p": 0.09439846128225327, + "m": 0.0 + }, + { + "p": 0.04996281862258911, + "m": 0.01735052652657032 + }, + { + "p": 0.05909474194049835, + "m": 0.8399381041526794 + }, + { + "p": 0.0, + "m": 0.0002737399481702596 + }, + { + "p": 0.07918569445610046, + "m": 0.12704166769981384 + }, + { + "p": 0.10806545615196228, + "m": 0.42927080392837524 + }, + { + "p": 0.09275077283382416, + "m": 0.9193413257598877 + }, + { + "p": 0.06770361959934235, + "m": 0.7334296703338623 + }, + { + "p": 0.05866268277168274, + "m": 1.0 + }, + { + "p": 0.1068970263004303, + "m": 1.0 + }, + { + "p": 0.07487323880195618, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.8759922385215759, + "val_loss": 0.8558493256568909, + "acc": 69.64, + "time": 238.3252377079334, + "param": [ + { + "p": 0.10752982646226883, + "m": 1.0 + }, + { + "p": 0.01161278784275055, + "m": 1.0 + }, + { + "p": 0.0654829815030098, + "m": 1.0 + }, + { + "p": 0.09626290947198868, + "m": 0.0 + }, + { + "p": 0.056513115763664246, + "m": 0.0007689202902838588 + }, + { + "p": 0.05874071270227432, + "m": 0.7890443801879883 + }, + { + "p": 0.0011777044273912907, + "m": 0.0 + }, + { + "p": 0.08443792164325714, + "m": 0.07711999118328094 + }, + { + "p": 0.12127584218978882, + "m": 0.43977946043014526 + }, + { + "p": 0.09005091339349747, + "m": 0.9112359881401062 + }, + { + "p": 0.06392163783311844, + "m": 0.7146975994110107 + }, + { + "p": 0.03744252771139145, + "m": 1.0 + }, + { + "p": 0.12078110128641129, + "m": 1.0 + }, + { + "p": 0.08477002382278442, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 0.9806134104728699, + "val_loss": 1.0303925275802612, + "acc": 70.72, + "time": 232.4939504521899, + "param": [ + { + "p": 0.10583075881004333, + "m": 1.0 + }, + { + "p": 0.025550223886966705, + "m": 1.0 + }, + { + "p": 0.04960518702864647, + "m": 1.0 + }, + { + "p": 0.0899210125207901, + "m": 0.0033161351457238197 + }, + { + "p": 0.07259539514780045, + "m": 0.003677692962810397 + }, + { + "p": 0.046836066991090775, + "m": 0.7241755723953247 + }, + { + "p": 0.002568641910329461, + "m": 0.0 + }, + { + "p": 0.09880945831537247, + "m": 0.07019028812646866 + }, + { + "p": 0.11453228443861008, + "m": 0.47656065225601196 + }, + { + "p": 0.0939466804265976, + "m": 0.9072456359863281 + }, + { + "p": 0.05560874193906784, + "m": 0.7208911776542664 + }, + { + "p": 0.04286767914891243, + "m": 1.0 + }, + { + "p": 0.1188644990324974, + "m": 1.0 + }, + { + "p": 0.0824633538722992, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.831145167350769, + "val_loss": 0.8496994376182556, + "acc": 69.78, + "time": 234.03306027315557, + "param": [ + { + "p": 0.11726489663124084, + "m": 1.0 + }, + { + "p": 0.02497807890176773, + "m": 1.0 + }, + { + "p": 0.037406470626592636, + "m": 1.0 + }, + { + "p": 0.08414847403764725, + "m": 0.011785534210503101 + }, + { + "p": 0.07970787584781647, + "m": 0.07099241018295288 + }, + { + "p": 0.04358033090829849, + "m": 0.6756978631019592 + }, + { + "p": 0.0051287999376654625, + "m": 0.0 + }, + { + "p": 0.10166656225919724, + "m": 0.003211468691006303 + }, + { + "p": 0.12461581081151962, + "m": 0.4963114559650421 + }, + { + "p": 0.09854289889335632, + "m": 0.8716809153556824 + }, + { + "p": 0.04469344764947891, + "m": 0.7256193161010742 + }, + { + "p": 0.036936189979314804, + "m": 1.0 + }, + { + "p": 0.13353116810321808, + "m": 1.0 + }, + { + "p": 0.06779903918504715, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.9635474681854248, + "val_loss": 0.795038104057312, + "acc": 69.31, + "time": 235.95469229505397, + "param": [ + { + "p": 0.12417109310626984, + "m": 1.0 + }, + { + "p": 0.018222462385892868, + "m": 1.0 + }, + { + "p": 0.04400526359677315, + "m": 1.0 + }, + { + "p": 0.07020635157823563, + "m": 0.00587709154933691 + }, + { + "p": 0.09975509345531464, + "m": 0.11583724617958069 + }, + { + "p": 0.05580950900912285, + "m": 0.6563302278518677 + }, + { + "p": 0.004887083079665899, + "m": 0.0 + }, + { + "p": 0.0876009613275528, + "m": 0.010754632763564587 + }, + { + "p": 0.12583978474140167, + "m": 0.5303182005882263 + }, + { + "p": 0.09759150445461273, + "m": 0.8636037707328796 + }, + { + "p": 0.04945164918899536, + "m": 0.7412682771682739 + }, + { + "p": 0.03739188238978386, + "m": 0.999401330947876 + }, + { + "p": 0.12248869985342026, + "m": 1.0 + }, + { + "p": 0.06257864832878113, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.0185619592666626, + "val_loss": 0.9030675888061523, + "acc": 70.33, + "time": 238.85956266103312, + "param": [ + { + "p": 0.1318112462759018, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048320695757865906, + "m": 1.0 + }, + { + "p": 0.05765259638428688, + "m": 0.0 + }, + { + "p": 0.11103151738643646, + "m": 0.03624190017580986 + }, + { + "p": 0.05507608503103256, + "m": 0.6299447417259216 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.08358078449964523, + "m": 0.1011175811290741 + }, + { + "p": 0.13455505669116974, + "m": 0.552151083946228 + }, + { + "p": 0.10797333717346191, + "m": 0.8543491363525391 + }, + { + "p": 0.05153733491897583, + "m": 0.740874707698822 + }, + { + "p": 0.04384712874889374, + "m": 0.9913676977157593 + }, + { + "p": 0.11727385967969894, + "m": 1.0 + }, + { + "p": 0.05734025686979294, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.0437211990356445, + "val_loss": 0.9367351531982422, + "acc": 68.97, + "time": 239.518063405063, + "param": [ + { + "p": 0.13457441329956055, + "m": 1.0 + }, + { + "p": 0.003819784615188837, + "m": 1.0 + }, + { + "p": 0.04884035140275955, + "m": 1.0 + }, + { + "p": 0.05381084233522415, + "m": 0.00888129323720932 + }, + { + "p": 0.09237030893564224, + "m": 0.0 + }, + { + "p": 0.06942176073789597, + "m": 0.5761398673057556 + }, + { + "p": 0.008126134052872658, + "m": 0.008697600103914738 + }, + { + "p": 0.07564433664083481, + "m": 0.1075458973646164 + }, + { + "p": 0.12833687663078308, + "m": 0.5562158226966858 + }, + { + "p": 0.1023608073592186, + "m": 0.8501499891281128 + }, + { + "p": 0.0574372261762619, + "m": 0.7314406037330627 + }, + { + "p": 0.049497880041599274, + "m": 0.9876878261566162 + }, + { + "p": 0.1199040561914444, + "m": 1.0 + }, + { + "p": 0.05585518479347229, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.8742145299911499, + "val_loss": 0.9589512944221497, + "acc": 69.71, + "time": 236.2248183649499, + "param": [ + { + "p": 0.12499082088470459, + "m": 1.0 + }, + { + "p": 0.031144151464104652, + "m": 1.0 + }, + { + "p": 0.044191114604473114, + "m": 1.0 + }, + { + "p": 0.04790414124727249, + "m": 0.00039370032027363777 + }, + { + "p": 0.06989526003599167, + "m": 0.0 + }, + { + "p": 0.07753158360719681, + "m": 0.5278657674789429 + }, + { + "p": 0.029325859621167183, + "m": 0.057207874953746796 + }, + { + "p": 0.06015003100037575, + "m": 0.03901907429099083 + }, + { + "p": 0.12828238308429718, + "m": 0.550786018371582 + }, + { + "p": 0.10048439353704453, + "m": 0.8670332431793213 + }, + { + "p": 0.06861468404531479, + "m": 0.6950222849845886 + }, + { + "p": 0.051967013627290726, + "m": 1.0 + }, + { + "p": 0.10589874535799026, + "m": 1.0 + }, + { + "p": 0.05961986631155014, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.6566372513771057, + "val_loss": 0.9285071492195129, + "acc": 69.92, + "time": 238.56531725707464, + "param": [ + { + "p": 0.11504412442445755, + "m": 1.0 + }, + { + "p": 0.04113435000181198, + "m": 1.0 + }, + { + "p": 0.0433044470846653, + "m": 1.0 + }, + { + "p": 0.029529280960559845, + "m": 0.0 + }, + { + "p": 0.05200604721903801, + "m": 0.02894207462668419 + }, + { + "p": 0.07950519770383835, + "m": 0.5199509859085083 + }, + { + "p": 0.05384210869669914, + "m": 0.038004808127880096 + }, + { + "p": 0.04779405519366264, + "m": 0.0 + }, + { + "p": 0.11551545560359955, + "m": 0.5641862750053406 + }, + { + "p": 0.1174636036157608, + "m": 0.8807967901229858 + }, + { + "p": 0.08290337771177292, + "m": 0.6702312231063843 + }, + { + "p": 0.0610647089779377, + "m": 1.0 + }, + { + "p": 0.09436631947755814, + "m": 1.0 + }, + { + "p": 0.06652691215276718, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 0.7254625558853149, + "val_loss": 0.858424961566925, + "acc": 69.16, + "time": 236.84721315605566, + "param": [ + { + "p": 0.10318554192781448, + "m": 1.0 + }, + { + "p": 0.04350389912724495, + "m": 1.0 + }, + { + "p": 0.03929857164621353, + "m": 1.0 + }, + { + "p": 0.027867184951901436, + "m": 0.0 + }, + { + "p": 0.027976835146546364, + "m": 0.01810508407652378 + }, + { + "p": 0.07455040514469147, + "m": 0.4974977672100067 + }, + { + "p": 0.07341323047876358, + "m": 0.0018070187652483582 + }, + { + "p": 0.05265899747610092, + "m": 0.0 + }, + { + "p": 0.08388660103082657, + "m": 0.5430635809898376 + }, + { + "p": 0.14227473735809326, + "m": 0.8915581107139587 + }, + { + "p": 0.07888992130756378, + "m": 0.6610702276229858 + }, + { + "p": 0.0848899558186531, + "m": 1.0 + }, + { + "p": 0.09231800585985184, + "m": 1.0 + }, + { + "p": 0.07528606057167053, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.749116063117981, + "val_loss": 1.0626935958862305, + "acc": 70.02, + "time": 238.71077710809186, + "param": [ + { + "p": 0.09756423532962799, + "m": 1.0 + }, + { + "p": 0.056699931621551514, + "m": 1.0 + }, + { + "p": 0.046583544462919235, + "m": 1.0 + }, + { + "p": 0.030280373990535736, + "m": 0.0 + }, + { + "p": 0.020282404497265816, + "m": 0.0 + }, + { + "p": 0.07141797989606857, + "m": 0.44329237937927246 + }, + { + "p": 0.06394556164741516, + "m": 0.004335347563028336 + }, + { + "p": 0.05401434749364853, + "m": 0.0 + }, + { + "p": 0.0685199424624443, + "m": 0.5296302437782288 + }, + { + "p": 0.14684098958969116, + "m": 0.8854209780693054 + }, + { + "p": 0.08052689582109451, + "m": 0.6794162392616272 + }, + { + "p": 0.08856610208749771, + "m": 1.0 + }, + { + "p": 0.08644068986177444, + "m": 1.0 + }, + { + "p": 0.08831699937582016, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.6577996611595154, + "val_loss": 1.006769061088562, + "acc": 69.45, + "time": 238.22261280892417, + "param": [ + { + "p": 0.08648534119129181, + "m": 1.0 + }, + { + "p": 0.03839663043618202, + "m": 1.0 + }, + { + "p": 0.053332019597291946, + "m": 1.0 + }, + { + "p": 0.038313526660203934, + "m": 0.0 + }, + { + "p": 0.03205722197890282, + "m": 0.0 + }, + { + "p": 0.06512845307588577, + "m": 0.36823928356170654 + }, + { + "p": 0.049343280494213104, + "m": 0.047412265092134476 + }, + { + "p": 0.06171920523047447, + "m": 0.002068128203973174 + }, + { + "p": 0.07397361844778061, + "m": 0.5360673069953918 + }, + { + "p": 0.1502930223941803, + "m": 0.8728680610656738 + }, + { + "p": 0.08829371631145477, + "m": 0.6692745685577393 + }, + { + "p": 0.08622118830680847, + "m": 0.9996265172958374 + }, + { + "p": 0.08438193798065186, + "m": 1.0 + }, + { + "p": 0.09206074476242065, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.5825871825218201, + "val_loss": 0.8031179308891296, + "acc": 69.8, + "time": 239.33114551310427, + "param": [ + { + "p": 0.0732438713312149, + "m": 1.0 + }, + { + "p": 0.03498679772019386, + "m": 1.0 + }, + { + "p": 0.05134495720267296, + "m": 1.0 + }, + { + "p": 0.04233875870704651, + "m": 0.0 + }, + { + "p": 0.053769536316394806, + "m": 0.0 + }, + { + "p": 0.05463625490665436, + "m": 0.2616369128227234 + }, + { + "p": 0.04717741906642914, + "m": 0.12081795930862427 + }, + { + "p": 0.08035852015018463, + "m": 0.0 + }, + { + "p": 0.0810619592666626, + "m": 0.5654878616333008 + }, + { + "p": 0.1277104616165161, + "m": 0.8617238402366638 + }, + { + "p": 0.10601979494094849, + "m": 0.6550992131233215 + }, + { + "p": 0.07726127654314041, + "m": 0.9988276958465576 + }, + { + "p": 0.09179423004388809, + "m": 1.0 + }, + { + "p": 0.07829616218805313, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.6348515152931213, + "val_loss": 1.097312331199646, + "acc": 69.89, + "time": 237.70699217705987, + "param": [ + { + "p": 0.07032449543476105, + "m": 1.0 + }, + { + "p": 0.012606211006641388, + "m": 1.0 + }, + { + "p": 0.033903926610946655, + "m": 1.0 + }, + { + "p": 0.01902109943330288, + "m": 0.0 + }, + { + "p": 0.07603054493665695, + "m": 0.0 + }, + { + "p": 0.051729343831539154, + "m": 0.12878872454166412 + }, + { + "p": 0.04742814227938652, + "m": 0.15001428127288818 + }, + { + "p": 0.09788436442613602, + "m": 0.0 + }, + { + "p": 0.09014420956373215, + "m": 0.5817628502845764 + }, + { + "p": 0.11812155693769455, + "m": 0.8475827574729919 + }, + { + "p": 0.1274581253528595, + "m": 0.6460283398628235 + }, + { + "p": 0.0771702453494072, + "m": 0.995375394821167 + }, + { + "p": 0.10201437026262283, + "m": 1.0 + }, + { + "p": 0.0761634036898613, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.39496496319770813, + "val_loss": 1.0106043815612793, + "acc": 70.85, + "time": 238.70545820589177, + "param": [ + { + "p": 0.05945040285587311, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030200591310858727, + "m": 1.0 + }, + { + "p": 0.005207822658121586, + "m": 0.0 + }, + { + "p": 0.08553451299667358, + "m": 0.0019859897438436747 + }, + { + "p": 0.04492831230163574, + "m": 0.06760302931070328 + }, + { + "p": 0.062295518815517426, + "m": 0.14869031310081482 + }, + { + "p": 0.1024111807346344, + "m": 0.0 + }, + { + "p": 0.10195676982402802, + "m": 0.582413375377655 + }, + { + "p": 0.12253530323505402, + "m": 0.8417790532112122 + }, + { + "p": 0.14034228026866913, + "m": 0.622147798538208 + }, + { + "p": 0.04957745224237442, + "m": 0.9840103387832642 + }, + { + "p": 0.1191953644156456, + "m": 1.0 + }, + { + "p": 0.07636450231075287, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.5809983611106873, + "val_loss": 0.9731153845787048, + "acc": 69.69, + "time": 236.89536268403754, + "param": [ + { + "p": 0.043239351361989975, + "m": 1.0 + }, + { + "p": 0.0019749251659959555, + "m": 1.0 + }, + { + "p": 0.03778020665049553, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.09672726690769196, + "m": 0.0 + }, + { + "p": 0.04191822558641434, + "m": 0.01457472238689661 + }, + { + "p": 0.07624196261167526, + "m": 0.14701156318187714 + }, + { + "p": 0.10588870942592621, + "m": 0.028607886284589767 + }, + { + "p": 0.11253838986158371, + "m": 0.6119290590286255 + }, + { + "p": 0.11626632511615753, + "m": 0.8222765326499939 + }, + { + "p": 0.1422760784626007, + "m": 0.6042015552520752 + }, + { + "p": 0.017790868878364563, + "m": 1.0 + }, + { + "p": 0.11561767756938934, + "m": 1.0 + }, + { + "p": 0.09174009412527084, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.5690352916717529, + "val_loss": 0.9265466332435608, + "acc": 70.13, + "time": 236.94996547116898, + "param": [ + { + "p": 0.0553261935710907, + "m": 1.0 + }, + { + "p": 0.016636453568935394, + "m": 1.0 + }, + { + "p": 0.04233039170503616, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0003887964121531695 + }, + { + "p": 0.08765905350446701, + "m": 0.0 + }, + { + "p": 0.04533647000789642, + "m": 0.0 + }, + { + "p": 0.08067335188388824, + "m": 0.15481990575790405 + }, + { + "p": 0.11537860333919525, + "m": 0.004132583737373352 + }, + { + "p": 0.11500813066959381, + "m": 0.6398547291755676 + }, + { + "p": 0.09312447160482407, + "m": 0.8190274834632874 + }, + { + "p": 0.13858255743980408, + "m": 0.5943739414215088 + }, + { + "p": 0.020188873633742332, + "m": 1.0 + }, + { + "p": 0.10577648133039474, + "m": 1.0 + }, + { + "p": 0.08397886157035828, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.7525886297225952, + "val_loss": 1.0197393894195557, + "acc": 69.59, + "time": 233.89480808982626, + "param": [ + { + "p": 0.06704684346914291, + "m": 1.0 + }, + { + "p": 0.030725929886102676, + "m": 1.0 + }, + { + "p": 0.01831427402794361, + "m": 1.0 + }, + { + "p": 0.0012046856572851539, + "m": 0.0 + }, + { + "p": 0.085988849401474, + "m": 0.0 + }, + { + "p": 0.04926791787147522, + "m": 0.02926010824739933 + }, + { + "p": 0.08027354627847672, + "m": 0.165018230676651 + }, + { + "p": 0.10975966602563858, + "m": 0.0 + }, + { + "p": 0.10991724580526352, + "m": 0.6359299421310425 + }, + { + "p": 0.08711513131856918, + "m": 0.785917341709137 + }, + { + "p": 0.1453082412481308, + "m": 0.5757821798324585 + }, + { + "p": 0.04073493182659149, + "m": 0.9966203570365906 + }, + { + "p": 0.08881691843271255, + "m": 1.0 + }, + { + "p": 0.08552578091621399, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.5889782309532166, + "val_loss": 0.9513663649559021, + "acc": 70.44, + "time": 235.9267279081978, + "param": [ + { + "p": 0.07474648207426071, + "m": 1.0 + }, + { + "p": 0.031938787549734116, + "m": 1.0 + }, + { + "p": 0.010725747793912888, + "m": 1.0 + }, + { + "p": 0.00020523188868537545, + "m": 0.000372765731299296 + }, + { + "p": 0.07896549254655838, + "m": 0.0 + }, + { + "p": 0.06506484001874924, + "m": 0.09418883919715881 + }, + { + "p": 0.07615509629249573, + "m": 0.15672409534454346 + }, + { + "p": 0.09368542581796646, + "m": 0.00018557035946287215 + }, + { + "p": 0.100442074239254, + "m": 0.6201751232147217 + }, + { + "p": 0.08971785008907318, + "m": 0.7506095170974731 + }, + { + "p": 0.15330220758914948, + "m": 0.5673972368240356 + }, + { + "p": 0.043697964400053024, + "m": 0.9763453602790833 + }, + { + "p": 0.07844745367765427, + "m": 1.0 + }, + { + "p": 0.10290531069040298, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.6560052633285522, + "val_loss": 1.0145167112350464, + "acc": 69.39, + "time": 240.13282654504292, + "param": [ + { + "p": 0.08683354407548904, + "m": 1.0 + }, + { + "p": 0.027310609817504883, + "m": 1.0 + }, + { + "p": 0.02708362601697445, + "m": 1.0 + }, + { + "p": 0.014922104775905609, + "m": 0.0 + }, + { + "p": 0.07591108977794647, + "m": 0.005740146152675152 + }, + { + "p": 0.07359270751476288, + "m": 0.13559411466121674 + }, + { + "p": 0.07416148483753204, + "m": 0.15826089680194855 + }, + { + "p": 0.08422807604074478, + "m": 0.025018014013767242 + }, + { + "p": 0.09123280644416809, + "m": 0.624629557132721 + }, + { + "p": 0.09483988583087921, + "m": 0.7257659435272217 + }, + { + "p": 0.1370798498392105, + "m": 0.5563207864761353 + }, + { + "p": 0.03613051027059555, + "m": 0.9738348722457886 + }, + { + "p": 0.071327805519104, + "m": 1.0 + }, + { + "p": 0.10534591227769852, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.5172394514083862, + "val_loss": 0.8968497514724731, + "acc": 69.16, + "time": 239.40409844298847, + "param": [ + { + "p": 0.09367688000202179, + "m": 1.0 + }, + { + "p": 0.051766470074653625, + "m": 1.0 + }, + { + "p": 0.0449061281979084, + "m": 1.0 + }, + { + "p": 0.03111521154642105, + "m": 0.009443672373890877 + }, + { + "p": 0.07388057559728622, + "m": 0.040685925632715225 + }, + { + "p": 0.0832137018442154, + "m": 0.17101344466209412 + }, + { + "p": 0.06820748001337051, + "m": 0.16779467463493347 + }, + { + "p": 0.08436451852321625, + "m": 0.08223293721675873 + }, + { + "p": 0.07868693768978119, + "m": 0.6159531474113464 + }, + { + "p": 0.08701169490814209, + "m": 0.7016319036483765 + }, + { + "p": 0.11571142077445984, + "m": 0.5746669173240662 + }, + { + "p": 0.03607720509171486, + "m": 0.9560125470161438 + }, + { + "p": 0.06889624893665314, + "m": 1.0 + }, + { + "p": 0.08248555660247803, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.8447169065475464, + "val_loss": 0.9654544591903687, + "acc": 69.78, + "time": 237.19504182599485, + "param": [ + { + "p": 0.09799914062023163, + "m": 1.0 + }, + { + "p": 0.060757655650377274, + "m": 1.0 + }, + { + "p": 0.06057896837592125, + "m": 1.0 + }, + { + "p": 0.025690045207738876, + "m": 0.01847151666879654 + }, + { + "p": 0.0783952847123146, + "m": 0.03715541586279869 + }, + { + "p": 0.09279386699199677, + "m": 0.16118448972702026 + }, + { + "p": 0.07308308780193329, + "m": 0.1602145880460739 + }, + { + "p": 0.09923006594181061, + "m": 0.09693824499845505 + }, + { + "p": 0.061977941542863846, + "m": 0.5915229916572571 + }, + { + "p": 0.07830838859081268, + "m": 0.6961984038352966 + }, + { + "p": 0.11109039932489395, + "m": 0.5962163209915161 + }, + { + "p": 0.03243989497423172, + "m": 0.9366822242736816 + }, + { + "p": 0.053367920219898224, + "m": 1.0 + }, + { + "p": 0.07428736984729767, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.5848503112792969, + "val_loss": 0.8757863640785217, + "acc": 69.49, + "time": 238.9292578420136, + "param": [ + { + "p": 0.10935279726982117, + "m": 1.0 + }, + { + "p": 0.05450253188610077, + "m": 1.0 + }, + { + "p": 0.08224648237228394, + "m": 1.0 + }, + { + "p": 0.0039717270992696285, + "m": 0.0 + }, + { + "p": 0.09706534445285797, + "m": 0.01664513163268566 + }, + { + "p": 0.09068015217781067, + "m": 0.100261390209198 + }, + { + "p": 0.05737766623497009, + "m": 0.13238896429538727 + }, + { + "p": 0.09364897757768631, + "m": 0.07857769727706909 + }, + { + "p": 0.044714778661727905, + "m": 0.5727624297142029 + }, + { + "p": 0.0777977705001831, + "m": 0.6755574941635132 + }, + { + "p": 0.1397276371717453, + "m": 0.5447207093238831 + }, + { + "p": 0.019045742228627205, + "m": 0.9373388290405273 + }, + { + "p": 0.058504167944192886, + "m": 1.0 + }, + { + "p": 0.07136428356170654, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.4856646656990051, + "val_loss": 0.8812058568000793, + "acc": 70.17, + "time": 239.49946759315208, + "param": [ + { + "p": 0.12084484845399857, + "m": 1.0 + }, + { + "p": 0.04020959138870239, + "m": 1.0 + }, + { + "p": 0.11164047569036484, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.10654012858867645, + "m": 0.0 + }, + { + "p": 0.09834542125463486, + "m": 0.0 + }, + { + "p": 0.04617192596197128, + "m": 0.13259175419807434 + }, + { + "p": 0.07490097731351852, + "m": 0.02838181145489216 + }, + { + "p": 0.017373912036418915, + "m": 0.54942786693573 + }, + { + "p": 0.06865385919809341, + "m": 0.6810165047645569 + }, + { + "p": 0.16498681902885437, + "m": 0.5203671455383301 + }, + { + "p": 0.006299185566604137, + "m": 0.9374773502349854 + }, + { + "p": 0.08089418709278107, + "m": 1.0 + }, + { + "p": 0.06313861906528473, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.6341876983642578, + "val_loss": 1.1873390674591064, + "acc": 69.88, + "time": 237.56826770910993, + "param": [ + { + "p": 0.10514720529317856, + "m": 1.0 + }, + { + "p": 0.03288848698139191, + "m": 1.0 + }, + { + "p": 0.13014306128025055, + "m": 1.0 + }, + { + "p": 0.00217717164196074, + "m": 0.0 + }, + { + "p": 0.11774249374866486, + "m": 0.0042694006115198135 + }, + { + "p": 0.10378649830818176, + "m": 0.0 + }, + { + "p": 0.04315410926938057, + "m": 0.13850493729114532 + }, + { + "p": 0.0663696900010109, + "m": 0.051212210208177567 + }, + { + "p": 0.009951194748282433, + "m": 0.5358591079711914 + }, + { + "p": 0.07093298435211182, + "m": 0.690717339515686 + }, + { + "p": 0.1804274171590805, + "m": 0.5035513043403625 + }, + { + "p": 0.0, + "m": 0.9165522456169128 + }, + { + "p": 0.0819348394870758, + "m": 1.0 + }, + { + "p": 0.05534479022026062, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.49147287011146545, + "val_loss": 0.9205476641654968, + "acc": 69.64, + "time": 231.99851122312248, + "param": [ + { + "p": 0.08522334694862366, + "m": 1.0 + }, + { + "p": 0.03289507329463959, + "m": 1.0 + }, + { + "p": 0.1281288117170334, + "m": 1.0 + }, + { + "p": 0.009160369634628296, + "m": 0.023300256580114365 + }, + { + "p": 0.11292970925569534, + "m": 0.010585559532046318 + }, + { + "p": 0.11202768236398697, + "m": 0.0 + }, + { + "p": 0.054807256907224655, + "m": 0.13198255002498627 + }, + { + "p": 0.06679517775774002, + "m": 0.07239020615816116 + }, + { + "p": 0.02351609617471695, + "m": 0.548358142375946 + }, + { + "p": 0.0700555294752121, + "m": 0.7009819746017456 + }, + { + "p": 0.18653760850429535, + "m": 0.487835556268692 + }, + { + "p": 0.0, + "m": 0.8851532340049744 + }, + { + "p": 0.07540065050125122, + "m": 1.0 + }, + { + "p": 0.0425226129591465, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.43083655834198, + "val_loss": 1.0804871320724487, + "acc": 70.18, + "time": 238.87401191308163, + "param": [ + { + "p": 0.0719153955578804, + "m": 1.0 + }, + { + "p": 0.038302063941955566, + "m": 1.0 + }, + { + "p": 0.11936771124601364, + "m": 1.0 + }, + { + "p": 0.011853347532451153, + "m": 0.0714246854186058 + }, + { + "p": 0.10835477709770203, + "m": 0.0 + }, + { + "p": 0.10334791243076324, + "m": 0.0 + }, + { + "p": 0.06164830923080444, + "m": 0.14822326600551605 + }, + { + "p": 0.07141462713479996, + "m": 0.06937036663293839 + }, + { + "p": 0.058814067393541336, + "m": 0.5603525042533875 + }, + { + "p": 0.06008565425872803, + "m": 0.7198046445846558 + }, + { + "p": 0.18322113156318665, + "m": 0.4596518874168396 + }, + { + "p": 0.010412394069135189, + "m": 0.8553141951560974 + }, + { + "p": 0.07145698368549347, + "m": 1.0 + }, + { + "p": 0.02980561926960945, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.6406694650650024, + "val_loss": 1.0054601430892944, + "acc": 70.55, + "time": 237.8391414778307, + "param": [ + { + "p": 0.049430787563323975, + "m": 1.0 + }, + { + "p": 0.05198986455798149, + "m": 1.0 + }, + { + "p": 0.11503187566995621, + "m": 1.0 + }, + { + "p": 0.026747755706310272, + "m": 0.10352226346731186 + }, + { + "p": 0.09604702144861221, + "m": 0.0 + }, + { + "p": 0.08754855394363403, + "m": 0.016986720263957977 + }, + { + "p": 0.06673479825258255, + "m": 0.1344483345746994 + }, + { + "p": 0.06721578538417816, + "m": 0.08347851783037186 + }, + { + "p": 0.09237364679574966, + "m": 0.581112802028656 + }, + { + "p": 0.06412086635828018, + "m": 0.7280766367912292 + }, + { + "p": 0.17168758809566498, + "m": 0.4556577503681183 + }, + { + "p": 0.006029579322785139, + "m": 0.8310757279396057 + }, + { + "p": 0.07520240545272827, + "m": 1.0 + }, + { + "p": 0.029839472845196724, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.5399206876754761, + "val_loss": 0.8247094750404358, + "acc": 69.7, + "time": 235.98831921094097, + "param": [ + { + "p": 0.030563704669475555, + "m": 1.0 + }, + { + "p": 0.053016580641269684, + "m": 1.0 + }, + { + "p": 0.11056635528802872, + "m": 1.0 + }, + { + "p": 0.029433922842144966, + "m": 0.053999558091163635 + }, + { + "p": 0.10345644503831863, + "m": 0.0 + }, + { + "p": 0.07376024127006531, + "m": 0.03058674745261669 + }, + { + "p": 0.0621817484498024, + "m": 0.14089292287826538 + }, + { + "p": 0.055543381720781326, + "m": 0.09091491252183914 + }, + { + "p": 0.11077880859375, + "m": 0.58451908826828 + }, + { + "p": 0.07061303406953812, + "m": 0.7607389688491821 + }, + { + "p": 0.148903027176857, + "m": 0.4876704812049866 + }, + { + "p": 0.029161619022488594, + "m": 0.8124833106994629 + }, + { + "p": 0.07204969227313995, + "m": 1.0 + }, + { + "p": 0.04997139796614647, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.5584380030632019, + "val_loss": 0.984380841255188, + "acc": 70.12, + "time": 235.57218224415556, + "param": [ + { + "p": 0.015755221247673035, + "m": 1.0 + }, + { + "p": 0.0623326413333416, + "m": 1.0 + }, + { + "p": 0.11159635335206985, + "m": 1.0 + }, + { + "p": 0.031414490193128586, + "m": 0.030009152367711067 + }, + { + "p": 0.10164684057235718, + "m": 0.0 + }, + { + "p": 0.07263455539941788, + "m": 0.0020807762630283833 + }, + { + "p": 0.05577613785862923, + "m": 0.19611592590808868 + }, + { + "p": 0.04485488310456276, + "m": 0.06942371279001236 + }, + { + "p": 0.12134583294391632, + "m": 0.5807618498802185 + }, + { + "p": 0.07173486053943634, + "m": 0.7700283527374268 + }, + { + "p": 0.12390272319316864, + "m": 0.5155535936355591 + }, + { + "p": 0.05064566805958748, + "m": 0.8039954900741577 + }, + { + "p": 0.06630446016788483, + "m": 1.0 + }, + { + "p": 0.07005532085895538, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.6371828317642212, + "val_loss": 1.2078499794006348, + "acc": 68.81, + "time": 238.03629169799387, + "param": [ + { + "p": 0.014724962413311005, + "m": 1.0 + }, + { + "p": 0.059510134160518646, + "m": 1.0 + }, + { + "p": 0.10265649855136871, + "m": 1.0 + }, + { + "p": 0.03547520935535431, + "m": 0.0 + }, + { + "p": 0.08988799899816513, + "m": 0.0 + }, + { + "p": 0.07643590867519379, + "m": 0.02193177305161953 + }, + { + "p": 0.05260545760393143, + "m": 0.20098109543323517 + }, + { + "p": 0.049424752593040466, + "m": 0.04717916250228882 + }, + { + "p": 0.11686629801988602, + "m": 0.6303101181983948 + }, + { + "p": 0.057253241539001465, + "m": 0.7932392358779907 + }, + { + "p": 0.11325551569461823, + "m": 0.55070561170578 + }, + { + "p": 0.05451022461056709, + "m": 0.810952365398407 + }, + { + "p": 0.07898048311471939, + "m": 1.0 + }, + { + "p": 0.09841330349445343, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.6128934621810913, + "val_loss": 1.0139236450195312, + "acc": 69.59, + "time": 237.5893202428706, + "param": [ + { + "p": 0.01672813855111599, + "m": 1.0 + }, + { + "p": 0.050061047077178955, + "m": 1.0 + }, + { + "p": 0.10258158296346664, + "m": 1.0 + }, + { + "p": 0.04185356944799423, + "m": 0.0 + }, + { + "p": 0.08837505429983139, + "m": 0.0 + }, + { + "p": 0.07156502455472946, + "m": 0.06105774641036987 + }, + { + "p": 0.055907122790813446, + "m": 0.17501474916934967 + }, + { + "p": 0.06116655841469765, + "m": 0.04421823471784592 + }, + { + "p": 0.11051855236291885, + "m": 0.6679909825325012 + }, + { + "p": 0.049708276987075806, + "m": 0.7874822616577148 + }, + { + "p": 0.0966801568865776, + "m": 0.5861096382141113 + }, + { + "p": 0.059243232011795044, + "m": 0.8315261602401733 + }, + { + "p": 0.08626420795917511, + "m": 1.0 + }, + { + "p": 0.10934745520353317, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.7416914105415344, + "val_loss": 1.0666043758392334, + "acc": 69.13, + "time": 239.14207205502316, + "param": [ + { + "p": 0.023727256804704666, + "m": 1.0 + }, + { + "p": 0.04743893817067146, + "m": 1.0 + }, + { + "p": 0.10636430978775024, + "m": 1.0 + }, + { + "p": 0.04851416498422623, + "m": 0.0029731898102909327 + }, + { + "p": 0.08584360033273697, + "m": 0.010318299755454063 + }, + { + "p": 0.062272388488054276, + "m": 0.09691368788480759 + }, + { + "p": 0.05634864792227745, + "m": 0.17929163575172424 + }, + { + "p": 0.0756688192486763, + "m": 0.05508507788181305 + }, + { + "p": 0.10591411590576172, + "m": 0.6583346724510193 + }, + { + "p": 0.04526424780488014, + "m": 0.7429822683334351 + }, + { + "p": 0.08858964592218399, + "m": 0.5620176196098328 + }, + { + "p": 0.05869835242629051, + "m": 0.8548405766487122 + }, + { + "p": 0.0814206525683403, + "m": 1.0 + }, + { + "p": 0.11393485218286514, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.6453331112861633, + "val_loss": 1.1452851295471191, + "acc": 68.65, + "time": 239.30542582715861, + "param": [ + { + "p": 0.01606612093746662, + "m": 1.0 + }, + { + "p": 0.04395017400383949, + "m": 1.0 + }, + { + "p": 0.11595959216356277, + "m": 1.0 + }, + { + "p": 0.05785726383328438, + "m": 0.009072206914424896 + }, + { + "p": 0.08575551956892014, + "m": 0.026786865666508675 + }, + { + "p": 0.026061920449137688, + "m": 0.04769812896847725 + }, + { + "p": 0.059980638325214386, + "m": 0.1685342639684677 + }, + { + "p": 0.08433594554662704, + "m": 0.06705553084611893 + }, + { + "p": 0.1068132296204567, + "m": 0.6284717321395874 + }, + { + "p": 0.05716818571090698, + "m": 0.7211918830871582 + }, + { + "p": 0.08266627788543701, + "m": 0.5354599952697754 + }, + { + "p": 0.05750132352113724, + "m": 0.8718998432159424 + }, + { + "p": 0.09227244555950165, + "m": 1.0 + }, + { + "p": 0.1136113852262497, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.35383307933807373, + "val_loss": 1.1423594951629639, + "acc": 70.09, + "time": 238.70325561705977, + "param": [ + { + "p": 0.023190801963210106, + "m": 1.0 + }, + { + "p": 0.05073239281773567, + "m": 1.0 + }, + { + "p": 0.11342642456293106, + "m": 1.0 + }, + { + "p": 0.05336647853255272, + "m": 0.04189387708902359 + }, + { + "p": 0.09044606983661652, + "m": 0.055926304310560226 + }, + { + "p": 0.005955478176474571, + "m": 0.0 + }, + { + "p": 0.04717417061328888, + "m": 0.15685085952281952 + }, + { + "p": 0.09719101339578629, + "m": 0.04764270409941673 + }, + { + "p": 0.09269796311855316, + "m": 0.6044135093688965 + }, + { + "p": 0.06610865145921707, + "m": 0.6919702887535095 + }, + { + "p": 0.08435305207967758, + "m": 0.5043176412582397 + }, + { + "p": 0.07570024579763412, + "m": 0.8715235590934753 + }, + { + "p": 0.0828266590833664, + "m": 1.0 + }, + { + "p": 0.11683057248592377, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.7761558294296265, + "val_loss": 1.1689103841781616, + "acc": 69.65, + "time": 239.0322877219878, + "param": [ + { + "p": 0.038942769169807434, + "m": 1.0 + }, + { + "p": 0.06549285352230072, + "m": 1.0 + }, + { + "p": 0.10505280643701553, + "m": 1.0 + }, + { + "p": 0.051159147173166275, + "m": 0.03095175139605999 + }, + { + "p": 0.07135540246963501, + "m": 0.03565821796655655 + }, + { + "p": 0.006353649776428938, + "m": 0.0 + }, + { + "p": 0.03369138017296791, + "m": 0.16732922196388245 + }, + { + "p": 0.09244128316640854, + "m": 0.019856706261634827 + }, + { + "p": 0.09155381470918655, + "m": 0.6174914240837097 + }, + { + "p": 0.08908457309007645, + "m": 0.6648862361907959 + }, + { + "p": 0.0839134231209755, + "m": 0.46704134345054626 + }, + { + "p": 0.08555103093385696, + "m": 0.8897597789764404 + }, + { + "p": 0.07518971711397171, + "m": 1.0 + }, + { + "p": 0.1102181002497673, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.7745562791824341, + "val_loss": 0.9566329121589661, + "acc": 69.1, + "time": 238.96422242489643, + "param": [ + { + "p": 0.039821721613407135, + "m": 1.0 + }, + { + "p": 0.06584889441728592, + "m": 1.0 + }, + { + "p": 0.11336594820022583, + "m": 1.0 + }, + { + "p": 0.04154575243592262, + "m": 0.012365356087684631 + }, + { + "p": 0.06477665901184082, + "m": 0.02283027209341526 + }, + { + "p": 0.013221562840044498, + "m": 0.0 + }, + { + "p": 0.03179693967103958, + "m": 0.16795924305915833 + }, + { + "p": 0.08653809875249863, + "m": 0.010518304072320461 + }, + { + "p": 0.10421846807003021, + "m": 0.6326141357421875 + }, + { + "p": 0.09704846143722534, + "m": 0.6717216968536377 + }, + { + "p": 0.07939523458480835, + "m": 0.4292740821838379 + }, + { + "p": 0.09090015292167664, + "m": 0.880489706993103 + }, + { + "p": 0.06408113986253738, + "m": 1.0 + }, + { + "p": 0.10744098573923111, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.4463280141353607, + "val_loss": 0.7910321950912476, + "acc": 68.9, + "time": 238.76077453698963, + "param": [ + { + "p": 0.025434179231524467, + "m": 1.0 + }, + { + "p": 0.06364288926124573, + "m": 1.0 + }, + { + "p": 0.12577641010284424, + "m": 1.0 + }, + { + "p": 0.02389061078429222, + "m": 0.0 + }, + { + "p": 0.06497159600257874, + "m": 0.06637391448020935 + }, + { + "p": 0.0, + "m": 0.007312694098800421 + }, + { + "p": 0.01337721012532711, + "m": 0.15287232398986816 + }, + { + "p": 0.07860767096281052, + "m": 0.05355822667479515 + }, + { + "p": 0.1440986841917038, + "m": 0.6131542325019836 + }, + { + "p": 0.11392592638731003, + "m": 0.7687378525733948 + }, + { + "p": 0.07919367402791977, + "m": 0.38222259283065796 + }, + { + "p": 0.07241874933242798, + "m": 0.7915180921554565 + }, + { + "p": 0.0656074807047844, + "m": 1.0 + }, + { + "p": 0.1290549635887146, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.6393135190010071, + "val_loss": 1.092572808265686, + "acc": 69.89, + "time": 238.70727750193328, + "param": [ + { + "p": 0.03903161734342575, + "m": 1.0 + }, + { + "p": 0.05883833020925522, + "m": 1.0 + }, + { + "p": 0.1260068267583847, + "m": 1.0 + }, + { + "p": 0.005977464374154806, + "m": 0.00403562793508172 + }, + { + "p": 0.0613417848944664, + "m": 0.08903432637453079 + }, + { + "p": 0.01167976949363947, + "m": 0.019863879308104515 + }, + { + "p": 0.022250257432460785, + "m": 0.1299198567867279 + }, + { + "p": 0.05744042620062828, + "m": 0.1058008149266243 + }, + { + "p": 0.14924027025699615, + "m": 0.5727495551109314 + }, + { + "p": 0.12094888836145401, + "m": 0.802097737789154 + }, + { + "p": 0.10284962505102158, + "m": 0.32495468854904175 + }, + { + "p": 0.060578715056180954, + "m": 0.7352507710456848 + }, + { + "p": 0.061224911361932755, + "m": 1.0 + }, + { + "p": 0.12259119004011154, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.7734381556510925, + "val_loss": 1.1399167776107788, + "acc": 68.41, + "time": 235.12525952002034, + "param": [ + { + "p": 0.049526020884513855, + "m": 1.0 + }, + { + "p": 0.0696079358458519, + "m": 1.0 + }, + { + "p": 0.11146742850542068, + "m": 1.0 + }, + { + "p": 0.005821785889565945, + "m": 0.04379989206790924 + }, + { + "p": 0.0785447433590889, + "m": 0.08209042251110077 + }, + { + "p": 0.02735905535519123, + "m": 0.009152214042842388 + }, + { + "p": 0.049821801483631134, + "m": 0.13772715628147125 + }, + { + "p": 0.037343546748161316, + "m": 0.1335930973291397 + }, + { + "p": 0.12153422832489014, + "m": 0.5380104184150696 + }, + { + "p": 0.11159185320138931, + "m": 0.800500750541687 + }, + { + "p": 0.12417951971292496, + "m": 0.27357301115989685 + }, + { + "p": 0.03923755884170532, + "m": 0.7026069760322571 + }, + { + "p": 0.05448175221681595, + "m": 1.0 + }, + { + "p": 0.11948283761739731, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.5858113765716553, + "val_loss": 0.924286425113678, + "acc": 69.03, + "time": 240.15905959694646, + "param": [ + { + "p": 0.048927828669548035, + "m": 1.0 + }, + { + "p": 0.0861637145280838, + "m": 1.0 + }, + { + "p": 0.09786899387836456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.056861333549022675 + }, + { + "p": 0.07950252294540405, + "m": 0.07360674440860748 + }, + { + "p": 0.04221651703119278, + "m": 0.019830776378512383 + }, + { + "p": 0.06319856643676758, + "m": 0.125978022813797 + }, + { + "p": 0.01425954420119524, + "m": 0.13813970983028412 + }, + { + "p": 0.10885697603225708, + "m": 0.5439015626907349 + }, + { + "p": 0.10316818952560425, + "m": 0.7973952293395996 + }, + { + "p": 0.1374366581439972, + "m": 0.257923424243927 + }, + { + "p": 0.026405567303299904, + "m": 0.6843522787094116 + }, + { + "p": 0.05245727300643921, + "m": 1.0 + }, + { + "p": 0.13953766226768494, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.6048027873039246, + "val_loss": 1.1279454231262207, + "acc": 69.35, + "time": 234.2313749480527, + "param": [ + { + "p": 0.05036860331892967, + "m": 1.0 + }, + { + "p": 0.0833899974822998, + "m": 1.0 + }, + { + "p": 0.081635482609272, + "m": 1.0 + }, + { + "p": 0.0011065230937674642, + "m": 0.0623490996658802 + }, + { + "p": 0.08325553685426712, + "m": 0.07591167837381363 + }, + { + "p": 0.058258261531591415, + "m": 0.0 + }, + { + "p": 0.06151138246059418, + "m": 0.1426190882921219 + }, + { + "p": 0.013696317560970783, + "m": 0.1431635469198227 + }, + { + "p": 0.10318709909915924, + "m": 0.553604245185852 + }, + { + "p": 0.09391480684280396, + "m": 0.7816221714019775 + }, + { + "p": 0.13935540616512299, + "m": 0.19987182319164276 + }, + { + "p": 0.025718392804265022, + "m": 0.6779488325119019 + }, + { + "p": 0.056936029344797134, + "m": 1.0 + }, + { + "p": 0.14766614139080048, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.6672787070274353, + "val_loss": 1.1740171909332275, + "acc": 68.78, + "time": 239.27555370191112, + "param": [ + { + "p": 0.0482458621263504, + "m": 1.0 + }, + { + "p": 0.08321532607078552, + "m": 1.0 + }, + { + "p": 0.08315807580947876, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.04613538831472397 + }, + { + "p": 0.08838535100221634, + "m": 0.062491774559020996 + }, + { + "p": 0.054453592747449875, + "m": 0.0011675037676468492 + }, + { + "p": 0.05886656045913696, + "m": 0.15090912580490112 + }, + { + "p": 0.0, + "m": 0.12502892315387726 + }, + { + "p": 0.10983151942491531, + "m": 0.5429022908210754 + }, + { + "p": 0.09125267714262009, + "m": 0.7678147554397583 + }, + { + "p": 0.15730369091033936, + "m": 0.11921899020671844 + }, + { + "p": 0.007050361018627882, + "m": 0.6659595966339111 + }, + { + "p": 0.04491438344120979, + "m": 1.0 + }, + { + "p": 0.17332254350185394, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.8682014346122742, + "val_loss": 1.017227292060852, + "acc": 68.77, + "time": 237.9185922429897, + "param": [ + { + "p": 0.03514472767710686, + "m": 1.0 + }, + { + "p": 0.08496382087469101, + "m": 1.0 + }, + { + "p": 0.08239153772592545, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.015333161689341068 + }, + { + "p": 0.07767673581838608, + "m": 0.006935526616871357 + }, + { + "p": 0.04521388188004494, + "m": 0.0 + }, + { + "p": 0.05624672770500183, + "m": 0.15202227234840393 + }, + { + "p": 0.0, + "m": 0.11160106211900711 + }, + { + "p": 0.12515409290790558, + "m": 0.5387154817581177 + }, + { + "p": 0.10251253098249435, + "m": 0.7450528740882874 + }, + { + "p": 0.190564826130867, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6770389676094055 + }, + { + "p": 0.01937834359705448, + "m": 1.0 + }, + { + "p": 0.18075282871723175, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.0858067274093628, + "val_loss": 1.1269683837890625, + "acc": 68.65, + "time": 222.8873184111435, + "param": [ + { + "p": 0.017495043575763702, + "m": 1.0 + }, + { + "p": 0.09563282877206802, + "m": 1.0 + }, + { + "p": 0.08312932401895523, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0025692640338093042 + }, + { + "p": 0.05221002176403999, + "m": 0.0 + }, + { + "p": 0.052663374692201614, + "m": 0.0 + }, + { + "p": 0.061001382768154144, + "m": 0.1513945758342743 + }, + { + "p": 0.01518232561647892, + "m": 0.11622873693704605 + }, + { + "p": 0.1147950068116188, + "m": 0.5674312114715576 + }, + { + "p": 0.10114513337612152, + "m": 0.7264596819877625 + }, + { + "p": 0.20553888380527496, + "m": 0.011212087236344814 + }, + { + "p": 0.009044798091053963, + "m": 0.6967952847480774 + }, + { + "p": 0.013661950826644897, + "m": 1.0 + }, + { + "p": 0.17849993705749512, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.9064159989356995, + "val_loss": 1.1906980276107788, + "acc": 69.43, + "time": 223.41746975691058, + "param": [ + { + "p": 0.006272775586694479, + "m": 1.0 + }, + { + "p": 0.10472080111503601, + "m": 1.0 + }, + { + "p": 0.10580845922231674, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.029099904000759125, + "m": 0.0 + }, + { + "p": 0.059362418949604034, + "m": 0.0 + }, + { + "p": 0.053990818560123444, + "m": 0.16779956221580505 + }, + { + "p": 0.0461328960955143, + "m": 0.11540794372558594 + }, + { + "p": 0.10725448280572891, + "m": 0.6172896027565002 + }, + { + "p": 0.07591640204191208, + "m": 0.7470158338546753 + }, + { + "p": 0.20992179214954376, + "m": 0.0 + }, + { + "p": 0.02006315067410469, + "m": 0.7077100276947021 + }, + { + "p": 0.020389704033732414, + "m": 1.0 + }, + { + "p": 0.1610664278268814, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.0124030113220215, + "val_loss": 1.0463306903839111, + "acc": 68.82, + "time": 222.08475624676794, + "param": [ + { + "p": 0.016498640179634094, + "m": 1.0 + }, + { + "p": 0.0941840186715126, + "m": 1.0 + }, + { + "p": 0.11707507818937302, + "m": 1.0 + }, + { + "p": 0.026845067739486694, + "m": 0.003959977999329567 + }, + { + "p": 0.042384903877973557, + "m": 0.0007206635782495141 + }, + { + "p": 0.05117897316813469, + "m": 0.0 + }, + { + "p": 0.04565376788377762, + "m": 0.1829165667295456 + }, + { + "p": 0.06661009788513184, + "m": 0.09561602771282196 + }, + { + "p": 0.09495443850755692, + "m": 0.6374558806419373 + }, + { + "p": 0.055605921894311905, + "m": 0.7931087613105774 + }, + { + "p": 0.20576156675815582, + "m": 0.0 + }, + { + "p": 0.031102702021598816, + "m": 0.7204984426498413 + }, + { + "p": 0.013182039372622967, + "m": 1.0 + }, + { + "p": 0.13896284997463226, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.8796122074127197, + "val_loss": 1.213702917098999, + "acc": 69.49, + "time": 223.27683911798522, + "param": [ + { + "p": 0.0276478324085474, + "m": 1.0 + }, + { + "p": 0.09481319785118103, + "m": 1.0 + }, + { + "p": 0.1119268536567688, + "m": 1.0 + }, + { + "p": 0.030110623687505722, + "m": 0.0 + }, + { + "p": 0.043250922113657, + "m": 0.0 + }, + { + "p": 0.03906399384140968, + "m": 0.0 + }, + { + "p": 0.0399947389960289, + "m": 0.17983707785606384 + }, + { + "p": 0.08985782414674759, + "m": 0.07035965472459793 + }, + { + "p": 0.07359445840120316, + "m": 0.6043257117271423 + }, + { + "p": 0.04959389939904213, + "m": 0.8117988109588623 + }, + { + "p": 0.22501114010810852, + "m": 0.0 + }, + { + "p": 0.023944104090332985, + "m": 0.7185937762260437 + }, + { + "p": 0.0023917590733617544, + "m": 1.0 + }, + { + "p": 0.14879852533340454, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.8125982284545898, + "val_loss": 1.005287766456604, + "acc": 68.5, + "time": 223.41366691701114, + "param": [ + { + "p": 0.0384184755384922, + "m": 1.0 + }, + { + "p": 0.11160755157470703, + "m": 1.0 + }, + { + "p": 0.1022840067744255, + "m": 1.0 + }, + { + "p": 0.024554023519158363, + "m": 0.0 + }, + { + "p": 0.045878712087869644, + "m": 0.0 + }, + { + "p": 0.03858431428670883, + "m": 0.0 + }, + { + "p": 0.03157290443778038, + "m": 0.14675842225551605 + }, + { + "p": 0.08265187591314316, + "m": 0.05076257884502411 + }, + { + "p": 0.050388555973768234, + "m": 0.6106743812561035 + }, + { + "p": 0.04891756922006607, + "m": 0.8235990405082703 + }, + { + "p": 0.2273978888988495, + "m": 0.0 + }, + { + "p": 0.01291629858314991, + "m": 0.7509193420410156 + }, + { + "p": 0.0038089179433882236, + "m": 1.0 + }, + { + "p": 0.1810188591480255, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.9706956744194031, + "val_loss": 1.1726640462875366, + "acc": 68.3, + "time": 225.46966220391914, + "param": [ + { + "p": 0.04377209022641182, + "m": 1.0 + }, + { + "p": 0.13080628216266632, + "m": 1.0 + }, + { + "p": 0.10426902025938034, + "m": 1.0 + }, + { + "p": 0.016679901629686356, + "m": 0.014171304181218147 + }, + { + "p": 0.05478132143616676, + "m": 0.0 + }, + { + "p": 0.04145810008049011, + "m": 0.0 + }, + { + "p": 0.01180756464600563, + "m": 0.11121208965778351 + }, + { + "p": 0.0595814511179924, + "m": 0.03640269115567207 + }, + { + "p": 0.029691291972994804, + "m": 0.6214318871498108 + }, + { + "p": 0.05042506754398346, + "m": 0.8408244848251343 + }, + { + "p": 0.22751925885677338, + "m": 0.0 + }, + { + "p": 0.019852284342050552, + "m": 0.7637059688568115 + }, + { + "p": 0.01515282317996025, + "m": 1.0 + }, + { + "p": 0.19420363008975983, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.362045407295227, + "val_loss": 1.140918493270874, + "acc": 67.93, + "time": 221.75024728407152, + "param": [ + { + "p": 0.021807489916682243, + "m": 1.0 + }, + { + "p": 0.15863344073295593, + "m": 1.0 + }, + { + "p": 0.10392560809850693, + "m": 1.0 + }, + { + "p": 0.011108391918241978, + "m": 0.037377968430519104 + }, + { + "p": 0.06717217713594437, + "m": 0.0 + }, + { + "p": 0.03410334140062332, + "m": 0.014191522262990475 + }, + { + "p": 0.007178382482379675, + "m": 0.062207888811826706 + }, + { + "p": 0.058470919728279114, + "m": 0.03430307283997536 + }, + { + "p": 0.008161301724612713, + "m": 0.632249653339386 + }, + { + "p": 0.049349408596754074, + "m": 0.8445644974708557 + }, + { + "p": 0.25312310457229614, + "m": 0.005124599207192659 + }, + { + "p": 0.0036033745855093002, + "m": 0.7567081451416016 + }, + { + "p": 0.007622268050909042, + "m": 1.0 + }, + { + "p": 0.21574082970619202, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.8938506245613098, + "val_loss": 1.1581181287765503, + "acc": 67.51, + "time": 223.66742855706252, + "param": [ + { + "p": 0.026032106950879097, + "m": 1.0 + }, + { + "p": 0.16815562546253204, + "m": 1.0 + }, + { + "p": 0.10849941521883011, + "m": 1.0 + }, + { + "p": 0.016970684751868248, + "m": 0.06554805487394333 + }, + { + "p": 0.061667006462812424, + "m": 0.0 + }, + { + "p": 0.021309195086359978, + "m": 0.043732717633247375 + }, + { + "p": 0.012012109160423279, + "m": 0.05659101903438568 + }, + { + "p": 0.03536554425954819, + "m": 0.0332767590880394 + }, + { + "p": 0.006747851148247719, + "m": 0.6672379374504089 + }, + { + "p": 0.03659899905323982, + "m": 0.8301515579223633 + }, + { + "p": 0.2687923014163971, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7308433651924133 + }, + { + "p": 0.0010154920164495707, + "m": 1.0 + }, + { + "p": 0.23683367669582367, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.9838526844978333, + "val_loss": 1.0153534412384033, + "acc": 67.64, + "time": 223.47118337987922, + "param": [ + { + "p": 0.04180596023797989, + "m": 1.0 + }, + { + "p": 0.14582251012325287, + "m": 1.0 + }, + { + "p": 0.11845171451568604, + "m": 1.0 + }, + { + "p": 0.03797396272420883, + "m": 0.07666043192148209 + }, + { + "p": 0.05942458286881447, + "m": 0.0 + }, + { + "p": 0.013651225715875626, + "m": 0.05310985445976257 + }, + { + "p": 0.018488120287656784, + "m": 0.06520784646272659 + }, + { + "p": 0.02386351488530636, + "m": 0.0 + }, + { + "p": 0.003712441772222519, + "m": 0.6845811605453491 + }, + { + "p": 0.03450677543878555, + "m": 0.8375543355941772 + }, + { + "p": 0.25327423214912415, + "m": 0.0 + }, + { + "p": 0.014530641958117485, + "m": 0.7001684308052063 + }, + { + "p": 0.0013174546184018254, + "m": 1.0 + }, + { + "p": 0.23317685723304749, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.3421317338943481, + "val_loss": 1.323663353919983, + "acc": 66.7, + "time": 223.46005902905017, + "param": [ + { + "p": 0.018415242433547974, + "m": 1.0 + }, + { + "p": 0.15612010657787323, + "m": 1.0 + }, + { + "p": 0.14493876695632935, + "m": 1.0 + }, + { + "p": 0.05210364609956741, + "m": 0.08444198966026306 + }, + { + "p": 0.03539213165640831, + "m": 0.0 + }, + { + "p": 0.008939354680478573, + "m": 0.06759261339902878 + }, + { + "p": 0.017426704987883568, + "m": 0.06961346417665482 + }, + { + "p": 0.0, + "m": 0.02194087766110897 + }, + { + "p": 0.0, + "m": 0.674680233001709 + }, + { + "p": 0.012128430418670177, + "m": 0.8425775170326233 + }, + { + "p": 0.2688063979148865, + "m": 0.0 + }, + { + "p": 0.002333621960133314, + "m": 0.650729775428772 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2833956480026245, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.909810483455658, + "val_loss": 1.3510701656341553, + "acc": 65.98, + "time": 225.55382031900808, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16082541644573212, + "m": 1.0 + }, + { + "p": 0.1641532927751541, + "m": 1.0 + }, + { + "p": 0.049075059592723846, + "m": 0.06763531267642975 + }, + { + "p": 0.023685477674007416, + "m": 0.0 + }, + { + "p": 0.013800994493067265, + "m": 0.06463275849819183 + }, + { + "p": 0.03239696845412254, + "m": 0.09649093449115753 + }, + { + "p": 0.0, + "m": 0.05012136325240135 + }, + { + "p": 0.0, + "m": 0.6931042075157166 + }, + { + "p": 0.0, + "m": 0.8524190187454224 + }, + { + "p": 0.2528188228607178, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6226106286048889 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3032439947128296, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.2027573585510254, + "val_loss": 1.291574239730835, + "acc": 67.67, + "time": 226.23840158898383, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15029233694076538, + "m": 1.0 + }, + { + "p": 0.17692303657531738, + "m": 1.0 + }, + { + "p": 0.04427650198340416, + "m": 0.06648128479719162 + }, + { + "p": 0.02743326686322689, + "m": 0.0 + }, + { + "p": 0.01484988909214735, + "m": 0.05505944788455963 + }, + { + "p": 0.0704389214515686, + "m": 0.13590624928474426 + }, + { + "p": 0.0, + "m": 0.061226557940244675 + }, + { + "p": 0.0, + "m": 0.7211982607841492 + }, + { + "p": 0.0006612096913158894, + "m": 0.8716728687286377 + }, + { + "p": 0.22178027033805847, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6067476272583008 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.29334455728530884, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.0024306774139404, + "val_loss": 1.2372075319290161, + "acc": 67.23, + "time": 227.1571519349236, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15414701402187347, + "m": 1.0 + }, + { + "p": 0.1900218427181244, + "m": 1.0 + }, + { + "p": 0.03510899469256401, + "m": 0.061649881303310394 + }, + { + "p": 0.00704273022711277, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.06854240596294403 + }, + { + "p": 0.07951859384775162, + "m": 0.13521750271320343 + }, + { + "p": 0.0, + "m": 0.0671864002943039 + }, + { + "p": 0.0, + "m": 0.7761366367340088 + }, + { + "p": 0.0, + "m": 0.8942041993141174 + }, + { + "p": 0.2163884937763214, + "m": 0.003911598585546017 + }, + { + "p": 0.0003100963949691504, + "m": 0.6099731922149658 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3174622654914856, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.8428319096565247, + "val_loss": 1.2216695547103882, + "acc": 66.53, + "time": 227.87351398309693, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15339474380016327, + "m": 1.0 + }, + { + "p": 0.2026754915714264, + "m": 1.0 + }, + { + "p": 0.01605263352394104, + "m": 0.0003865204635076225 + }, + { + "p": 0.0004535847110673785, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.07571516185998917 + }, + { + "p": 0.07781331241130829, + "m": 0.15557730197906494 + }, + { + "p": 0.0, + "m": 0.0752735286951065 + }, + { + "p": 0.0, + "m": 0.7995016574859619 + }, + { + "p": 0.0007743596797809005, + "m": 0.9023561477661133 + }, + { + "p": 0.21215766668319702, + "m": 0.018391825258731842 + }, + { + "p": 0.0, + "m": 0.6188528537750244 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3366782069206238, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.188546061515808, + "val_loss": 0.9450903534889221, + "acc": 66.97, + "time": 226.93939941190183, + "param": [ + { + "p": 0.0015425474848598242, + "m": 1.0 + }, + { + "p": 0.1473788619041443, + "m": 1.0 + }, + { + "p": 0.20439887046813965, + "m": 1.0 + }, + { + "p": 0.01704913005232811, + "m": 0.0 + }, + { + "p": 0.0006345156580209732, + "m": 0.010194452479481697 + }, + { + "p": 0.001852257177233696, + "m": 0.07792738080024719 + }, + { + "p": 0.0698385164141655, + "m": 0.1538277268409729 + }, + { + "p": 0.0013623926788568497, + "m": 0.035757824778556824 + }, + { + "p": 0.0, + "m": 0.8010844588279724 + }, + { + "p": 0.009802465327084064, + "m": 0.8960344195365906 + }, + { + "p": 0.20886418223381042, + "m": 0.03816898167133331 + }, + { + "p": 0.0, + "m": 0.6505742073059082 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3372762203216553, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.7429682612419128, + "val_loss": 0.9650483131408691, + "acc": 67.04, + "time": 226.27884965902194, + "param": [ + { + "p": 0.011371694505214691, + "m": 1.0 + }, + { + "p": 0.13320989906787872, + "m": 1.0 + }, + { + "p": 0.1981494277715683, + "m": 1.0 + }, + { + "p": 0.02290235087275505, + "m": 0.002620976883918047 + }, + { + "p": 0.012005995027720928, + "m": 0.008946016430854797 + }, + { + "p": 0.008725062012672424, + "m": 0.05748354643583298 + }, + { + "p": 0.08291173726320267, + "m": 0.17463690042495728 + }, + { + "p": 0.003351669292896986, + "m": 0.01172570139169693 + }, + { + "p": 0.0, + "m": 0.7805045247077942 + }, + { + "p": 0.021711064502596855, + "m": 0.8790692090988159 + }, + { + "p": 0.2003663331270218, + "m": 0.05410096421837807 + }, + { + "p": 0.0, + "m": 0.6651063561439514 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30529478192329407, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.7448641657829285, + "val_loss": 1.1573965549468994, + "acc": 68.22, + "time": 224.39044190687127, + "param": [ + { + "p": 0.011465000919997692, + "m": 1.0 + }, + { + "p": 0.12179591506719589, + "m": 1.0 + }, + { + "p": 0.17692160606384277, + "m": 1.0 + }, + { + "p": 0.022629424929618835, + "m": 0.0 + }, + { + "p": 0.018445054069161415, + "m": 0.0 + }, + { + "p": 0.018339358270168304, + "m": 0.050878118723630905 + }, + { + "p": 0.09065251797437668, + "m": 0.18587109446525574 + }, + { + "p": 0.01844285987317562, + "m": 0.012891600839793682 + }, + { + "p": 0.004223271738737822, + "m": 0.7476872205734253 + }, + { + "p": 0.03351776301860809, + "m": 0.8694339990615845 + }, + { + "p": 0.19387321174144745, + "m": 0.06988241523504257 + }, + { + "p": 0.002707255072891712, + "m": 0.6652247905731201 + }, + { + "p": 0.008864845149219036, + "m": 1.0 + }, + { + "p": 0.27812185883522034, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.069414496421814, + "val_loss": 0.9718921184539795, + "acc": 68.75, + "time": 223.24517085612752, + "param": [ + { + "p": 0.014765710569918156, + "m": 1.0 + }, + { + "p": 0.11085036396980286, + "m": 1.0 + }, + { + "p": 0.16992688179016113, + "m": 1.0 + }, + { + "p": 0.016165852546691895, + "m": 0.0 + }, + { + "p": 0.029004860669374466, + "m": 0.0 + }, + { + "p": 0.0438966304063797, + "m": 0.03111177869141102 + }, + { + "p": 0.08827619254589081, + "m": 0.1374717652797699 + }, + { + "p": 0.024123460054397583, + "m": 0.023430412635207176 + }, + { + "p": 0.013486208394169807, + "m": 0.7293232679367065 + }, + { + "p": 0.03292981907725334, + "m": 0.8591911792755127 + }, + { + "p": 0.18532386422157288, + "m": 0.06851895153522491 + }, + { + "p": 0.0017252825200557709, + "m": 0.6598827838897705 + }, + { + "p": 0.027955472469329834, + "m": 1.0 + }, + { + "p": 0.2415693700313568, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json new file mode 100644 index 0000000..0716d16 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 72.75, + "Time": [ + 119.63593104516467, + 2.5401370920437762 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2990620136260986, + "val_loss": 2.296761989593506, + "acc": 11.27, + "time": 114.32522897096351, + "param": [ + { + "p": 0.0819537341594696, + "m": 1.0 + }, + { + "p": 0.032731328159570694, + "m": 1.0 + }, + { + "p": 0.07796848565340042, + "m": 1.0 + }, + { + "p": 0.07291411608457565, + "m": 1.0 + }, + { + "p": 0.040598392486572266, + "m": 1.0 + }, + { + "p": 0.026481639593839645, + "m": 1.0 + }, + { + "p": 0.0784037783741951, + "m": 1.0 + }, + { + "p": 0.0976128801703453, + "m": 1.0 + }, + { + "p": 0.09955591708421707, + "m": 1.0 + }, + { + "p": 0.08570796996355057, + "m": 1.0 + }, + { + "p": 0.06789082288742065, + "m": 1.0 + }, + { + "p": 0.0447460301220417, + "m": 1.0 + }, + { + "p": 0.09535545110702515, + "m": 1.0 + }, + { + "p": 0.0980796217918396, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.3281142711639404, + "val_loss": 2.269660234451294, + "acc": 22.75, + "time": 115.59711486892775, + "param": [ + { + "p": 0.07730179280042648, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08898010849952698, + "m": 1.0 + }, + { + "p": 0.08409342914819717, + "m": 1.0 + }, + { + "p": 0.060359593480825424, + "m": 1.0 + }, + { + "p": 0.0030198711901903152, + "m": 1.0 + }, + { + "p": 0.10046796500682831, + "m": 1.0 + }, + { + "p": 0.08861198276281357, + "m": 1.0 + }, + { + "p": 0.08684942871332169, + "m": 1.0 + }, + { + "p": 0.10220714658498764, + "m": 1.0 + }, + { + "p": 0.06368786096572876, + "m": 1.0 + }, + { + "p": 0.051057226955890656, + "m": 1.0 + }, + { + "p": 0.1052238941192627, + "m": 1.0 + }, + { + "p": 0.08813963830471039, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.197530508041382, + "val_loss": 2.0843942165374756, + "acc": 22.81, + "time": 121.67498105205595, + "param": [ + { + "p": 0.08875370025634766, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08026011288166046, + "m": 1.0 + }, + { + "p": 0.06701911985874176, + "m": 1.0 + }, + { + "p": 0.05246392637491226, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.116974838078022, + "m": 1.0 + }, + { + "p": 0.11076878756284714, + "m": 1.0 + }, + { + "p": 0.07997629046440125, + "m": 1.0 + }, + { + "p": 0.10640460252761841, + "m": 1.0 + }, + { + "p": 0.06136883422732353, + "m": 1.0 + }, + { + "p": 0.07925998419523239, + "m": 1.0 + }, + { + "p": 0.13002562522888184, + "m": 1.0 + }, + { + "p": 0.02672407403588295, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.368942975997925, + "val_loss": 1.9998323917388916, + "acc": 29.63, + "time": 121.46428647101857, + "param": [ + { + "p": 0.0780193880200386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11037460714578629, + "m": 1.0 + }, + { + "p": 0.056296441704034805, + "m": 1.0 + }, + { + "p": 0.020934224128723145, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12317200005054474, + "m": 1.0 + }, + { + "p": 0.11353437602519989, + "m": 1.0 + }, + { + "p": 0.07401122152805328, + "m": 1.0 + }, + { + "p": 0.12681733071804047, + "m": 1.0 + }, + { + "p": 0.06194188818335533, + "m": 1.0 + }, + { + "p": 0.08030636608600616, + "m": 1.0 + }, + { + "p": 0.1545921117067337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.9641600847244263, + "val_loss": 1.8639869689941406, + "acc": 36.24, + "time": 120.38912166003138, + "param": [ + { + "p": 0.0697062611579895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11654335260391235, + "m": 1.0 + }, + { + "p": 0.050325699150562286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13320223987102509, + "m": 1.0 + }, + { + "p": 0.12387406080961227, + "m": 1.0 + }, + { + "p": 0.06090536713600159, + "m": 1.0 + }, + { + "p": 0.15672904253005981, + "m": 1.0 + }, + { + "p": 0.037123363465070724, + "m": 1.0 + }, + { + "p": 0.07273952662944794, + "m": 1.0 + }, + { + "p": 0.17885109782218933, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.8803637027740479, + "val_loss": 1.8166037797927856, + "acc": 35.37, + "time": 119.0480920181144, + "param": [ + { + "p": 0.06630244106054306, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1184987872838974, + "m": 1.0 + }, + { + "p": 0.04713346064090729, + "m": 1.0 + }, + { + "p": 0.009233037009835243, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12431727349758148, + "m": 1.0 + }, + { + "p": 0.1265389770269394, + "m": 1.0 + }, + { + "p": 0.05730918422341347, + "m": 1.0 + }, + { + "p": 0.16230462491512299, + "m": 1.0 + }, + { + "p": 0.03785385563969612, + "m": 1.0 + }, + { + "p": 0.06769025325775146, + "m": 1.0 + }, + { + "p": 0.18281809985637665, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.7752532958984375, + "val_loss": 1.7248146533966064, + "acc": 39.5, + "time": 118.84303840110078, + "param": [ + { + "p": 0.06403695791959763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12405560165643692, + "m": 1.0 + }, + { + "p": 0.04119962826371193, + "m": 1.0 + }, + { + "p": 0.0012594436993822455, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12238581478595734, + "m": 1.0 + }, + { + "p": 0.1350444257259369, + "m": 1.0 + }, + { + "p": 0.05721957981586456, + "m": 1.0 + }, + { + "p": 0.16353386640548706, + "m": 1.0 + }, + { + "p": 0.033392664045095444, + "m": 1.0 + }, + { + "p": 0.06903316080570221, + "m": 1.0 + }, + { + "p": 0.18883876502513885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.8817375898361206, + "val_loss": 1.6434861421585083, + "acc": 42.58, + "time": 120.53274704283103, + "param": [ + { + "p": 0.06749825179576874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11982692033052444, + "m": 1.0 + }, + { + "p": 0.03983253985643387, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12828536331653595, + "m": 1.0 + }, + { + "p": 0.13406679034233093, + "m": 1.0 + }, + { + "p": 0.0590028278529644, + "m": 1.0 + }, + { + "p": 0.15218976140022278, + "m": 1.0 + }, + { + "p": 0.030164726078510284, + "m": 1.0 + }, + { + "p": 0.08407710492610931, + "m": 1.0 + }, + { + "p": 0.18505573272705078, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.939347505569458, + "val_loss": 1.535245418548584, + "acc": 41.64, + "time": 119.02342904405668, + "param": [ + { + "p": 0.0611424446105957, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1285170167684555, + "m": 1.0 + }, + { + "p": 0.020443180575966835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14521411061286926, + "m": 1.0 + }, + { + "p": 0.14511200785636902, + "m": 1.0 + }, + { + "p": 0.05096681788563728, + "m": 1.0 + }, + { + "p": 0.14812475442886353, + "m": 1.0 + }, + { + "p": 0.01214511226862669, + "m": 1.0 + }, + { + "p": 0.08855407685041428, + "m": 1.0 + }, + { + "p": 0.1997804194688797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.928955316543579, + "val_loss": 1.6874829530715942, + "acc": 39.46, + "time": 120.58674508798867, + "param": [ + { + "p": 0.05282040685415268, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14045415818691254, + "m": 1.0 + }, + { + "p": 5.166461050976068e-05, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1602841466665268, + "m": 1.0 + }, + { + "p": 0.15450966358184814, + "m": 1.0 + }, + { + "p": 0.03885161131620407, + "m": 1.0 + }, + { + "p": 0.15259790420532227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0788411870598793, + "m": 1.0 + }, + { + "p": 0.22158928215503693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.7783538103103638, + "val_loss": 1.4684056043624878, + "acc": 45.66, + "time": 121.0103072328493, + "param": [ + { + "p": 0.04968557506799698, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14143384993076324, + "m": 1.0 + }, + { + "p": 0.00490444153547287, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16065071523189545, + "m": 1.0 + }, + { + "p": 0.15554922819137573, + "m": 1.0 + }, + { + "p": 0.0428648442029953, + "m": 1.0 + }, + { + "p": 0.1480247676372528, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06995418667793274, + "m": 1.0 + }, + { + "p": 0.2269323766231537, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 2.082064151763916, + "val_loss": 1.4940334558486938, + "acc": 46.46, + "time": 112.28679957892746, + "param": [ + { + "p": 0.057709950953722, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13526029884815216, + "m": 1.0 + }, + { + "p": 0.0013173799961805344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15458709001541138, + "m": 1.0 + }, + { + "p": 0.1502387374639511, + "m": 1.0 + }, + { + "p": 0.038812972605228424, + "m": 1.0 + }, + { + "p": 0.141075000166893, + "m": 1.0 + }, + { + "p": 0.001108373049646616, + "m": 1.0 + }, + { + "p": 0.09367088973522186, + "m": 1.0 + }, + { + "p": 0.22621934115886688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.6606087684631348, + "val_loss": 1.4987789392471313, + "acc": 46.32, + "time": 117.39842930994928, + "param": [ + { + "p": 0.06399377435445786, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11885815858840942, + "m": 1.0 + }, + { + "p": 0.01815228909254074, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14481176435947418, + "m": 1.0 + }, + { + "p": 0.13448189198970795, + "m": 1.0 + }, + { + "p": 0.04115011543035507, + "m": 1.0 + }, + { + "p": 0.14546190202236176, + "m": 1.0 + }, + { + "p": 0.005325164645910263, + "m": 1.0 + }, + { + "p": 0.11419137567281723, + "m": 1.0 + }, + { + "p": 0.21357356011867523, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.8637771606445312, + "val_loss": 1.4303786754608154, + "acc": 47.54, + "time": 120.90198633703403, + "param": [ + { + "p": 0.06629311293363571, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11832399666309357, + "m": 1.0 + }, + { + "p": 0.01722235232591629, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13637134432792664, + "m": 1.0 + }, + { + "p": 0.1407327800989151, + "m": 1.0 + }, + { + "p": 0.03399287536740303, + "m": 1.0 + }, + { + "p": 0.15604594349861145, + "m": 1.0 + }, + { + "p": 0.0033347320277243853, + "m": 1.0 + }, + { + "p": 0.11984847486019135, + "m": 1.0 + }, + { + "p": 0.207834392786026, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.8252105712890625, + "val_loss": 1.4823485612869263, + "acc": 48.22, + "time": 113.79194524185732, + "param": [ + { + "p": 0.07875368744134903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11755559593439102, + "m": 1.0 + }, + { + "p": 0.01354509312659502, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11755333840847015, + "m": 1.0 + }, + { + "p": 0.1514202505350113, + "m": 1.0 + }, + { + "p": 0.03501643240451813, + "m": 1.0 + }, + { + "p": 0.16387687623500824, + "m": 1.0 + }, + { + "p": 0.014116269536316395, + "m": 1.0 + }, + { + "p": 0.11421213299036026, + "m": 1.0 + }, + { + "p": 0.19395029544830322, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.7638490200042725, + "val_loss": 1.4561718702316284, + "acc": 50.07, + "time": 112.91471773805097, + "param": [ + { + "p": 0.09699197113513947, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12284882366657257, + "m": 1.0 + }, + { + "p": 0.019540991634130478, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10091807693243027, + "m": 1.0 + }, + { + "p": 0.158297598361969, + "m": 1.0 + }, + { + "p": 0.0409662090241909, + "m": 1.0 + }, + { + "p": 0.16141895949840546, + "m": 1.0 + }, + { + "p": 0.005599388852715492, + "m": 1.0 + }, + { + "p": 0.11663645505905151, + "m": 1.0 + }, + { + "p": 0.17678149044513702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.6079788208007812, + "val_loss": 1.359403371810913, + "acc": 49.97, + "time": 120.25559945381247, + "param": [ + { + "p": 0.10513844341039658, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13842152059078217, + "m": 1.0 + }, + { + "p": 0.01497814990580082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08956537395715714, + "m": 1.0 + }, + { + "p": 0.1591031402349472, + "m": 1.0 + }, + { + "p": 0.047791413962841034, + "m": 1.0 + }, + { + "p": 0.15598164498806, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11259756982326508, + "m": 1.0 + }, + { + "p": 0.17642277479171753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.7345044612884521, + "val_loss": 1.4441628456115723, + "acc": 50.79, + "time": 122.01502290810458, + "param": [ + { + "p": 0.11069399118423462, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1419147253036499, + "m": 1.0 + }, + { + "p": 0.017944199964404106, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09133870154619217, + "m": 1.0 + }, + { + "p": 0.1505700647830963, + "m": 1.0 + }, + { + "p": 0.05479128658771515, + "m": 1.0 + }, + { + "p": 0.14457684755325317, + "m": 1.0 + }, + { + "p": 0.002235909691080451, + "m": 1.0 + }, + { + "p": 0.1059245690703392, + "m": 1.0 + }, + { + "p": 0.18000972270965576, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.565377116203308, + "val_loss": 1.2395092248916626, + "acc": 52.01, + "time": 121.03095914982259, + "param": [ + { + "p": 0.1163158044219017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1393832117319107, + "m": 1.0 + }, + { + "p": 0.02352779172360897, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005686471238732338, + "m": 1.0 + }, + { + "p": 0.08335249871015549, + "m": 1.0 + }, + { + "p": 0.13998615741729736, + "m": 1.0 + }, + { + "p": 0.05734484642744064, + "m": 1.0 + }, + { + "p": 0.1417008936405182, + "m": 1.0 + }, + { + "p": 0.022130470722913742, + "m": 1.0 + }, + { + "p": 0.09485051780939102, + "m": 1.0 + }, + { + "p": 0.17572133243083954, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.8161243200302124, + "val_loss": 1.3856109380722046, + "acc": 51.82, + "time": 120.98594287899323, + "param": [ + { + "p": 0.1215137168765068, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14497123658657074, + "m": 1.0 + }, + { + "p": 0.02628832496702671, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06597026437520981, + "m": 1.0 + }, + { + "p": 0.14064759016036987, + "m": 1.0 + }, + { + "p": 0.049631815403699875, + "m": 1.0 + }, + { + "p": 0.1520315408706665, + "m": 1.0 + }, + { + "p": 0.024295516312122345, + "m": 1.0 + }, + { + "p": 0.0914442241191864, + "m": 1.0 + }, + { + "p": 0.18320587277412415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.6216394901275635, + "val_loss": 1.4025490283966064, + "acc": 51.26, + "time": 120.96633034199476, + "param": [ + { + "p": 0.12581385672092438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15170696377754211, + "m": 1.0 + }, + { + "p": 0.027727268636226654, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05409799888730049, + "m": 1.0 + }, + { + "p": 0.14652806520462036, + "m": 1.0 + }, + { + "p": 0.04712823033332825, + "m": 1.0 + }, + { + "p": 0.1621580272912979, + "m": 1.0 + }, + { + "p": 0.019688015803694725, + "m": 1.0 + }, + { + "p": 0.07857150584459305, + "m": 1.0 + }, + { + "p": 0.18658006191253662, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.6397944688796997, + "val_loss": 1.3476669788360596, + "acc": 53.34, + "time": 121.32989009609446, + "param": [ + { + "p": 0.12467218190431595, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1564096212387085, + "m": 1.0 + }, + { + "p": 0.030064446851611137, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05482965707778931, + "m": 1.0 + }, + { + "p": 0.15287932753562927, + "m": 1.0 + }, + { + "p": 0.04854344204068184, + "m": 1.0 + }, + { + "p": 0.15862908959388733, + "m": 1.0 + }, + { + "p": 0.012295755557715893, + "m": 1.0 + }, + { + "p": 0.06723169982433319, + "m": 1.0 + }, + { + "p": 0.19444483518600464, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.6829876899719238, + "val_loss": 1.362106204032898, + "acc": 52.08, + "time": 119.93768469803035, + "param": [ + { + "p": 0.11986135691404343, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15771478414535522, + "m": 1.0 + }, + { + "p": 0.040968168526887894, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05198740214109421, + "m": 1.0 + }, + { + "p": 0.15755052864551544, + "m": 1.0 + }, + { + "p": 0.057583991438150406, + "m": 1.0 + }, + { + "p": 0.14340180158615112, + "m": 1.0 + }, + { + "p": 0.014225007966160774, + "m": 1.0 + }, + { + "p": 0.06458772718906403, + "m": 1.0 + }, + { + "p": 0.19211925566196442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.820809245109558, + "val_loss": 1.2834101915359497, + "acc": 53.48, + "time": 119.34101840294898, + "param": [ + { + "p": 0.13122548162937164, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1764514446258545, + "m": 1.0 + }, + { + "p": 0.023336252197623253, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022486835718154907, + "m": 1.0 + }, + { + "p": 0.1938227415084839, + "m": 1.0 + }, + { + "p": 0.04300687089562416, + "m": 1.0 + }, + { + "p": 0.14158567786216736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05143280327320099, + "m": 1.0 + }, + { + "p": 0.21665193140506744, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.5354074239730835, + "val_loss": 1.3188642263412476, + "acc": 53.46, + "time": 121.91640321305022, + "param": [ + { + "p": 0.14281366765499115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1882375329732895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22850990295410156, + "m": 1.0 + }, + { + "p": 0.017491241917014122, + "m": 1.0 + }, + { + "p": 0.15757974982261658, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028798414394259453, + "m": 1.0 + }, + { + "p": 0.23656950891017914, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.538709044456482, + "val_loss": 1.3062961101531982, + "acc": 54.72, + "time": 121.82810503710061, + "param": [ + { + "p": 0.1442023068666458, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1778063327074051, + "m": 1.0 + }, + { + "p": 0.010867923498153687, + "m": 1.0 + }, + { + "p": 0.0017077882075682282, + "m": 1.0 + }, + { + "p": 0.002072683535516262, + "m": 1.0 + }, + { + "p": 0.007242389023303986, + "m": 1.0 + }, + { + "p": 0.21506573259830475, + "m": 1.0 + }, + { + "p": 0.016013551503419876, + "m": 1.0 + }, + { + "p": 0.1640690565109253, + "m": 1.0 + }, + { + "p": 0.004901806358247995, + "m": 1.0 + }, + { + "p": 0.03147805854678154, + "m": 1.0 + }, + { + "p": 0.2245723158121109, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.7653765678405762, + "val_loss": 1.2390419244766235, + "acc": 56.04, + "time": 121.34360447898507, + "param": [ + { + "p": 0.13728739321231842, + "m": 1.0 + }, + { + "p": 0.001031136722303927, + "m": 1.0 + }, + { + "p": 0.15618069469928741, + "m": 1.0 + }, + { + "p": 0.02963382750749588, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007760555949062109, + "m": 1.0 + }, + { + "p": 0.024666642770171165, + "m": 1.0 + }, + { + "p": 0.18060794472694397, + "m": 1.0 + }, + { + "p": 0.0296697486191988, + "m": 1.0 + }, + { + "p": 0.15208131074905396, + "m": 1.0 + }, + { + "p": 0.027889100834727287, + "m": 1.0 + }, + { + "p": 0.05424655228853226, + "m": 1.0 + }, + { + "p": 0.198945090174675, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.4153701066970825, + "val_loss": 1.2601369619369507, + "acc": 55.62, + "time": 120.62060493300669, + "param": [ + { + "p": 0.13416394591331482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1489831805229187, + "m": 1.0 + }, + { + "p": 0.03189380466938019, + "m": 1.0 + }, + { + "p": 0.000699315220117569, + "m": 1.0 + }, + { + "p": 0.007532268296927214, + "m": 1.0 + }, + { + "p": 0.03527882695198059, + "m": 1.0 + }, + { + "p": 0.16865094006061554, + "m": 1.0 + }, + { + "p": 0.029591092839837074, + "m": 1.0 + }, + { + "p": 0.15026554465293884, + "m": 1.0 + }, + { + "p": 0.03429469093680382, + "m": 1.0 + }, + { + "p": 0.06091746687889099, + "m": 1.0 + }, + { + "p": 0.1977289319038391, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.4917492866516113, + "val_loss": 1.2655481100082397, + "acc": 56.0, + "time": 120.2118919568602, + "param": [ + { + "p": 0.13675722479820251, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14248265326023102, + "m": 1.0 + }, + { + "p": 0.02036600559949875, + "m": 1.0 + }, + { + "p": 0.005316234193742275, + "m": 1.0 + }, + { + "p": 0.011089910753071308, + "m": 1.0 + }, + { + "p": 0.03346245735883713, + "m": 1.0 + }, + { + "p": 0.15707440674304962, + "m": 1.0 + }, + { + "p": 0.02785581164062023, + "m": 1.0 + }, + { + "p": 0.15479929745197296, + "m": 1.0 + }, + { + "p": 0.04054057225584984, + "m": 1.0 + }, + { + "p": 0.07133141905069351, + "m": 1.0 + }, + { + "p": 0.19892394542694092, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.5194454193115234, + "val_loss": 1.1350891590118408, + "acc": 57.67, + "time": 120.41343084396794, + "param": [ + { + "p": 0.1524410992860794, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1486063152551651, + "m": 1.0 + }, + { + "p": 0.00686472887173295, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0035516482312232256, + "m": 1.0 + }, + { + "p": 0.020305823534727097, + "m": 1.0 + }, + { + "p": 0.15086029469966888, + "m": 1.0 + }, + { + "p": 0.0150990579277277, + "m": 1.0 + }, + { + "p": 0.16637974977493286, + "m": 1.0 + }, + { + "p": 0.042123179882764816, + "m": 1.0 + }, + { + "p": 0.07886806130409241, + "m": 1.0 + }, + { + "p": 0.2148999720811844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.4724987745285034, + "val_loss": 1.199537754058838, + "acc": 57.02, + "time": 121.18344974401407, + "param": [ + { + "p": 0.16559776663780212, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16170702874660492, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003255580784752965, + "m": 1.0 + }, + { + "p": 0.1475399136543274, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17526428401470184, + "m": 1.0 + }, + { + "p": 0.033663224428892136, + "m": 1.0 + }, + { + "p": 0.07786016166210175, + "m": 1.0 + }, + { + "p": 0.2351120263338089, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.5590908527374268, + "val_loss": 1.0428810119628906, + "acc": 57.94, + "time": 120.4526082240045, + "param": [ + { + "p": 0.1634315401315689, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16494032740592957, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13939963281154633, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18073208630084991, + "m": 1.0 + }, + { + "p": 0.02343042567372322, + "m": 1.0 + }, + { + "p": 0.08029826730489731, + "m": 1.0 + }, + { + "p": 0.24776770174503326, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.466268539428711, + "val_loss": 1.263123869895935, + "acc": 58.0, + "time": 120.43886861507781, + "param": [ + { + "p": 0.16818010807037354, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15669311583042145, + "m": 1.0 + }, + { + "p": 0.0026134459767490625, + "m": 1.0 + }, + { + "p": 0.0008421491365879774, + "m": 1.0 + }, + { + "p": 0.00031467500957660377, + "m": 1.0 + }, + { + "p": 0.002939886413514614, + "m": 1.0 + }, + { + "p": 0.1279819905757904, + "m": 1.0 + }, + { + "p": 0.002562600187957287, + "m": 1.0 + }, + { + "p": 0.18738389015197754, + "m": 1.0 + }, + { + "p": 0.02328539453446865, + "m": 1.0 + }, + { + "p": 0.07630027085542679, + "m": 1.0 + }, + { + "p": 0.2509024143218994, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.654829978942871, + "val_loss": 1.1394208669662476, + "acc": 57.92, + "time": 120.21932374103926, + "param": [ + { + "p": 0.17196951806545258, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14432649314403534, + "m": 1.0 + }, + { + "p": 0.00294022005982697, + "m": 1.0 + }, + { + "p": 0.0017557622632011771, + "m": 1.0 + }, + { + "p": 0.0014108567265793681, + "m": 1.0 + }, + { + "p": 0.013009095564484596, + "m": 1.0 + }, + { + "p": 0.12852026522159576, + "m": 1.0 + }, + { + "p": 0.0024332611355930567, + "m": 1.0 + }, + { + "p": 0.1914443075656891, + "m": 1.0 + }, + { + "p": 0.02835964970290661, + "m": 1.0 + }, + { + "p": 0.06665904074907303, + "m": 1.0 + }, + { + "p": 0.246553435921669, + "m": 1.0 + }, + { + "p": 0.0006181392818689346, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.3762120008468628, + "val_loss": 1.2033222913742065, + "acc": 58.63, + "time": 120.26148165087216, + "param": [ + { + "p": 0.17775900661945343, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14346404373645782, + "m": 1.0 + }, + { + "p": 0.010141406208276749, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019270064309239388, + "m": 1.0 + }, + { + "p": 0.133233904838562, + "m": 1.0 + }, + { + "p": 0.0023739617317914963, + "m": 1.0 + }, + { + "p": 0.18880197405815125, + "m": 1.0 + }, + { + "p": 0.017203062772750854, + "m": 1.0 + }, + { + "p": 0.06714297831058502, + "m": 1.0 + }, + { + "p": 0.24027983844280243, + "m": 1.0 + }, + { + "p": 0.00032971243490464985, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.5203412771224976, + "val_loss": 1.0915364027023315, + "acc": 59.55, + "time": 121.14900216087699, + "param": [ + { + "p": 0.17879879474639893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1419873833656311, + "m": 1.0 + }, + { + "p": 0.011843820102512836, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0001224970183102414, + "m": 1.0 + }, + { + "p": 0.02552144043147564, + "m": 1.0 + }, + { + "p": 0.130260169506073, + "m": 1.0 + }, + { + "p": 0.01894569583237171, + "m": 1.0 + }, + { + "p": 0.18004083633422852, + "m": 1.0 + }, + { + "p": 0.018481828272342682, + "m": 1.0 + }, + { + "p": 0.07944072037935257, + "m": 1.0 + }, + { + "p": 0.21455687284469604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.5265437364578247, + "val_loss": 1.1011797189712524, + "acc": 60.25, + "time": 120.86442450503819, + "param": [ + { + "p": 0.18104931712150574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.138443723320961, + "m": 1.0 + }, + { + "p": 0.008833649568259716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0032513204496353865, + "m": 1.0 + }, + { + "p": 0.034683361649513245, + "m": 1.0 + }, + { + "p": 0.12770052254199982, + "m": 1.0 + }, + { + "p": 0.036200013011693954, + "m": 1.0 + }, + { + "p": 0.16091397404670715, + "m": 1.0 + }, + { + "p": 0.03227290138602257, + "m": 1.0 + }, + { + "p": 0.08399124443531036, + "m": 1.0 + }, + { + "p": 0.18431338667869568, + "m": 1.0 + }, + { + "p": 0.008346619084477425, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.3044887781143188, + "val_loss": 1.2492363452911377, + "acc": 59.89, + "time": 121.51901933993213, + "param": [ + { + "p": 0.18470679223537445, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1387777179479599, + "m": 1.0 + }, + { + "p": 0.009374290704727173, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0022692347411066294, + "m": 1.0 + }, + { + "p": 0.037984542548656464, + "m": 1.0 + }, + { + "p": 0.119859978556633, + "m": 1.0 + }, + { + "p": 0.046208456158638, + "m": 1.0 + }, + { + "p": 0.1597982943058014, + "m": 1.0 + }, + { + "p": 0.032677099108695984, + "m": 1.0 + }, + { + "p": 0.09248188138008118, + "m": 1.0 + }, + { + "p": 0.17335233092308044, + "m": 1.0 + }, + { + "p": 0.0025093478616327047, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.3033335208892822, + "val_loss": 1.1640416383743286, + "acc": 60.63, + "time": 118.16547052003443, + "param": [ + { + "p": 0.1897299438714981, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15110012888908386, + "m": 1.0 + }, + { + "p": 0.004300237167626619, + "m": 1.0 + }, + { + "p": 0.000703063968103379, + "m": 1.0 + }, + { + "p": 0.01992391049861908, + "m": 1.0 + }, + { + "p": 0.03499385714530945, + "m": 1.0 + }, + { + "p": 0.10016608983278275, + "m": 1.0 + }, + { + "p": 0.04981948062777519, + "m": 1.0 + }, + { + "p": 0.1611017882823944, + "m": 1.0 + }, + { + "p": 0.020022768527269363, + "m": 1.0 + }, + { + "p": 0.09463254362344742, + "m": 1.0 + }, + { + "p": 0.17350620031356812, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.4754836559295654, + "val_loss": 1.0077896118164062, + "acc": 60.92, + "time": 118.48141198209487, + "param": [ + { + "p": 0.19193272292613983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17918314039707184, + "m": 1.0 + }, + { + "p": 0.005089655518531799, + "m": 1.0 + }, + { + "p": 2.9645678296219558e-05, + "m": 1.0 + }, + { + "p": 0.005006999708712101, + "m": 1.0 + }, + { + "p": 0.031237127259373665, + "m": 1.0 + }, + { + "p": 0.10109400004148483, + "m": 1.0 + }, + { + "p": 0.04985739663243294, + "m": 1.0 + }, + { + "p": 0.15793322026729584, + "m": 1.0 + }, + { + "p": 0.008642737753689289, + "m": 1.0 + }, + { + "p": 0.07953833788633347, + "m": 1.0 + }, + { + "p": 0.19045497477054596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.2807379961013794, + "val_loss": 1.115357756614685, + "acc": 60.64, + "time": 120.53512559295632, + "param": [ + { + "p": 0.19154132902622223, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18297527730464935, + "m": 1.0 + }, + { + "p": 0.00607562018558383, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0035331090912222862, + "m": 1.0 + }, + { + "p": 0.04021850600838661, + "m": 1.0 + }, + { + "p": 0.09223087877035141, + "m": 1.0 + }, + { + "p": 0.062409501522779465, + "m": 1.0 + }, + { + "p": 0.1504545658826828, + "m": 1.0 + }, + { + "p": 0.015789588913321495, + "m": 1.0 + }, + { + "p": 0.07213931530714035, + "m": 1.0 + }, + { + "p": 0.18263231217861176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.5183172225952148, + "val_loss": 1.2180436849594116, + "acc": 61.16, + "time": 121.75632625701837, + "param": [ + { + "p": 0.18335960805416107, + "m": 1.0 + }, + { + "p": 0.00020249355293344706, + "m": 1.0 + }, + { + "p": 0.17163552343845367, + "m": 1.0 + }, + { + "p": 0.010881279595196247, + "m": 1.0 + }, + { + "p": 0.0012636889005079865, + "m": 1.0 + }, + { + "p": 0.015937427058815956, + "m": 1.0 + }, + { + "p": 0.06315866857767105, + "m": 1.0 + }, + { + "p": 0.07456743717193604, + "m": 1.0 + }, + { + "p": 0.0714666023850441, + "m": 1.0 + }, + { + "p": 0.14413434267044067, + "m": 1.0 + }, + { + "p": 0.014610669575631618, + "m": 1.0 + }, + { + "p": 0.0782458558678627, + "m": 1.0 + }, + { + "p": 0.17053630948066711, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.657051920890808, + "val_loss": 1.0589438676834106, + "acc": 61.93, + "time": 122.49806161713786, + "param": [ + { + "p": 0.16475069522857666, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1457483321428299, + "m": 1.0 + }, + { + "p": 0.02413341961801052, + "m": 1.0 + }, + { + "p": 0.0021144626662135124, + "m": 1.0 + }, + { + "p": 0.01908416673541069, + "m": 1.0 + }, + { + "p": 0.08493199199438095, + "m": 1.0 + }, + { + "p": 0.07711935043334961, + "m": 1.0 + }, + { + "p": 0.07308987528085709, + "m": 1.0 + }, + { + "p": 0.13412509858608246, + "m": 1.0 + }, + { + "p": 0.010497041046619415, + "m": 1.0 + }, + { + "p": 0.10258371382951736, + "m": 1.0 + }, + { + "p": 0.1618219017982483, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.4358850717544556, + "val_loss": 1.2124783992767334, + "acc": 62.47, + "time": 122.12769755604677, + "param": [ + { + "p": 0.15197768807411194, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1305789351463318, + "m": 1.0 + }, + { + "p": 0.03458642587065697, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018984680995345116, + "m": 1.0 + }, + { + "p": 0.08474546670913696, + "m": 1.0 + }, + { + "p": 0.08409662544727325, + "m": 1.0 + }, + { + "p": 0.07126212120056152, + "m": 1.0 + }, + { + "p": 0.12017588317394257, + "m": 1.0 + }, + { + "p": 0.011202133260667324, + "m": 1.0 + }, + { + "p": 0.12614820897579193, + "m": 1.0 + }, + { + "p": 0.1662418395280838, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.231208324432373, + "val_loss": 1.0492161512374878, + "acc": 61.2, + "time": 120.23785795411095, + "param": [ + { + "p": 0.14818818867206573, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12641090154647827, + "m": 1.0 + }, + { + "p": 0.03614120930433273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06937821954488754, + "m": 1.0 + }, + { + "p": 0.10191529989242554, + "m": 1.0 + }, + { + "p": 0.06325799226760864, + "m": 1.0 + }, + { + "p": 0.1174188181757927, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14536915719509125, + "m": 1.0 + }, + { + "p": 0.1919202208518982, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.3687679767608643, + "val_loss": 1.0266109704971313, + "acc": 62.63, + "time": 120.4479027860798, + "param": [ + { + "p": 0.14287902414798737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1305830031633377, + "m": 1.0 + }, + { + "p": 0.04335035756230354, + "m": 1.0 + }, + { + "p": 0.0036671720445156097, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05724937096238136, + "m": 1.0 + }, + { + "p": 0.10815370827913284, + "m": 1.0 + }, + { + "p": 0.04647497087717056, + "m": 1.0 + }, + { + "p": 0.1122358962893486, + "m": 1.0 + }, + { + "p": 0.003410754259675741, + "m": 1.0 + }, + { + "p": 0.15378782153129578, + "m": 1.0 + }, + { + "p": 0.19606252014636993, + "m": 1.0 + }, + { + "p": 0.0021454705856740475, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.2652034759521484, + "val_loss": 1.1379023790359497, + "acc": 61.16, + "time": 120.27950635389425, + "param": [ + { + "p": 0.13362257182598114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13495419919490814, + "m": 1.0 + }, + { + "p": 0.037848781794309616, + "m": 1.0 + }, + { + "p": 0.018249480053782463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05281258374452591, + "m": 1.0 + }, + { + "p": 0.10772310197353363, + "m": 1.0 + }, + { + "p": 0.04456362873315811, + "m": 1.0 + }, + { + "p": 0.11316194385290146, + "m": 1.0 + }, + { + "p": 0.019085729494690895, + "m": 1.0 + }, + { + "p": 0.14755119383335114, + "m": 1.0 + }, + { + "p": 0.19042672216892242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.3023507595062256, + "val_loss": 1.0835394859313965, + "acc": 62.28, + "time": 120.0060209359508, + "param": [ + { + "p": 0.13467133045196533, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12790943682193756, + "m": 1.0 + }, + { + "p": 0.02963772974908352, + "m": 1.0 + }, + { + "p": 0.03032098524272442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06285174936056137, + "m": 1.0 + }, + { + "p": 0.11007942259311676, + "m": 1.0 + }, + { + "p": 0.04166064411401749, + "m": 1.0 + }, + { + "p": 0.12662938237190247, + "m": 1.0 + }, + { + "p": 0.025542354211211205, + "m": 1.0 + }, + { + "p": 0.14233438670635223, + "m": 1.0 + }, + { + "p": 0.1683366298675537, + "m": 1.0 + }, + { + "p": 2.5892506528180093e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.3666802644729614, + "val_loss": 0.9737475514411926, + "acc": 62.83, + "time": 121.6152799630072, + "param": [ + { + "p": 0.13700376451015472, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13469372689723969, + "m": 1.0 + }, + { + "p": 0.021837668493390083, + "m": 1.0 + }, + { + "p": 0.027177877724170685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07370073348283768, + "m": 1.0 + }, + { + "p": 0.09714950621128082, + "m": 1.0 + }, + { + "p": 0.03916827216744423, + "m": 1.0 + }, + { + "p": 0.13620389997959137, + "m": 1.0 + }, + { + "p": 0.03399992734193802, + "m": 1.0 + }, + { + "p": 0.14841994643211365, + "m": 1.0 + }, + { + "p": 0.1506446748971939, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.1346609592437744, + "val_loss": 1.0142333507537842, + "acc": 61.48, + "time": 120.79387007281184, + "param": [ + { + "p": 0.13626185059547424, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14650462567806244, + "m": 1.0 + }, + { + "p": 0.003937987610697746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0802702009677887, + "m": 1.0 + }, + { + "p": 0.09310665726661682, + "m": 1.0 + }, + { + "p": 0.04713693633675575, + "m": 1.0 + }, + { + "p": 0.15392233431339264, + "m": 1.0 + }, + { + "p": 0.03591001406311989, + "m": 1.0 + }, + { + "p": 0.1583787351846695, + "m": 1.0 + }, + { + "p": 0.14457060396671295, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.1758018732070923, + "val_loss": 1.1049271821975708, + "acc": 64.11, + "time": 120.55286967987195, + "param": [ + { + "p": 0.12343520671129227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14654934406280518, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08584082126617432, + "m": 1.0 + }, + { + "p": 0.09862177073955536, + "m": 1.0 + }, + { + "p": 0.054571520537137985, + "m": 1.0 + }, + { + "p": 0.159154012799263, + "m": 1.0 + }, + { + "p": 0.035170041024684906, + "m": 1.0 + }, + { + "p": 0.16251833736896515, + "m": 1.0 + }, + { + "p": 0.13413900136947632, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.1524629592895508, + "val_loss": 1.1026337146759033, + "acc": 64.2, + "time": 119.99324390501715, + "param": [ + { + "p": 0.11390774697065353, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13994251191616058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07922922074794769, + "m": 1.0 + }, + { + "p": 0.08542518317699432, + "m": 1.0 + }, + { + "p": 0.05341273173689842, + "m": 1.0 + }, + { + "p": 0.17437562346458435, + "m": 1.0 + }, + { + "p": 0.03480502963066101, + "m": 1.0 + }, + { + "p": 0.17744405567646027, + "m": 1.0 + }, + { + "p": 0.14145790040493011, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.4485125541687012, + "val_loss": 1.0569710731506348, + "acc": 64.26, + "time": 120.96762449899688, + "param": [ + { + "p": 0.10661102086305618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14296437799930573, + "m": 1.0 + }, + { + "p": 0.00040777967660687864, + "m": 1.0 + }, + { + "p": 0.0037917273584753275, + "m": 1.0 + }, + { + "p": 0.006201591808348894, + "m": 1.0 + }, + { + "p": 0.06688716262578964, + "m": 1.0 + }, + { + "p": 0.06860796362161636, + "m": 1.0 + }, + { + "p": 0.057378139346838, + "m": 1.0 + }, + { + "p": 0.17744722962379456, + "m": 1.0 + }, + { + "p": 0.054016392678022385, + "m": 1.0 + }, + { + "p": 0.1685178577899933, + "m": 1.0 + }, + { + "p": 0.14716875553131104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.0573904514312744, + "val_loss": 0.9732328057289124, + "acc": 64.94, + "time": 121.0463762760628, + "param": [ + { + "p": 0.10137052088975906, + "m": 1.0 + }, + { + "p": 0.001972151454538107, + "m": 1.0 + }, + { + "p": 0.13372720777988434, + "m": 1.0 + }, + { + "p": 0.010351942852139473, + "m": 1.0 + }, + { + "p": 0.00719144893810153, + "m": 1.0 + }, + { + "p": 0.03205296769738197, + "m": 1.0 + }, + { + "p": 0.07254932075738907, + "m": 1.0 + }, + { + "p": 0.06217411905527115, + "m": 1.0 + }, + { + "p": 0.07270738482475281, + "m": 1.0 + }, + { + "p": 0.15658660233020782, + "m": 1.0 + }, + { + "p": 0.06869660317897797, + "m": 1.0 + }, + { + "p": 0.1449628621339798, + "m": 1.0 + }, + { + "p": 0.13132598996162415, + "m": 1.0 + }, + { + "p": 0.004330906085669994, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.331667423248291, + "val_loss": 1.0645473003387451, + "acc": 65.05, + "time": 113.50422132294625, + "param": [ + { + "p": 0.08981404453516006, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13135629892349243, + "m": 1.0 + }, + { + "p": 0.0037472094409167767, + "m": 1.0 + }, + { + "p": 0.0012065470218658447, + "m": 1.0 + }, + { + "p": 0.04619395360350609, + "m": 1.0 + }, + { + "p": 0.08453701436519623, + "m": 1.0 + }, + { + "p": 0.06441109627485275, + "m": 1.0 + }, + { + "p": 0.08907739073038101, + "m": 1.0 + }, + { + "p": 0.15380240976810455, + "m": 1.0 + }, + { + "p": 0.0772891417145729, + "m": 1.0 + }, + { + "p": 0.13566142320632935, + "m": 1.0 + }, + { + "p": 0.11991079896688461, + "m": 1.0 + }, + { + "p": 0.002992744790390134, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.4607641696929932, + "val_loss": 1.0799176692962646, + "acc": 64.27, + "time": 109.64947655284777, + "param": [ + { + "p": 0.0796138197183609, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13474975526332855, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.040677499026060104, + "m": 1.0 + }, + { + "p": 0.08053330332040787, + "m": 1.0 + }, + { + "p": 0.06701630353927612, + "m": 1.0 + }, + { + "p": 0.09519883245229721, + "m": 1.0 + }, + { + "p": 0.15635092556476593, + "m": 1.0 + }, + { + "p": 0.07715214788913727, + "m": 1.0 + }, + { + "p": 0.13103219866752625, + "m": 1.0 + }, + { + "p": 0.12455394864082336, + "m": 1.0 + }, + { + "p": 0.013121374882757664, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.3134346008300781, + "val_loss": 1.14681875705719, + "acc": 63.91, + "time": 120.47565820394084, + "param": [ + { + "p": 0.0753529742360115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15446093678474426, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0058829933404922485, + "m": 1.0 + }, + { + "p": 0.0885186716914177, + "m": 1.0 + }, + { + "p": 0.05720821022987366, + "m": 1.0 + }, + { + "p": 0.11184786260128021, + "m": 1.0 + }, + { + "p": 0.17448477447032928, + "m": 1.0 + }, + { + "p": 0.059531841427087784, + "m": 1.0 + }, + { + "p": 0.14493346214294434, + "m": 1.0 + }, + { + "p": 0.1277783066034317, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.2919296026229858, + "val_loss": 1.1362969875335693, + "acc": 63.73, + "time": 122.5639939061366, + "param": [ + { + "p": 0.07871366292238235, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1441098302602768, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005533542018383741, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09489523619413376, + "m": 1.0 + }, + { + "p": 0.046255286782979965, + "m": 1.0 + }, + { + "p": 0.11423356831073761, + "m": 1.0 + }, + { + "p": 0.15933573246002197, + "m": 1.0 + }, + { + "p": 0.06642327457666397, + "m": 1.0 + }, + { + "p": 0.16825662553310394, + "m": 1.0 + }, + { + "p": 0.12224321812391281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.1509099006652832, + "val_loss": 1.0405547618865967, + "acc": 65.66, + "time": 118.91495505603962, + "param": [ + { + "p": 0.0854405090212822, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1237160861492157, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006509546190500259, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0904124453663826, + "m": 1.0 + }, + { + "p": 0.03628591075539589, + "m": 1.0 + }, + { + "p": 0.11156813055276871, + "m": 1.0 + }, + { + "p": 0.1502978801727295, + "m": 1.0 + }, + { + "p": 0.07299613207578659, + "m": 1.0 + }, + { + "p": 0.18971453607082367, + "m": 1.0 + }, + { + "p": 0.1330588161945343, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.44194757938385, + "val_loss": 1.0321937799453735, + "acc": 65.42, + "time": 120.57438596594147, + "param": [ + { + "p": 0.0988873690366745, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10986901819705963, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07715339958667755, + "m": 1.0 + }, + { + "p": 0.025077426806092262, + "m": 1.0 + }, + { + "p": 0.1057199239730835, + "m": 1.0 + }, + { + "p": 0.15111945569515228, + "m": 1.0 + }, + { + "p": 0.07110492885112762, + "m": 1.0 + }, + { + "p": 0.21309924125671387, + "m": 1.0 + }, + { + "p": 0.14796923100948334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.201765775680542, + "val_loss": 0.9240528345108032, + "acc": 65.9, + "time": 116.8442282078322, + "param": [ + { + "p": 0.10089350491762161, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1016378328204155, + "m": 1.0 + }, + { + "p": 4.198786336928606e-05, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008394444361329079, + "m": 1.0 + }, + { + "p": 0.06822420656681061, + "m": 1.0 + }, + { + "p": 0.02601049840450287, + "m": 1.0 + }, + { + "p": 0.08506052196025848, + "m": 1.0 + }, + { + "p": 0.14932222664356232, + "m": 1.0 + }, + { + "p": 0.07729869335889816, + "m": 1.0 + }, + { + "p": 0.21859140694141388, + "m": 1.0 + }, + { + "p": 0.16380473971366882, + "m": 1.0 + }, + { + "p": 0.0007198029197752476, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.3133807182312012, + "val_loss": 0.993044912815094, + "acc": 65.86, + "time": 120.94332517194562, + "param": [ + { + "p": 0.10822290927171707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10243190824985504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020441537722945213, + "m": 1.0 + }, + { + "p": 0.07962071895599365, + "m": 1.0 + }, + { + "p": 0.022768542170524597, + "m": 1.0 + }, + { + "p": 0.05632923170924187, + "m": 1.0 + }, + { + "p": 0.14557355642318726, + "m": 1.0 + }, + { + "p": 0.073304682970047, + "m": 1.0 + }, + { + "p": 0.2208012342453003, + "m": 1.0 + }, + { + "p": 0.17050571739673615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.3983041048049927, + "val_loss": 0.9235907793045044, + "acc": 66.27, + "time": 116.68365588318557, + "param": [ + { + "p": 0.12933297455310822, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10833641141653061, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009638859890401363, + "m": 1.0 + }, + { + "p": 0.07937264442443848, + "m": 1.0 + }, + { + "p": 0.010304159484803677, + "m": 1.0 + }, + { + "p": 0.045878153294324875, + "m": 1.0 + }, + { + "p": 0.14700040221214294, + "m": 1.0 + }, + { + "p": 0.06122631952166557, + "m": 1.0 + }, + { + "p": 0.23215948045253754, + "m": 1.0 + }, + { + "p": 0.17675063014030457, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.4501196146011353, + "val_loss": 0.8801113963127136, + "acc": 65.91, + "time": 117.73172667203471, + "param": [ + { + "p": 0.145719513297081, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11268593370914459, + "m": 1.0 + }, + { + "p": 0.00861081201583147, + "m": 1.0 + }, + { + "p": 0.00794703047722578, + "m": 1.0 + }, + { + "p": 0.008334710262715816, + "m": 1.0 + }, + { + "p": 0.08107150346040726, + "m": 1.0 + }, + { + "p": 0.012977264821529388, + "m": 1.0 + }, + { + "p": 0.05007085204124451, + "m": 1.0 + }, + { + "p": 0.13644970953464508, + "m": 1.0 + }, + { + "p": 0.05662362650036812, + "m": 1.0 + }, + { + "p": 0.2154495269060135, + "m": 1.0 + }, + { + "p": 0.1598055362701416, + "m": 1.0 + }, + { + "p": 0.004253959283232689, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.170615553855896, + "val_loss": 0.8641953468322754, + "acc": 67.2, + "time": 120.22958723595366, + "param": [ + { + "p": 0.14502829313278198, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11827127635478973, + "m": 1.0 + }, + { + "p": 0.008276744745671749, + "m": 1.0 + }, + { + "p": 0.023500880226492882, + "m": 1.0 + }, + { + "p": 0.0062235682271420956, + "m": 1.0 + }, + { + "p": 0.08440645039081573, + "m": 1.0 + }, + { + "p": 0.013476014137268066, + "m": 1.0 + }, + { + "p": 0.06591612845659256, + "m": 1.0 + }, + { + "p": 0.12480728328227997, + "m": 1.0 + }, + { + "p": 0.06775849312543869, + "m": 1.0 + }, + { + "p": 0.18748590350151062, + "m": 1.0 + }, + { + "p": 0.1453268975019455, + "m": 1.0 + }, + { + "p": 0.009522083215415478, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.2603907585144043, + "val_loss": 0.9081047773361206, + "acc": 66.43, + "time": 120.49268713896163, + "param": [ + { + "p": 0.1381944864988327, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1136842593550682, + "m": 1.0 + }, + { + "p": 0.005272664129734039, + "m": 1.0 + }, + { + "p": 0.03770928457379341, + "m": 1.0 + }, + { + "p": 0.016975870355963707, + "m": 1.0 + }, + { + "p": 0.09375367313623428, + "m": 1.0 + }, + { + "p": 0.031145667657256126, + "m": 1.0 + }, + { + "p": 0.06237896904349327, + "m": 1.0 + }, + { + "p": 0.11404072493314743, + "m": 1.0 + }, + { + "p": 0.07726574689149857, + "m": 1.0 + }, + { + "p": 0.162576824426651, + "m": 1.0 + }, + { + "p": 0.13342717289924622, + "m": 1.0 + }, + { + "p": 0.013574736192822456, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.2094061374664307, + "val_loss": 0.8538032174110413, + "acc": 66.55, + "time": 116.77841843897477, + "param": [ + { + "p": 0.15330950915813446, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11351324617862701, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04092969372868538, + "m": 1.0 + }, + { + "p": 0.01792420819401741, + "m": 1.0 + }, + { + "p": 0.09413090348243713, + "m": 1.0 + }, + { + "p": 0.03202196955680847, + "m": 1.0 + }, + { + "p": 0.050201166421175, + "m": 1.0 + }, + { + "p": 0.10284975916147232, + "m": 1.0 + }, + { + "p": 0.08665487170219421, + "m": 1.0 + }, + { + "p": 0.1787847876548767, + "m": 1.0 + }, + { + "p": 0.12967991828918457, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.0977407693862915, + "val_loss": 0.9239537715911865, + "acc": 66.61, + "time": 120.26086955005303, + "param": [ + { + "p": 0.15833070874214172, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0989784523844719, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033511776477098465, + "m": 1.0 + }, + { + "p": 0.028524933382868767, + "m": 1.0 + }, + { + "p": 0.08100109547376633, + "m": 1.0 + }, + { + "p": 0.01672992669045925, + "m": 1.0 + }, + { + "p": 0.052983563393354416, + "m": 1.0 + }, + { + "p": 0.09881608188152313, + "m": 1.0 + }, + { + "p": 0.08801241964101791, + "m": 1.0 + }, + { + "p": 0.2104017585515976, + "m": 1.0 + }, + { + "p": 0.13270920515060425, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.1270310878753662, + "val_loss": 0.9660751223564148, + "acc": 67.06, + "time": 122.3602386310231, + "param": [ + { + "p": 0.17651864886283875, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07217884063720703, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025154240429401398, + "m": 1.0 + }, + { + "p": 0.02030419558286667, + "m": 1.0 + }, + { + "p": 0.055388011038303375, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06187620013952255, + "m": 1.0 + }, + { + "p": 0.0977868065237999, + "m": 1.0 + }, + { + "p": 0.08886881172657013, + "m": 1.0 + }, + { + "p": 0.25151777267456055, + "m": 1.0 + }, + { + "p": 0.15040647983551025, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.0912362337112427, + "val_loss": 0.9630628228187561, + "acc": 66.75, + "time": 120.79916465491988, + "param": [ + { + "p": 0.19626136124134064, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05648687109351158, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03233565017580986, + "m": 1.0 + }, + { + "p": 0.004895433783531189, + "m": 1.0 + }, + { + "p": 0.03202199563384056, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07069186121225357, + "m": 1.0 + }, + { + "p": 0.09609389305114746, + "m": 1.0 + }, + { + "p": 0.07569591701030731, + "m": 1.0 + }, + { + "p": 0.2724343240261078, + "m": 1.0 + }, + { + "p": 0.16308273375034332, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.2119005918502808, + "val_loss": 0.9927141070365906, + "acc": 66.71, + "time": 120.80550194205716, + "param": [ + { + "p": 0.24096205830574036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03714866563677788, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01126022543758154, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06055270880460739, + "m": 1.0 + }, + { + "p": 0.0936501994729042, + "m": 1.0 + }, + { + "p": 0.061352189630270004, + "m": 1.0 + }, + { + "p": 0.327788770198822, + "m": 1.0 + }, + { + "p": 0.16728511452674866, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.6713100671768188, + "val_loss": 0.9422838091850281, + "acc": 66.19, + "time": 122.14935540012084, + "param": [ + { + "p": 0.2693331241607666, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02703949064016342, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.044838305562734604, + "m": 1.0 + }, + { + "p": 0.08027718216180801, + "m": 1.0 + }, + { + "p": 0.04770316556096077, + "m": 1.0 + }, + { + "p": 0.36634671688079834, + "m": 1.0 + }, + { + "p": 0.16446202993392944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.6020007133483887, + "val_loss": 0.9078636765480042, + "acc": 67.28, + "time": 120.3123611449264, + "param": [ + { + "p": 0.2523501515388489, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0327843502163887, + "m": 1.0 + }, + { + "p": 0.010518948547542095, + "m": 1.0 + }, + { + "p": 0.0008298471802845597, + "m": 1.0 + }, + { + "p": 0.0033166531939059496, + "m": 1.0 + }, + { + "p": 0.01261511817574501, + "m": 1.0 + }, + { + "p": 0.016491306945681572, + "m": 1.0 + }, + { + "p": 0.04581887274980545, + "m": 1.0 + }, + { + "p": 0.07095202803611755, + "m": 1.0 + }, + { + "p": 0.05053521320223808, + "m": 1.0 + }, + { + "p": 0.34116870164871216, + "m": 1.0 + }, + { + "p": 0.1625565141439438, + "m": 1.0 + }, + { + "p": 6.226557889021933e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.0812181234359741, + "val_loss": 1.038382649421692, + "acc": 68.37, + "time": 121.01839117705822, + "param": [ + { + "p": 0.20296573638916016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.059784676879644394, + "m": 1.0 + }, + { + "p": 0.03494848683476448, + "m": 1.0 + }, + { + "p": 0.007827754132449627, + "m": 1.0 + }, + { + "p": 0.027674326673150063, + "m": 1.0 + }, + { + "p": 0.03212563320994377, + "m": 1.0 + }, + { + "p": 0.04733642190694809, + "m": 1.0 + }, + { + "p": 0.051458511501550674, + "m": 1.0 + }, + { + "p": 0.06852386146783829, + "m": 1.0 + }, + { + "p": 0.05438247323036194, + "m": 1.0 + }, + { + "p": 0.2604939639568329, + "m": 1.0 + }, + { + "p": 0.1524782031774521, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.3604085445404053, + "val_loss": 0.9749365448951721, + "acc": 66.98, + "time": 120.66506279399619, + "param": [ + { + "p": 0.19279557466506958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07100207358598709, + "m": 1.0 + }, + { + "p": 0.03509373590350151, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02836250700056553, + "m": 1.0 + }, + { + "p": 0.03690919652581215, + "m": 1.0 + }, + { + "p": 0.06501245498657227, + "m": 1.0 + }, + { + "p": 0.049124930053949356, + "m": 1.0 + }, + { + "p": 0.0690932422876358, + "m": 1.0 + }, + { + "p": 0.04736001789569855, + "m": 1.0 + }, + { + "p": 0.24049969017505646, + "m": 1.0 + }, + { + "p": 0.16474659740924835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.2847884893417358, + "val_loss": 0.8810662031173706, + "acc": 68.33, + "time": 120.6972862968687, + "param": [ + { + "p": 0.2052154242992401, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05444296821951866, + "m": 1.0 + }, + { + "p": 0.011213571764528751, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04252217710018158, + "m": 1.0 + }, + { + "p": 0.029300149530172348, + "m": 1.0 + }, + { + "p": 0.07809524238109589, + "m": 1.0 + }, + { + "p": 0.044985465705394745, + "m": 1.0 + }, + { + "p": 0.08229846507310867, + "m": 1.0 + }, + { + "p": 0.03244295343756676, + "m": 1.0 + }, + { + "p": 0.22939333319664001, + "m": 1.0 + }, + { + "p": 0.19009023904800415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.3108538389205933, + "val_loss": 0.9218137860298157, + "acc": 67.33, + "time": 118.42277310998179, + "param": [ + { + "p": 0.198216050863266, + "m": 1.0 + }, + { + "p": 0.0003965421055909246, + "m": 1.0 + }, + { + "p": 0.05027381703257561, + "m": 1.0 + }, + { + "p": 0.0004498028429225087, + "m": 1.0 + }, + { + "p": 0.00041844340739771724, + "m": 1.0 + }, + { + "p": 0.050580549985170364, + "m": 1.0 + }, + { + "p": 0.027614107355475426, + "m": 1.0 + }, + { + "p": 0.08443348109722137, + "m": 1.0 + }, + { + "p": 0.05135579779744148, + "m": 1.0 + }, + { + "p": 0.08649028092622757, + "m": 1.0 + }, + { + "p": 0.042059335857629776, + "m": 1.0 + }, + { + "p": 0.19866077601909637, + "m": 1.0 + }, + { + "p": 0.20775343477725983, + "m": 1.0 + }, + { + "p": 0.0012975111603736877, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.2764875888824463, + "val_loss": 0.8401256799697876, + "acc": 67.69, + "time": 119.20005346206017, + "param": [ + { + "p": 0.1771075576543808, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.053361572325229645, + "m": 1.0 + }, + { + "p": 0.0006393434596247971, + "m": 1.0 + }, + { + "p": 0.006926811300218105, + "m": 1.0 + }, + { + "p": 0.04801475629210472, + "m": 1.0 + }, + { + "p": 0.02999931573867798, + "m": 1.0 + }, + { + "p": 0.08072959631681442, + "m": 1.0 + }, + { + "p": 0.05446325242519379, + "m": 1.0 + }, + { + "p": 0.08702198415994644, + "m": 1.0 + }, + { + "p": 0.05156511813402176, + "m": 1.0 + }, + { + "p": 0.17488089203834534, + "m": 1.0 + }, + { + "p": 0.22331295907497406, + "m": 1.0 + }, + { + "p": 0.011976775713264942, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.288684368133545, + "val_loss": 0.8963533639907837, + "acc": 67.28, + "time": 121.36590410000645, + "param": [ + { + "p": 0.16697576642036438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04665456712245941, + "m": 1.0 + }, + { + "p": 0.0032511609606444836, + "m": 1.0 + }, + { + "p": 0.012945465743541718, + "m": 1.0 + }, + { + "p": 0.030955560505390167, + "m": 1.0 + }, + { + "p": 0.027482474222779274, + "m": 1.0 + }, + { + "p": 0.07928034663200378, + "m": 1.0 + }, + { + "p": 0.05728903040289879, + "m": 1.0 + }, + { + "p": 0.09046421200037003, + "m": 1.0 + }, + { + "p": 0.06400144100189209, + "m": 1.0 + }, + { + "p": 0.1595986932516098, + "m": 1.0 + }, + { + "p": 0.23989926278591156, + "m": 1.0 + }, + { + "p": 0.021202092990279198, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.202426791191101, + "val_loss": 0.9270046949386597, + "acc": 68.6, + "time": 120.13871136191301, + "param": [ + { + "p": 0.18062320351600647, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033201802521944046, + "m": 1.0 + }, + { + "p": 0.007731754798442125, + "m": 1.0 + }, + { + "p": 0.01169996615499258, + "m": 1.0 + }, + { + "p": 0.003998839762061834, + "m": 1.0 + }, + { + "p": 0.03250383585691452, + "m": 1.0 + }, + { + "p": 0.068129763007164, + "m": 1.0 + }, + { + "p": 0.057765621691942215, + "m": 1.0 + }, + { + "p": 0.0931541919708252, + "m": 1.0 + }, + { + "p": 0.08603053539991379, + "m": 1.0 + }, + { + "p": 0.1581704318523407, + "m": 1.0 + }, + { + "p": 0.2630137801170349, + "m": 1.0 + }, + { + "p": 0.003976286388933659, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.126577615737915, + "val_loss": 0.8078820109367371, + "acc": 67.95, + "time": 114.17306970385835, + "param": [ + { + "p": 0.18389607965946198, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027928652241826057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039273712784051895, + "m": 1.0 + }, + { + "p": 0.05627571418881416, + "m": 1.0 + }, + { + "p": 0.062470074743032455, + "m": 1.0 + }, + { + "p": 0.10515531897544861, + "m": 1.0 + }, + { + "p": 0.08562708646059036, + "m": 1.0 + }, + { + "p": 0.16083882749080658, + "m": 1.0 + }, + { + "p": 0.27853450179100037, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.1137615442276, + "val_loss": 0.9933927655220032, + "acc": 66.69, + "time": 120.49005462485366, + "param": [ + { + "p": 0.1806168407201767, + "m": 1.0 + }, + { + "p": 0.00013594856136478484, + "m": 1.0 + }, + { + "p": 0.0008180873119272292, + "m": 1.0 + }, + { + "p": 0.0005666305660270154, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030829962342977524, + "m": 1.0 + }, + { + "p": 0.03738110512495041, + "m": 1.0 + }, + { + "p": 0.0707438513636589, + "m": 1.0 + }, + { + "p": 0.1316155642271042, + "m": 1.0 + }, + { + "p": 0.07134280353784561, + "m": 1.0 + }, + { + "p": 0.1760597825050354, + "m": 1.0 + }, + { + "p": 0.2998894453048706, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.3288317918777466, + "val_loss": 0.7524300813674927, + "acc": 68.85, + "time": 121.52983835083432, + "param": [ + { + "p": 0.16179737448692322, + "m": 1.0 + }, + { + "p": 0.022648604586720467, + "m": 1.0 + }, + { + "p": 0.00962555781006813, + "m": 1.0 + }, + { + "p": 0.016308849677443504, + "m": 1.0 + }, + { + "p": 0.01609465479850769, + "m": 1.0 + }, + { + "p": 0.004248752724379301, + "m": 1.0 + }, + { + "p": 0.018976258113980293, + "m": 1.0 + }, + { + "p": 0.03892344608902931, + "m": 1.0 + }, + { + "p": 0.0794810801744461, + "m": 1.0 + }, + { + "p": 0.14245109260082245, + "m": 1.0 + }, + { + "p": 0.061045724898576736, + "m": 1.0 + }, + { + "p": 0.15034562349319458, + "m": 1.0 + }, + { + "p": 0.27465343475341797, + "m": 1.0 + }, + { + "p": 0.0033993732649832964, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.1870087385177612, + "val_loss": 1.02997887134552, + "acc": 67.92, + "time": 113.35710568493232, + "param": [ + { + "p": 0.14326179027557373, + "m": 1.0 + }, + { + "p": 0.024993199855089188, + "m": 1.0 + }, + { + "p": 0.023049039766192436, + "m": 1.0 + }, + { + "p": 0.023318322375416756, + "m": 1.0 + }, + { + "p": 0.015901068225502968, + "m": 1.0 + }, + { + "p": 0.018252059817314148, + "m": 1.0 + }, + { + "p": 0.028266064822673798, + "m": 1.0 + }, + { + "p": 0.05150216817855835, + "m": 1.0 + }, + { + "p": 0.08528099954128265, + "m": 1.0 + }, + { + "p": 0.14403562247753143, + "m": 1.0 + }, + { + "p": 0.051031049340963364, + "m": 1.0 + }, + { + "p": 0.12959390878677368, + "m": 1.0 + }, + { + "p": 0.2591714859008789, + "m": 1.0 + }, + { + "p": 0.002343237167224288, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.1010011434555054, + "val_loss": 0.8932024240493774, + "acc": 68.75, + "time": 119.33161274320446, + "param": [ + { + "p": 0.12388528138399124, + "m": 1.0 + }, + { + "p": 0.014455328695476055, + "m": 1.0 + }, + { + "p": 0.04062092676758766, + "m": 1.0 + }, + { + "p": 0.0300265122205019, + "m": 1.0 + }, + { + "p": 0.03752771019935608, + "m": 1.0 + }, + { + "p": 0.05064559355378151, + "m": 1.0 + }, + { + "p": 0.04601123929023743, + "m": 1.0 + }, + { + "p": 0.0663386806845665, + "m": 1.0 + }, + { + "p": 0.08343484997749329, + "m": 1.0 + }, + { + "p": 0.11284840852022171, + "m": 1.0 + }, + { + "p": 0.05366230756044388, + "m": 1.0 + }, + { + "p": 0.0999227985739708, + "m": 1.0 + }, + { + "p": 0.19855426251888275, + "m": 1.0 + }, + { + "p": 0.04206613451242447, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.3162522315979004, + "val_loss": 0.8853150606155396, + "acc": 68.92, + "time": 113.543602229096, + "param": [ + { + "p": 0.11963499337434769, + "m": 1.0 + }, + { + "p": 0.004121802281588316, + "m": 1.0 + }, + { + "p": 0.05645143985748291, + "m": 1.0 + }, + { + "p": 0.031760599464178085, + "m": 1.0 + }, + { + "p": 0.048811573535203934, + "m": 1.0 + }, + { + "p": 0.062249619513750076, + "m": 1.0 + }, + { + "p": 0.06180168688297272, + "m": 1.0 + }, + { + "p": 0.0685911625623703, + "m": 1.0 + }, + { + "p": 0.07986505329608917, + "m": 1.0 + }, + { + "p": 0.09448153525590897, + "m": 1.0 + }, + { + "p": 0.06007140129804611, + "m": 1.0 + }, + { + "p": 0.08740825951099396, + "m": 1.0 + }, + { + "p": 0.16350604593753815, + "m": 1.0 + }, + { + "p": 0.061244744807481766, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.2665958404541016, + "val_loss": 0.970704972743988, + "acc": 68.27, + "time": 115.87784063792787, + "param": [ + { + "p": 0.12565414607524872, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06583215296268463, + "m": 1.0 + }, + { + "p": 0.026481328532099724, + "m": 1.0 + }, + { + "p": 0.03282682225108147, + "m": 1.0 + }, + { + "p": 0.06526855379343033, + "m": 1.0 + }, + { + "p": 0.06740369647741318, + "m": 1.0 + }, + { + "p": 0.06864505261182785, + "m": 1.0 + }, + { + "p": 0.0938035175204277, + "m": 1.0 + }, + { + "p": 0.09542836993932724, + "m": 1.0 + }, + { + "p": 0.06857794523239136, + "m": 1.0 + }, + { + "p": 0.0806916207075119, + "m": 1.0 + }, + { + "p": 0.14829300343990326, + "m": 1.0 + }, + { + "p": 0.06109369546175003, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.2322567701339722, + "val_loss": 0.9763513207435608, + "acc": 67.66, + "time": 120.11827085213736, + "param": [ + { + "p": 0.12389925867319107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07438100874423981, + "m": 1.0 + }, + { + "p": 0.009533762000501156, + "m": 1.0 + }, + { + "p": 0.0031247257720679045, + "m": 1.0 + }, + { + "p": 0.06893546879291534, + "m": 1.0 + }, + { + "p": 0.06899954378604889, + "m": 1.0 + }, + { + "p": 0.08022017031908035, + "m": 1.0 + }, + { + "p": 0.11547788232564926, + "m": 1.0 + }, + { + "p": 0.09356819838285446, + "m": 1.0 + }, + { + "p": 0.07148421555757523, + "m": 1.0 + }, + { + "p": 0.08126083761453629, + "m": 1.0 + }, + { + "p": 0.15440484881401062, + "m": 1.0 + }, + { + "p": 0.05471004545688629, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.0738333463668823, + "val_loss": 0.9387567043304443, + "acc": 69.37, + "time": 123.29252164601348, + "param": [ + { + "p": 0.1206313967704773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09082547575235367, + "m": 1.0 + }, + { + "p": 0.0021018998231738806, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05848514661192894, + "m": 1.0 + }, + { + "p": 0.05906954035162926, + "m": 1.0 + }, + { + "p": 0.08014913648366928, + "m": 1.0 + }, + { + "p": 0.13077424466609955, + "m": 1.0 + }, + { + "p": 0.08570118248462677, + "m": 1.0 + }, + { + "p": 0.0685146301984787, + "m": 1.0 + }, + { + "p": 0.08388466387987137, + "m": 1.0 + }, + { + "p": 0.17058394849300385, + "m": 1.0 + }, + { + "p": 0.04927878826856613, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.054599404335022, + "val_loss": 0.854844331741333, + "acc": 69.3, + "time": 121.32993981405161, + "param": [ + { + "p": 0.12274107336997986, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10200434923171997, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05635618790984154, + "m": 1.0 + }, + { + "p": 0.05704324319958687, + "m": 1.0 + }, + { + "p": 0.06869759410619736, + "m": 1.0 + }, + { + "p": 0.13390037417411804, + "m": 1.0 + }, + { + "p": 0.08399250358343124, + "m": 1.0 + }, + { + "p": 0.07121959328651428, + "m": 1.0 + }, + { + "p": 0.08326270431280136, + "m": 1.0 + }, + { + "p": 0.17818540334701538, + "m": 1.0 + }, + { + "p": 0.04259701818227768, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.1675933599472046, + "val_loss": 0.8886973857879639, + "acc": 69.51, + "time": 121.3597060018219, + "param": [ + { + "p": 0.11891062557697296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11116892844438553, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003905565245077014, + "m": 1.0 + }, + { + "p": 0.055683232843875885, + "m": 1.0 + }, + { + "p": 0.0648408979177475, + "m": 1.0 + }, + { + "p": 0.062211766839027405, + "m": 1.0 + }, + { + "p": 0.13069668412208557, + "m": 1.0 + }, + { + "p": 0.0821848213672638, + "m": 1.0 + }, + { + "p": 0.07109782099723816, + "m": 1.0 + }, + { + "p": 0.08439573645591736, + "m": 1.0 + }, + { + "p": 0.1698075234889984, + "m": 1.0 + }, + { + "p": 0.04509637877345085, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.0864077806472778, + "val_loss": 0.9058870673179626, + "acc": 68.66, + "time": 118.4624324340839, + "param": [ + { + "p": 0.12091875076293945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11419811844825745, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042898885905742645, + "m": 1.0 + }, + { + "p": 0.06444866210222244, + "m": 1.0 + }, + { + "p": 0.0563075952231884, + "m": 1.0 + }, + { + "p": 0.15587791800498962, + "m": 1.0 + }, + { + "p": 0.07586781680583954, + "m": 1.0 + }, + { + "p": 0.07022460550069809, + "m": 1.0 + }, + { + "p": 0.09416712075471878, + "m": 1.0 + }, + { + "p": 0.1777099221944809, + "m": 1.0 + }, + { + "p": 0.02738059312105179, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.993961751461029, + "val_loss": 0.8794779181480408, + "acc": 70.15, + "time": 121.98717186995782, + "param": [ + { + "p": 0.11319226771593094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12273593991994858, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01628671959042549, + "m": 1.0 + }, + { + "p": 0.059728048741817474, + "m": 1.0 + }, + { + "p": 0.0629764273762703, + "m": 1.0 + }, + { + "p": 0.18141640722751617, + "m": 1.0 + }, + { + "p": 0.07806029170751572, + "m": 1.0 + }, + { + "p": 0.05755039304494858, + "m": 1.0 + }, + { + "p": 0.10720954090356827, + "m": 1.0 + }, + { + "p": 0.19896022975444794, + "m": 1.0 + }, + { + "p": 0.0018837446114048362, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.0815268754959106, + "val_loss": 0.8573104739189148, + "acc": 69.68, + "time": 121.12138727097772, + "param": [ + { + "p": 0.11717306077480316, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12180453538894653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06206260994076729, + "m": 1.0 + }, + { + "p": 0.05654192715883255, + "m": 1.0 + }, + { + "p": 0.1864117681980133, + "m": 1.0 + }, + { + "p": 0.09160458296537399, + "m": 1.0 + }, + { + "p": 0.05038291960954666, + "m": 1.0 + }, + { + "p": 0.10835596919059753, + "m": 1.0 + }, + { + "p": 0.1979605108499527, + "m": 1.0 + }, + { + "p": 0.0077021196484565735, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.3744184970855713, + "val_loss": 0.8711340427398682, + "acc": 69.43, + "time": 120.27770123793744, + "param": [ + { + "p": 0.12324409931898117, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12660682201385498, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0001361802569590509, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0606752410531044, + "m": 1.0 + }, + { + "p": 0.04006735607981682, + "m": 1.0 + }, + { + "p": 0.18923503160476685, + "m": 1.0 + }, + { + "p": 0.1092056855559349, + "m": 1.0 + }, + { + "p": 0.04815208539366722, + "m": 1.0 + }, + { + "p": 0.10971679538488388, + "m": 1.0 + }, + { + "p": 0.18832658231258392, + "m": 1.0 + }, + { + "p": 0.004634083714336157, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.0840859413146973, + "val_loss": 0.8829912543296814, + "acc": 69.84, + "time": 117.72046947712079, + "param": [ + { + "p": 0.11075180023908615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1374485194683075, + "m": 1.0 + }, + { + "p": 0.0008147451444528997, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07338595390319824, + "m": 1.0 + }, + { + "p": 0.03810528293251991, + "m": 1.0 + }, + { + "p": 0.18422220647335052, + "m": 1.0 + }, + { + "p": 0.12617747485637665, + "m": 1.0 + }, + { + "p": 0.03882431238889694, + "m": 1.0 + }, + { + "p": 0.11205924302339554, + "m": 1.0 + }, + { + "p": 0.17821048200130463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.2268452644348145, + "val_loss": 0.778751015663147, + "acc": 69.52, + "time": 121.1074667708017, + "param": [ + { + "p": 0.10596831887960434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14198659360408783, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001316365785896778, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0763249322772026, + "m": 1.0 + }, + { + "p": 0.04830431938171387, + "m": 1.0 + }, + { + "p": 0.17956838011741638, + "m": 1.0 + }, + { + "p": 0.14656294882297516, + "m": 1.0 + }, + { + "p": 0.02074505388736725, + "m": 1.0 + }, + { + "p": 0.109373539686203, + "m": 1.0 + }, + { + "p": 0.16984955966472626, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.100518822669983, + "val_loss": 0.8345224857330322, + "acc": 70.42, + "time": 109.24580479902215, + "param": [ + { + "p": 0.10953184962272644, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14547686278820038, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07927680015563965, + "m": 1.0 + }, + { + "p": 0.060543909668922424, + "m": 1.0 + }, + { + "p": 0.16921629011631012, + "m": 1.0 + }, + { + "p": 0.14935757219791412, + "m": 1.0 + }, + { + "p": 0.014656742103397846, + "m": 1.0 + }, + { + "p": 0.10781416296958923, + "m": 1.0 + }, + { + "p": 0.16412584483623505, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.9568029642105103, + "val_loss": 0.8274298906326294, + "acc": 68.71, + "time": 122.90112639614381, + "param": [ + { + "p": 0.11424564570188522, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13836632668972015, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0038509531877934933, + "m": 1.0 + }, + { + "p": 0.007173463236540556, + "m": 1.0 + }, + { + "p": 0.08236180245876312, + "m": 1.0 + }, + { + "p": 0.0599820576608181, + "m": 1.0 + }, + { + "p": 0.1655564308166504, + "m": 1.0 + }, + { + "p": 0.1424112468957901, + "m": 1.0 + }, + { + "p": 0.016039878129959106, + "m": 1.0 + }, + { + "p": 0.10786378383636475, + "m": 1.0 + }, + { + "p": 0.16021664440631866, + "m": 1.0 + }, + { + "p": 0.001931779203005135, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.188995361328125, + "val_loss": 0.8126283884048462, + "acc": 69.5, + "time": 121.6989517020993, + "param": [ + { + "p": 0.13520632684230804, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12543785572052002, + "m": 1.0 + }, + { + "p": 0.00013343467435333878, + "m": 1.0 + }, + { + "p": 0.011837439611554146, + "m": 1.0 + }, + { + "p": 0.023823868483304977, + "m": 1.0 + }, + { + "p": 0.08559875935316086, + "m": 1.0 + }, + { + "p": 0.06199866533279419, + "m": 1.0 + }, + { + "p": 0.151354119181633, + "m": 1.0 + }, + { + "p": 0.1134478971362114, + "m": 1.0 + }, + { + "p": 0.026243750005960464, + "m": 1.0 + }, + { + "p": 0.10981487482786179, + "m": 1.0 + }, + { + "p": 0.14799872040748596, + "m": 1.0 + }, + { + "p": 0.0071043288335204124, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.1531927585601807, + "val_loss": 0.9105754494667053, + "acc": 69.53, + "time": 119.74836936080828, + "param": [ + { + "p": 0.14213161170482635, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11411213874816895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014498785138130188, + "m": 1.0 + }, + { + "p": 0.03474977985024452, + "m": 1.0 + }, + { + "p": 0.08815539628267288, + "m": 1.0 + }, + { + "p": 0.06860892474651337, + "m": 1.0 + }, + { + "p": 0.13872699439525604, + "m": 1.0 + }, + { + "p": 0.10636653751134872, + "m": 1.0 + }, + { + "p": 0.039946988224983215, + "m": 1.0 + }, + { + "p": 0.10131611675024033, + "m": 1.0 + }, + { + "p": 0.15138660371303558, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.0649436712265015, + "val_loss": 0.7514389753341675, + "acc": 69.59, + "time": 120.91062735696323, + "param": [ + { + "p": 0.14862503111362457, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11002573370933533, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03750408813357353, + "m": 1.0 + }, + { + "p": 0.08176837116479874, + "m": 1.0 + }, + { + "p": 0.07908452302217484, + "m": 1.0 + }, + { + "p": 0.131417378783226, + "m": 1.0 + }, + { + "p": 0.09712450951337814, + "m": 1.0 + }, + { + "p": 0.04877709969878197, + "m": 1.0 + }, + { + "p": 0.10824644565582275, + "m": 1.0 + }, + { + "p": 0.15742680430412292, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.2045934200286865, + "val_loss": 0.927567720413208, + "acc": 70.84, + "time": 113.84984485898167, + "param": [ + { + "p": 0.1506718397140503, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09887652844190598, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0015564229106530547, + "m": 1.0 + }, + { + "p": 0.05205163732171059, + "m": 1.0 + }, + { + "p": 0.07167799025774002, + "m": 1.0 + }, + { + "p": 0.07706671953201294, + "m": 1.0 + }, + { + "p": 0.12243504822254181, + "m": 1.0 + }, + { + "p": 0.09882457554340363, + "m": 1.0 + }, + { + "p": 0.05283956602215767, + "m": 1.0 + }, + { + "p": 0.11505819857120514, + "m": 1.0 + }, + { + "p": 0.15894144773483276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.876533567905426, + "val_loss": 0.7591221928596497, + "acc": 70.68, + "time": 119.71522730984725, + "param": [ + { + "p": 0.14665687084197998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07872450351715088, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06715311110019684, + "m": 1.0 + }, + { + "p": 0.06691882014274597, + "m": 1.0 + }, + { + "p": 0.07358244061470032, + "m": 1.0 + }, + { + "p": 0.11587967723608017, + "m": 1.0 + }, + { + "p": 0.11103746294975281, + "m": 1.0 + }, + { + "p": 0.057402364909648895, + "m": 1.0 + }, + { + "p": 0.11380532383918762, + "m": 1.0 + }, + { + "p": 0.1688394695520401, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.171843409538269, + "val_loss": 0.9083718061447144, + "acc": 69.99, + "time": 116.48503020009957, + "param": [ + { + "p": 0.15048575401306152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06862138211727142, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0020292846020311117, + "m": 1.0 + }, + { + "p": 0.06750866770744324, + "m": 1.0 + }, + { + "p": 0.0666358694434166, + "m": 1.0 + }, + { + "p": 0.06826415657997131, + "m": 1.0 + }, + { + "p": 0.1183280348777771, + "m": 1.0 + }, + { + "p": 0.11031705886125565, + "m": 1.0 + }, + { + "p": 0.05729438364505768, + "m": 1.0 + }, + { + "p": 0.10593535751104355, + "m": 1.0 + }, + { + "p": 0.18458004295825958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.14054274559021, + "val_loss": 0.7621577978134155, + "acc": 70.23, + "time": 122.4255404099822, + "param": [ + { + "p": 0.1476215124130249, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08000119030475616, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0149786826223135, + "m": 1.0 + }, + { + "p": 0.06575123965740204, + "m": 1.0 + }, + { + "p": 0.05470097437500954, + "m": 1.0 + }, + { + "p": 0.06558901816606522, + "m": 1.0 + }, + { + "p": 0.11942055076360703, + "m": 1.0 + }, + { + "p": 0.10245036333799362, + "m": 1.0 + }, + { + "p": 0.05843910574913025, + "m": 1.0 + }, + { + "p": 0.10687807947397232, + "m": 1.0 + }, + { + "p": 0.18416929244995117, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.0973138809204102, + "val_loss": 0.809032142162323, + "acc": 70.08, + "time": 120.14843475609086, + "param": [ + { + "p": 0.14753814041614532, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08962023258209229, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021839408203959465, + "m": 1.0 + }, + { + "p": 0.06154888868331909, + "m": 1.0 + }, + { + "p": 0.0493013970553875, + "m": 1.0 + }, + { + "p": 0.0631415992975235, + "m": 1.0 + }, + { + "p": 0.1268286406993866, + "m": 1.0 + }, + { + "p": 0.10177870094776154, + "m": 1.0 + }, + { + "p": 0.05724581331014633, + "m": 1.0 + }, + { + "p": 0.10667706280946732, + "m": 1.0 + }, + { + "p": 0.1742766946554184, + "m": 1.0 + }, + { + "p": 0.00020352753926999867, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.1665230989456177, + "val_loss": 0.7870892286300659, + "acc": 71.57, + "time": 122.37244908092543, + "param": [ + { + "p": 0.16249723732471466, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07883962243795395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03691193461418152, + "m": 1.0 + }, + { + "p": 0.04991890490055084, + "m": 1.0 + }, + { + "p": 0.04946993291378021, + "m": 1.0 + }, + { + "p": 0.0666583776473999, + "m": 1.0 + }, + { + "p": 0.1301414966583252, + "m": 1.0 + }, + { + "p": 0.11423692107200623, + "m": 1.0 + }, + { + "p": 0.04504629597067833, + "m": 1.0 + }, + { + "p": 0.10391426831483841, + "m": 1.0 + }, + { + "p": 0.16236498951911926, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.2493040561676025, + "val_loss": 0.9595441818237305, + "acc": 70.45, + "time": 120.14596400805749, + "param": [ + { + "p": 0.16839894652366638, + "m": 1.0 + }, + { + "p": 0.0008290973491966724, + "m": 1.0 + }, + { + "p": 0.07498515397310257, + "m": 1.0 + }, + { + "p": 0.005173029378056526, + "m": 1.0 + }, + { + "p": 0.04056096822023392, + "m": 1.0 + }, + { + "p": 0.039010871201753616, + "m": 1.0 + }, + { + "p": 0.05620865896344185, + "m": 1.0 + }, + { + "p": 0.06386658549308777, + "m": 1.0 + }, + { + "p": 0.1289130598306656, + "m": 1.0 + }, + { + "p": 0.12376262992620468, + "m": 1.0 + }, + { + "p": 0.039861809462308884, + "m": 1.0 + }, + { + "p": 0.10520369559526443, + "m": 1.0 + }, + { + "p": 0.1529192179441452, + "m": 1.0 + }, + { + "p": 0.00030627488740719855, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.105738878250122, + "val_loss": 0.9594283103942871, + "acc": 70.86, + "time": 118.19975805911236, + "param": [ + { + "p": 0.1698484867811203, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06300020217895508, + "m": 1.0 + }, + { + "p": 0.0009417872643098235, + "m": 1.0 + }, + { + "p": 0.051970940083265305, + "m": 1.0 + }, + { + "p": 0.05316018685698509, + "m": 1.0 + }, + { + "p": 0.05065994709730148, + "m": 1.0 + }, + { + "p": 0.052124492824077606, + "m": 1.0 + }, + { + "p": 0.1264892816543579, + "m": 1.0 + }, + { + "p": 0.13526809215545654, + "m": 1.0 + }, + { + "p": 0.04290809482336044, + "m": 1.0 + }, + { + "p": 0.10149890184402466, + "m": 1.0 + }, + { + "p": 0.14454278349876404, + "m": 1.0 + }, + { + "p": 0.007586733903735876, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.8637876510620117, + "val_loss": 0.9194561839103699, + "acc": 71.6, + "time": 119.53803125303239, + "param": [ + { + "p": 0.16412028670310974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07158864289522171, + "m": 1.0 + }, + { + "p": 0.01975475624203682, + "m": 1.0 + }, + { + "p": 0.046870823949575424, + "m": 1.0 + }, + { + "p": 0.0644751787185669, + "m": 1.0 + }, + { + "p": 0.04950970411300659, + "m": 1.0 + }, + { + "p": 0.03321098908782005, + "m": 1.0 + }, + { + "p": 0.11722435802221298, + "m": 1.0 + }, + { + "p": 0.13586045801639557, + "m": 1.0 + }, + { + "p": 0.04699085280299187, + "m": 1.0 + }, + { + "p": 0.08749255537986755, + "m": 1.0 + }, + { + "p": 0.14460185170173645, + "m": 1.0 + }, + { + "p": 0.01829960197210312, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.333453893661499, + "val_loss": 0.7615694999694824, + "acc": 70.65, + "time": 120.28193250205368, + "param": [ + { + "p": 0.1377287060022354, + "m": 1.0 + }, + { + "p": 0.00017642711463849992, + "m": 1.0 + }, + { + "p": 0.07718035578727722, + "m": 1.0 + }, + { + "p": 0.040537282824516296, + "m": 1.0 + }, + { + "p": 0.03487343713641167, + "m": 1.0 + }, + { + "p": 0.05596142262220383, + "m": 1.0 + }, + { + "p": 0.04893381893634796, + "m": 1.0 + }, + { + "p": 0.038348808884620667, + "m": 1.0 + }, + { + "p": 0.11002493649721146, + "m": 1.0 + }, + { + "p": 0.13143622875213623, + "m": 1.0 + }, + { + "p": 0.06778382509946823, + "m": 1.0 + }, + { + "p": 0.08078280836343765, + "m": 1.0 + }, + { + "p": 0.15283150970935822, + "m": 1.0 + }, + { + "p": 0.023400429636240005, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.9669662117958069, + "val_loss": 0.8140747547149658, + "acc": 70.3, + "time": 120.44112165016122, + "param": [ + { + "p": 0.12332440912723541, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08623851090669632, + "m": 1.0 + }, + { + "p": 0.04268983379006386, + "m": 1.0 + }, + { + "p": 0.01602165959775448, + "m": 1.0 + }, + { + "p": 0.05327926576137543, + "m": 1.0 + }, + { + "p": 0.034825004637241364, + "m": 1.0 + }, + { + "p": 0.04704371094703674, + "m": 1.0 + }, + { + "p": 0.1146191880106926, + "m": 1.0 + }, + { + "p": 0.14190392196178436, + "m": 1.0 + }, + { + "p": 0.0841563418507576, + "m": 1.0 + }, + { + "p": 0.07973653078079224, + "m": 1.0 + }, + { + "p": 0.16313782334327698, + "m": 1.0 + }, + { + "p": 0.013023787178099155, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.340955138206482, + "val_loss": 0.9118819236755371, + "acc": 71.37, + "time": 120.75291593302973, + "param": [ + { + "p": 0.10992627590894699, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.081627257168293, + "m": 1.0 + }, + { + "p": 0.03822045400738716, + "m": 1.0 + }, + { + "p": 0.0189426951110363, + "m": 1.0 + }, + { + "p": 0.051427941769361496, + "m": 1.0 + }, + { + "p": 0.03059006854891777, + "m": 1.0 + }, + { + "p": 0.053179141134023666, + "m": 1.0 + }, + { + "p": 0.1082291528582573, + "m": 1.0 + }, + { + "p": 0.14727847278118134, + "m": 1.0 + }, + { + "p": 0.08759996294975281, + "m": 1.0 + }, + { + "p": 0.08232298493385315, + "m": 1.0 + }, + { + "p": 0.17211593687534332, + "m": 1.0 + }, + { + "p": 0.01853964664041996, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.2770750522613525, + "val_loss": 0.7928609848022461, + "acc": 70.36, + "time": 120.55679612699896, + "param": [ + { + "p": 0.10169391334056854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08031908422708511, + "m": 1.0 + }, + { + "p": 0.036616623401641846, + "m": 1.0 + }, + { + "p": 0.025825917720794678, + "m": 1.0 + }, + { + "p": 0.05356874316930771, + "m": 1.0 + }, + { + "p": 0.02336573600769043, + "m": 1.0 + }, + { + "p": 0.0458136685192585, + "m": 1.0 + }, + { + "p": 0.10877162218093872, + "m": 1.0 + }, + { + "p": 0.15189003944396973, + "m": 1.0 + }, + { + "p": 0.06090107187628746, + "m": 1.0 + }, + { + "p": 0.09532245248556137, + "m": 1.0 + }, + { + "p": 0.18656285107135773, + "m": 1.0 + }, + { + "p": 0.029348308220505714, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.9465665221214294, + "val_loss": 0.7997756600379944, + "acc": 71.61, + "time": 120.96640597097576, + "param": [ + { + "p": 0.09897773712873459, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09056908637285233, + "m": 1.0 + }, + { + "p": 0.029312776401638985, + "m": 1.0 + }, + { + "p": 0.023690151050686836, + "m": 1.0 + }, + { + "p": 0.051508985459804535, + "m": 1.0 + }, + { + "p": 0.009914211928844452, + "m": 1.0 + }, + { + "p": 0.04602346196770668, + "m": 1.0 + }, + { + "p": 0.11714343726634979, + "m": 1.0 + }, + { + "p": 0.1519969403743744, + "m": 1.0 + }, + { + "p": 0.04355502501130104, + "m": 1.0 + }, + { + "p": 0.09956442564725876, + "m": 1.0 + }, + { + "p": 0.20317824184894562, + "m": 1.0 + }, + { + "p": 0.0345655120909214, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.9223147630691528, + "val_loss": 0.7923015356063843, + "acc": 71.7, + "time": 119.5154088549316, + "param": [ + { + "p": 0.09752935916185379, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10864575207233429, + "m": 1.0 + }, + { + "p": 0.018409891054034233, + "m": 1.0 + }, + { + "p": 0.010081535205245018, + "m": 1.0 + }, + { + "p": 0.0504293292760849, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04589047655463219, + "m": 1.0 + }, + { + "p": 0.11128386110067368, + "m": 1.0 + }, + { + "p": 0.15867970883846283, + "m": 1.0 + }, + { + "p": 0.040336113423109055, + "m": 1.0 + }, + { + "p": 0.1128256693482399, + "m": 1.0 + }, + { + "p": 0.21803805232048035, + "m": 1.0 + }, + { + "p": 0.027850253507494926, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.9072198271751404, + "val_loss": 0.9164853096008301, + "acc": 70.94, + "time": 121.54437022306956, + "param": [ + { + "p": 0.08406857401132584, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.128108412027359, + "m": 1.0 + }, + { + "p": 0.01470163743942976, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05182815343141556, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045989904552698135, + "m": 1.0 + }, + { + "p": 0.1096157655119896, + "m": 1.0 + }, + { + "p": 0.1737130880355835, + "m": 1.0 + }, + { + "p": 0.05116504430770874, + "m": 1.0 + }, + { + "p": 0.11504669487476349, + "m": 1.0 + }, + { + "p": 0.225151926279068, + "m": 1.0 + }, + { + "p": 0.0006107904482632875, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.0360175371170044, + "val_loss": 0.7594694495201111, + "acc": 70.97, + "time": 117.55052953516133, + "param": [ + { + "p": 0.07645947486162186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13686440885066986, + "m": 1.0 + }, + { + "p": 0.021694697439670563, + "m": 1.0 + }, + { + "p": 0.0018359245732426643, + "m": 1.0 + }, + { + "p": 0.04548081010580063, + "m": 1.0 + }, + { + "p": 0.004475403111428022, + "m": 1.0 + }, + { + "p": 0.059550248086452484, + "m": 1.0 + }, + { + "p": 0.11302877217531204, + "m": 1.0 + }, + { + "p": 0.1657155156135559, + "m": 1.0 + }, + { + "p": 0.04819796606898308, + "m": 1.0 + }, + { + "p": 0.11376404762268066, + "m": 1.0 + }, + { + "p": 0.2129327356815338, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.9953872561454773, + "val_loss": 0.7654429078102112, + "acc": 71.12, + "time": 121.66385494801216, + "param": [ + { + "p": 0.08117572218179703, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14926186203956604, + "m": 1.0 + }, + { + "p": 0.020153257995843887, + "m": 1.0 + }, + { + "p": 0.009690243750810623, + "m": 1.0 + }, + { + "p": 0.03849301487207413, + "m": 1.0 + }, + { + "p": 0.008605308830738068, + "m": 1.0 + }, + { + "p": 0.052688293159008026, + "m": 1.0 + }, + { + "p": 0.11437734216451645, + "m": 1.0 + }, + { + "p": 0.16727834939956665, + "m": 1.0 + }, + { + "p": 0.033111609518527985, + "m": 1.0 + }, + { + "p": 0.11035055667161942, + "m": 1.0 + }, + { + "p": 0.21481440961360931, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.1876604557037354, + "val_loss": 0.791738748550415, + "acc": 71.38, + "time": 121.33184995199554, + "param": [ + { + "p": 0.09929916262626648, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15837156772613525, + "m": 1.0 + }, + { + "p": 0.020725900307297707, + "m": 1.0 + }, + { + "p": 0.032641857862472534, + "m": 1.0 + }, + { + "p": 0.045256007462739944, + "m": 1.0 + }, + { + "p": 0.010501725599169731, + "m": 1.0 + }, + { + "p": 0.05581235513091087, + "m": 1.0 + }, + { + "p": 0.1114099845290184, + "m": 1.0 + }, + { + "p": 0.14118222892284393, + "m": 1.0 + }, + { + "p": 0.014339206740260124, + "m": 1.0 + }, + { + "p": 0.10477612167596817, + "m": 1.0 + }, + { + "p": 0.20524072647094727, + "m": 1.0 + }, + { + "p": 0.0004430674307513982, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.121655821800232, + "val_loss": 0.7233907580375671, + "acc": 70.4, + "time": 118.53905325010419, + "param": [ + { + "p": 0.11689998209476471, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1814768761396408, + "m": 1.0 + }, + { + "p": 0.008306332863867283, + "m": 1.0 + }, + { + "p": 0.04359065368771553, + "m": 1.0 + }, + { + "p": 0.05278966948390007, + "m": 1.0 + }, + { + "p": 0.008361195214092731, + "m": 1.0 + }, + { + "p": 0.049319151788949966, + "m": 1.0 + }, + { + "p": 0.09941656142473221, + "m": 1.0 + }, + { + "p": 0.12311355769634247, + "m": 1.0 + }, + { + "p": 0.008112714625895023, + "m": 1.0 + }, + { + "p": 0.09482192248106003, + "m": 1.0 + }, + { + "p": 0.2073095738887787, + "m": 1.0 + }, + { + "p": 0.006481715943664312, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.084686040878296, + "val_loss": 0.7110059857368469, + "acc": 71.43, + "time": 119.56784337991849, + "param": [ + { + "p": 0.1210075169801712, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18511374294757843, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05478116124868393, + "m": 1.0 + }, + { + "p": 0.06625428050756454, + "m": 1.0 + }, + { + "p": 0.012945153750479221, + "m": 1.0 + }, + { + "p": 0.03966829180717468, + "m": 1.0 + }, + { + "p": 0.0881090760231018, + "m": 1.0 + }, + { + "p": 0.11212020367383957, + "m": 1.0 + }, + { + "p": 0.01020190678536892, + "m": 1.0 + }, + { + "p": 0.09393809735774994, + "m": 1.0 + }, + { + "p": 0.20636214315891266, + "m": 1.0 + }, + { + "p": 0.009498373605310917, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.0830352306365967, + "val_loss": 0.8967089653015137, + "acc": 71.07, + "time": 120.64023447409272, + "param": [ + { + "p": 0.11815331131219864, + "m": 1.0 + }, + { + "p": 0.0010455134324729443, + "m": 1.0 + }, + { + "p": 0.17002934217453003, + "m": 1.0 + }, + { + "p": 0.0027099838480353355, + "m": 1.0 + }, + { + "p": 0.05852804332971573, + "m": 1.0 + }, + { + "p": 0.08980913460254669, + "m": 1.0 + }, + { + "p": 0.01225433498620987, + "m": 1.0 + }, + { + "p": 0.044200118631124496, + "m": 1.0 + }, + { + "p": 0.07658106088638306, + "m": 1.0 + }, + { + "p": 0.10313496738672256, + "m": 1.0 + }, + { + "p": 0.02014501579105854, + "m": 1.0 + }, + { + "p": 0.08891444653272629, + "m": 1.0 + }, + { + "p": 0.20363877713680267, + "m": 1.0 + }, + { + "p": 0.010855982080101967, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.888748288154602, + "val_loss": 0.842976987361908, + "acc": 71.37, + "time": 120.70933181396686, + "param": [ + { + "p": 0.10461245477199554, + "m": 1.0 + }, + { + "p": 0.0025854920968413353, + "m": 1.0 + }, + { + "p": 0.15808989107608795, + "m": 1.0 + }, + { + "p": 0.004756236914545298, + "m": 1.0 + }, + { + "p": 0.04632985591888428, + "m": 1.0 + }, + { + "p": 0.1057998314499855, + "m": 1.0 + }, + { + "p": 0.03127048909664154, + "m": 1.0 + }, + { + "p": 0.047197893261909485, + "m": 1.0 + }, + { + "p": 0.06872021406888962, + "m": 1.0 + }, + { + "p": 0.1025654673576355, + "m": 1.0 + }, + { + "p": 0.035464026033878326, + "m": 1.0 + }, + { + "p": 0.08353830873966217, + "m": 1.0 + }, + { + "p": 0.19279742240905762, + "m": 1.0 + }, + { + "p": 0.016272321343421936, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.9429522752761841, + "val_loss": 0.8676257133483887, + "acc": 70.17, + "time": 121.13593149883673, + "param": [ + { + "p": 0.10977903753519058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14408142864704132, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.036671996116638184, + "m": 1.0 + }, + { + "p": 0.11959691345691681, + "m": 1.0 + }, + { + "p": 0.04509517550468445, + "m": 1.0 + }, + { + "p": 0.043675005435943604, + "m": 1.0 + }, + { + "p": 0.06435354053974152, + "m": 1.0 + }, + { + "p": 0.09432937204837799, + "m": 1.0 + }, + { + "p": 0.05464886128902435, + "m": 1.0 + }, + { + "p": 0.0727873146533966, + "m": 1.0 + }, + { + "p": 0.1897009313106537, + "m": 1.0 + }, + { + "p": 0.025280414149165154, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.0139702558517456, + "val_loss": 0.8731253147125244, + "acc": 70.72, + "time": 114.81718205590732, + "param": [ + { + "p": 0.11554587632417679, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13272760808467865, + "m": 1.0 + }, + { + "p": 0.00524024898186326, + "m": 1.0 + }, + { + "p": 0.0361466221511364, + "m": 1.0 + }, + { + "p": 0.12455689907073975, + "m": 1.0 + }, + { + "p": 0.05730903148651123, + "m": 1.0 + }, + { + "p": 0.041266340762376785, + "m": 1.0 + }, + { + "p": 0.06471287459135056, + "m": 1.0 + }, + { + "p": 0.07667536288499832, + "m": 1.0 + }, + { + "p": 0.06143391132354736, + "m": 1.0 + }, + { + "p": 0.07725820690393448, + "m": 1.0 + }, + { + "p": 0.1722022145986557, + "m": 1.0 + }, + { + "p": 0.03492474555969238, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.9586994647979736, + "val_loss": 0.808023989200592, + "acc": 72.25, + "time": 114.69212949508801, + "param": [ + { + "p": 0.12695762515068054, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12914833426475525, + "m": 1.0 + }, + { + "p": 0.015296202152967453, + "m": 1.0 + }, + { + "p": 0.027018144726753235, + "m": 1.0 + }, + { + "p": 0.12505857646465302, + "m": 1.0 + }, + { + "p": 0.06524180620908737, + "m": 1.0 + }, + { + "p": 0.035988859832286835, + "m": 1.0 + }, + { + "p": 0.06583204120397568, + "m": 1.0 + }, + { + "p": 0.06680838018655777, + "m": 1.0 + }, + { + "p": 0.06731170415878296, + "m": 1.0 + }, + { + "p": 0.07712914049625397, + "m": 1.0 + }, + { + "p": 0.16571949422359467, + "m": 1.0 + }, + { + "p": 0.03248974308371544, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.1432899236679077, + "val_loss": 0.843575656414032, + "acc": 70.77, + "time": 118.83793994109146, + "param": [ + { + "p": 0.13616323471069336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1273922473192215, + "m": 1.0 + }, + { + "p": 0.0015771702164784074, + "m": 1.0 + }, + { + "p": 0.018243709579110146, + "m": 1.0 + }, + { + "p": 0.11943939328193665, + "m": 1.0 + }, + { + "p": 0.06716473400592804, + "m": 1.0 + }, + { + "p": 0.04341120645403862, + "m": 1.0 + }, + { + "p": 0.08258907496929169, + "m": 1.0 + }, + { + "p": 0.0664142593741417, + "m": 1.0 + }, + { + "p": 0.07773742079734802, + "m": 1.0 + }, + { + "p": 0.06708353012800217, + "m": 1.0 + }, + { + "p": 0.16889482736587524, + "m": 1.0 + }, + { + "p": 0.023889148607850075, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.0451884269714355, + "val_loss": 0.7571452856063843, + "acc": 71.37, + "time": 120.08700925810263, + "param": [ + { + "p": 0.1263548731803894, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11876651644706726, + "m": 1.0 + }, + { + "p": 0.001524022314697504, + "m": 1.0 + }, + { + "p": 0.012476524338126183, + "m": 1.0 + }, + { + "p": 0.11830475181341171, + "m": 1.0 + }, + { + "p": 0.06478904187679291, + "m": 1.0 + }, + { + "p": 0.06855011731386185, + "m": 1.0 + }, + { + "p": 0.08226045221090317, + "m": 1.0 + }, + { + "p": 0.07967013120651245, + "m": 1.0 + }, + { + "p": 0.08555370569229126, + "m": 1.0 + }, + { + "p": 0.06020092964172363, + "m": 1.0 + }, + { + "p": 0.16284486651420593, + "m": 1.0 + }, + { + "p": 0.018704121932387352, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.9729909896850586, + "val_loss": 0.7701089382171631, + "acc": 72.18, + "time": 117.89805719209835, + "param": [ + { + "p": 0.12865251302719116, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12182755768299103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11635304242372513, + "m": 1.0 + }, + { + "p": 0.0621517151594162, + "m": 1.0 + }, + { + "p": 0.07453126460313797, + "m": 1.0 + }, + { + "p": 0.0743536502122879, + "m": 1.0 + }, + { + "p": 0.07036159187555313, + "m": 1.0 + }, + { + "p": 0.09704670310020447, + "m": 1.0 + }, + { + "p": 0.059937119483947754, + "m": 1.0 + }, + { + "p": 0.18061533570289612, + "m": 1.0 + }, + { + "p": 0.014169546775519848, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.0602909326553345, + "val_loss": 0.8074468970298767, + "acc": 72.1, + "time": 121.16380567196757, + "param": [ + { + "p": 0.12201064079999924, + "m": 1.0 + }, + { + "p": 0.00042843353003263474, + "m": 1.0 + }, + { + "p": 0.10022035986185074, + "m": 1.0 + }, + { + "p": 0.003824820276349783, + "m": 1.0 + }, + { + "p": 0.01506788469851017, + "m": 1.0 + }, + { + "p": 0.1119268462061882, + "m": 1.0 + }, + { + "p": 0.06350592523813248, + "m": 1.0 + }, + { + "p": 0.0777391791343689, + "m": 1.0 + }, + { + "p": 0.07698188722133636, + "m": 1.0 + }, + { + "p": 0.061820730566978455, + "m": 1.0 + }, + { + "p": 0.10684337466955185, + "m": 1.0 + }, + { + "p": 0.06370220333337784, + "m": 1.0 + }, + { + "p": 0.17340829968452454, + "m": 1.0 + }, + { + "p": 0.022519366815686226, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.9943543076515198, + "val_loss": 0.8816765546798706, + "acc": 72.03, + "time": 119.7344296569936, + "param": [ + { + "p": 0.12651285529136658, + "m": 1.0 + }, + { + "p": 0.0004066813562531024, + "m": 1.0 + }, + { + "p": 0.09557811170816422, + "m": 1.0 + }, + { + "p": 0.00215006317012012, + "m": 1.0 + }, + { + "p": 0.029914524406194687, + "m": 1.0 + }, + { + "p": 0.11469177901744843, + "m": 1.0 + }, + { + "p": 0.049192629754543304, + "m": 1.0 + }, + { + "p": 0.05990695580840111, + "m": 1.0 + }, + { + "p": 0.07763079553842545, + "m": 1.0 + }, + { + "p": 0.053936704993247986, + "m": 1.0 + }, + { + "p": 0.11151744425296783, + "m": 1.0 + }, + { + "p": 0.0627240389585495, + "m": 1.0 + }, + { + "p": 0.18237799406051636, + "m": 1.0 + }, + { + "p": 0.033459439873695374, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.157416820526123, + "val_loss": 0.804822564125061, + "acc": 72.06, + "time": 120.25462485710159, + "param": [ + { + "p": 0.12073926627635956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09661968797445297, + "m": 1.0 + }, + { + "p": 0.004303650930523872, + "m": 1.0 + }, + { + "p": 0.03573739528656006, + "m": 1.0 + }, + { + "p": 0.11508519947528839, + "m": 1.0 + }, + { + "p": 0.04829106479883194, + "m": 1.0 + }, + { + "p": 0.05534134432673454, + "m": 1.0 + }, + { + "p": 0.09401673078536987, + "m": 1.0 + }, + { + "p": 0.040464986115694046, + "m": 1.0 + }, + { + "p": 0.1120595782995224, + "m": 1.0 + }, + { + "p": 0.06482790410518646, + "m": 1.0 + }, + { + "p": 0.18027181923389435, + "m": 1.0 + }, + { + "p": 0.03224143758416176, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.1565438508987427, + "val_loss": 0.8915147185325623, + "acc": 72.2, + "time": 119.69043080392294, + "param": [ + { + "p": 0.11770495772361755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09684113413095474, + "m": 1.0 + }, + { + "p": 0.021429935470223427, + "m": 1.0 + }, + { + "p": 0.039122432470321655, + "m": 1.0 + }, + { + "p": 0.10509704053401947, + "m": 1.0 + }, + { + "p": 0.06716462969779968, + "m": 1.0 + }, + { + "p": 0.03836749121546745, + "m": 1.0 + }, + { + "p": 0.10905726999044418, + "m": 1.0 + }, + { + "p": 0.04047180712223053, + "m": 1.0 + }, + { + "p": 0.11238710582256317, + "m": 1.0 + }, + { + "p": 0.06778859347105026, + "m": 1.0 + }, + { + "p": 0.16615115106105804, + "m": 1.0 + }, + { + "p": 0.018416449427604675, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.1105111837387085, + "val_loss": 0.8853511810302734, + "acc": 72.45, + "time": 120.77863179892302, + "param": [ + { + "p": 0.14736051857471466, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08171301335096359, + "m": 1.0 + }, + { + "p": 0.005577265750616789, + "m": 1.0 + }, + { + "p": 0.023747196421027184, + "m": 1.0 + }, + { + "p": 0.1181955561041832, + "m": 1.0 + }, + { + "p": 0.07981864362955093, + "m": 1.0 + }, + { + "p": 0.00426678778603673, + "m": 1.0 + }, + { + "p": 0.13398699462413788, + "m": 1.0 + }, + { + "p": 0.0358438603579998, + "m": 1.0 + }, + { + "p": 0.11298317462205887, + "m": 1.0 + }, + { + "p": 0.0783986896276474, + "m": 1.0 + }, + { + "p": 0.17810821533203125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.0734041929244995, + "val_loss": 0.8106099367141724, + "acc": 71.62, + "time": 117.42521924898028, + "param": [ + { + "p": 0.1466820240020752, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.062445707619190216, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003042901400476694, + "m": 1.0 + }, + { + "p": 0.12759269773960114, + "m": 1.0 + }, + { + "p": 0.08355412632226944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1550172120332718, + "m": 1.0 + }, + { + "p": 0.030346769839525223, + "m": 1.0 + }, + { + "p": 0.11652746796607971, + "m": 1.0 + }, + { + "p": 0.08204004168510437, + "m": 1.0 + }, + { + "p": 0.1875017285346985, + "m": 1.0 + }, + { + "p": 0.00524935545399785, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.9853161573410034, + "val_loss": 0.7283095121383667, + "acc": 72.18, + "time": 116.71597558981739, + "param": [ + { + "p": 0.1518748551607132, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05283413454890251, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12118033319711685, + "m": 1.0 + }, + { + "p": 0.08586639165878296, + "m": 1.0 + }, + { + "p": 0.0011283493367955089, + "m": 1.0 + }, + { + "p": 0.15905922651290894, + "m": 1.0 + }, + { + "p": 0.027862828224897385, + "m": 1.0 + }, + { + "p": 0.10981183499097824, + "m": 1.0 + }, + { + "p": 0.09015407413244247, + "m": 1.0 + }, + { + "p": 0.19792361557483673, + "m": 1.0 + }, + { + "p": 0.0023043761029839516, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.0827407836914062, + "val_loss": 0.8438486456871033, + "acc": 70.79, + "time": 120.39945785491727, + "param": [ + { + "p": 0.13959366083145142, + "m": 1.0 + }, + { + "p": 0.004642133601009846, + "m": 1.0 + }, + { + "p": 0.05797183886170387, + "m": 1.0 + }, + { + "p": 0.0074220746755599976, + "m": 1.0 + }, + { + "p": 0.0007249190821312368, + "m": 1.0 + }, + { + "p": 0.10448863357305527, + "m": 1.0 + }, + { + "p": 0.08695949614048004, + "m": 1.0 + }, + { + "p": 0.010764184407889843, + "m": 1.0 + }, + { + "p": 0.15047486126422882, + "m": 1.0 + }, + { + "p": 0.03258216381072998, + "m": 1.0 + }, + { + "p": 0.10253651440143585, + "m": 1.0 + }, + { + "p": 0.10218676179647446, + "m": 1.0 + }, + { + "p": 0.1850779801607132, + "m": 1.0 + }, + { + "p": 0.014574837870895863, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.1548829078674316, + "val_loss": 0.8072543740272522, + "acc": 72.08, + "time": 120.80718473088928, + "param": [ + { + "p": 0.13997139036655426, + "m": 1.0 + }, + { + "p": 0.02117297798395157, + "m": 1.0 + }, + { + "p": 0.0681617483496666, + "m": 1.0 + }, + { + "p": 0.017408564686775208, + "m": 1.0 + }, + { + "p": 0.0038881488144397736, + "m": 1.0 + }, + { + "p": 0.08750370889902115, + "m": 1.0 + }, + { + "p": 0.08021629601716995, + "m": 1.0 + }, + { + "p": 0.024829348549246788, + "m": 1.0 + }, + { + "p": 0.1313001662492752, + "m": 1.0 + }, + { + "p": 0.03821667656302452, + "m": 1.0 + }, + { + "p": 0.08926346898078918, + "m": 1.0 + }, + { + "p": 0.12445878237485886, + "m": 1.0 + }, + { + "p": 0.12850117683410645, + "m": 1.0 + }, + { + "p": 0.045107487589120865, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.2319954633712769, + "val_loss": 0.6892737746238708, + "acc": 71.82, + "time": 121.46562159387395, + "param": [ + { + "p": 0.13963401317596436, + "m": 1.0 + }, + { + "p": 0.019248642027378082, + "m": 1.0 + }, + { + "p": 0.07507696747779846, + "m": 1.0 + }, + { + "p": 0.03292231261730194, + "m": 1.0 + }, + { + "p": 0.005408152472227812, + "m": 1.0 + }, + { + "p": 0.07613750547170639, + "m": 1.0 + }, + { + "p": 0.07654478400945663, + "m": 1.0 + }, + { + "p": 0.024618547409772873, + "m": 1.0 + }, + { + "p": 0.12883293628692627, + "m": 1.0 + }, + { + "p": 0.04198617488145828, + "m": 1.0 + }, + { + "p": 0.08197768032550812, + "m": 1.0 + }, + { + "p": 0.13778088986873627, + "m": 1.0 + }, + { + "p": 0.10903988778591156, + "m": 1.0 + }, + { + "p": 0.05079151690006256, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.1972492933273315, + "val_loss": 0.8314812779426575, + "acc": 72.07, + "time": 118.76843558810651, + "param": [ + { + "p": 0.1267881542444229, + "m": 1.0 + }, + { + "p": 0.010688330978155136, + "m": 1.0 + }, + { + "p": 0.06621251255273819, + "m": 1.0 + }, + { + "p": 0.039555665105581284, + "m": 1.0 + }, + { + "p": 0.006696463096886873, + "m": 1.0 + }, + { + "p": 0.07491752505302429, + "m": 1.0 + }, + { + "p": 0.08381340652704239, + "m": 1.0 + }, + { + "p": 0.02758941426873207, + "m": 1.0 + }, + { + "p": 0.13595961034297943, + "m": 1.0 + }, + { + "p": 0.05090177804231644, + "m": 1.0 + }, + { + "p": 0.07937290519475937, + "m": 1.0 + }, + { + "p": 0.13971452414989471, + "m": 1.0 + }, + { + "p": 0.10739637166261673, + "m": 1.0 + }, + { + "p": 0.050393324345350266, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.9249552488327026, + "val_loss": 0.878312349319458, + "acc": 72.65, + "time": 115.02117902901955, + "param": [ + { + "p": 0.12754932045936584, + "m": 1.0 + }, + { + "p": 0.001644466887228191, + "m": 1.0 + }, + { + "p": 0.05079812929034233, + "m": 1.0 + }, + { + "p": 0.040963202714920044, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07343874126672745, + "m": 1.0 + }, + { + "p": 0.09065075218677521, + "m": 1.0 + }, + { + "p": 0.029602359980344772, + "m": 1.0 + }, + { + "p": 0.13885515928268433, + "m": 1.0 + }, + { + "p": 0.05303573980927467, + "m": 1.0 + }, + { + "p": 0.060070231556892395, + "m": 1.0 + }, + { + "p": 0.148972749710083, + "m": 1.0 + }, + { + "p": 0.12677861750125885, + "m": 1.0 + }, + { + "p": 0.05764055624604225, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.9958543181419373, + "val_loss": 0.9479135870933533, + "acc": 71.01, + "time": 120.551337642828, + "param": [ + { + "p": 0.13549354672431946, + "m": 1.0 + }, + { + "p": 0.0004416230076458305, + "m": 1.0 + }, + { + "p": 0.059226371347904205, + "m": 1.0 + }, + { + "p": 0.0421161912381649, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0609230101108551, + "m": 1.0 + }, + { + "p": 0.08858472108840942, + "m": 1.0 + }, + { + "p": 0.01676301285624504, + "m": 1.0 + }, + { + "p": 0.12269779294729233, + "m": 1.0 + }, + { + "p": 0.06229890137910843, + "m": 1.0 + }, + { + "p": 0.057236503809690475, + "m": 1.0 + }, + { + "p": 0.15442045032978058, + "m": 1.0 + }, + { + "p": 0.1489047408103943, + "m": 1.0 + }, + { + "p": 0.050893090665340424, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.2140429019927979, + "val_loss": 0.7209966778755188, + "acc": 72.57, + "time": 122.19291031803004, + "param": [ + { + "p": 0.12626735866069794, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0911915972828865, + "m": 1.0 + }, + { + "p": 0.03788343444466591, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.055779580026865005, + "m": 1.0 + }, + { + "p": 0.08152235299348831, + "m": 1.0 + }, + { + "p": 0.004891457036137581, + "m": 1.0 + }, + { + "p": 0.10199853777885437, + "m": 1.0 + }, + { + "p": 0.07056385278701782, + "m": 1.0 + }, + { + "p": 0.07281111925840378, + "m": 1.0 + }, + { + "p": 0.14740760624408722, + "m": 1.0 + }, + { + "p": 0.1580650955438614, + "m": 1.0 + }, + { + "p": 0.05161800980567932, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.3616520166397095, + "val_loss": 0.6788498759269714, + "acc": 72.31, + "time": 120.33563713496551, + "param": [ + { + "p": 0.12182511389255524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09799236059188843, + "m": 1.0 + }, + { + "p": 0.03607070818543434, + "m": 1.0 + }, + { + "p": 0.00037942538619972765, + "m": 1.0 + }, + { + "p": 0.04423803091049194, + "m": 1.0 + }, + { + "p": 0.07553885132074356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09398361295461655, + "m": 1.0 + }, + { + "p": 0.07210826873779297, + "m": 1.0 + }, + { + "p": 0.08452589809894562, + "m": 1.0 + }, + { + "p": 0.1542433500289917, + "m": 1.0 + }, + { + "p": 0.17124231159687042, + "m": 1.0 + }, + { + "p": 0.04785206541419029, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.8877776265144348, + "val_loss": 0.7848765254020691, + "acc": 72.63, + "time": 122.32634363183752, + "param": [ + { + "p": 0.10784157365560532, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10747449100017548, + "m": 1.0 + }, + { + "p": 0.02601134590804577, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04710957035422325, + "m": 1.0 + }, + { + "p": 0.07570694386959076, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08309567719697952, + "m": 1.0 + }, + { + "p": 0.08124005049467087, + "m": 1.0 + }, + { + "p": 0.08723790943622589, + "m": 1.0 + }, + { + "p": 0.1607046276330948, + "m": 1.0 + }, + { + "p": 0.17821907997131348, + "m": 1.0 + }, + { + "p": 0.04535874351859093, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.0436562299728394, + "val_loss": 0.7439478635787964, + "acc": 72.33, + "time": 121.95356858801097, + "param": [ + { + "p": 0.10378102213144302, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11178792268037796, + "m": 1.0 + }, + { + "p": 0.027718383818864822, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05552361533045769, + "m": 1.0 + }, + { + "p": 0.06943544000387192, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0778474509716034, + "m": 1.0 + }, + { + "p": 0.08459949493408203, + "m": 1.0 + }, + { + "p": 0.0840289294719696, + "m": 1.0 + }, + { + "p": 0.1694885939359665, + "m": 1.0 + }, + { + "p": 0.18089984357357025, + "m": 1.0 + }, + { + "p": 0.03488927707076073, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.9169750809669495, + "val_loss": 0.7469230890274048, + "acc": 72.55, + "time": 120.60037790797651, + "param": [ + { + "p": 0.10401298105716705, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11312314122915268, + "m": 1.0 + }, + { + "p": 0.02294226549565792, + "m": 1.0 + }, + { + "p": 0.0002532346115913242, + "m": 1.0 + }, + { + "p": 0.0654657781124115, + "m": 1.0 + }, + { + "p": 0.05304078385233879, + "m": 1.0 + }, + { + "p": 0.011503888294100761, + "m": 1.0 + }, + { + "p": 0.07589945197105408, + "m": 1.0 + }, + { + "p": 0.08480431139469147, + "m": 1.0 + }, + { + "p": 0.10141091793775558, + "m": 1.0 + }, + { + "p": 0.17215806245803833, + "m": 1.0 + }, + { + "p": 0.1735369861125946, + "m": 1.0 + }, + { + "p": 0.021848168224096298, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.8168076872825623, + "val_loss": 0.7874343395233154, + "acc": 72.75, + "time": 120.04896040796302, + "param": [ + { + "p": 0.11175230890512466, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10722245275974274, + "m": 1.0 + }, + { + "p": 0.026776913553476334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07257118821144104, + "m": 1.0 + }, + { + "p": 0.03283077850937843, + "m": 1.0 + }, + { + "p": 0.02934846840798855, + "m": 1.0 + }, + { + "p": 0.06865490227937698, + "m": 1.0 + }, + { + "p": 0.09634096920490265, + "m": 1.0 + }, + { + "p": 0.11109468340873718, + "m": 1.0 + }, + { + "p": 0.17106814682483673, + "m": 1.0 + }, + { + "p": 0.17233918607234955, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json new file mode 100644 index 0000000..144455b --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 73.51, + "Time": [ + 119.45759249654444, + 3.066958884866563 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2932486534118652, + "val_loss": 2.2783796787261963, + "acc": 19.04, + "time": 118.21010867017321, + "param": [ + { + "p": 0.07447583228349686, + "m": 1.0 + }, + { + "p": 0.06975127756595612, + "m": 1.0 + }, + { + "p": 0.07924792915582657, + "m": 1.0 + }, + { + "p": 0.08796574920415878, + "m": 1.0 + }, + { + "p": 0.07411710917949677, + "m": 1.0 + }, + { + "p": 0.08438762277364731, + "m": 1.0 + }, + { + "p": 0.0859309732913971, + "m": 1.0 + }, + { + "p": 0.08191221952438354, + "m": 1.0 + }, + { + "p": 0.07176177203655243, + "m": 1.0 + }, + { + "p": 0.08209794759750366, + "m": 1.0 + }, + { + "p": 0.05619657412171364, + "m": 1.0 + }, + { + "p": 0.079841747879982, + "m": 1.0 + }, + { + "p": 0.07231328636407852, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.175013780593872, + "val_loss": 2.09106707572937, + "acc": 23.89, + "time": 118.61669440497644, + "param": [ + { + "p": 0.05889715999364853, + "m": 1.0 + }, + { + "p": 0.06836053729057312, + "m": 1.0 + }, + { + "p": 0.07703683525323868, + "m": 1.0 + }, + { + "p": 0.08714693039655685, + "m": 1.0 + }, + { + "p": 0.0574362687766552, + "m": 1.0 + }, + { + "p": 0.08854655176401138, + "m": 1.0 + }, + { + "p": 0.08631505072116852, + "m": 1.0 + }, + { + "p": 0.08715655654668808, + "m": 1.0 + }, + { + "p": 0.08720090985298157, + "m": 1.0 + }, + { + "p": 0.08150596171617508, + "m": 1.0 + }, + { + "p": 0.05825871229171753, + "m": 1.0 + }, + { + "p": 0.09210747480392456, + "m": 1.0 + }, + { + "p": 0.07003108412027359, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.0784218311309814, + "val_loss": 2.0054569244384766, + "acc": 27.84, + "time": 117.82152014621533, + "param": [ + { + "p": 0.037194255739450455, + "m": 1.0 + }, + { + "p": 0.07564855366945267, + "m": 1.0 + }, + { + "p": 0.09780750423669815, + "m": 1.0 + }, + { + "p": 0.08670169860124588, + "m": 1.0 + }, + { + "p": 0.047225579619407654, + "m": 1.0 + }, + { + "p": 0.06774771213531494, + "m": 1.0 + }, + { + "p": 0.09564808756113052, + "m": 1.0 + }, + { + "p": 0.08300509303808212, + "m": 1.0 + }, + { + "p": 0.08417418599128723, + "m": 1.0 + }, + { + "p": 0.07217695564031601, + "m": 1.0 + }, + { + "p": 0.05621381849050522, + "m": 1.0 + }, + { + "p": 0.12553925812244415, + "m": 1.0 + }, + { + "p": 0.07091735303401947, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.0970726013183594, + "val_loss": 1.9559599161148071, + "acc": 32.77, + "time": 117.905615207972, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06279265880584717, + "m": 1.0 + }, + { + "p": 0.11993953585624695, + "m": 1.0 + }, + { + "p": 0.10312220454216003, + "m": 1.0 + }, + { + "p": 0.027601497247815132, + "m": 1.0 + }, + { + "p": 0.05026635527610779, + "m": 1.0 + }, + { + "p": 0.12615124881267548, + "m": 1.0 + }, + { + "p": 0.07370986044406891, + "m": 1.0 + }, + { + "p": 0.07583309710025787, + "m": 1.0 + }, + { + "p": 0.07143598794937134, + "m": 1.0 + }, + { + "p": 0.039478980004787445, + "m": 1.0 + }, + { + "p": 0.17388488352298737, + "m": 1.0 + }, + { + "p": 0.07578370720148087, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.2203280925750732, + "val_loss": 1.869879961013794, + "acc": 34.56, + "time": 126.13159177382477, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03357309475541115, + "m": 1.0 + }, + { + "p": 0.13582298159599304, + "m": 1.0 + }, + { + "p": 0.12389910966157913, + "m": 1.0 + }, + { + "p": 0.008846884593367577, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.153537780046463, + "m": 1.0 + }, + { + "p": 0.06772859394550323, + "m": 1.0 + }, + { + "p": 0.07117980718612671, + "m": 1.0 + }, + { + "p": 0.07798697054386139, + "m": 1.0 + }, + { + "p": 0.006386610679328442, + "m": 1.0 + }, + { + "p": 0.23267002403736115, + "m": 1.0 + }, + { + "p": 0.08836808800697327, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.977447748184204, + "val_loss": 1.7614277601242065, + "acc": 34.72, + "time": 111.71081521105953, + "param": [ + { + "p": 0.00829505268484354, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14766328036785126, + "m": 1.0 + }, + { + "p": 0.11979716271162033, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1766165792942047, + "m": 1.0 + }, + { + "p": 0.056090254336595535, + "m": 1.0 + }, + { + "p": 0.059985220432281494, + "m": 1.0 + }, + { + "p": 0.07811513543128967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24960531294345856, + "m": 1.0 + }, + { + "p": 0.10383202135562897, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.8220860958099365, + "val_loss": 1.769290566444397, + "acc": 37.87, + "time": 110.52152280905284, + "param": [ + { + "p": 0.029142003506422043, + "m": 1.0 + }, + { + "p": 0.003344788448885083, + "m": 1.0 + }, + { + "p": 0.14051403105258942, + "m": 1.0 + }, + { + "p": 0.10931669175624847, + "m": 1.0 + }, + { + "p": 0.013303020969033241, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1717483550310135, + "m": 1.0 + }, + { + "p": 0.04922852665185928, + "m": 1.0 + }, + { + "p": 0.0693650022149086, + "m": 1.0 + }, + { + "p": 0.07330196350812912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2224605679512024, + "m": 1.0 + }, + { + "p": 0.11827503144741058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.9200713634490967, + "val_loss": 1.680293083190918, + "acc": 39.78, + "time": 120.63143825391307, + "param": [ + { + "p": 0.019282272085547447, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13528525829315186, + "m": 1.0 + }, + { + "p": 0.11449570953845978, + "m": 1.0 + }, + { + "p": 0.023486921563744545, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17887470126152039, + "m": 1.0 + }, + { + "p": 0.04651371017098427, + "m": 1.0 + }, + { + "p": 0.09337787330150604, + "m": 1.0 + }, + { + "p": 0.0676145851612091, + "m": 1.0 + }, + { + "p": 0.0027539150323718786, + "m": 1.0 + }, + { + "p": 0.2009679675102234, + "m": 1.0 + }, + { + "p": 0.11734716594219208, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.2042431831359863, + "val_loss": 1.650471806526184, + "acc": 39.63, + "time": 120.75242996984161, + "param": [ + { + "p": 0.040451984852552414, + "m": 1.0 + }, + { + "p": 0.001566660706885159, + "m": 1.0 + }, + { + "p": 0.12143540382385254, + "m": 1.0 + }, + { + "p": 0.10983464866876602, + "m": 1.0 + }, + { + "p": 0.01659141294658184, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1553042083978653, + "m": 1.0 + }, + { + "p": 0.05282814800739288, + "m": 1.0 + }, + { + "p": 0.09458044916391373, + "m": 1.0 + }, + { + "p": 0.08019310235977173, + "m": 1.0 + }, + { + "p": 0.025457726791501045, + "m": 1.0 + }, + { + "p": 0.17468935251235962, + "m": 1.0 + }, + { + "p": 0.12706686556339264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8385071754455566, + "val_loss": 1.606373906135559, + "acc": 43.44, + "time": 120.67559492704459, + "param": [ + { + "p": 0.0587162971496582, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11170078814029694, + "m": 1.0 + }, + { + "p": 0.10349291563034058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13835343718528748, + "m": 1.0 + }, + { + "p": 0.05308952182531357, + "m": 1.0 + }, + { + "p": 0.10159030556678772, + "m": 1.0 + }, + { + "p": 0.08232404291629791, + "m": 1.0 + }, + { + "p": 0.044038210064172745, + "m": 1.0 + }, + { + "p": 0.17058208584785461, + "m": 1.0 + }, + { + "p": 0.13611239194869995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8569815158843994, + "val_loss": 1.6350024938583374, + "acc": 45.21, + "time": 113.11592190293595, + "param": [ + { + "p": 0.05088069662451744, + "m": 1.0 + }, + { + "p": 0.00016573970788158476, + "m": 1.0 + }, + { + "p": 0.10258177667856216, + "m": 1.0 + }, + { + "p": 0.10239844769239426, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12273073196411133, + "m": 1.0 + }, + { + "p": 0.056147489696741104, + "m": 1.0 + }, + { + "p": 0.10330148786306381, + "m": 1.0 + }, + { + "p": 0.08592093735933304, + "m": 1.0 + }, + { + "p": 0.06878185272216797, + "m": 1.0 + }, + { + "p": 0.17909762263298035, + "m": 1.0 + }, + { + "p": 0.12799322605133057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.8221068382263184, + "val_loss": 1.46096932888031, + "acc": 45.74, + "time": 120.86367339384742, + "param": [ + { + "p": 0.05130074545741081, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.093039870262146, + "m": 1.0 + }, + { + "p": 0.10104057937860489, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11593975126743317, + "m": 1.0 + }, + { + "p": 0.05158369988203049, + "m": 1.0 + }, + { + "p": 0.09833140671253204, + "m": 1.0 + }, + { + "p": 0.09373015910387039, + "m": 1.0 + }, + { + "p": 0.07363433390855789, + "m": 1.0 + }, + { + "p": 0.19293487071990967, + "m": 1.0 + }, + { + "p": 0.12846459448337555, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.7247686386108398, + "val_loss": 1.6024365425109863, + "acc": 46.58, + "time": 120.73648132290691, + "param": [ + { + "p": 0.06715873628854752, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1006421446800232, + "m": 1.0 + }, + { + "p": 0.10319855809211731, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11652829498052597, + "m": 1.0 + }, + { + "p": 0.03482453152537346, + "m": 1.0 + }, + { + "p": 0.09318361431360245, + "m": 1.0 + }, + { + "p": 0.1025962308049202, + "m": 1.0 + }, + { + "p": 0.06567517668008804, + "m": 1.0 + }, + { + "p": 0.1898716688156128, + "m": 1.0 + }, + { + "p": 0.12632109224796295, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.698447823524475, + "val_loss": 1.4452762603759766, + "acc": 48.94, + "time": 122.15720518515445, + "param": [ + { + "p": 0.07179509103298187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10647488385438919, + "m": 1.0 + }, + { + "p": 0.11224491894245148, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12905777990818024, + "m": 1.0 + }, + { + "p": 0.005137989297509193, + "m": 1.0 + }, + { + "p": 0.08318588137626648, + "m": 1.0 + }, + { + "p": 0.11195386946201324, + "m": 1.0 + }, + { + "p": 0.0469156838953495, + "m": 1.0 + }, + { + "p": 0.190929114818573, + "m": 1.0 + }, + { + "p": 0.14230479300022125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.7693026065826416, + "val_loss": 1.412993311882019, + "acc": 48.7, + "time": 119.00655304198153, + "param": [ + { + "p": 0.06883557140827179, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10589856654405594, + "m": 1.0 + }, + { + "p": 0.11615137755870819, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13131701946258545, + "m": 1.0 + }, + { + "p": 0.0028999648056924343, + "m": 1.0 + }, + { + "p": 0.07417596131563187, + "m": 1.0 + }, + { + "p": 0.11512863636016846, + "m": 1.0 + }, + { + "p": 0.040250618010759354, + "m": 1.0 + }, + { + "p": 0.19112920761108398, + "m": 1.0 + }, + { + "p": 0.1542131006717682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.864552617073059, + "val_loss": 1.4862500429153442, + "acc": 49.89, + "time": 120.43435430596583, + "param": [ + { + "p": 0.06868926435709, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09766949713230133, + "m": 1.0 + }, + { + "p": 0.11564907431602478, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13209128379821777, + "m": 1.0 + }, + { + "p": 0.007204636000096798, + "m": 1.0 + }, + { + "p": 0.07377506792545319, + "m": 1.0 + }, + { + "p": 0.1144673153758049, + "m": 1.0 + }, + { + "p": 0.05015641823410988, + "m": 1.0 + }, + { + "p": 0.1761808693408966, + "m": 1.0 + }, + { + "p": 0.1641165018081665, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.9793243408203125, + "val_loss": 1.3706848621368408, + "acc": 50.69, + "time": 120.7560210309457, + "param": [ + { + "p": 0.07040633261203766, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10485690087080002, + "m": 1.0 + }, + { + "p": 0.11469094455242157, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12130839377641678, + "m": 1.0 + }, + { + "p": 0.010642613284289837, + "m": 1.0 + }, + { + "p": 0.07716836780309677, + "m": 1.0 + }, + { + "p": 0.11355598270893097, + "m": 1.0 + }, + { + "p": 0.06448876112699509, + "m": 1.0 + }, + { + "p": 0.16535402834415436, + "m": 1.0 + }, + { + "p": 0.15752765536308289, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.6235511302947998, + "val_loss": 1.3328624963760376, + "acc": 51.06, + "time": 119.46268556197174, + "param": [ + { + "p": 0.0687708929181099, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12587754428386688, + "m": 1.0 + }, + { + "p": 0.10627561062574387, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10746068507432938, + "m": 1.0 + }, + { + "p": 0.008009523153305054, + "m": 1.0 + }, + { + "p": 0.0836063101887703, + "m": 1.0 + }, + { + "p": 0.11688626557588577, + "m": 1.0 + }, + { + "p": 0.06825610250234604, + "m": 1.0 + }, + { + "p": 0.159169003367424, + "m": 1.0 + }, + { + "p": 0.1556880623102188, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.526726484298706, + "val_loss": 1.4275912046432495, + "acc": 51.78, + "time": 120.20764013007283, + "param": [ + { + "p": 0.06024143099784851, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15035729110240936, + "m": 1.0 + }, + { + "p": 0.08992192894220352, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10519552230834961, + "m": 1.0 + }, + { + "p": 0.0045022182166576385, + "m": 1.0 + }, + { + "p": 0.0983361005783081, + "m": 1.0 + }, + { + "p": 0.11765655130147934, + "m": 1.0 + }, + { + "p": 0.057601626962423325, + "m": 1.0 + }, + { + "p": 0.1553623378276825, + "m": 1.0 + }, + { + "p": 0.16082504391670227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.563012719154358, + "val_loss": 1.3308334350585938, + "acc": 52.49, + "time": 121.02068376913667, + "param": [ + { + "p": 0.06072002649307251, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1557147353887558, + "m": 1.0 + }, + { + "p": 0.07539354264736176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11119351536035538, + "m": 1.0 + }, + { + "p": 0.010013132356107235, + "m": 1.0 + }, + { + "p": 0.09478410333395004, + "m": 1.0 + }, + { + "p": 0.12608525156974792, + "m": 1.0 + }, + { + "p": 0.05248626321554184, + "m": 1.0 + }, + { + "p": 0.14792238175868988, + "m": 1.0 + }, + { + "p": 0.16568706929683685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.5936551094055176, + "val_loss": 1.3967458009719849, + "acc": 52.49, + "time": 120.517402500147, + "param": [ + { + "p": 0.052934348583221436, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1664244830608368, + "m": 1.0 + }, + { + "p": 0.07099414616823196, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10504427552223206, + "m": 1.0 + }, + { + "p": 0.01661757007241249, + "m": 1.0 + }, + { + "p": 0.07866140455007553, + "m": 1.0 + }, + { + "p": 0.14562483131885529, + "m": 1.0 + }, + { + "p": 0.034919098019599915, + "m": 1.0 + }, + { + "p": 0.1496284008026123, + "m": 1.0 + }, + { + "p": 0.17915140092372894, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.570859670639038, + "val_loss": 1.2717947959899902, + "acc": 53.21, + "time": 121.7103531609755, + "param": [ + { + "p": 0.05411039665341377, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18672284483909607, + "m": 1.0 + }, + { + "p": 0.06236933544278145, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1000511646270752, + "m": 1.0 + }, + { + "p": 0.004949284251779318, + "m": 1.0 + }, + { + "p": 0.07130203396081924, + "m": 1.0 + }, + { + "p": 0.15964925289154053, + "m": 1.0 + }, + { + "p": 0.016238443553447723, + "m": 1.0 + }, + { + "p": 0.15184944868087769, + "m": 1.0 + }, + { + "p": 0.19275784492492676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.629093885421753, + "val_loss": 1.2490838766098022, + "acc": 53.98, + "time": 120.97201648913324, + "param": [ + { + "p": 0.05895012617111206, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1989576518535614, + "m": 1.0 + }, + { + "p": 0.048367004841566086, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09256792068481445, + "m": 1.0 + }, + { + "p": 0.009420382790267467, + "m": 1.0 + }, + { + "p": 0.07193664461374283, + "m": 1.0 + }, + { + "p": 0.15708421170711517, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1571466326713562, + "m": 1.0 + }, + { + "p": 0.20556940138339996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.6102025508880615, + "val_loss": 1.3132660388946533, + "acc": 54.46, + "time": 119.7736781919375, + "param": [ + { + "p": 0.054065778851509094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2172250896692276, + "m": 1.0 + }, + { + "p": 0.016646096482872963, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07529903948307037, + "m": 1.0 + }, + { + "p": 0.008913521654903889, + "m": 1.0 + }, + { + "p": 0.06618566066026688, + "m": 1.0 + }, + { + "p": 0.16555564105510712, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16398997604846954, + "m": 1.0 + }, + { + "p": 0.23211920261383057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.7324090003967285, + "val_loss": 1.272929310798645, + "acc": 53.7, + "time": 118.52470741607249, + "param": [ + { + "p": 0.05615215748548508, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22904665768146515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.060750022530555725, + "m": 1.0 + }, + { + "p": 0.0008751228451728821, + "m": 1.0 + }, + { + "p": 0.05529119446873665, + "m": 1.0 + }, + { + "p": 0.16849814355373383, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16919167339801788, + "m": 1.0 + }, + { + "p": 0.2601949870586395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.5511916875839233, + "val_loss": 1.2135180234909058, + "acc": 55.75, + "time": 120.11874711886048, + "param": [ + { + "p": 0.06423605978488922, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23094648122787476, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.047172605991363525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.044686246663331985, + "m": 1.0 + }, + { + "p": 0.17195916175842285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17259763181209564, + "m": 1.0 + }, + { + "p": 0.2684018015861511, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.5703667402267456, + "val_loss": 1.2511125802993774, + "acc": 56.42, + "time": 110.64193035685457, + "param": [ + { + "p": 0.07232093811035156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22844667732715607, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042157381772994995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.029505714774131775, + "m": 1.0 + }, + { + "p": 0.17483285069465637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.180464506149292, + "m": 1.0 + }, + { + "p": 0.2722720205783844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.3583180904388428, + "val_loss": 1.2860039472579956, + "acc": 55.44, + "time": 120.49723342084326, + "param": [ + { + "p": 0.08034352958202362, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2217070758342743, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0006385059677995741, + "m": 1.0 + }, + { + "p": 0.0006249781581573188, + "m": 1.0 + }, + { + "p": 0.04272869601845741, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02452795021235943, + "m": 1.0 + }, + { + "p": 0.17125944793224335, + "m": 1.0 + }, + { + "p": 0.001479622325859964, + "m": 1.0 + }, + { + "p": 0.1815476268529892, + "m": 1.0 + }, + { + "p": 0.27514252066612244, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.5156612396240234, + "val_loss": 1.2251548767089844, + "acc": 58.35, + "time": 121.01779809291475, + "param": [ + { + "p": 0.07350669056177139, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22559408843517303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01997983641922474, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013448776677250862, + "m": 1.0 + }, + { + "p": 0.15822383761405945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20343561470508575, + "m": 1.0 + }, + { + "p": 0.3058111071586609, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.499675989151001, + "val_loss": 1.1517597436904907, + "acc": 56.87, + "time": 121.60121914511546, + "param": [ + { + "p": 0.06261910498142242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23333530128002167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0020727827213704586, + "m": 1.0 + }, + { + "p": 0.0002496243396308273, + "m": 1.0 + }, + { + "p": 0.0003675617044791579, + "m": 1.0 + }, + { + "p": 0.1533886343240738, + "m": 1.0 + }, + { + "p": 0.0007294976385310292, + "m": 1.0 + }, + { + "p": 0.21753370761871338, + "m": 1.0 + }, + { + "p": 0.32970377802848816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.5001193284988403, + "val_loss": 1.2415610551834106, + "acc": 58.14, + "time": 118.31843527802266, + "param": [ + { + "p": 0.07179194688796997, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20874743163585663, + "m": 1.0 + }, + { + "p": 0.00668491143733263, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016541555523872375, + "m": 1.0 + }, + { + "p": 0.010455301031470299, + "m": 1.0 + }, + { + "p": 0.010012044571340084, + "m": 1.0 + }, + { + "p": 0.13805443048477173, + "m": 1.0 + }, + { + "p": 0.013055840507149696, + "m": 1.0 + }, + { + "p": 0.20892609655857086, + "m": 1.0 + }, + { + "p": 0.31573042273521423, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.6044166088104248, + "val_loss": 1.1255502700805664, + "acc": 58.67, + "time": 120.66496768081561, + "param": [ + { + "p": 0.0814310684800148, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19609250128269196, + "m": 1.0 + }, + { + "p": 0.011601620353758335, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015328665263950825, + "m": 1.0 + }, + { + "p": 0.016310350969433784, + "m": 1.0 + }, + { + "p": 0.001854747417382896, + "m": 1.0 + }, + { + "p": 0.13011567294597626, + "m": 1.0 + }, + { + "p": 0.025239434093236923, + "m": 1.0 + }, + { + "p": 0.20880767703056335, + "m": 1.0 + }, + { + "p": 0.31321829557418823, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.3003506660461426, + "val_loss": 1.301155924797058, + "acc": 58.2, + "time": 119.12388371187262, + "param": [ + { + "p": 0.09539198130369186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19629645347595215, + "m": 1.0 + }, + { + "p": 0.0028197418432682753, + "m": 1.0 + }, + { + "p": 0.0003742154221981764, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006860414985567331, + "m": 1.0 + }, + { + "p": 0.008899299427866936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12971264123916626, + "m": 1.0 + }, + { + "p": 0.01537309493869543, + "m": 1.0 + }, + { + "p": 0.2134130597114563, + "m": 1.0 + }, + { + "p": 0.33085906505584717, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.425727367401123, + "val_loss": 1.1053310632705688, + "acc": 59.1, + "time": 119.4319926071912, + "param": [ + { + "p": 0.11483556777238846, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20028002560138702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0051546525210142136, + "m": 1.0 + }, + { + "p": 0.0029026761185377836, + "m": 1.0 + }, + { + "p": 0.005249131470918655, + "m": 1.0 + }, + { + "p": 0.00785455759614706, + "m": 1.0 + }, + { + "p": 0.002304820576682687, + "m": 1.0 + }, + { + "p": 0.11438553035259247, + "m": 1.0 + }, + { + "p": 0.014852439984679222, + "m": 1.0 + }, + { + "p": 0.2070808857679367, + "m": 1.0 + }, + { + "p": 0.3250997066497803, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.6230424642562866, + "val_loss": 1.1664613485336304, + "acc": 57.68, + "time": 118.3615893649403, + "param": [ + { + "p": 0.12227927148342133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18263907730579376, + "m": 1.0 + }, + { + "p": 0.011712776497006416, + "m": 1.0 + }, + { + "p": 0.01998049207031727, + "m": 1.0 + }, + { + "p": 0.019298965111374855, + "m": 1.0 + }, + { + "p": 0.017179159447550774, + "m": 1.0 + }, + { + "p": 0.011982301250100136, + "m": 1.0 + }, + { + "p": 0.01812560297548771, + "m": 1.0 + }, + { + "p": 0.09857135266065598, + "m": 1.0 + }, + { + "p": 0.02665696106851101, + "m": 1.0 + }, + { + "p": 0.18500374257564545, + "m": 1.0 + }, + { + "p": 0.2841476798057556, + "m": 1.0 + }, + { + "p": 0.0024226780515164137, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.4634522199630737, + "val_loss": 1.12787926197052, + "acc": 61.34, + "time": 120.52350776200183, + "param": [ + { + "p": 0.1374111920595169, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1939702332019806, + "m": 1.0 + }, + { + "p": 0.0020009682048112154, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02634834498167038, + "m": 1.0 + }, + { + "p": 0.003778051119297743, + "m": 1.0 + }, + { + "p": 0.0019092605216428638, + "m": 1.0 + }, + { + "p": 0.0206737257540226, + "m": 1.0 + }, + { + "p": 0.09193212538957596, + "m": 1.0 + }, + { + "p": 0.036144185811281204, + "m": 1.0 + }, + { + "p": 0.19178691506385803, + "m": 1.0 + }, + { + "p": 0.29404503107070923, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.729300856590271, + "val_loss": 1.264977216720581, + "acc": 60.33, + "time": 116.39900950691663, + "param": [ + { + "p": 0.14768706262111664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20458152890205383, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016660450026392937, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0055459728464484215, + "m": 1.0 + }, + { + "p": 0.08768902719020844, + "m": 1.0 + }, + { + "p": 0.02279791608452797, + "m": 1.0 + }, + { + "p": 0.20111183822155, + "m": 1.0 + }, + { + "p": 0.31392621994018555, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.2311447858810425, + "val_loss": 1.1231569051742554, + "acc": 61.42, + "time": 120.48981730709784, + "param": [ + { + "p": 0.15270960330963135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1976158618927002, + "m": 1.0 + }, + { + "p": 0.0031375347170978785, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025097541511058807, + "m": 1.0 + }, + { + "p": 0.006616722326725721, + "m": 1.0 + }, + { + "p": 0.011314520612359047, + "m": 1.0 + }, + { + "p": 0.011307722888886929, + "m": 1.0 + }, + { + "p": 0.08509725332260132, + "m": 1.0 + }, + { + "p": 0.027188312262296677, + "m": 1.0 + }, + { + "p": 0.1886274516582489, + "m": 1.0 + }, + { + "p": 0.2912874221801758, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.5798174142837524, + "val_loss": 1.0367487668991089, + "acc": 61.37, + "time": 115.47381340595894, + "param": [ + { + "p": 0.15638838708400726, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2025378942489624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022839900106191635, + "m": 1.0 + }, + { + "p": 0.004156896844506264, + "m": 1.0 + }, + { + "p": 0.020305339246988297, + "m": 1.0 + }, + { + "p": 0.016498234122991562, + "m": 1.0 + }, + { + "p": 0.09050781279802322, + "m": 1.0 + }, + { + "p": 0.02286861091852188, + "m": 1.0 + }, + { + "p": 0.18544627726078033, + "m": 1.0 + }, + { + "p": 0.27845072746276855, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.252134919166565, + "val_loss": 1.067447304725647, + "acc": 61.68, + "time": 112.9435136790853, + "param": [ + { + "p": 0.15876156091690063, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21038348972797394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018963253125548363, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01268053986132145, + "m": 1.0 + }, + { + "p": 0.010321026667952538, + "m": 1.0 + }, + { + "p": 0.09153271466493607, + "m": 1.0 + }, + { + "p": 0.02178237773478031, + "m": 1.0 + }, + { + "p": 0.1906569004058838, + "m": 1.0 + }, + { + "p": 0.2849180996417999, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.2807323932647705, + "val_loss": 1.0355323553085327, + "acc": 60.97, + "time": 117.16632698988542, + "param": [ + { + "p": 0.16508403420448303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2095252126455307, + "m": 1.0 + }, + { + "p": 0.0017499891109764576, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02612197771668434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020253010094165802, + "m": 1.0 + }, + { + "p": 0.013823451474308968, + "m": 1.0 + }, + { + "p": 0.08671605587005615, + "m": 1.0 + }, + { + "p": 0.019061226397752762, + "m": 1.0 + }, + { + "p": 0.1791142076253891, + "m": 1.0 + }, + { + "p": 0.2785508930683136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.4013434648513794, + "val_loss": 1.0176911354064941, + "acc": 61.32, + "time": 114.36433054809459, + "param": [ + { + "p": 0.17972780764102936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20929135382175446, + "m": 1.0 + }, + { + "p": 0.007084484212100506, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021484287455677986, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009822345338761806, + "m": 1.0 + }, + { + "p": 0.014212758280336857, + "m": 1.0 + }, + { + "p": 0.08040305972099304, + "m": 1.0 + }, + { + "p": 0.017358405515551567, + "m": 1.0 + }, + { + "p": 0.17935442924499512, + "m": 1.0 + }, + { + "p": 0.2812610864639282, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.356502652168274, + "val_loss": 1.062387466430664, + "acc": 62.72, + "time": 120.46730651310645, + "param": [ + { + "p": 0.17512568831443787, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1966720074415207, + "m": 1.0 + }, + { + "p": 0.02088020183146, + "m": 1.0 + }, + { + "p": 0.0029308118391782045, + "m": 1.0 + }, + { + "p": 0.02639637514948845, + "m": 1.0 + }, + { + "p": 0.000637513177935034, + "m": 1.0 + }, + { + "p": 0.01661486178636551, + "m": 1.0 + }, + { + "p": 0.021206168457865715, + "m": 1.0 + }, + { + "p": 0.08983269333839417, + "m": 1.0 + }, + { + "p": 0.018501387909054756, + "m": 1.0 + }, + { + "p": 0.16493767499923706, + "m": 1.0 + }, + { + "p": 0.26048314571380615, + "m": 1.0 + }, + { + "p": 0.005781578831374645, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.4589835405349731, + "val_loss": 1.1194461584091187, + "acc": 61.01, + "time": 120.75688616512343, + "param": [ + { + "p": 0.1840926855802536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2023908495903015, + "m": 1.0 + }, + { + "p": 0.007323575671762228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012665987014770508, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008575900457799435, + "m": 1.0 + }, + { + "p": 0.01838224194943905, + "m": 1.0 + }, + { + "p": 0.100456602871418, + "m": 1.0 + }, + { + "p": 0.019174084067344666, + "m": 1.0 + }, + { + "p": 0.1714613437652588, + "m": 1.0 + }, + { + "p": 0.2684895992279053, + "m": 1.0 + }, + { + "p": 0.006987160071730614, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.2944843769073486, + "val_loss": 1.1143990755081177, + "acc": 63.02, + "time": 120.40009178314358, + "param": [ + { + "p": 0.19083350896835327, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2207879275083542, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10189370065927505, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1762007474899292, + "m": 1.0 + }, + { + "p": 0.3102841377258301, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.3216723203659058, + "val_loss": 1.0396368503570557, + "acc": 63.48, + "time": 118.41347961314023, + "param": [ + { + "p": 0.18375219404697418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22111180424690247, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0020587784238159657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00034302021958865225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09737718105316162, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17047923803329468, + "m": 1.0 + }, + { + "p": 0.3248777687549591, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.313560128211975, + "val_loss": 1.045668125152588, + "acc": 63.65, + "time": 120.08431614306755, + "param": [ + { + "p": 0.17521582543849945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21767543256282806, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004719872493296862, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001864729798398912, + "m": 1.0 + }, + { + "p": 6.23074738541618e-05, + "m": 1.0 + }, + { + "p": 0.0957319512963295, + "m": 1.0 + }, + { + "p": 0.0021048204507678747, + "m": 1.0 + }, + { + "p": 0.17214897274971008, + "m": 1.0 + }, + { + "p": 0.33047613501548767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.2561264038085938, + "val_loss": 0.9901059865951538, + "acc": 63.39, + "time": 119.82691864203662, + "param": [ + { + "p": 0.16207285225391388, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19635537266731262, + "m": 1.0 + }, + { + "p": 0.016067631542682648, + "m": 1.0 + }, + { + "p": 0.00846471544355154, + "m": 1.0 + }, + { + "p": 0.0025113613810390234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017745302990078926, + "m": 1.0 + }, + { + "p": 0.020288003608584404, + "m": 1.0 + }, + { + "p": 0.09344177693128586, + "m": 1.0 + }, + { + "p": 0.00904572382569313, + "m": 1.0 + }, + { + "p": 0.16059482097625732, + "m": 1.0 + }, + { + "p": 0.31341251730918884, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.208306908607483, + "val_loss": 1.0126501321792603, + "acc": 64.06, + "time": 121.59656727709807, + "param": [ + { + "p": 0.1633935421705246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18120920658111572, + "m": 1.0 + }, + { + "p": 0.013287524692714214, + "m": 1.0 + }, + { + "p": 0.00918314978480339, + "m": 1.0 + }, + { + "p": 0.0007459620828740299, + "m": 1.0 + }, + { + "p": 0.0026612652000039816, + "m": 1.0 + }, + { + "p": 0.023413781076669693, + "m": 1.0 + }, + { + "p": 0.0320950485765934, + "m": 1.0 + }, + { + "p": 0.09534133225679398, + "m": 1.0 + }, + { + "p": 0.016139226034283638, + "m": 1.0 + }, + { + "p": 0.1632324606180191, + "m": 1.0 + }, + { + "p": 0.2992974817752838, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.3017048835754395, + "val_loss": 1.0557918548583984, + "acc": 63.84, + "time": 120.49385438603349, + "param": [ + { + "p": 0.17708982527256012, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19070827960968018, + "m": 1.0 + }, + { + "p": 0.012181797996163368, + "m": 1.0 + }, + { + "p": 0.003417551051825285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014486394822597504, + "m": 1.0 + }, + { + "p": 0.01955854520201683, + "m": 1.0 + }, + { + "p": 0.08511336147785187, + "m": 1.0 + }, + { + "p": 0.02081962116062641, + "m": 1.0 + }, + { + "p": 0.17065422236919403, + "m": 1.0 + }, + { + "p": 0.30597037076950073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.1118966341018677, + "val_loss": 0.832329511642456, + "acc": 65.53, + "time": 119.67681940691546, + "param": [ + { + "p": 0.18119147419929504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18660306930541992, + "m": 1.0 + }, + { + "p": 0.01300529669970274, + "m": 1.0 + }, + { + "p": 0.007073739543557167, + "m": 1.0 + }, + { + "p": 0.0019631683826446533, + "m": 1.0 + }, + { + "p": 0.0015143464552238584, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008971227332949638, + "m": 1.0 + }, + { + "p": 0.07007311284542084, + "m": 1.0 + }, + { + "p": 0.026576591655611992, + "m": 1.0 + }, + { + "p": 0.17936937510967255, + "m": 1.0 + }, + { + "p": 0.31554409861564636, + "m": 1.0 + }, + { + "p": 0.008114438503980637, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.2545740604400635, + "val_loss": 1.1581288576126099, + "acc": 63.48, + "time": 121.61118202703074, + "param": [ + { + "p": 0.17298084497451782, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17577742040157318, + "m": 1.0 + }, + { + "p": 0.0237596333026886, + "m": 1.0 + }, + { + "p": 0.006906226277351379, + "m": 1.0 + }, + { + "p": 0.004135594237595797, + "m": 1.0 + }, + { + "p": 0.0057016038335859776, + "m": 1.0 + }, + { + "p": 0.004636984318494797, + "m": 1.0 + }, + { + "p": 0.014078961685299873, + "m": 1.0 + }, + { + "p": 0.06759775429964066, + "m": 1.0 + }, + { + "p": 0.04167209565639496, + "m": 1.0 + }, + { + "p": 0.17358732223510742, + "m": 1.0 + }, + { + "p": 0.3006875813007355, + "m": 1.0 + }, + { + "p": 0.008477939292788506, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.171638011932373, + "val_loss": 1.0818406343460083, + "acc": 64.51, + "time": 111.40906900796108, + "param": [ + { + "p": 0.18557856976985931, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18720318377017975, + "m": 1.0 + }, + { + "p": 0.02578923851251602, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011107602156698704, + "m": 1.0 + }, + { + "p": 0.005031241104006767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0011982559226453304, + "m": 1.0 + }, + { + "p": 0.06797536462545395, + "m": 1.0 + }, + { + "p": 0.03964988514780998, + "m": 1.0 + }, + { + "p": 0.17351268231868744, + "m": 1.0 + }, + { + "p": 0.30295395851135254, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.2558307647705078, + "val_loss": 1.0477635860443115, + "acc": 64.58, + "time": 119.47253750311211, + "param": [ + { + "p": 0.19107866287231445, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1908741593360901, + "m": 1.0 + }, + { + "p": 0.020280661061406136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01679345592856407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002279135165736079, + "m": 1.0 + }, + { + "p": 0.0016784503823146224, + "m": 1.0 + }, + { + "p": 0.07087334245443344, + "m": 1.0 + }, + { + "p": 0.04425879195332527, + "m": 1.0 + }, + { + "p": 0.16573147475719452, + "m": 1.0 + }, + { + "p": 0.29615187644958496, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.1553685665130615, + "val_loss": 0.8826059103012085, + "acc": 65.58, + "time": 116.09335556719452, + "param": [ + { + "p": 0.21402549743652344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19810336828231812, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022280484437942505, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06275243312120438, + "m": 1.0 + }, + { + "p": 0.02863539755344391, + "m": 1.0 + }, + { + "p": 0.16668249666690826, + "m": 1.0 + }, + { + "p": 0.3075203597545624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.0574253797531128, + "val_loss": 1.0369689464569092, + "acc": 65.23, + "time": 120.6402814348694, + "param": [ + { + "p": 0.23394553363323212, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.193922758102417, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018753349781036377, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05611206591129303, + "m": 1.0 + }, + { + "p": 0.012707427144050598, + "m": 1.0 + }, + { + "p": 0.1670209765434265, + "m": 1.0 + }, + { + "p": 0.31753790378570557, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.318916916847229, + "val_loss": 1.0031895637512207, + "acc": 65.1, + "time": 119.2909475339111, + "param": [ + { + "p": 0.2350284904241562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18576495349407196, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01945480890572071, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006510349456220865, + "m": 1.0 + }, + { + "p": 0.06787028908729553, + "m": 1.0 + }, + { + "p": 0.002736555179581046, + "m": 1.0 + }, + { + "p": 0.16956153512001038, + "m": 1.0 + }, + { + "p": 0.3130730390548706, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.1832926273345947, + "val_loss": 0.934342622756958, + "acc": 65.7, + "time": 121.52882630494423, + "param": [ + { + "p": 0.2439548224210739, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1832442283630371, + "m": 1.0 + }, + { + "p": 0.0008793342276476324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01106942817568779, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0750923901796341, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16432978212833405, + "m": 1.0 + }, + { + "p": 0.3214299976825714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.2881706953048706, + "val_loss": 0.873596727848053, + "acc": 65.74, + "time": 120.41362611204386, + "param": [ + { + "p": 0.24300432205200195, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1680312305688858, + "m": 1.0 + }, + { + "p": 0.00800671149045229, + "m": 1.0 + }, + { + "p": 0.001112674712203443, + "m": 1.0 + }, + { + "p": 0.012560006231069565, + "m": 1.0 + }, + { + "p": 0.007932116277515888, + "m": 1.0 + }, + { + "p": 0.001887137652374804, + "m": 1.0 + }, + { + "p": 0.007887078449130058, + "m": 1.0 + }, + { + "p": 0.0754733756184578, + "m": 1.0 + }, + { + "p": 0.000681304547470063, + "m": 1.0 + }, + { + "p": 0.16142582893371582, + "m": 1.0 + }, + { + "p": 0.311998188495636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.2451316118240356, + "val_loss": 0.8782915472984314, + "acc": 66.4, + "time": 120.13030312792398, + "param": [ + { + "p": 0.23227989673614502, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14088569581508636, + "m": 1.0 + }, + { + "p": 0.02222408540546894, + "m": 1.0 + }, + { + "p": 0.011979630216956139, + "m": 1.0 + }, + { + "p": 0.012857962399721146, + "m": 1.0 + }, + { + "p": 0.021259047091007233, + "m": 1.0 + }, + { + "p": 0.005098919849842787, + "m": 1.0 + }, + { + "p": 0.023905443027615547, + "m": 1.0 + }, + { + "p": 0.07781625539064407, + "m": 1.0 + }, + { + "p": 0.008632718585431576, + "m": 1.0 + }, + { + "p": 0.16454260051250458, + "m": 1.0 + }, + { + "p": 0.2785177528858185, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.2328300476074219, + "val_loss": 0.8575161695480347, + "acc": 66.41, + "time": 120.2536523018498, + "param": [ + { + "p": 0.2254192978143692, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12672139704227448, + "m": 1.0 + }, + { + "p": 0.018739867955446243, + "m": 1.0 + }, + { + "p": 0.02988150529563427, + "m": 1.0 + }, + { + "p": 0.014708307571709156, + "m": 1.0 + }, + { + "p": 0.032350290566682816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03371789678931236, + "m": 1.0 + }, + { + "p": 0.09061670303344727, + "m": 1.0 + }, + { + "p": 0.011340977624058723, + "m": 1.0 + }, + { + "p": 0.1606619507074356, + "m": 1.0 + }, + { + "p": 0.25584185123443604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.345837950706482, + "val_loss": 0.8978179097175598, + "acc": 67.02, + "time": 120.60303282900713, + "param": [ + { + "p": 0.2009941190481186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11966443061828613, + "m": 1.0 + }, + { + "p": 0.02752052992582321, + "m": 1.0 + }, + { + "p": 0.04567999020218849, + "m": 1.0 + }, + { + "p": 0.03763272613286972, + "m": 1.0 + }, + { + "p": 0.04547654092311859, + "m": 1.0 + }, + { + "p": 0.008780171163380146, + "m": 1.0 + }, + { + "p": 0.04136964678764343, + "m": 1.0 + }, + { + "p": 0.09340990334749222, + "m": 1.0 + }, + { + "p": 0.017531102523207664, + "m": 1.0 + }, + { + "p": 0.14640997350215912, + "m": 1.0 + }, + { + "p": 0.21553084254264832, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.3995202779769897, + "val_loss": 0.8942071795463562, + "acc": 66.58, + "time": 119.69119099900126, + "param": [ + { + "p": 0.18560393154621124, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11721519380807877, + "m": 1.0 + }, + { + "p": 0.03562881797552109, + "m": 1.0 + }, + { + "p": 0.06062694266438484, + "m": 1.0 + }, + { + "p": 0.04954172298312187, + "m": 1.0 + }, + { + "p": 0.05535385012626648, + "m": 1.0 + }, + { + "p": 0.022234627977013588, + "m": 1.0 + }, + { + "p": 0.04053342714905739, + "m": 1.0 + }, + { + "p": 0.09805463254451752, + "m": 1.0 + }, + { + "p": 0.02232370525598526, + "m": 1.0 + }, + { + "p": 0.13170602917671204, + "m": 1.0 + }, + { + "p": 0.18117700517177582, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.4092049598693848, + "val_loss": 0.9543478488922119, + "acc": 67.29, + "time": 120.4964353039395, + "param": [ + { + "p": 0.18210150301456451, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12126995623111725, + "m": 1.0 + }, + { + "p": 0.035707976669073105, + "m": 1.0 + }, + { + "p": 0.0722569152712822, + "m": 1.0 + }, + { + "p": 0.047131627798080444, + "m": 1.0 + }, + { + "p": 0.05037528648972511, + "m": 1.0 + }, + { + "p": 0.02697300910949707, + "m": 1.0 + }, + { + "p": 0.030342906713485718, + "m": 1.0 + }, + { + "p": 0.11633282154798508, + "m": 1.0 + }, + { + "p": 0.020193062722682953, + "m": 1.0 + }, + { + "p": 0.13562600314617157, + "m": 1.0 + }, + { + "p": 0.16168895363807678, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.263303518295288, + "val_loss": 0.961775541305542, + "acc": 66.13, + "time": 120.03171750018373, + "param": [ + { + "p": 0.20222042500972748, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13054755330085754, + "m": 1.0 + }, + { + "p": 0.026184557005763054, + "m": 1.0 + }, + { + "p": 0.07845911383628845, + "m": 1.0 + }, + { + "p": 0.01869363524019718, + "m": 1.0 + }, + { + "p": 0.0387827567756176, + "m": 1.0 + }, + { + "p": 0.005822809878736734, + "m": 1.0 + }, + { + "p": 0.010937880724668503, + "m": 1.0 + }, + { + "p": 0.12956586480140686, + "m": 1.0 + }, + { + "p": 0.02296661213040352, + "m": 1.0 + }, + { + "p": 0.15240821242332458, + "m": 1.0 + }, + { + "p": 0.18341055512428284, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.2409229278564453, + "val_loss": 0.9610975384712219, + "acc": 67.91, + "time": 120.65221038111486, + "param": [ + { + "p": 0.20667177438735962, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12856636941432953, + "m": 1.0 + }, + { + "p": 0.020097460597753525, + "m": 1.0 + }, + { + "p": 0.07286139577627182, + "m": 1.0 + }, + { + "p": 0.000515068182721734, + "m": 1.0 + }, + { + "p": 0.05468503385782242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005038424860686064, + "m": 1.0 + }, + { + "p": 0.13210812211036682, + "m": 1.0 + }, + { + "p": 0.032958995550870895, + "m": 1.0 + }, + { + "p": 0.1464720517396927, + "m": 1.0 + }, + { + "p": 0.200025275349617, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.377831220626831, + "val_loss": 0.9455668330192566, + "acc": 66.84, + "time": 118.69606553693302, + "param": [ + { + "p": 0.21018721163272858, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12129457294940948, + "m": 1.0 + }, + { + "p": 0.008019249886274338, + "m": 1.0 + }, + { + "p": 0.06396912783384323, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05971965566277504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0036781008820980787, + "m": 1.0 + }, + { + "p": 0.13571985065937042, + "m": 1.0 + }, + { + "p": 0.04292430728673935, + "m": 1.0 + }, + { + "p": 0.14351756870746613, + "m": 1.0 + }, + { + "p": 0.21097038686275482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.4460259675979614, + "val_loss": 0.979934811592102, + "acc": 68.18, + "time": 119.65754833794199, + "param": [ + { + "p": 0.19506517052650452, + "m": 1.0 + }, + { + "p": 0.00030478910775855184, + "m": 1.0 + }, + { + "p": 0.1275394856929779, + "m": 1.0 + }, + { + "p": 0.01991165615618229, + "m": 1.0 + }, + { + "p": 0.0543174222111702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05092812702059746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011895648203790188, + "m": 1.0 + }, + { + "p": 0.13957419991493225, + "m": 1.0 + }, + { + "p": 0.057465169578790665, + "m": 1.0 + }, + { + "p": 0.13542379438877106, + "m": 1.0 + }, + { + "p": 0.20638856291770935, + "m": 1.0 + }, + { + "p": 0.0011859985534101725, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.198012113571167, + "val_loss": 0.9865014553070068, + "acc": 67.62, + "time": 120.80554835801013, + "param": [ + { + "p": 0.19029679894447327, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1321818083524704, + "m": 1.0 + }, + { + "p": 0.029357455670833588, + "m": 1.0 + }, + { + "p": 0.025257056578993797, + "m": 1.0 + }, + { + "p": 0.005062478128820658, + "m": 1.0 + }, + { + "p": 0.04265501722693443, + "m": 1.0 + }, + { + "p": 0.008314263075590134, + "m": 1.0 + }, + { + "p": 0.008440766483545303, + "m": 1.0 + }, + { + "p": 0.15646444261074066, + "m": 1.0 + }, + { + "p": 0.05576128512620926, + "m": 1.0 + }, + { + "p": 0.13220953941345215, + "m": 1.0 + }, + { + "p": 0.21399903297424316, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.1729536056518555, + "val_loss": 0.971813440322876, + "acc": 68.0, + "time": 121.36181515082717, + "param": [ + { + "p": 0.1864820122718811, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13594643771648407, + "m": 1.0 + }, + { + "p": 0.028135448694229126, + "m": 1.0 + }, + { + "p": 0.004314564634114504, + "m": 1.0 + }, + { + "p": 0.005672788713127375, + "m": 1.0 + }, + { + "p": 0.053659532219171524, + "m": 1.0 + }, + { + "p": 0.016606660559773445, + "m": 1.0 + }, + { + "p": 0.010503373108804226, + "m": 1.0 + }, + { + "p": 0.16309881210327148, + "m": 1.0 + }, + { + "p": 0.04445279389619827, + "m": 1.0 + }, + { + "p": 0.13859452307224274, + "m": 1.0 + }, + { + "p": 0.21253301203250885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.1675463914871216, + "val_loss": 0.9491710662841797, + "acc": 67.82, + "time": 121.01463726791553, + "param": [ + { + "p": 0.15896381437778473, + "m": 1.0 + }, + { + "p": 0.010842694900929928, + "m": 1.0 + }, + { + "p": 0.1273059993982315, + "m": 1.0 + }, + { + "p": 0.03631863743066788, + "m": 1.0 + }, + { + "p": 0.002342900726944208, + "m": 1.0 + }, + { + "p": 0.011581286787986755, + "m": 1.0 + }, + { + "p": 0.06284651160240173, + "m": 1.0 + }, + { + "p": 0.01948806829750538, + "m": 1.0 + }, + { + "p": 0.026731660589575768, + "m": 1.0 + }, + { + "p": 0.14812394976615906, + "m": 1.0 + }, + { + "p": 0.056024301797151566, + "m": 1.0 + }, + { + "p": 0.14204378426074982, + "m": 1.0 + }, + { + "p": 0.18268513679504395, + "m": 1.0 + }, + { + "p": 0.014701193198561668, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.3406487703323364, + "val_loss": 0.9607691168785095, + "acc": 68.37, + "time": 120.86916001094505, + "param": [ + { + "p": 0.139537051320076, + "m": 1.0 + }, + { + "p": 0.012367123737931252, + "m": 1.0 + }, + { + "p": 0.11468096822500229, + "m": 1.0 + }, + { + "p": 0.03582154959440231, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020816855132579803, + "m": 1.0 + }, + { + "p": 0.08164350688457489, + "m": 1.0 + }, + { + "p": 0.026896094903349876, + "m": 1.0 + }, + { + "p": 0.04110189154744148, + "m": 1.0 + }, + { + "p": 0.12700478732585907, + "m": 1.0 + }, + { + "p": 0.06928651034832001, + "m": 1.0 + }, + { + "p": 0.14486972987651825, + "m": 1.0 + }, + { + "p": 0.1606273651123047, + "m": 1.0 + }, + { + "p": 0.025346526876091957, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.1128731966018677, + "val_loss": 0.8432688117027283, + "acc": 69.37, + "time": 120.32250708900392, + "param": [ + { + "p": 0.13603132963180542, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1208503469824791, + "m": 1.0 + }, + { + "p": 0.02840050309896469, + "m": 1.0 + }, + { + "p": 0.007346309255808592, + "m": 1.0 + }, + { + "p": 0.03467892110347748, + "m": 1.0 + }, + { + "p": 0.08384854346513748, + "m": 1.0 + }, + { + "p": 0.03723503649234772, + "m": 1.0 + }, + { + "p": 0.04665665328502655, + "m": 1.0 + }, + { + "p": 0.11457426100969315, + "m": 1.0 + }, + { + "p": 0.07337948679924011, + "m": 1.0 + }, + { + "p": 0.14231616258621216, + "m": 1.0 + }, + { + "p": 0.15172703564167023, + "m": 1.0 + }, + { + "p": 0.022955376654863358, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.0658823251724243, + "val_loss": 0.9585785865783691, + "acc": 68.98, + "time": 120.28378600301221, + "param": [ + { + "p": 0.1308109611272812, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11061510443687439, + "m": 1.0 + }, + { + "p": 0.029899347573518753, + "m": 1.0 + }, + { + "p": 0.019531680271029472, + "m": 1.0 + }, + { + "p": 0.05527738481760025, + "m": 1.0 + }, + { + "p": 0.07854235172271729, + "m": 1.0 + }, + { + "p": 0.044234100729227066, + "m": 1.0 + }, + { + "p": 0.05633886903524399, + "m": 1.0 + }, + { + "p": 0.09840843826532364, + "m": 1.0 + }, + { + "p": 0.0828600823879242, + "m": 1.0 + }, + { + "p": 0.1246757060289383, + "m": 1.0 + }, + { + "p": 0.14640569686889648, + "m": 1.0 + }, + { + "p": 0.022400278598070145, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.1348730325698853, + "val_loss": 0.8260093927383423, + "acc": 69.39, + "time": 118.27332542999648, + "param": [ + { + "p": 0.13703471422195435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11042862385511398, + "m": 1.0 + }, + { + "p": 0.029384803026914597, + "m": 1.0 + }, + { + "p": 0.02009519934654236, + "m": 1.0 + }, + { + "p": 0.0740889236330986, + "m": 1.0 + }, + { + "p": 0.06790738552808762, + "m": 1.0 + }, + { + "p": 0.035398516803979874, + "m": 1.0 + }, + { + "p": 0.06663831323385239, + "m": 1.0 + }, + { + "p": 0.09437593072652817, + "m": 1.0 + }, + { + "p": 0.0925937369465828, + "m": 1.0 + }, + { + "p": 0.11268752068281174, + "m": 1.0 + }, + { + "p": 0.14799414575099945, + "m": 1.0 + }, + { + "p": 0.011372179724276066, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.393422245979309, + "val_loss": 0.9050487279891968, + "acc": 67.82, + "time": 121.17600197694264, + "param": [ + { + "p": 0.1358858048915863, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09986407309770584, + "m": 1.0 + }, + { + "p": 0.028550902381539345, + "m": 1.0 + }, + { + "p": 0.013350749388337135, + "m": 1.0 + }, + { + "p": 0.09168745577335358, + "m": 1.0 + }, + { + "p": 0.051754698157310486, + "m": 1.0 + }, + { + "p": 0.04144024848937988, + "m": 1.0 + }, + { + "p": 0.06993464380502701, + "m": 1.0 + }, + { + "p": 0.10688599199056625, + "m": 1.0 + }, + { + "p": 0.10933461785316467, + "m": 1.0 + }, + { + "p": 0.10047078877687454, + "m": 1.0 + }, + { + "p": 0.15083996951580048, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.2683918476104736, + "val_loss": 1.0206329822540283, + "acc": 68.98, + "time": 122.75724836718291, + "param": [ + { + "p": 0.13720077276229858, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11204306781291962, + "m": 1.0 + }, + { + "p": 0.018622493371367455, + "m": 1.0 + }, + { + "p": 0.006101972423493862, + "m": 1.0 + }, + { + "p": 0.09828785061836243, + "m": 1.0 + }, + { + "p": 0.04289344325661659, + "m": 1.0 + }, + { + "p": 0.037579428404569626, + "m": 1.0 + }, + { + "p": 0.06921684741973877, + "m": 1.0 + }, + { + "p": 0.119550921022892, + "m": 1.0 + }, + { + "p": 0.1083272397518158, + "m": 1.0 + }, + { + "p": 0.09625721722841263, + "m": 1.0 + }, + { + "p": 0.15391872823238373, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.2871655225753784, + "val_loss": 0.9277868866920471, + "acc": 68.67, + "time": 121.11614398891106, + "param": [ + { + "p": 0.15293903648853302, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12995603680610657, + "m": 1.0 + }, + { + "p": 0.006242220755666494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10511928796768188, + "m": 1.0 + }, + { + "p": 0.03138604387640953, + "m": 1.0 + }, + { + "p": 0.02921465039253235, + "m": 1.0 + }, + { + "p": 0.07025518268346786, + "m": 1.0 + }, + { + "p": 0.11906779557466507, + "m": 1.0 + }, + { + "p": 0.10950920730829239, + "m": 1.0 + }, + { + "p": 0.09006034582853317, + "m": 1.0 + }, + { + "p": 0.15625019371509552, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.2907397747039795, + "val_loss": 0.9469544291496277, + "acc": 68.26, + "time": 122.4355141390115, + "param": [ + { + "p": 0.18068808317184448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14358045160770416, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09928210824728012, + "m": 1.0 + }, + { + "p": 0.009142668917775154, + "m": 1.0 + }, + { + "p": 0.012271620333194733, + "m": 1.0 + }, + { + "p": 0.06633449345827103, + "m": 1.0 + }, + { + "p": 0.12745344638824463, + "m": 1.0 + }, + { + "p": 0.10958682745695114, + "m": 1.0 + }, + { + "p": 0.08313009887933731, + "m": 1.0 + }, + { + "p": 0.16853022575378418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.2999252080917358, + "val_loss": 0.9153881072998047, + "acc": 69.23, + "time": 120.3619793751277, + "param": [ + { + "p": 0.18747736513614655, + "m": 1.0 + }, + { + "p": 0.0028660756070166826, + "m": 1.0 + }, + { + "p": 0.13920599222183228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004770038649439812, + "m": 1.0 + }, + { + "p": 0.08807418495416641, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003759018611162901, + "m": 1.0 + }, + { + "p": 0.06959779560565948, + "m": 1.0 + }, + { + "p": 0.14294281601905823, + "m": 1.0 + }, + { + "p": 0.10304883122444153, + "m": 1.0 + }, + { + "p": 0.09030764549970627, + "m": 1.0 + }, + { + "p": 0.16776242852210999, + "m": 1.0 + }, + { + "p": 0.00018775409262161702, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.077191710472107, + "val_loss": 0.8253676891326904, + "acc": 69.83, + "time": 119.94419384398498, + "param": [ + { + "p": 0.19044215977191925, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12863823771476746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013943159021437168, + "m": 1.0 + }, + { + "p": 0.07262873649597168, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004539147485047579, + "m": 1.0 + }, + { + "p": 0.0738629698753357, + "m": 1.0 + }, + { + "p": 0.1408357173204422, + "m": 1.0 + }, + { + "p": 0.10471756011247635, + "m": 1.0 + }, + { + "p": 0.10273626446723938, + "m": 1.0 + }, + { + "p": 0.1676560789346695, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.2203997373580933, + "val_loss": 0.8858465552330017, + "acc": 69.17, + "time": 121.86599417612888, + "param": [ + { + "p": 0.1899086982011795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12898240983486176, + "m": 1.0 + }, + { + "p": 0.001119793625548482, + "m": 1.0 + }, + { + "p": 0.010424990206956863, + "m": 1.0 + }, + { + "p": 0.058187611401081085, + "m": 1.0 + }, + { + "p": 0.005326526705175638, + "m": 1.0 + }, + { + "p": 0.0018399027176201344, + "m": 1.0 + }, + { + "p": 0.0801287293434143, + "m": 1.0 + }, + { + "p": 0.1376776546239853, + "m": 1.0 + }, + { + "p": 0.1089206412434578, + "m": 1.0 + }, + { + "p": 0.10628920048475266, + "m": 1.0 + }, + { + "p": 0.17100615799427032, + "m": 1.0 + }, + { + "p": 0.0001876458409242332, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 0.8770014643669128, + "val_loss": 0.8633198142051697, + "acc": 69.1, + "time": 120.76703595393337, + "param": [ + { + "p": 0.19013985991477966, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1311436891555786, + "m": 1.0 + }, + { + "p": 0.0006863792077638209, + "m": 1.0 + }, + { + "p": 0.01641865447163582, + "m": 1.0 + }, + { + "p": 0.052744027227163315, + "m": 1.0 + }, + { + "p": 0.0030328340362757444, + "m": 1.0 + }, + { + "p": 0.008191186934709549, + "m": 1.0 + }, + { + "p": 0.09195622056722641, + "m": 1.0 + }, + { + "p": 0.12328683584928513, + "m": 1.0 + }, + { + "p": 0.10840168595314026, + "m": 1.0 + }, + { + "p": 0.10066330432891846, + "m": 1.0 + }, + { + "p": 0.1656932830810547, + "m": 1.0 + }, + { + "p": 0.007642087060958147, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.137076735496521, + "val_loss": 0.9273305535316467, + "acc": 69.83, + "time": 115.7281045280397, + "param": [ + { + "p": 0.17938315868377686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11949967592954636, + "m": 1.0 + }, + { + "p": 0.00866902619600296, + "m": 1.0 + }, + { + "p": 0.015846218913793564, + "m": 1.0 + }, + { + "p": 0.044065430760383606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01920151710510254, + "m": 1.0 + }, + { + "p": 0.1024862676858902, + "m": 1.0 + }, + { + "p": 0.12064328044652939, + "m": 1.0 + }, + { + "p": 0.1206660196185112, + "m": 1.0 + }, + { + "p": 0.09841734915971756, + "m": 1.0 + }, + { + "p": 0.16840066015720367, + "m": 1.0 + }, + { + "p": 0.0027213902212679386, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.144126057624817, + "val_loss": 0.9448701739311218, + "acc": 69.14, + "time": 112.12447919999249, + "param": [ + { + "p": 0.1617926061153412, + "m": 1.0 + }, + { + "p": 0.0006498941802419722, + "m": 1.0 + }, + { + "p": 0.11175338923931122, + "m": 1.0 + }, + { + "p": 0.016503743827342987, + "m": 1.0 + }, + { + "p": 0.013409449718892574, + "m": 1.0 + }, + { + "p": 0.039890795946121216, + "m": 1.0 + }, + { + "p": 0.003495563054457307, + "m": 1.0 + }, + { + "p": 0.017642954364418983, + "m": 1.0 + }, + { + "p": 0.11423534154891968, + "m": 1.0 + }, + { + "p": 0.11691386252641678, + "m": 1.0 + }, + { + "p": 0.12734448909759521, + "m": 1.0 + }, + { + "p": 0.09286682307720184, + "m": 1.0 + }, + { + "p": 0.16956496238708496, + "m": 1.0 + }, + { + "p": 0.013936063274741173, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.1578696966171265, + "val_loss": 1.031516671180725, + "acc": 68.81, + "time": 120.20636888290755, + "param": [ + { + "p": 0.1406153291463852, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10482698678970337, + "m": 1.0 + }, + { + "p": 0.023357074707746506, + "m": 1.0 + }, + { + "p": 0.023383716121315956, + "m": 1.0 + }, + { + "p": 0.04329315945506096, + "m": 1.0 + }, + { + "p": 0.016660265624523163, + "m": 1.0 + }, + { + "p": 0.016076713800430298, + "m": 1.0 + }, + { + "p": 0.12102950364351273, + "m": 1.0 + }, + { + "p": 0.12064249813556671, + "m": 1.0 + }, + { + "p": 0.11340609192848206, + "m": 1.0 + }, + { + "p": 0.09004250913858414, + "m": 1.0 + }, + { + "p": 0.15432649850845337, + "m": 1.0 + }, + { + "p": 0.032339680939912796, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.1022597551345825, + "val_loss": 0.7885587215423584, + "acc": 70.35, + "time": 120.31773180305026, + "param": [ + { + "p": 0.12111377716064453, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10044453293085098, + "m": 1.0 + }, + { + "p": 0.01662135124206543, + "m": 1.0 + }, + { + "p": 0.02644241973757744, + "m": 1.0 + }, + { + "p": 0.05284217745065689, + "m": 1.0 + }, + { + "p": 0.017184188589453697, + "m": 1.0 + }, + { + "p": 0.03866354376077652, + "m": 1.0 + }, + { + "p": 0.11114372313022614, + "m": 1.0 + }, + { + "p": 0.12442789226770401, + "m": 1.0 + }, + { + "p": 0.11886481195688248, + "m": 1.0 + }, + { + "p": 0.077693872153759, + "m": 1.0 + }, + { + "p": 0.1491570621728897, + "m": 1.0 + }, + { + "p": 0.04540061205625534, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.1020236015319824, + "val_loss": 0.8238580226898193, + "acc": 69.16, + "time": 121.44829746312462, + "param": [ + { + "p": 0.09413831681013107, + "m": 1.0 + }, + { + "p": 0.0027834840584546328, + "m": 1.0 + }, + { + "p": 0.09233694523572922, + "m": 1.0 + }, + { + "p": 0.02046089619398117, + "m": 1.0 + }, + { + "p": 0.02111736312508583, + "m": 1.0 + }, + { + "p": 0.06039291247725487, + "m": 1.0 + }, + { + "p": 0.03484725579619408, + "m": 1.0 + }, + { + "p": 0.04959297552704811, + "m": 1.0 + }, + { + "p": 0.10694137960672379, + "m": 1.0 + }, + { + "p": 0.12034223973751068, + "m": 1.0 + }, + { + "p": 0.12166453897953033, + "m": 1.0 + }, + { + "p": 0.0703127533197403, + "m": 1.0 + }, + { + "p": 0.14744344353675842, + "m": 1.0 + }, + { + "p": 0.05762554705142975, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.267889380455017, + "val_loss": 0.8472081422805786, + "acc": 70.01, + "time": 120.86342516192235, + "param": [ + { + "p": 0.09636859595775604, + "m": 1.0 + }, + { + "p": 0.0022512422874569893, + "m": 1.0 + }, + { + "p": 0.09209579229354858, + "m": 1.0 + }, + { + "p": 0.03284288942813873, + "m": 1.0 + }, + { + "p": 0.01913255639374256, + "m": 1.0 + }, + { + "p": 0.06988367438316345, + "m": 1.0 + }, + { + "p": 0.03343581408262253, + "m": 1.0 + }, + { + "p": 0.05571393296122551, + "m": 1.0 + }, + { + "p": 0.10362326353788376, + "m": 1.0 + }, + { + "p": 0.11500891298055649, + "m": 1.0 + }, + { + "p": 0.11224789917469025, + "m": 1.0 + }, + { + "p": 0.0753197968006134, + "m": 1.0 + }, + { + "p": 0.1384047418832779, + "m": 1.0 + }, + { + "p": 0.05367090925574303, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.9876882433891296, + "val_loss": 0.9003458619117737, + "acc": 70.14, + "time": 121.18008060310967, + "param": [ + { + "p": 0.09327151626348495, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09409203380346298, + "m": 1.0 + }, + { + "p": 0.025157006457448006, + "m": 1.0 + }, + { + "p": 0.01422936748713255, + "m": 1.0 + }, + { + "p": 0.0782732293009758, + "m": 1.0 + }, + { + "p": 0.04435320198535919, + "m": 1.0 + }, + { + "p": 0.0604962594807148, + "m": 1.0 + }, + { + "p": 0.10266134142875671, + "m": 1.0 + }, + { + "p": 0.12321588397026062, + "m": 1.0 + }, + { + "p": 0.11106738448143005, + "m": 1.0 + }, + { + "p": 0.08038613945245743, + "m": 1.0 + }, + { + "p": 0.15425671637058258, + "m": 1.0 + }, + { + "p": 0.01853988692164421, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.157797932624817, + "val_loss": 0.8832163214683533, + "acc": 70.51, + "time": 121.37681136000901, + "param": [ + { + "p": 0.09640516340732574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09752683341503143, + "m": 1.0 + }, + { + "p": 0.015242191962897778, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07737914472818375, + "m": 1.0 + }, + { + "p": 0.04233422130346298, + "m": 1.0 + }, + { + "p": 0.04698758199810982, + "m": 1.0 + }, + { + "p": 0.09677870571613312, + "m": 1.0 + }, + { + "p": 0.14515843987464905, + "m": 1.0 + }, + { + "p": 0.1091371402144432, + "m": 1.0 + }, + { + "p": 0.09240896254777908, + "m": 1.0 + }, + { + "p": 0.18064159154891968, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.8999398350715637, + "val_loss": 0.8160381317138672, + "acc": 70.86, + "time": 121.89250611211173, + "param": [ + { + "p": 0.11040155589580536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10071583092212677, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06309904903173447, + "m": 1.0 + }, + { + "p": 0.03516755253076553, + "m": 1.0 + }, + { + "p": 0.044159866869449615, + "m": 1.0 + }, + { + "p": 0.09174749255180359, + "m": 1.0 + }, + { + "p": 0.1590685248374939, + "m": 1.0 + }, + { + "p": 0.10562584549188614, + "m": 1.0 + }, + { + "p": 0.09329985827207565, + "m": 1.0 + }, + { + "p": 0.196714386343956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.1278523206710815, + "val_loss": 0.8717081546783447, + "acc": 70.56, + "time": 121.6241629968863, + "param": [ + { + "p": 0.1311224400997162, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10964692384004593, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046582408249378204, + "m": 1.0 + }, + { + "p": 0.014387971721589565, + "m": 1.0 + }, + { + "p": 0.042906392365694046, + "m": 1.0 + }, + { + "p": 0.0856538712978363, + "m": 1.0 + }, + { + "p": 0.18344280123710632, + "m": 1.0 + }, + { + "p": 0.09637682139873505, + "m": 1.0 + }, + { + "p": 0.08022135496139526, + "m": 1.0 + }, + { + "p": 0.20965902507305145, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.1923720836639404, + "val_loss": 0.8882095217704773, + "acc": 70.5, + "time": 120.33297498198226, + "param": [ + { + "p": 0.15422990918159485, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11152742058038712, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04631357640028, + "m": 1.0 + }, + { + "p": 0.0003523385967127979, + "m": 1.0 + }, + { + "p": 0.04264121130108833, + "m": 1.0 + }, + { + "p": 0.07371740788221359, + "m": 1.0 + }, + { + "p": 0.1872735172510147, + "m": 1.0 + }, + { + "p": 0.09000471979379654, + "m": 1.0 + }, + { + "p": 0.071026511490345, + "m": 1.0 + }, + { + "p": 0.22291338443756104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.0690767765045166, + "val_loss": 0.8815279006958008, + "acc": 70.25, + "time": 120.54879873688333, + "param": [ + { + "p": 0.16505707800388336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10755787789821625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05665557458996773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.031012335792183876, + "m": 1.0 + }, + { + "p": 0.054751794785261154, + "m": 1.0 + }, + { + "p": 0.18351735174655914, + "m": 1.0 + }, + { + "p": 0.08502184599637985, + "m": 1.0 + }, + { + "p": 0.0662069171667099, + "m": 1.0 + }, + { + "p": 0.2502192556858063, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.1271601915359497, + "val_loss": 0.9704248905181885, + "acc": 69.82, + "time": 120.55904966196977, + "param": [ + { + "p": 0.16730883717536926, + "m": 1.0 + }, + { + "p": 5.7320437917951494e-05, + "m": 1.0 + }, + { + "p": 0.09879039973020554, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00856145191937685, + "m": 1.0 + }, + { + "p": 0.06555845588445663, + "m": 1.0 + }, + { + "p": 0.0022417691070586443, + "m": 1.0 + }, + { + "p": 0.029274875298142433, + "m": 1.0 + }, + { + "p": 0.05280615761876106, + "m": 1.0 + }, + { + "p": 0.17361028492450714, + "m": 1.0 + }, + { + "p": 0.09067472815513611, + "m": 1.0 + }, + { + "p": 0.07204481214284897, + "m": 1.0 + }, + { + "p": 0.23907089233398438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.9876561760902405, + "val_loss": 0.8984947800636292, + "acc": 71.04, + "time": 121.57453478919342, + "param": [ + { + "p": 0.1802380084991455, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0956718698143959, + "m": 1.0 + }, + { + "p": 0.0026728734374046326, + "m": 1.0 + }, + { + "p": 0.01309762243181467, + "m": 1.0 + }, + { + "p": 0.06675955653190613, + "m": 1.0 + }, + { + "p": 0.007934562861919403, + "m": 1.0 + }, + { + "p": 0.020931009203195572, + "m": 1.0 + }, + { + "p": 0.06625470519065857, + "m": 1.0 + }, + { + "p": 0.15350261330604553, + "m": 1.0 + }, + { + "p": 0.10182111710309982, + "m": 1.0 + }, + { + "p": 0.08255868405103683, + "m": 1.0 + }, + { + "p": 0.20855741202831268, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.1043428182601929, + "val_loss": 0.8838613033294678, + "acc": 70.27, + "time": 121.20210069790483, + "param": [ + { + "p": 0.15793637931346893, + "m": 1.0 + }, + { + "p": 0.0029549035243690014, + "m": 1.0 + }, + { + "p": 0.08544860035181046, + "m": 1.0 + }, + { + "p": 0.02481495402753353, + "m": 1.0 + }, + { + "p": 0.031946588307619095, + "m": 1.0 + }, + { + "p": 0.06525368243455887, + "m": 1.0 + }, + { + "p": 0.028035450726747513, + "m": 1.0 + }, + { + "p": 0.045106302946805954, + "m": 1.0 + }, + { + "p": 0.08003921806812286, + "m": 1.0 + }, + { + "p": 0.11988357454538345, + "m": 1.0 + }, + { + "p": 0.10035160183906555, + "m": 1.0 + }, + { + "p": 0.0986928939819336, + "m": 1.0 + }, + { + "p": 0.15349531173706055, + "m": 1.0 + }, + { + "p": 0.00604053121060133, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.9852416515350342, + "val_loss": 0.8202388286590576, + "acc": 71.09, + "time": 119.22318213898689, + "param": [ + { + "p": 0.12651902437210083, + "m": 1.0 + }, + { + "p": 0.00010569082951406017, + "m": 1.0 + }, + { + "p": 0.08224545419216156, + "m": 1.0 + }, + { + "p": 0.02955823577940464, + "m": 1.0 + }, + { + "p": 0.03777032718062401, + "m": 1.0 + }, + { + "p": 0.07224027812480927, + "m": 1.0 + }, + { + "p": 0.0608430840075016, + "m": 1.0 + }, + { + "p": 0.05685511603951454, + "m": 1.0 + }, + { + "p": 0.0969565361738205, + "m": 1.0 + }, + { + "p": 0.09455487877130508, + "m": 1.0 + }, + { + "p": 0.10470664501190186, + "m": 1.0 + }, + { + "p": 0.10786183178424835, + "m": 1.0 + }, + { + "p": 0.11084061115980148, + "m": 1.0 + }, + { + "p": 0.018942298367619514, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.090809941291809, + "val_loss": 0.7950528860092163, + "acc": 71.14, + "time": 119.73285169317387, + "param": [ + { + "p": 0.11366656422615051, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08181021362543106, + "m": 1.0 + }, + { + "p": 0.016108999028801918, + "m": 1.0 + }, + { + "p": 0.03173641115427017, + "m": 1.0 + }, + { + "p": 0.07193576544523239, + "m": 1.0 + }, + { + "p": 0.07458165287971497, + "m": 1.0 + }, + { + "p": 0.05037281662225723, + "m": 1.0 + }, + { + "p": 0.10851158201694489, + "m": 1.0 + }, + { + "p": 0.09672892093658447, + "m": 1.0 + }, + { + "p": 0.11625296622514725, + "m": 1.0 + }, + { + "p": 0.11493576318025589, + "m": 1.0 + }, + { + "p": 0.10621418058872223, + "m": 1.0 + }, + { + "p": 0.017144158482551575, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.1511144638061523, + "val_loss": 0.7962881922721863, + "acc": 70.98, + "time": 119.64785202196799, + "param": [ + { + "p": 0.11462617665529251, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09186894446611404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02597038261592388, + "m": 1.0 + }, + { + "p": 0.06638281047344208, + "m": 1.0 + }, + { + "p": 0.06541617959737778, + "m": 1.0 + }, + { + "p": 0.042188532650470734, + "m": 1.0 + }, + { + "p": 0.11771480739116669, + "m": 1.0 + }, + { + "p": 0.11805292218923569, + "m": 1.0 + }, + { + "p": 0.10236740112304688, + "m": 1.0 + }, + { + "p": 0.12606897950172424, + "m": 1.0 + }, + { + "p": 0.11504776030778885, + "m": 1.0 + }, + { + "p": 0.014295081607997417, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.038637399673462, + "val_loss": 0.824505090713501, + "acc": 71.03, + "time": 121.50043063610792, + "param": [ + { + "p": 0.11296311765909195, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09689383953809738, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019181938841938972, + "m": 1.0 + }, + { + "p": 0.06700339913368225, + "m": 1.0 + }, + { + "p": 0.05439366027712822, + "m": 1.0 + }, + { + "p": 0.032807137817144394, + "m": 1.0 + }, + { + "p": 0.12713564932346344, + "m": 1.0 + }, + { + "p": 0.1284858137369156, + "m": 1.0 + }, + { + "p": 0.10001680999994278, + "m": 1.0 + }, + { + "p": 0.14556683599948883, + "m": 1.0 + }, + { + "p": 0.11091604828834534, + "m": 1.0 + }, + { + "p": 0.004635776858776808, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.282299518585205, + "val_loss": 0.858298659324646, + "acc": 71.89, + "time": 121.799948659027, + "param": [ + { + "p": 0.12779124081134796, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.096246637403965, + "m": 1.0 + }, + { + "p": 0.006239746231585741, + "m": 1.0 + }, + { + "p": 0.01791694387793541, + "m": 1.0 + }, + { + "p": 0.07355871796607971, + "m": 1.0 + }, + { + "p": 0.042506154626607895, + "m": 1.0 + }, + { + "p": 0.021608544513583183, + "m": 1.0 + }, + { + "p": 0.14184294641017914, + "m": 1.0 + }, + { + "p": 0.14108508825302124, + "m": 1.0 + }, + { + "p": 0.08113524317741394, + "m": 1.0 + }, + { + "p": 0.1489589661359787, + "m": 1.0 + }, + { + "p": 0.10110978782176971, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.1034563779830933, + "val_loss": 0.7636485695838928, + "acc": 71.1, + "time": 121.30375758418813, + "param": [ + { + "p": 0.1498265117406845, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10997186601161957, + "m": 1.0 + }, + { + "p": 0.0007513308664783835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06800452619791031, + "m": 1.0 + }, + { + "p": 0.018330730497837067, + "m": 1.0 + }, + { + "p": 0.008938917890191078, + "m": 1.0 + }, + { + "p": 0.15258289873600006, + "m": 1.0 + }, + { + "p": 0.16193708777427673, + "m": 1.0 + }, + { + "p": 0.07363827526569366, + "m": 1.0 + }, + { + "p": 0.1601780354976654, + "m": 1.0 + }, + { + "p": 0.09583980590105057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.9341496229171753, + "val_loss": 0.9266985058784485, + "acc": 70.7, + "time": 120.3590446319431, + "param": [ + { + "p": 0.15805646777153015, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11814715713262558, + "m": 1.0 + }, + { + "p": 0.004764903336763382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.055837854743003845, + "m": 1.0 + }, + { + "p": 0.01101161539554596, + "m": 1.0 + }, + { + "p": 0.0051429071463644505, + "m": 1.0 + }, + { + "p": 0.1465839296579361, + "m": 1.0 + }, + { + "p": 0.16837073862552643, + "m": 1.0 + }, + { + "p": 0.06873121112585068, + "m": 1.0 + }, + { + "p": 0.17005309462547302, + "m": 1.0 + }, + { + "p": 0.09312105923891068, + "m": 1.0 + }, + { + "p": 0.0001790882961358875, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.0043596029281616, + "val_loss": 0.8238128423690796, + "acc": 71.85, + "time": 119.95824002008885, + "param": [ + { + "p": 0.17389267683029175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12361808866262436, + "m": 1.0 + }, + { + "p": 0.0051678745076060295, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.038358308374881744, + "m": 1.0 + }, + { + "p": 0.004760386422276497, + "m": 1.0 + }, + { + "p": 0.0169956237077713, + "m": 1.0 + }, + { + "p": 0.14054404199123383, + "m": 1.0 + }, + { + "p": 0.16347260773181915, + "m": 1.0 + }, + { + "p": 0.06255567073822021, + "m": 1.0 + }, + { + "p": 0.17079047858715057, + "m": 1.0 + }, + { + "p": 0.09984426945447922, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.2854118347167969, + "val_loss": 0.8905959129333496, + "acc": 71.66, + "time": 120.66811569104902, + "param": [ + { + "p": 0.17195245623588562, + "m": 1.0 + }, + { + "p": 0.001617666450329125, + "m": 1.0 + }, + { + "p": 0.1268325299024582, + "m": 1.0 + }, + { + "p": 0.00017469265731051564, + "m": 1.0 + }, + { + "p": 0.0033041618298739195, + "m": 1.0 + }, + { + "p": 0.039236921817064285, + "m": 1.0 + }, + { + "p": 0.005088759120553732, + "m": 1.0 + }, + { + "p": 0.025131041184067726, + "m": 1.0 + }, + { + "p": 0.13897928595542908, + "m": 1.0 + }, + { + "p": 0.15983164310455322, + "m": 1.0 + }, + { + "p": 0.06247273460030556, + "m": 1.0 + }, + { + "p": 0.1692325919866562, + "m": 1.0 + }, + { + "p": 0.0925350934267044, + "m": 1.0 + }, + { + "p": 0.0036103641614317894, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.2022159099578857, + "val_loss": 0.8794480562210083, + "acc": 70.67, + "time": 122.15343209798448, + "param": [ + { + "p": 0.18671198189258575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10549948364496231, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.038035955280065536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03334125876426697, + "m": 1.0 + }, + { + "p": 0.13102476298809052, + "m": 1.0 + }, + { + "p": 0.16404786705970764, + "m": 1.0 + }, + { + "p": 0.06313139945268631, + "m": 1.0 + }, + { + "p": 0.1827460080385208, + "m": 1.0 + }, + { + "p": 0.09164126217365265, + "m": 1.0 + }, + { + "p": 0.003820071229711175, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.2638890743255615, + "val_loss": 0.7465118169784546, + "acc": 70.72, + "time": 120.75839253794402, + "param": [ + { + "p": 0.21667475998401642, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09344809502363205, + "m": 1.0 + }, + { + "p": 0.00439228443428874, + "m": 1.0 + }, + { + "p": 0.0001817102893255651, + "m": 1.0 + }, + { + "p": 0.02519652061164379, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023797813802957535, + "m": 1.0 + }, + { + "p": 0.13424351811408997, + "m": 1.0 + }, + { + "p": 0.16859661042690277, + "m": 1.0 + }, + { + "p": 0.04097126051783562, + "m": 1.0 + }, + { + "p": 0.2079688161611557, + "m": 1.0 + }, + { + "p": 0.0845285952091217, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.9331867694854736, + "val_loss": 0.8160218596458435, + "acc": 71.59, + "time": 121.69971341616474, + "param": [ + { + "p": 0.22996510565280914, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08785755187273026, + "m": 1.0 + }, + { + "p": 0.01588623598217964, + "m": 1.0 + }, + { + "p": 0.001641332870349288, + "m": 1.0 + }, + { + "p": 0.0117211127653718, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02486889250576496, + "m": 1.0 + }, + { + "p": 0.12866900861263275, + "m": 1.0 + }, + { + "p": 0.16673697531223297, + "m": 1.0 + }, + { + "p": 0.02810640074312687, + "m": 1.0 + }, + { + "p": 0.20871111750602722, + "m": 1.0 + }, + { + "p": 0.0958363264799118, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.921852707862854, + "val_loss": 0.7900232076644897, + "acc": 70.67, + "time": 118.28942199214362, + "param": [ + { + "p": 0.22521249949932098, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09425993263721466, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011824504472315311, + "m": 1.0 + }, + { + "p": 0.009912434034049511, + "m": 1.0 + }, + { + "p": 0.004882350098341703, + "m": 1.0 + }, + { + "p": 0.02059667371213436, + "m": 1.0 + }, + { + "p": 0.11057255417108536, + "m": 1.0 + }, + { + "p": 0.1682286262512207, + "m": 1.0 + }, + { + "p": 0.033640056848526, + "m": 1.0 + }, + { + "p": 0.2010469287633896, + "m": 1.0 + }, + { + "p": 0.1198233813047409, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.0325791835784912, + "val_loss": 0.7203815579414368, + "acc": 70.88, + "time": 118.29536886210553, + "param": [ + { + "p": 0.1934364289045334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09512437134981155, + "m": 1.0 + }, + { + "p": 0.008895794861018658, + "m": 1.0 + }, + { + "p": 0.019824139773845673, + "m": 1.0 + }, + { + "p": 0.017289113253355026, + "m": 1.0 + }, + { + "p": 0.01298198290169239, + "m": 1.0 + }, + { + "p": 0.023347610607743263, + "m": 1.0 + }, + { + "p": 0.10009873658418655, + "m": 1.0 + }, + { + "p": 0.16763664782047272, + "m": 1.0 + }, + { + "p": 0.04932544007897377, + "m": 1.0 + }, + { + "p": 0.17698577046394348, + "m": 1.0 + }, + { + "p": 0.13505391776561737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.9478947520256042, + "val_loss": 0.9411023855209351, + "acc": 70.26, + "time": 121.12967920885421, + "param": [ + { + "p": 0.206523597240448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10574053227901459, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005734519567340612, + "m": 1.0 + }, + { + "p": 0.015817560255527496, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00038260608562268317, + "m": 1.0 + }, + { + "p": 0.09967523068189621, + "m": 1.0 + }, + { + "p": 0.16799700260162354, + "m": 1.0 + }, + { + "p": 0.060058336704969406, + "m": 1.0 + }, + { + "p": 0.17499931156635284, + "m": 1.0 + }, + { + "p": 0.1630713790655136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.8324835300445557, + "val_loss": 0.8358416557312012, + "acc": 71.93, + "time": 121.95115922600962, + "param": [ + { + "p": 0.20928612351417542, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10905919224023819, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023352615535259247, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08865214884281158, + "m": 1.0 + }, + { + "p": 0.1654127985239029, + "m": 1.0 + }, + { + "p": 0.07064724713563919, + "m": 1.0 + }, + { + "p": 0.15982280671596527, + "m": 1.0 + }, + { + "p": 0.1737670749425888, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.120313286781311, + "val_loss": 0.9293586015701294, + "acc": 70.19, + "time": 120.96010608412325, + "param": [ + { + "p": 0.20107026398181915, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12048043310642242, + "m": 1.0 + }, + { + "p": 0.00032662920420989394, + "m": 1.0 + }, + { + "p": 0.006688876077532768, + "m": 1.0 + }, + { + "p": 0.028305118903517723, + "m": 1.0 + }, + { + "p": 0.0008910628966987133, + "m": 1.0 + }, + { + "p": 0.005029677413403988, + "m": 1.0 + }, + { + "p": 0.07669301331043243, + "m": 1.0 + }, + { + "p": 0.15893684327602386, + "m": 1.0 + }, + { + "p": 0.08313774317502975, + "m": 1.0 + }, + { + "p": 0.13607823848724365, + "m": 1.0 + }, + { + "p": 0.1811266541481018, + "m": 1.0 + }, + { + "p": 0.0012354332720860839, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.0583534240722656, + "val_loss": 0.7931849360466003, + "acc": 71.71, + "time": 121.64080632803962, + "param": [ + { + "p": 0.18694867193698883, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12170527875423431, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021177198737859726, + "m": 1.0 + }, + { + "p": 0.056445155292749405, + "m": 1.0 + }, + { + "p": 0.009564358741044998, + "m": 1.0 + }, + { + "p": 0.018042292445898056, + "m": 1.0 + }, + { + "p": 0.060054630041122437, + "m": 1.0 + }, + { + "p": 0.14237968623638153, + "m": 1.0 + }, + { + "p": 0.0886608213186264, + "m": 1.0 + }, + { + "p": 0.10916507244110107, + "m": 1.0 + }, + { + "p": 0.17502820491790771, + "m": 1.0 + }, + { + "p": 0.010828611440956593, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.998043954372406, + "val_loss": 0.8622075319290161, + "acc": 71.97, + "time": 120.31858611805364, + "param": [ + { + "p": 0.1711810976266861, + "m": 1.0 + }, + { + "p": 4.426106170285493e-05, + "m": 1.0 + }, + { + "p": 0.10879594832658768, + "m": 1.0 + }, + { + "p": 0.009139873087406158, + "m": 1.0 + }, + { + "p": 0.02831268683075905, + "m": 1.0 + }, + { + "p": 0.07737234979867935, + "m": 1.0 + }, + { + "p": 0.024812137708067894, + "m": 1.0 + }, + { + "p": 0.03655305877327919, + "m": 1.0 + }, + { + "p": 0.05080258846282959, + "m": 1.0 + }, + { + "p": 0.1274825483560562, + "m": 1.0 + }, + { + "p": 0.08599816262722015, + "m": 1.0 + }, + { + "p": 0.09655031561851501, + "m": 1.0 + }, + { + "p": 0.17010992765426636, + "m": 1.0 + }, + { + "p": 0.01284510362893343, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.019813895225525, + "val_loss": 0.812991738319397, + "acc": 72.28, + "time": 118.35848972899839, + "param": [ + { + "p": 0.1486976444721222, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10733537375926971, + "m": 1.0 + }, + { + "p": 0.017151419073343277, + "m": 1.0 + }, + { + "p": 0.030312540009617805, + "m": 1.0 + }, + { + "p": 0.0849757120013237, + "m": 1.0 + }, + { + "p": 0.043857820332050323, + "m": 1.0 + }, + { + "p": 0.05168239399790764, + "m": 1.0 + }, + { + "p": 0.04576969891786575, + "m": 1.0 + }, + { + "p": 0.11825761198997498, + "m": 1.0 + }, + { + "p": 0.08097396045923233, + "m": 1.0 + }, + { + "p": 0.09621670842170715, + "m": 1.0 + }, + { + "p": 0.17137295007705688, + "m": 1.0 + }, + { + "p": 0.0033961741719394922, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.8707959055900574, + "val_loss": 0.8524597883224487, + "acc": 71.83, + "time": 121.62798244901933, + "param": [ + { + "p": 0.1359620839357376, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11630672216415405, + "m": 1.0 + }, + { + "p": 0.01626134291291237, + "m": 1.0 + }, + { + "p": 0.039549145847558975, + "m": 1.0 + }, + { + "p": 0.08575364202260971, + "m": 1.0 + }, + { + "p": 0.055552661418914795, + "m": 1.0 + }, + { + "p": 0.060301296412944794, + "m": 1.0 + }, + { + "p": 0.04061127454042435, + "m": 1.0 + }, + { + "p": 0.11184116452932358, + "m": 1.0 + }, + { + "p": 0.07110551744699478, + "m": 1.0 + }, + { + "p": 0.10600363463163376, + "m": 1.0 + }, + { + "p": 0.16075147688388824, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.091115951538086, + "val_loss": 1.0118725299835205, + "acc": 72.3, + "time": 117.64133463613689, + "param": [ + { + "p": 0.12459782510995865, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12639166414737701, + "m": 1.0 + }, + { + "p": 0.011438610963523388, + "m": 1.0 + }, + { + "p": 0.05309863016009331, + "m": 1.0 + }, + { + "p": 0.08284318447113037, + "m": 1.0 + }, + { + "p": 0.05766168609261513, + "m": 1.0 + }, + { + "p": 0.06545916199684143, + "m": 1.0 + }, + { + "p": 0.047479767352342606, + "m": 1.0 + }, + { + "p": 0.10550974309444427, + "m": 1.0 + }, + { + "p": 0.06270459294319153, + "m": 1.0 + }, + { + "p": 0.12019751965999603, + "m": 1.0 + }, + { + "p": 0.14083966612815857, + "m": 1.0 + }, + { + "p": 0.001778032979927957, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.0531964302062988, + "val_loss": 0.7619960308074951, + "acc": 71.92, + "time": 121.19660965306684, + "param": [ + { + "p": 0.12514372169971466, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13020455837249756, + "m": 1.0 + }, + { + "p": 0.0016506111714988947, + "m": 1.0 + }, + { + "p": 0.05289647355675697, + "m": 1.0 + }, + { + "p": 0.084027960896492, + "m": 1.0 + }, + { + "p": 0.060487594455480576, + "m": 1.0 + }, + { + "p": 0.043135806918144226, + "m": 1.0 + }, + { + "p": 0.0650104507803917, + "m": 1.0 + }, + { + "p": 0.1001034826040268, + "m": 1.0 + }, + { + "p": 0.06192123144865036, + "m": 1.0 + }, + { + "p": 0.13036856055259705, + "m": 1.0 + }, + { + "p": 0.1279575675725937, + "m": 1.0 + }, + { + "p": 0.017091918736696243, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.1503372192382812, + "val_loss": 0.8229979276657104, + "acc": 71.93, + "time": 116.5973082210403, + "param": [ + { + "p": 0.14041201770305634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1317509114742279, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0418533980846405, + "m": 1.0 + }, + { + "p": 0.08033878356218338, + "m": 1.0 + }, + { + "p": 0.05926862359046936, + "m": 1.0 + }, + { + "p": 0.008566168136894703, + "m": 1.0 + }, + { + "p": 0.07771944999694824, + "m": 1.0 + }, + { + "p": 0.10954960435628891, + "m": 1.0 + }, + { + "p": 0.06071072816848755, + "m": 1.0 + }, + { + "p": 0.14373141527175903, + "m": 1.0 + }, + { + "p": 0.12022286653518677, + "m": 1.0 + }, + { + "p": 0.025876004248857498, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.9435901641845703, + "val_loss": 0.8064352869987488, + "acc": 72.2, + "time": 121.31560627697036, + "param": [ + { + "p": 0.15127703547477722, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13047905266284943, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03227078914642334, + "m": 1.0 + }, + { + "p": 0.07138694822788239, + "m": 1.0 + }, + { + "p": 0.05600139498710632, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08981623500585556, + "m": 1.0 + }, + { + "p": 0.11908283084630966, + "m": 1.0 + }, + { + "p": 0.06360960751771927, + "m": 1.0 + }, + { + "p": 0.14070872962474823, + "m": 1.0 + }, + { + "p": 0.12373899668455124, + "m": 1.0 + }, + { + "p": 0.021628230810165405, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.0927025079727173, + "val_loss": 0.7191791534423828, + "acc": 71.26, + "time": 120.53671733685769, + "param": [ + { + "p": 0.17635028064250946, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12563863396644592, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01666276901960373, + "m": 1.0 + }, + { + "p": 0.07859791815280914, + "m": 1.0 + }, + { + "p": 0.02994917333126068, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10095074772834778, + "m": 1.0 + }, + { + "p": 0.14085707068443298, + "m": 1.0 + }, + { + "p": 0.03870248422026634, + "m": 1.0 + }, + { + "p": 0.1521933525800705, + "m": 1.0 + }, + { + "p": 0.14009755849838257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.632555365562439, + "val_loss": 0.7455856204032898, + "acc": 71.56, + "time": 120.16778351413086, + "param": [ + { + "p": 0.19059962034225464, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11606820672750473, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05787374824285507, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09705653786659241, + "m": 1.0 + }, + { + "p": 0.17625869810581207, + "m": 1.0 + }, + { + "p": 0.009434946812689304, + "m": 1.0 + }, + { + "p": 0.18348802626132965, + "m": 1.0 + }, + { + "p": 0.16922016441822052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.8264358043670654, + "val_loss": 0.8060930371284485, + "acc": 71.53, + "time": 120.98094235896133, + "param": [ + { + "p": 0.1866588145494461, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11435658484697342, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014681164175271988, + "m": 1.0 + }, + { + "p": 0.05035168305039406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08766473829746246, + "m": 1.0 + }, + { + "p": 0.17744842171669006, + "m": 1.0 + }, + { + "p": 0.005548615008592606, + "m": 1.0 + }, + { + "p": 0.200069397687912, + "m": 1.0 + }, + { + "p": 0.16322055459022522, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.1292015314102173, + "val_loss": 0.8299323320388794, + "acc": 70.71, + "time": 120.40536680794321, + "param": [ + { + "p": 0.1810116022825241, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09275791794061661, + "m": 1.0 + }, + { + "p": 0.013729763217270374, + "m": 1.0 + }, + { + "p": 0.043840207159519196, + "m": 1.0 + }, + { + "p": 0.059639547020196915, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015474689193069935, + "m": 1.0 + }, + { + "p": 0.08467543870210648, + "m": 1.0 + }, + { + "p": 0.15902072191238403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20066878199577332, + "m": 1.0 + }, + { + "p": 0.14918141067028046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.1932933330535889, + "val_loss": 0.8897684812545776, + "acc": 71.63, + "time": 119.88334149913862, + "param": [ + { + "p": 0.17197245359420776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08670243620872498, + "m": 1.0 + }, + { + "p": 0.03623703867197037, + "m": 1.0 + }, + { + "p": 0.06022069975733757, + "m": 1.0 + }, + { + "p": 0.05233104154467583, + "m": 1.0 + }, + { + "p": 0.004573857877403498, + "m": 1.0 + }, + { + "p": 0.0279866810888052, + "m": 1.0 + }, + { + "p": 0.10493200272321701, + "m": 1.0 + }, + { + "p": 0.14468500018119812, + "m": 1.0 + }, + { + "p": 0.0015062064630910754, + "m": 1.0 + }, + { + "p": 0.18485435843467712, + "m": 1.0 + }, + { + "p": 0.123998261988163, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.214564323425293, + "val_loss": 0.705426812171936, + "acc": 72.2, + "time": 119.4823121719528, + "param": [ + { + "p": 0.16557179391384125, + "m": 1.0 + }, + { + "p": 0.0007907563704065979, + "m": 1.0 + }, + { + "p": 0.09193997830152512, + "m": 1.0 + }, + { + "p": 0.059108052402734756, + "m": 1.0 + }, + { + "p": 0.07299453020095825, + "m": 1.0 + }, + { + "p": 0.04472829028964043, + "m": 1.0 + }, + { + "p": 0.011819389648735523, + "m": 1.0 + }, + { + "p": 0.02918253093957901, + "m": 1.0 + }, + { + "p": 0.12242268770933151, + "m": 1.0 + }, + { + "p": 0.12854701280593872, + "m": 1.0 + }, + { + "p": 0.001000931952148676, + "m": 1.0 + }, + { + "p": 0.1646476686000824, + "m": 1.0 + }, + { + "p": 0.1069178432226181, + "m": 1.0 + }, + { + "p": 0.00032861263025552034, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.0216245651245117, + "val_loss": 0.7031698822975159, + "acc": 72.81, + "time": 120.69065182190388, + "param": [ + { + "p": 0.17376214265823364, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10509392619132996, + "m": 1.0 + }, + { + "p": 0.07666811347007751, + "m": 1.0 + }, + { + "p": 0.08331993222236633, + "m": 1.0 + }, + { + "p": 0.029492532834410667, + "m": 1.0 + }, + { + "p": 0.0023396925535053015, + "m": 1.0 + }, + { + "p": 0.014867512509226799, + "m": 1.0 + }, + { + "p": 0.13190805912017822, + "m": 1.0 + }, + { + "p": 0.13593147695064545, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16200339794158936, + "m": 1.0 + }, + { + "p": 0.08384212106466293, + "m": 1.0 + }, + { + "p": 0.0007711313082836568, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.013687252998352, + "val_loss": 0.7791542410850525, + "acc": 71.42, + "time": 120.39920510607772, + "param": [ + { + "p": 0.17069661617279053, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1149260476231575, + "m": 1.0 + }, + { + "p": 0.07762937992811203, + "m": 1.0 + }, + { + "p": 0.08329730480909348, + "m": 1.0 + }, + { + "p": 0.03778636083006859, + "m": 1.0 + }, + { + "p": 0.016913507133722305, + "m": 1.0 + }, + { + "p": 0.021221857517957687, + "m": 1.0 + }, + { + "p": 0.11882728338241577, + "m": 1.0 + }, + { + "p": 0.14075349271297455, + "m": 1.0 + }, + { + "p": 0.017381493002176285, + "m": 1.0 + }, + { + "p": 0.1470937579870224, + "m": 1.0 + }, + { + "p": 0.05214158073067665, + "m": 1.0 + }, + { + "p": 0.0013312320224940777, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.1852412223815918, + "val_loss": 0.8067330718040466, + "acc": 72.31, + "time": 121.60883637703955, + "param": [ + { + "p": 0.1812049299478531, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12736986577510834, + "m": 1.0 + }, + { + "p": 0.07814916968345642, + "m": 1.0 + }, + { + "p": 0.0753917247056961, + "m": 1.0 + }, + { + "p": 0.03414350003004074, + "m": 1.0 + }, + { + "p": 0.027799656614661217, + "m": 1.0 + }, + { + "p": 0.02925371751189232, + "m": 1.0 + }, + { + "p": 0.10805625468492508, + "m": 1.0 + }, + { + "p": 0.14343924820423126, + "m": 1.0 + }, + { + "p": 0.019798416644334793, + "m": 1.0 + }, + { + "p": 0.1422732174396515, + "m": 1.0 + }, + { + "p": 0.03312032297253609, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.1312026977539062, + "val_loss": 0.8194436430931091, + "acc": 71.45, + "time": 121.08332996396348, + "param": [ + { + "p": 0.1874735951423645, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1380651295185089, + "m": 1.0 + }, + { + "p": 0.07664420455694199, + "m": 1.0 + }, + { + "p": 0.07259815186262131, + "m": 1.0 + }, + { + "p": 0.025081856176257133, + "m": 1.0 + }, + { + "p": 0.02982553280889988, + "m": 1.0 + }, + { + "p": 0.0351664200425148, + "m": 1.0 + }, + { + "p": 0.1116270050406456, + "m": 1.0 + }, + { + "p": 0.14107395708560944, + "m": 1.0 + }, + { + "p": 0.010150433517992496, + "m": 1.0 + }, + { + "p": 0.1390353888273239, + "m": 1.0 + }, + { + "p": 0.030734291300177574, + "m": 1.0 + }, + { + "p": 0.002523923059925437, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.9793835282325745, + "val_loss": 0.8037351965904236, + "acc": 72.45, + "time": 119.64634106797166, + "param": [ + { + "p": 0.20077237486839294, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14995288848876953, + "m": 1.0 + }, + { + "p": 0.06082930788397789, + "m": 1.0 + }, + { + "p": 0.06489025801420212, + "m": 1.0 + }, + { + "p": 0.017538728192448616, + "m": 1.0 + }, + { + "p": 0.04147729650139809, + "m": 1.0 + }, + { + "p": 0.038771502673625946, + "m": 1.0 + }, + { + "p": 0.1139463484287262, + "m": 1.0 + }, + { + "p": 0.13819332420825958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1388760507106781, + "m": 1.0 + }, + { + "p": 0.02692284807562828, + "m": 1.0 + }, + { + "p": 0.007828989997506142, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.2708585262298584, + "val_loss": 0.8121089935302734, + "acc": 72.49, + "time": 117.61618528398685, + "param": [ + { + "p": 0.18784916400909424, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15704864263534546, + "m": 1.0 + }, + { + "p": 0.06069568917155266, + "m": 1.0 + }, + { + "p": 0.056737128645181656, + "m": 1.0 + }, + { + "p": 0.022361956536769867, + "m": 1.0 + }, + { + "p": 0.042536526918411255, + "m": 1.0 + }, + { + "p": 0.03693782165646553, + "m": 1.0 + }, + { + "p": 0.09597448259592056, + "m": 1.0 + }, + { + "p": 0.14054644107818604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13708698749542236, + "m": 1.0 + }, + { + "p": 0.02931123785674572, + "m": 1.0 + }, + { + "p": 0.032913826406002045, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.0145527124404907, + "val_loss": 0.7523993253707886, + "acc": 72.38, + "time": 121.62438070192002, + "param": [ + { + "p": 0.20650020241737366, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16588501632213593, + "m": 1.0 + }, + { + "p": 0.043240346014499664, + "m": 1.0 + }, + { + "p": 0.05563201382756233, + "m": 1.0 + }, + { + "p": 0.010895212180912495, + "m": 1.0 + }, + { + "p": 0.025813834741711617, + "m": 1.0 + }, + { + "p": 0.008927175775170326, + "m": 1.0 + }, + { + "p": 0.08150068670511246, + "m": 1.0 + }, + { + "p": 0.16120442748069763, + "m": 1.0 + }, + { + "p": 0.010533532127737999, + "m": 1.0 + }, + { + "p": 0.16092349588871002, + "m": 1.0 + }, + { + "p": 0.026301585137844086, + "m": 1.0 + }, + { + "p": 0.042642563581466675, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.2021548748016357, + "val_loss": 0.6617369651794434, + "acc": 73.0, + "time": 120.60546313598752, + "param": [ + { + "p": 0.21572910249233246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17786140739917755, + "m": 1.0 + }, + { + "p": 0.033714327961206436, + "m": 1.0 + }, + { + "p": 0.04203111678361893, + "m": 1.0 + }, + { + "p": 0.006855995859950781, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07422178983688354, + "m": 1.0 + }, + { + "p": 0.17971965670585632, + "m": 1.0 + }, + { + "p": 0.02468034252524376, + "m": 1.0 + }, + { + "p": 0.1871631145477295, + "m": 1.0 + }, + { + "p": 0.019616970792412758, + "m": 1.0 + }, + { + "p": 0.03840623423457146, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.1357860565185547, + "val_loss": 0.8542917966842651, + "acc": 72.25, + "time": 120.48952975892462, + "param": [ + { + "p": 0.19852593541145325, + "m": 1.0 + }, + { + "p": 0.0017278144368901849, + "m": 1.0 + }, + { + "p": 0.16856658458709717, + "m": 1.0 + }, + { + "p": 0.040387123823165894, + "m": 1.0 + }, + { + "p": 0.029440857470035553, + "m": 1.0 + }, + { + "p": 0.007757727988064289, + "m": 1.0 + }, + { + "p": 0.006092858966439962, + "m": 1.0 + }, + { + "p": 0.008385979570448399, + "m": 1.0 + }, + { + "p": 0.06675273925065994, + "m": 1.0 + }, + { + "p": 0.1661156713962555, + "m": 1.0 + }, + { + "p": 0.044754426926374435, + "m": 1.0 + }, + { + "p": 0.1685846745967865, + "m": 1.0 + }, + { + "p": 0.029425684362649918, + "m": 1.0 + }, + { + "p": 0.06348185986280441, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.050813913345337, + "val_loss": 0.8357229828834534, + "acc": 71.88, + "time": 121.46396311605349, + "param": [ + { + "p": 0.17779190838336945, + "m": 1.0 + }, + { + "p": 0.0026011099107563496, + "m": 1.0 + }, + { + "p": 0.14649325609207153, + "m": 1.0 + }, + { + "p": 0.04401356726884842, + "m": 1.0 + }, + { + "p": 0.02075922302901745, + "m": 1.0 + }, + { + "p": 0.015312794595956802, + "m": 1.0 + }, + { + "p": 0.03188011795282364, + "m": 1.0 + }, + { + "p": 0.020119743421673775, + "m": 1.0 + }, + { + "p": 0.07173936069011688, + "m": 1.0 + }, + { + "p": 0.1398008167743683, + "m": 1.0 + }, + { + "p": 0.05889580398797989, + "m": 1.0 + }, + { + "p": 0.1361052691936493, + "m": 1.0 + }, + { + "p": 0.045192621648311615, + "m": 1.0 + }, + { + "p": 0.0892944484949112, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.0162756443023682, + "val_loss": 0.837422788143158, + "acc": 73.51, + "time": 120.97761688497849, + "param": [ + { + "p": 0.16267180442810059, + "m": 1.0 + }, + { + "p": 0.00013933729496784508, + "m": 1.0 + }, + { + "p": 0.13849782943725586, + "m": 1.0 + }, + { + "p": 0.04477421194314957, + "m": 1.0 + }, + { + "p": 0.021403871476650238, + "m": 1.0 + }, + { + "p": 0.022013913840055466, + "m": 1.0 + }, + { + "p": 0.04379544407129288, + "m": 1.0 + }, + { + "p": 0.029062705114483833, + "m": 1.0 + }, + { + "p": 0.06926371157169342, + "m": 1.0 + }, + { + "p": 0.127252459526062, + "m": 1.0 + }, + { + "p": 0.07001291215419769, + "m": 1.0 + }, + { + "p": 0.1251966953277588, + "m": 1.0 + }, + { + "p": 0.04421842098236084, + "m": 1.0 + }, + { + "p": 0.10169669985771179, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.316259741783142, + "val_loss": 0.7750586867332458, + "acc": 72.37, + "time": 121.25528182205744, + "param": [ + { + "p": 0.1314464807510376, + "m": 1.0 + }, + { + "p": 0.003981871996074915, + "m": 1.0 + }, + { + "p": 0.1237899586558342, + "m": 1.0 + }, + { + "p": 0.05354998633265495, + "m": 1.0 + }, + { + "p": 0.01837860606610775, + "m": 1.0 + }, + { + "p": 0.03600713610649109, + "m": 1.0 + }, + { + "p": 0.05145541951060295, + "m": 1.0 + }, + { + "p": 0.04906396567821503, + "m": 1.0 + }, + { + "p": 0.07177623361349106, + "m": 1.0 + }, + { + "p": 0.11015205085277557, + "m": 1.0 + }, + { + "p": 0.08181383460760117, + "m": 1.0 + }, + { + "p": 0.10816068202257156, + "m": 1.0 + }, + { + "p": 0.06169862672686577, + "m": 1.0 + }, + { + "p": 0.09872512519359589, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.0446563959121704, + "val_loss": 0.8028524518013, + "acc": 71.39, + "time": 120.57100595301017, + "param": [ + { + "p": 0.1245766282081604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1247200220823288, + "m": 1.0 + }, + { + "p": 0.05477238446474075, + "m": 1.0 + }, + { + "p": 0.0055814580991864204, + "m": 1.0 + }, + { + "p": 0.04328090697526932, + "m": 1.0 + }, + { + "p": 0.04443330317735672, + "m": 1.0 + }, + { + "p": 0.0575927197933197, + "m": 1.0 + }, + { + "p": 0.08969604969024658, + "m": 1.0 + }, + { + "p": 0.10869546979665756, + "m": 1.0 + }, + { + "p": 0.0933288037776947, + "m": 1.0 + }, + { + "p": 0.097113698720932, + "m": 1.0 + }, + { + "p": 0.0676148384809494, + "m": 1.0 + }, + { + "p": 0.08859363943338394, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.0220023393630981, + "val_loss": 0.9660131931304932, + "acc": 72.54, + "time": 112.32817902299576, + "param": [ + { + "p": 0.13006991147994995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12500201165676117, + "m": 1.0 + }, + { + "p": 0.05469202622771263, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04921676218509674, + "m": 1.0 + }, + { + "p": 0.0339067280292511, + "m": 1.0 + }, + { + "p": 0.053767792880535126, + "m": 1.0 + }, + { + "p": 0.1090201660990715, + "m": 1.0 + }, + { + "p": 0.10005413740873337, + "m": 1.0 + }, + { + "p": 0.10837167501449585, + "m": 1.0 + }, + { + "p": 0.10562564432621002, + "m": 1.0 + }, + { + "p": 0.05760850012302399, + "m": 1.0 + }, + { + "p": 0.07266464084386826, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.1361697912216187, + "val_loss": 0.8692649602890015, + "acc": 72.55, + "time": 115.3918804670684, + "param": [ + { + "p": 0.14968009293079376, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1501564085483551, + "m": 1.0 + }, + { + "p": 0.04453866928815842, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07313773036003113, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03230060636997223, + "m": 1.0 + }, + { + "p": 0.13513725996017456, + "m": 1.0 + }, + { + "p": 0.086295485496521, + "m": 1.0 + }, + { + "p": 0.12267643213272095, + "m": 1.0 + }, + { + "p": 0.10957003384828568, + "m": 1.0 + }, + { + "p": 0.035284750163555145, + "m": 1.0 + }, + { + "p": 0.061222560703754425, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.9754835367202759, + "val_loss": 0.8601281642913818, + "acc": 72.66, + "time": 117.27705834805965, + "param": [ + { + "p": 0.1564011424779892, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1586335301399231, + "m": 1.0 + }, + { + "p": 0.02585725300014019, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0992078110575676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011489036493003368, + "m": 1.0 + }, + { + "p": 0.15139488875865936, + "m": 1.0 + }, + { + "p": 0.08525171875953674, + "m": 1.0 + }, + { + "p": 0.13116316497325897, + "m": 1.0 + }, + { + "p": 0.11626510322093964, + "m": 1.0 + }, + { + "p": 0.019904233515262604, + "m": 1.0 + }, + { + "p": 0.04443211853504181, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.9320786595344543, + "val_loss": 0.7762101888656616, + "acc": 72.39, + "time": 105.00580554199405, + "param": [ + { + "p": 0.14069783687591553, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15115267038345337, + "m": 1.0 + }, + { + "p": 0.018419556319713593, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10779403895139694, + "m": 1.0 + }, + { + "p": 0.0044044265523552895, + "m": 1.0 + }, + { + "p": 0.0180614423006773, + "m": 1.0 + }, + { + "p": 0.1424274444580078, + "m": 1.0 + }, + { + "p": 0.09959527105093002, + "m": 1.0 + }, + { + "p": 0.1278485804796219, + "m": 1.0 + }, + { + "p": 0.12200909852981567, + "m": 1.0 + }, + { + "p": 0.04028201103210449, + "m": 1.0 + }, + { + "p": 0.027307609096169472, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.1271836757659912, + "val_loss": 0.8169732689857483, + "acc": 73.05, + "time": 103.74842973798513, + "param": [ + { + "p": 0.12723547220230103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1313050240278244, + "m": 1.0 + }, + { + "p": 0.028899239376187325, + "m": 1.0 + }, + { + "p": 0.0015181520720943809, + "m": 1.0 + }, + { + "p": 0.11906647682189941, + "m": 1.0 + }, + { + "p": 0.009760751388967037, + "m": 1.0 + }, + { + "p": 0.023905212059617043, + "m": 1.0 + }, + { + "p": 0.12565770745277405, + "m": 1.0 + }, + { + "p": 0.11559419333934784, + "m": 1.0 + }, + { + "p": 0.12496280670166016, + "m": 1.0 + }, + { + "p": 0.11383496224880219, + "m": 1.0 + }, + { + "p": 0.06686694175004959, + "m": 1.0 + }, + { + "p": 0.01139307115226984, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.3798348903656006, + "val_loss": 0.7543339133262634, + "acc": 73.09, + "time": 111.3853551640641, + "param": [ + { + "p": 0.13069303333759308, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1273358315229416, + "m": 1.0 + }, + { + "p": 0.013190350495278835, + "m": 1.0 + }, + { + "p": 0.00029590720077976584, + "m": 1.0 + }, + { + "p": 0.13624435663223267, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017829546704888344, + "m": 1.0 + }, + { + "p": 0.12769214808940887, + "m": 1.0 + }, + { + "p": 0.13822384178638458, + "m": 1.0 + }, + { + "p": 0.12352587282657623, + "m": 1.0 + }, + { + "p": 0.11285117268562317, + "m": 1.0 + }, + { + "p": 0.07170425355434418, + "m": 1.0 + }, + { + "p": 0.00041357995360158384, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.3505895137786865, + "val_loss": 0.9333508014678955, + "acc": 73.28, + "time": 120.42436041194014, + "param": [ + { + "p": 0.11621799319982529, + "m": 1.0 + }, + { + "p": 0.0010002420749515295, + "m": 1.0 + }, + { + "p": 0.12531515955924988, + "m": 1.0 + }, + { + "p": 0.017999837175011635, + "m": 1.0 + }, + { + "p": 0.016041159629821777, + "m": 1.0 + }, + { + "p": 0.11779545992612839, + "m": 1.0 + }, + { + "p": 0.01537354476749897, + "m": 1.0 + }, + { + "p": 0.03334132209420204, + "m": 1.0 + }, + { + "p": 0.11620303988456726, + "m": 1.0 + }, + { + "p": 0.13680724799633026, + "m": 1.0 + }, + { + "p": 0.10450638085603714, + "m": 1.0 + }, + { + "p": 0.1143341138958931, + "m": 1.0 + }, + { + "p": 0.06706491857767105, + "m": 1.0 + }, + { + "p": 0.017999637871980667, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.9605386257171631, + "val_loss": 0.8306643962860107, + "acc": 72.71, + "time": 119.36476658913307, + "param": [ + { + "p": 0.11847324669361115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13182254135608673, + "m": 1.0 + }, + { + "p": 0.02164454571902752, + "m": 1.0 + }, + { + "p": 0.027681736275553703, + "m": 1.0 + }, + { + "p": 0.10567678511142731, + "m": 1.0 + }, + { + "p": 0.025785988196730614, + "m": 1.0 + }, + { + "p": 0.04096691682934761, + "m": 1.0 + }, + { + "p": 0.1044650748372078, + "m": 1.0 + }, + { + "p": 0.12998293340206146, + "m": 1.0 + }, + { + "p": 0.08903923630714417, + "m": 1.0 + }, + { + "p": 0.11833934485912323, + "m": 1.0 + }, + { + "p": 0.07419417053461075, + "m": 1.0 + }, + { + "p": 0.011927464976906776, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json new file mode 100644 index 0000000..c4a92ec --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 74.44, + "Time": [ + 119.16816760589369, + 3.763825819066891 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.253817319869995, + "val_loss": 2.242816925048828, + "acc": 13.87, + "time": 121.16644137795083, + "param": [ + { + "p": 0.08495698124170303, + "m": 1.0 + }, + { + "p": 0.08130256831645966, + "m": 1.0 + }, + { + "p": 0.07673634588718414, + "m": 1.0 + }, + { + "p": 0.08715661615133286, + "m": 1.0 + }, + { + "p": 0.08644196391105652, + "m": 1.0 + }, + { + "p": 0.0751814991235733, + "m": 1.0 + }, + { + "p": 0.06670411676168442, + "m": 1.0 + }, + { + "p": 0.0724225640296936, + "m": 1.0 + }, + { + "p": 0.07546455413103104, + "m": 1.0 + }, + { + "p": 0.06587569415569305, + "m": 1.0 + }, + { + "p": 0.06356482952833176, + "m": 1.0 + }, + { + "p": 0.0832761600613594, + "m": 1.0 + }, + { + "p": 0.05994457006454468, + "m": 1.0 + }, + { + "p": 0.02097155898809433, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.157121181488037, + "val_loss": 2.132141351699829, + "acc": 22.18, + "time": 120.74868185981177, + "param": [ + { + "p": 0.0862705260515213, + "m": 1.0 + }, + { + "p": 0.07821357250213623, + "m": 1.0 + }, + { + "p": 0.07372234016656876, + "m": 1.0 + }, + { + "p": 0.07816379517316818, + "m": 1.0 + }, + { + "p": 0.07854156196117401, + "m": 1.0 + }, + { + "p": 0.07264373451471329, + "m": 1.0 + }, + { + "p": 0.05955789238214493, + "m": 1.0 + }, + { + "p": 0.07421722263097763, + "m": 1.0 + }, + { + "p": 0.07997766137123108, + "m": 1.0 + }, + { + "p": 0.08235099166631699, + "m": 1.0 + }, + { + "p": 0.06570605933666229, + "m": 1.0 + }, + { + "p": 0.07781939208507538, + "m": 1.0 + }, + { + "p": 0.07381872832775116, + "m": 1.0 + }, + { + "p": 0.01899649389088154, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.0649259090423584, + "val_loss": 1.978661298751831, + "acc": 28.85, + "time": 117.80988927208818, + "param": [ + { + "p": 0.10663433372974396, + "m": 1.0 + }, + { + "p": 0.07882165163755417, + "m": 1.0 + }, + { + "p": 0.07069432735443115, + "m": 1.0 + }, + { + "p": 0.06830374896526337, + "m": 1.0 + }, + { + "p": 0.07444383203983307, + "m": 1.0 + }, + { + "p": 0.07578946650028229, + "m": 1.0 + }, + { + "p": 0.061892081052064896, + "m": 1.0 + }, + { + "p": 0.06861265748739243, + "m": 1.0 + }, + { + "p": 0.08536508679389954, + "m": 1.0 + }, + { + "p": 0.09095066785812378, + "m": 1.0 + }, + { + "p": 0.04559271037578583, + "m": 1.0 + }, + { + "p": 0.08133675903081894, + "m": 1.0 + }, + { + "p": 0.07815442234277725, + "m": 1.0 + }, + { + "p": 0.013408265076577663, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 1.9922155141830444, + "val_loss": 1.9267336130142212, + "acc": 31.36, + "time": 118.38899524393491, + "param": [ + { + "p": 0.12992243468761444, + "m": 1.0 + }, + { + "p": 0.06980107724666595, + "m": 1.0 + }, + { + "p": 0.06935092806816101, + "m": 1.0 + }, + { + "p": 0.06473208218812943, + "m": 1.0 + }, + { + "p": 0.055818844586610794, + "m": 1.0 + }, + { + "p": 0.051335010677576065, + "m": 1.0 + }, + { + "p": 0.07198657840490341, + "m": 1.0 + }, + { + "p": 0.06348322331905365, + "m": 1.0 + }, + { + "p": 0.09709841012954712, + "m": 1.0 + }, + { + "p": 0.08541369438171387, + "m": 1.0 + }, + { + "p": 0.03755606338381767, + "m": 1.0 + }, + { + "p": 0.10266419500112534, + "m": 1.0 + }, + { + "p": 0.10083739459514618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.177523374557495, + "val_loss": 1.8954721689224243, + "acc": 33.52, + "time": 121.96884856093675, + "param": [ + { + "p": 0.1481734961271286, + "m": 1.0 + }, + { + "p": 0.05621878802776337, + "m": 1.0 + }, + { + "p": 0.06901302188634872, + "m": 1.0 + }, + { + "p": 0.06338074803352356, + "m": 1.0 + }, + { + "p": 0.024825261905789375, + "m": 1.0 + }, + { + "p": 0.024106446653604507, + "m": 1.0 + }, + { + "p": 0.07209418714046478, + "m": 1.0 + }, + { + "p": 0.07197250425815582, + "m": 1.0 + }, + { + "p": 0.10792206227779388, + "m": 1.0 + }, + { + "p": 0.08792653679847717, + "m": 1.0 + }, + { + "p": 0.03940916806459427, + "m": 1.0 + }, + { + "p": 0.12449928373098373, + "m": 1.0 + }, + { + "p": 0.11045848578214645, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.025172233581543, + "val_loss": 1.7495076656341553, + "acc": 37.13, + "time": 121.16439643898048, + "param": [ + { + "p": 0.17020410299301147, + "m": 1.0 + }, + { + "p": 0.03230201080441475, + "m": 1.0 + }, + { + "p": 0.07201743125915527, + "m": 1.0 + }, + { + "p": 0.047897543758153915, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05896676704287529, + "m": 1.0 + }, + { + "p": 0.08914312720298767, + "m": 1.0 + }, + { + "p": 0.10615645349025726, + "m": 1.0 + }, + { + "p": 0.12412992864847183, + "m": 1.0 + }, + { + "p": 0.04447745159268379, + "m": 1.0 + }, + { + "p": 0.13126055896282196, + "m": 1.0 + }, + { + "p": 0.12344463914632797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.955322504043579, + "val_loss": 1.7485569715499878, + "acc": 39.16, + "time": 119.75670384103432, + "param": [ + { + "p": 0.15909609198570251, + "m": 1.0 + }, + { + "p": 0.02046540565788746, + "m": 1.0 + }, + { + "p": 0.08596736937761307, + "m": 1.0 + }, + { + "p": 0.036038774996995926, + "m": 1.0 + }, + { + "p": 0.0016714163357391953, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07696937769651413, + "m": 1.0 + }, + { + "p": 0.08933866024017334, + "m": 1.0 + }, + { + "p": 0.08574041724205017, + "m": 1.0 + }, + { + "p": 0.12471084296703339, + "m": 1.0 + }, + { + "p": 0.06314502656459808, + "m": 1.0 + }, + { + "p": 0.11955476552248001, + "m": 1.0 + }, + { + "p": 0.1373019516468048, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.881431221961975, + "val_loss": 1.6819411516189575, + "acc": 41.49, + "time": 120.34835728886537, + "param": [ + { + "p": 0.16013051569461823, + "m": 1.0 + }, + { + "p": 0.012080435641109943, + "m": 1.0 + }, + { + "p": 0.0863737240433693, + "m": 1.0 + }, + { + "p": 0.02194090001285076, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09559459984302521, + "m": 1.0 + }, + { + "p": 0.08734793215990067, + "m": 1.0 + }, + { + "p": 0.08009973913431168, + "m": 1.0 + }, + { + "p": 0.11332526803016663, + "m": 1.0 + }, + { + "p": 0.07308635115623474, + "m": 1.0 + }, + { + "p": 0.12421435862779617, + "m": 1.0 + }, + { + "p": 0.14580605924129486, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.0767366886138916, + "val_loss": 1.5765067338943481, + "acc": 44.08, + "time": 116.27933719009161, + "param": [ + { + "p": 0.17594575881958008, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07483343034982681, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0978684276342392, + "m": 1.0 + }, + { + "p": 0.0947955772280693, + "m": 1.0 + }, + { + "p": 0.08039255440235138, + "m": 1.0 + }, + { + "p": 0.115948386490345, + "m": 1.0 + }, + { + "p": 0.07360009849071503, + "m": 1.0 + }, + { + "p": 0.12361565977334976, + "m": 1.0 + }, + { + "p": 0.16300012171268463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8787411451339722, + "val_loss": 1.536518931388855, + "acc": 44.68, + "time": 117.02474823803641, + "param": [ + { + "p": 0.17725233733654022, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06822328269481659, + "m": 1.0 + }, + { + "p": 0.0022430401295423508, + "m": 1.0 + }, + { + "p": 0.0003375475062057376, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10098780691623688, + "m": 1.0 + }, + { + "p": 0.09622165560722351, + "m": 1.0 + }, + { + "p": 0.08244698494672775, + "m": 1.0 + }, + { + "p": 0.11732614785432816, + "m": 1.0 + }, + { + "p": 0.07323698699474335, + "m": 1.0 + }, + { + "p": 0.11445311456918716, + "m": 1.0 + }, + { + "p": 0.1672711819410324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8641607761383057, + "val_loss": 1.5534590482711792, + "acc": 44.72, + "time": 108.72095093410462, + "param": [ + { + "p": 0.19560720026493073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07263412326574326, + "m": 1.0 + }, + { + "p": 0.00020512485934887081, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09663781523704529, + "m": 1.0 + }, + { + "p": 0.09399392455816269, + "m": 1.0 + }, + { + "p": 0.07674723118543625, + "m": 1.0 + }, + { + "p": 0.1153477132320404, + "m": 1.0 + }, + { + "p": 0.050635356456041336, + "m": 1.0 + }, + { + "p": 0.11509935557842255, + "m": 1.0 + }, + { + "p": 0.1830921769142151, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.6423901319503784, + "val_loss": 1.521154522895813, + "acc": 47.68, + "time": 113.46260717906989, + "param": [ + { + "p": 0.1996420919895172, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08077491074800491, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09657067060470581, + "m": 1.0 + }, + { + "p": 0.09060657769441605, + "m": 1.0 + }, + { + "p": 0.0665363147854805, + "m": 1.0 + }, + { + "p": 0.11515346169471741, + "m": 1.0 + }, + { + "p": 0.03602965548634529, + "m": 1.0 + }, + { + "p": 0.11440473049879074, + "m": 1.0 + }, + { + "p": 0.20028160512447357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.6594065427780151, + "val_loss": 1.4590249061584473, + "acc": 47.67, + "time": 119.71354563697241, + "param": [ + { + "p": 0.21264763176441193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07302258908748627, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09340279549360275, + "m": 1.0 + }, + { + "p": 0.08053680509328842, + "m": 1.0 + }, + { + "p": 0.056639645248651505, + "m": 1.0 + }, + { + "p": 0.12492983043193817, + "m": 1.0 + }, + { + "p": 0.02015918307006359, + "m": 1.0 + }, + { + "p": 0.10851743072271347, + "m": 1.0 + }, + { + "p": 0.23014415800571442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7807003259658813, + "val_loss": 1.4559146165847778, + "acc": 47.0, + "time": 120.26911520794965, + "param": [ + { + "p": 0.23958943784236908, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06347209960222244, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08981113880872726, + "m": 1.0 + }, + { + "p": 0.07200546562671661, + "m": 1.0 + }, + { + "p": 0.03846151754260063, + "m": 1.0 + }, + { + "p": 0.12725487351417542, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1032227948307991, + "m": 1.0 + }, + { + "p": 0.26618269085884094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.6666179895401, + "val_loss": 1.4268388748168945, + "acc": 50.27, + "time": 120.83463090681471, + "param": [ + { + "p": 0.27839839458465576, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05450029298663139, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07923473417758942, + "m": 1.0 + }, + { + "p": 0.0557517409324646, + "m": 1.0 + }, + { + "p": 0.01483012456446886, + "m": 1.0 + }, + { + "p": 0.12142293900251389, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10047576576471329, + "m": 1.0 + }, + { + "p": 0.29538604617118835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.757387638092041, + "val_loss": 1.3794020414352417, + "acc": 50.11, + "time": 120.31373768299818, + "param": [ + { + "p": 0.3269727826118469, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03113093040883541, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06754588335752487, + "m": 1.0 + }, + { + "p": 0.021571895107626915, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1236831545829773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09324876219034195, + "m": 1.0 + }, + { + "p": 0.33584654331207275, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.3758010864257812, + "val_loss": 1.4761977195739746, + "acc": 50.98, + "time": 119.89937995304354, + "param": [ + { + "p": 0.334516704082489, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020376576110720634, + "m": 1.0 + }, + { + "p": 0.0012308066943660378, + "m": 1.0 + }, + { + "p": 0.0009217460756190121, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06339103728532791, + "m": 1.0 + }, + { + "p": 0.012454732321202755, + "m": 1.0 + }, + { + "p": 0.0017686940263956785, + "m": 1.0 + }, + { + "p": 0.12559010088443756, + "m": 1.0 + }, + { + "p": 0.0018330694874748588, + "m": 1.0 + }, + { + "p": 0.09718137234449387, + "m": 1.0 + }, + { + "p": 0.33824506402015686, + "m": 1.0 + }, + { + "p": 0.0024901286233216524, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.5085508823394775, + "val_loss": 1.3908964395523071, + "acc": 51.84, + "time": 109.43866986292414, + "param": [ + { + "p": 0.23714277148246765, + "m": 1.0 + }, + { + "p": 0.011067409999668598, + "m": 1.0 + }, + { + "p": 0.04368247836828232, + "m": 1.0 + }, + { + "p": 0.02813602052628994, + "m": 1.0 + }, + { + "p": 0.015959005802869797, + "m": 1.0 + }, + { + "p": 0.020255735144019127, + "m": 1.0 + }, + { + "p": 0.07637041062116623, + "m": 1.0 + }, + { + "p": 0.028795817866921425, + "m": 1.0 + }, + { + "p": 0.025235285982489586, + "m": 1.0 + }, + { + "p": 0.11113504320383072, + "m": 1.0 + }, + { + "p": 0.028157247230410576, + "m": 1.0 + }, + { + "p": 0.102351613342762, + "m": 1.0 + }, + { + "p": 0.2437204122543335, + "m": 1.0 + }, + { + "p": 0.02799079194664955, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.540527582168579, + "val_loss": 1.3822442293167114, + "acc": 53.31, + "time": 119.89949281420559, + "param": [ + { + "p": 0.2220095843076706, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.058835212141275406, + "m": 1.0 + }, + { + "p": 0.0329611711204052, + "m": 1.0 + }, + { + "p": 0.00432152533903718, + "m": 1.0 + }, + { + "p": 0.019646137952804565, + "m": 1.0 + }, + { + "p": 0.08554615080356598, + "m": 1.0 + }, + { + "p": 0.02425362728536129, + "m": 1.0 + }, + { + "p": 0.029978033155202866, + "m": 1.0 + }, + { + "p": 0.11848843842744827, + "m": 1.0 + }, + { + "p": 0.029068464413285255, + "m": 1.0 + }, + { + "p": 0.12548482418060303, + "m": 1.0 + }, + { + "p": 0.23539595305919647, + "m": 1.0 + }, + { + "p": 0.014010914601385593, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.543051838874817, + "val_loss": 1.3450202941894531, + "acc": 52.56, + "time": 120.11845334502868, + "param": [ + { + "p": 0.21134909987449646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07098681479692459, + "m": 1.0 + }, + { + "p": 0.03385613113641739, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017322063446044922, + "m": 1.0 + }, + { + "p": 0.09679862856864929, + "m": 1.0 + }, + { + "p": 0.02561948262155056, + "m": 1.0 + }, + { + "p": 0.03134378045797348, + "m": 1.0 + }, + { + "p": 0.11690066754817963, + "m": 1.0 + }, + { + "p": 0.027005480602383614, + "m": 1.0 + }, + { + "p": 0.13684697449207306, + "m": 1.0 + }, + { + "p": 0.23197083175182343, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.549723505973816, + "val_loss": 1.2920093536376953, + "acc": 54.74, + "time": 121.95753886015154, + "param": [ + { + "p": 0.19647438824176788, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07922442257404327, + "m": 1.0 + }, + { + "p": 0.02755769155919552, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01879298873245716, + "m": 1.0 + }, + { + "p": 0.09460727125406265, + "m": 1.0 + }, + { + "p": 0.031428832560777664, + "m": 1.0 + }, + { + "p": 0.041704192757606506, + "m": 1.0 + }, + { + "p": 0.11035933345556259, + "m": 1.0 + }, + { + "p": 0.035997193306684494, + "m": 1.0 + }, + { + "p": 0.1482437551021576, + "m": 1.0 + }, + { + "p": 0.21560993790626526, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.3641130924224854, + "val_loss": 1.2199738025665283, + "acc": 55.94, + "time": 121.22259401297197, + "param": [ + { + "p": 0.17833833396434784, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08102994412183762, + "m": 1.0 + }, + { + "p": 0.03447861596941948, + "m": 1.0 + }, + { + "p": 0.0022811563685536385, + "m": 1.0 + }, + { + "p": 0.02725798636674881, + "m": 1.0 + }, + { + "p": 0.09254243224859238, + "m": 1.0 + }, + { + "p": 0.04428847134113312, + "m": 1.0 + }, + { + "p": 0.057295314967632294, + "m": 1.0 + }, + { + "p": 0.11184782534837723, + "m": 1.0 + }, + { + "p": 0.04707186669111252, + "m": 1.0 + }, + { + "p": 0.13609200716018677, + "m": 1.0 + }, + { + "p": 0.1874759942293167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.5579653978347778, + "val_loss": 1.2832939624786377, + "acc": 54.67, + "time": 118.23175661219284, + "param": [ + { + "p": 0.17095673084259033, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07575040310621262, + "m": 1.0 + }, + { + "p": 0.022413505241274834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02401682175695896, + "m": 1.0 + }, + { + "p": 0.09537789970636368, + "m": 1.0 + }, + { + "p": 0.050837013870477676, + "m": 1.0 + }, + { + "p": 0.06898021697998047, + "m": 1.0 + }, + { + "p": 0.11637106537818909, + "m": 1.0 + }, + { + "p": 0.05456187576055527, + "m": 1.0 + }, + { + "p": 0.1381024867296219, + "m": 1.0 + }, + { + "p": 0.1826319694519043, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.3634263277053833, + "val_loss": 1.2258367538452148, + "acc": 54.77, + "time": 119.20979128708132, + "param": [ + { + "p": 0.17285658419132233, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07483045011758804, + "m": 1.0 + }, + { + "p": 0.018527664244174957, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022402634844183922, + "m": 1.0 + }, + { + "p": 0.08755312860012054, + "m": 1.0 + }, + { + "p": 0.057718463242053986, + "m": 1.0 + }, + { + "p": 0.07027756422758102, + "m": 1.0 + }, + { + "p": 0.11310748755931854, + "m": 1.0 + }, + { + "p": 0.06298620998859406, + "m": 1.0 + }, + { + "p": 0.1470348834991455, + "m": 1.0 + }, + { + "p": 0.17270499467849731, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.5326794385910034, + "val_loss": 1.2242310047149658, + "acc": 56.69, + "time": 118.46437636599876, + "param": [ + { + "p": 0.17707757651805878, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07633578777313232, + "m": 1.0 + }, + { + "p": 0.003840396646410227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07346507161855698, + "m": 1.0 + }, + { + "p": 0.0571187399327755, + "m": 1.0 + }, + { + "p": 0.07458347082138062, + "m": 1.0 + }, + { + "p": 0.11780653893947601, + "m": 1.0 + }, + { + "p": 0.07576888054609299, + "m": 1.0 + }, + { + "p": 0.16074985265731812, + "m": 1.0 + }, + { + "p": 0.183253675699234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.4168224334716797, + "val_loss": 1.1574301719665527, + "acc": 58.16, + "time": 120.85221712198108, + "param": [ + { + "p": 0.18809227645397186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06637716293334961, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05921369418501854, + "m": 1.0 + }, + { + "p": 0.04590729624032974, + "m": 1.0 + }, + { + "p": 0.07538603246212006, + "m": 1.0 + }, + { + "p": 0.11104809492826462, + "m": 1.0 + }, + { + "p": 0.07917129248380661, + "m": 1.0 + }, + { + "p": 0.17540675401687622, + "m": 1.0 + }, + { + "p": 0.19939741492271423, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.6114305257797241, + "val_loss": 1.1118860244750977, + "acc": 59.14, + "time": 115.04313906398602, + "param": [ + { + "p": 0.1859791874885559, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05592663958668709, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05120297893881798, + "m": 1.0 + }, + { + "p": 0.04193618893623352, + "m": 1.0 + }, + { + "p": 0.07590685784816742, + "m": 1.0 + }, + { + "p": 0.1090911477804184, + "m": 1.0 + }, + { + "p": 0.08708030730485916, + "m": 1.0 + }, + { + "p": 0.18488635122776031, + "m": 1.0 + }, + { + "p": 0.20799031853675842, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.659395456314087, + "val_loss": 1.1335294246673584, + "acc": 59.89, + "time": 103.86175176594406, + "param": [ + { + "p": 0.18907883763313293, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04647156968712807, + "m": 1.0 + }, + { + "p": 0.0005258629098534584, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.029360780492424965, + "m": 1.0 + }, + { + "p": 0.03974609076976776, + "m": 1.0 + }, + { + "p": 0.06885041296482086, + "m": 1.0 + }, + { + "p": 0.1150822713971138, + "m": 1.0 + }, + { + "p": 0.08989665657281876, + "m": 1.0 + }, + { + "p": 0.2048279345035553, + "m": 1.0 + }, + { + "p": 0.21615955233573914, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.8064770698547363, + "val_loss": 1.2210842370986938, + "acc": 57.35, + "time": 114.35659382399172, + "param": [ + { + "p": 0.17869119346141815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.051070086658000946, + "m": 1.0 + }, + { + "p": 0.003177107311785221, + "m": 1.0 + }, + { + "p": 0.003947610501199961, + "m": 1.0 + }, + { + "p": 0.0030864612199366093, + "m": 1.0 + }, + { + "p": 0.018213724717497826, + "m": 1.0 + }, + { + "p": 0.03497639298439026, + "m": 1.0 + }, + { + "p": 0.06579100340604782, + "m": 1.0 + }, + { + "p": 0.11977039277553558, + "m": 1.0 + }, + { + "p": 0.09432530403137207, + "m": 1.0 + }, + { + "p": 0.21040786802768707, + "m": 1.0 + }, + { + "p": 0.2165413498878479, + "m": 1.0 + }, + { + "p": 1.5322520994232036e-06, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.445703148841858, + "val_loss": 1.271728515625, + "acc": 59.19, + "time": 120.64221376203932, + "param": [ + { + "p": 0.1708926558494568, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049068793654441833, + "m": 1.0 + }, + { + "p": 0.004908640868961811, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006515370216220617, + "m": 1.0 + }, + { + "p": 0.023785922676324844, + "m": 1.0 + }, + { + "p": 0.06290847808122635, + "m": 1.0 + }, + { + "p": 0.12016991525888443, + "m": 1.0 + }, + { + "p": 0.10702036321163177, + "m": 1.0 + }, + { + "p": 0.2227351814508438, + "m": 1.0 + }, + { + "p": 0.2314298301935196, + "m": 1.0 + }, + { + "p": 0.0005648743826895952, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.2741124629974365, + "val_loss": 1.2338850498199463, + "acc": 60.64, + "time": 119.8893863609992, + "param": [ + { + "p": 0.15522216260433197, + "m": 1.0 + }, + { + "p": 0.003699459135532379, + "m": 1.0 + }, + { + "p": 0.05133941024541855, + "m": 1.0 + }, + { + "p": 0.017833614721894264, + "m": 1.0 + }, + { + "p": 0.009222608990967274, + "m": 1.0 + }, + { + "p": 0.014886707998812199, + "m": 1.0 + }, + { + "p": 0.026386665180325508, + "m": 1.0 + }, + { + "p": 0.03483948856592178, + "m": 1.0 + }, + { + "p": 0.06195780262351036, + "m": 1.0 + }, + { + "p": 0.12016845494508743, + "m": 1.0 + }, + { + "p": 0.10221534222364426, + "m": 1.0 + }, + { + "p": 0.19161255657672882, + "m": 1.0 + }, + { + "p": 0.1997833251953125, + "m": 1.0 + }, + { + "p": 0.010832435451447964, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.2958812713623047, + "val_loss": 1.2291396856307983, + "acc": 60.81, + "time": 121.60367188509554, + "param": [ + { + "p": 0.14166052639484406, + "m": 1.0 + }, + { + "p": 0.012467059306800365, + "m": 1.0 + }, + { + "p": 0.060764335095882416, + "m": 1.0 + }, + { + "p": 0.02385970950126648, + "m": 1.0 + }, + { + "p": 0.02201222814619541, + "m": 1.0 + }, + { + "p": 0.03228127211332321, + "m": 1.0 + }, + { + "p": 0.04691536724567413, + "m": 1.0 + }, + { + "p": 0.0473625473678112, + "m": 1.0 + }, + { + "p": 0.059254683554172516, + "m": 1.0 + }, + { + "p": 0.12367676943540573, + "m": 1.0 + }, + { + "p": 0.08556441217660904, + "m": 1.0 + }, + { + "p": 0.1525592803955078, + "m": 1.0 + }, + { + "p": 0.16750192642211914, + "m": 1.0 + }, + { + "p": 0.024119893088936806, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.3559952974319458, + "val_loss": 1.0591520071029663, + "acc": 61.74, + "time": 120.06219684099779, + "param": [ + { + "p": 0.14757433533668518, + "m": 1.0 + }, + { + "p": 0.0003085435600951314, + "m": 1.0 + }, + { + "p": 0.06880302727222443, + "m": 1.0 + }, + { + "p": 0.010945924557745457, + "m": 1.0 + }, + { + "p": 0.013125471770763397, + "m": 1.0 + }, + { + "p": 0.03627944365143776, + "m": 1.0 + }, + { + "p": 0.05997738614678383, + "m": 1.0 + }, + { + "p": 0.05587444081902504, + "m": 1.0 + }, + { + "p": 0.04777517914772034, + "m": 1.0 + }, + { + "p": 0.14006240665912628, + "m": 1.0 + }, + { + "p": 0.07674838602542877, + "m": 1.0 + }, + { + "p": 0.152197927236557, + "m": 1.0 + }, + { + "p": 0.1740499585866928, + "m": 1.0 + }, + { + "p": 0.01627751998603344, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.2883822917938232, + "val_loss": 1.1265233755111694, + "acc": 62.5, + "time": 120.66730892006308, + "param": [ + { + "p": 0.14429153501987457, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08591073751449585, + "m": 1.0 + }, + { + "p": 0.0012716568307951093, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0327642448246479, + "m": 1.0 + }, + { + "p": 0.064304880797863, + "m": 1.0 + }, + { + "p": 0.06308215856552124, + "m": 1.0 + }, + { + "p": 0.04287155717611313, + "m": 1.0 + }, + { + "p": 0.15855199098587036, + "m": 1.0 + }, + { + "p": 0.07105310261249542, + "m": 1.0 + }, + { + "p": 0.15639440715312958, + "m": 1.0 + }, + { + "p": 0.1795036792755127, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.4727323055267334, + "val_loss": 1.0758825540542603, + "acc": 60.08, + "time": 120.7950850802008, + "param": [ + { + "p": 0.13578592240810394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09592318534851074, + "m": 1.0 + }, + { + "p": 0.006327977403998375, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030033202841877937, + "m": 1.0 + }, + { + "p": 0.05770477280020714, + "m": 1.0 + }, + { + "p": 0.0717739388346672, + "m": 1.0 + }, + { + "p": 0.05300169810652733, + "m": 1.0 + }, + { + "p": 0.16334426403045654, + "m": 1.0 + }, + { + "p": 0.0752844512462616, + "m": 1.0 + }, + { + "p": 0.14887936413288116, + "m": 1.0 + }, + { + "p": 0.1595039814710617, + "m": 1.0 + }, + { + "p": 0.0024372718762606382, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.3876107931137085, + "val_loss": 1.0885077714920044, + "acc": 62.6, + "time": 115.28211879800074, + "param": [ + { + "p": 0.1407206803560257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10371698439121246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02575618401169777, + "m": 1.0 + }, + { + "p": 0.04749393090605736, + "m": 1.0 + }, + { + "p": 0.07524558901786804, + "m": 1.0 + }, + { + "p": 0.05894159898161888, + "m": 1.0 + }, + { + "p": 0.16558867692947388, + "m": 1.0 + }, + { + "p": 0.08430483192205429, + "m": 1.0 + }, + { + "p": 0.13723014295101166, + "m": 1.0 + }, + { + "p": 0.1610013097524643, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.6411089897155762, + "val_loss": 1.291840672492981, + "acc": 60.57, + "time": 111.80051060882397, + "param": [ + { + "p": 0.1467435210943222, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09955749660730362, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02132628858089447, + "m": 1.0 + }, + { + "p": 0.04018091782927513, + "m": 1.0 + }, + { + "p": 0.07258802652359009, + "m": 1.0 + }, + { + "p": 0.07235946506261826, + "m": 1.0 + }, + { + "p": 0.16698727011680603, + "m": 1.0 + }, + { + "p": 0.08943482488393784, + "m": 1.0 + }, + { + "p": 0.12781524658203125, + "m": 1.0 + }, + { + "p": 0.16300691664218903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.38553786277771, + "val_loss": 1.1332820653915405, + "acc": 61.55, + "time": 120.21358901495114, + "param": [ + { + "p": 0.142584428191185, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09074708819389343, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015909260138869286, + "m": 1.0 + }, + { + "p": 0.026992639526724815, + "m": 1.0 + }, + { + "p": 0.07280509918928146, + "m": 1.0 + }, + { + "p": 0.07583156228065491, + "m": 1.0 + }, + { + "p": 0.17283470928668976, + "m": 1.0 + }, + { + "p": 0.09515520185232162, + "m": 1.0 + }, + { + "p": 0.12478817999362946, + "m": 1.0 + }, + { + "p": 0.18235182762145996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.3256858587265015, + "val_loss": 0.9458103179931641, + "acc": 62.81, + "time": 123.0900349849835, + "param": [ + { + "p": 0.139600470662117, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07955412566661835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004065885208547115, + "m": 1.0 + }, + { + "p": 0.07584875077009201, + "m": 1.0 + }, + { + "p": 0.07709218561649323, + "m": 1.0 + }, + { + "p": 0.1843664050102234, + "m": 1.0 + }, + { + "p": 0.10030985623598099, + "m": 1.0 + }, + { + "p": 0.13351649045944214, + "m": 1.0 + }, + { + "p": 0.2056458294391632, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.3283723592758179, + "val_loss": 1.0721864700317383, + "acc": 62.93, + "time": 121.34788757492788, + "param": [ + { + "p": 0.14377662539482117, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07496330887079239, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0004967600107192993, + "m": 1.0 + }, + { + "p": 0.06522835046052933, + "m": 1.0 + }, + { + "p": 0.08745831251144409, + "m": 1.0 + }, + { + "p": 0.1935543715953827, + "m": 1.0 + }, + { + "p": 0.09698857367038727, + "m": 1.0 + }, + { + "p": 0.13133905827999115, + "m": 1.0 + }, + { + "p": 0.20479539036750793, + "m": 1.0 + }, + { + "p": 0.0013992316089570522, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.231307029724121, + "val_loss": 1.0827522277832031, + "acc": 62.64, + "time": 119.81015511509031, + "param": [ + { + "p": 0.14141465723514557, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0758257731795311, + "m": 1.0 + }, + { + "p": 0.0008155304822139442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0006460050935856998, + "m": 1.0 + }, + { + "p": 0.0032624988816678524, + "m": 1.0 + }, + { + "p": 0.056767538189888, + "m": 1.0 + }, + { + "p": 0.10270828753709793, + "m": 1.0 + }, + { + "p": 0.1946876049041748, + "m": 1.0 + }, + { + "p": 0.09208826720714569, + "m": 1.0 + }, + { + "p": 0.1317296028137207, + "m": 1.0 + }, + { + "p": 0.1932273507118225, + "m": 1.0 + }, + { + "p": 0.00682688457891345, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.1280955076217651, + "val_loss": 0.8768719434738159, + "acc": 64.1, + "time": 123.20772630698048, + "param": [ + { + "p": 0.14689472317695618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07524408400058746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045920804142951965, + "m": 1.0 + }, + { + "p": 0.12600234150886536, + "m": 1.0 + }, + { + "p": 0.19378595054149628, + "m": 1.0 + }, + { + "p": 0.08889604359865189, + "m": 1.0 + }, + { + "p": 0.13073807954788208, + "m": 1.0 + }, + { + "p": 0.18572531640529633, + "m": 1.0 + }, + { + "p": 0.006792563013732433, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.3152118921279907, + "val_loss": 1.0624858140945435, + "acc": 64.42, + "time": 119.31772199319676, + "param": [ + { + "p": 0.1576850712299347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07997161149978638, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009634083835408092, + "m": 1.0 + }, + { + "p": 0.03283273056149483, + "m": 1.0 + }, + { + "p": 0.12238218635320663, + "m": 1.0 + }, + { + "p": 0.19007770717144012, + "m": 1.0 + }, + { + "p": 0.09247816354036331, + "m": 1.0 + }, + { + "p": 0.13115577399730682, + "m": 1.0 + }, + { + "p": 0.19245335459709167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.041756272315979, + "val_loss": 0.9325272440910339, + "acc": 64.72, + "time": 118.08962210314348, + "param": [ + { + "p": 0.15842726826667786, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08112975209951401, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001500482321716845, + "m": 1.0 + }, + { + "p": 0.03975694254040718, + "m": 1.0 + }, + { + "p": 0.1138727068901062, + "m": 1.0 + }, + { + "p": 0.18913321197032928, + "m": 1.0 + }, + { + "p": 0.09660936146974564, + "m": 1.0 + }, + { + "p": 0.13667136430740356, + "m": 1.0 + }, + { + "p": 0.18289893865585327, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.452656865119934, + "val_loss": 1.0760704278945923, + "acc": 65.11, + "time": 119.3295598870609, + "param": [ + { + "p": 0.15587711334228516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07586339116096497, + "m": 1.0 + }, + { + "p": 0.0003792668867390603, + "m": 1.0 + }, + { + "p": 0.001297790091484785, + "m": 1.0 + }, + { + "p": 0.007503644563257694, + "m": 1.0 + }, + { + "p": 0.020631933584809303, + "m": 1.0 + }, + { + "p": 0.04324621707201004, + "m": 1.0 + }, + { + "p": 0.1071363240480423, + "m": 1.0 + }, + { + "p": 0.183108851313591, + "m": 1.0 + }, + { + "p": 0.09507793188095093, + "m": 1.0 + }, + { + "p": 0.1332133412361145, + "m": 1.0 + }, + { + "p": 0.17666426301002502, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.3455218076705933, + "val_loss": 0.9853625297546387, + "acc": 64.93, + "time": 120.41753797186539, + "param": [ + { + "p": 0.15592442452907562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07315436750650406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014706476591527462, + "m": 1.0 + }, + { + "p": 0.008539834059774876, + "m": 1.0 + }, + { + "p": 0.043028801679611206, + "m": 1.0 + }, + { + "p": 0.04739264398813248, + "m": 1.0 + }, + { + "p": 0.10110557079315186, + "m": 1.0 + }, + { + "p": 0.17721004784107208, + "m": 1.0 + }, + { + "p": 0.09676829725503922, + "m": 1.0 + }, + { + "p": 0.11980989575386047, + "m": 1.0 + }, + { + "p": 0.15818706154823303, + "m": 1.0 + }, + { + "p": 0.004172632936388254, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.2872473001480103, + "val_loss": 1.051773190498352, + "acc": 64.56, + "time": 119.95175128709525, + "param": [ + { + "p": 0.15581479668617249, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08111830800771713, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023218253627419472, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06054515019059181, + "m": 1.0 + }, + { + "p": 0.052305277436971664, + "m": 1.0 + }, + { + "p": 0.10322320461273193, + "m": 1.0 + }, + { + "p": 0.16952000558376312, + "m": 1.0 + }, + { + "p": 0.09742086380720139, + "m": 1.0 + }, + { + "p": 0.10971134155988693, + "m": 1.0 + }, + { + "p": 0.1471228003501892, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.3212084770202637, + "val_loss": 0.973268449306488, + "acc": 63.76, + "time": 120.82811965397559, + "param": [ + { + "p": 0.15500450134277344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09510987997055054, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019608164206147194, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07103295624256134, + "m": 1.0 + }, + { + "p": 0.04978206381201744, + "m": 1.0 + }, + { + "p": 0.09505850076675415, + "m": 1.0 + }, + { + "p": 0.17146962881088257, + "m": 1.0 + }, + { + "p": 0.09516230970621109, + "m": 1.0 + }, + { + "p": 0.1122196763753891, + "m": 1.0 + }, + { + "p": 0.13555236160755157, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.625565767288208, + "val_loss": 0.9612022638320923, + "acc": 66.17, + "time": 121.53452928015031, + "param": [ + { + "p": 0.17307326197624207, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10061434656381607, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06471168994903564, + "m": 1.0 + }, + { + "p": 0.03382476791739464, + "m": 1.0 + }, + { + "p": 0.08608844876289368, + "m": 1.0 + }, + { + "p": 0.19718872010707855, + "m": 1.0 + }, + { + "p": 0.09499386698007584, + "m": 1.0 + }, + { + "p": 0.1147308200597763, + "m": 1.0 + }, + { + "p": 0.13477401435375214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.190657138824463, + "val_loss": 0.9634557962417603, + "acc": 65.79, + "time": 122.8286603288725, + "param": [ + { + "p": 0.1939852088689804, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10051959753036499, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 1.8384045688435435e-05, + "m": 1.0 + }, + { + "p": 0.05391627550125122, + "m": 1.0 + }, + { + "p": 0.022033317014575005, + "m": 1.0 + }, + { + "p": 0.08157290518283844, + "m": 1.0 + }, + { + "p": 0.20417055487632751, + "m": 1.0 + }, + { + "p": 0.09287793934345245, + "m": 1.0 + }, + { + "p": 0.12172000110149384, + "m": 1.0 + }, + { + "p": 0.129185751080513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.1612180471420288, + "val_loss": 0.9168192744255066, + "acc": 65.49, + "time": 120.86978600895964, + "param": [ + { + "p": 0.21274545788764954, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0956282839179039, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03713332116603851, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09301131963729858, + "m": 1.0 + }, + { + "p": 0.20835499465465546, + "m": 1.0 + }, + { + "p": 0.0918862372636795, + "m": 1.0 + }, + { + "p": 0.1282990276813507, + "m": 1.0 + }, + { + "p": 0.13294130563735962, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.2127760648727417, + "val_loss": 1.0395694971084595, + "acc": 66.3, + "time": 120.64169651805423, + "param": [ + { + "p": 0.21734777092933655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10229133069515228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0011356764007359743, + "m": 1.0 + }, + { + "p": 0.0235231202095747, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08909561485052109, + "m": 1.0 + }, + { + "p": 0.20340466499328613, + "m": 1.0 + }, + { + "p": 0.08979077637195587, + "m": 1.0 + }, + { + "p": 0.13306644558906555, + "m": 1.0 + }, + { + "p": 0.14034464955329895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.186918020248413, + "val_loss": 1.037594199180603, + "acc": 65.63, + "time": 120.2058043340221, + "param": [ + { + "p": 0.20012348890304565, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10285615175962448, + "m": 1.0 + }, + { + "p": 0.008258171379566193, + "m": 1.0 + }, + { + "p": 0.001936353393830359, + "m": 1.0 + }, + { + "p": 0.016419285908341408, + "m": 1.0 + }, + { + "p": 0.014520347118377686, + "m": 1.0 + }, + { + "p": 0.01674998737871647, + "m": 1.0 + }, + { + "p": 0.07983202487230301, + "m": 1.0 + }, + { + "p": 0.194009467959404, + "m": 1.0 + }, + { + "p": 0.09549567103385925, + "m": 1.0 + }, + { + "p": 0.13373175263404846, + "m": 1.0 + }, + { + "p": 0.13606728613376617, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.1257623434066772, + "val_loss": 0.9191602468490601, + "acc": 65.52, + "time": 121.03311535296962, + "param": [ + { + "p": 0.20894736051559448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10135673731565475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008772451430559158, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011260771192610264, + "m": 1.0 + }, + { + "p": 0.07165670394897461, + "m": 1.0 + }, + { + "p": 0.21108965575695038, + "m": 1.0 + }, + { + "p": 0.10426761955022812, + "m": 1.0 + }, + { + "p": 0.13872955739498138, + "m": 1.0 + }, + { + "p": 0.14391912519931793, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.0546759366989136, + "val_loss": 0.8920115232467651, + "acc": 66.6, + "time": 121.06439572712407, + "param": [ + { + "p": 0.23358725011348724, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10618047416210175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008722354657948017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05820297449827194, + "m": 1.0 + }, + { + "p": 0.2159605473279953, + "m": 1.0 + }, + { + "p": 0.10742905735969543, + "m": 1.0 + }, + { + "p": 0.13285838067531586, + "m": 1.0 + }, + { + "p": 0.13705897331237793, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.3625484704971313, + "val_loss": 0.937351405620575, + "acc": 66.98, + "time": 120.09292238508351, + "param": [ + { + "p": 0.2572615146636963, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11877194046974182, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042026177048683167, + "m": 1.0 + }, + { + "p": 0.2254149466753006, + "m": 1.0 + }, + { + "p": 0.09838326275348663, + "m": 1.0 + }, + { + "p": 0.12274224311113358, + "m": 1.0 + }, + { + "p": 0.13539989292621613, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.5775032043457031, + "val_loss": 0.8895787596702576, + "acc": 66.61, + "time": 115.76658550393768, + "param": [ + { + "p": 0.2746039628982544, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12835772335529327, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.040517497807741165, + "m": 1.0 + }, + { + "p": 0.22906406223773956, + "m": 1.0 + }, + { + "p": 0.07822907716035843, + "m": 1.0 + }, + { + "p": 0.11052551120519638, + "m": 1.0 + }, + { + "p": 0.1387021690607071, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.5154424905776978, + "val_loss": 0.9129520654678345, + "acc": 67.36, + "time": 113.01059359195642, + "param": [ + { + "p": 0.2802269160747528, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13040342926979065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03727377578616142, + "m": 1.0 + }, + { + "p": 0.2345174252986908, + "m": 1.0 + }, + { + "p": 0.060391541570425034, + "m": 1.0 + }, + { + "p": 0.10687724500894547, + "m": 1.0 + }, + { + "p": 0.14685772359371185, + "m": 1.0 + }, + { + "p": 0.003451954573392868, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 0.9208734035491943, + "val_loss": 0.891736626625061, + "acc": 66.95, + "time": 120.7740982118994, + "param": [ + { + "p": 0.2741645872592926, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14120174944400787, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03589503839612007, + "m": 1.0 + }, + { + "p": 0.23194894194602966, + "m": 1.0 + }, + { + "p": 0.05265986919403076, + "m": 1.0 + }, + { + "p": 0.10905514657497406, + "m": 1.0 + }, + { + "p": 0.15507464110851288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.3265330791473389, + "val_loss": 0.9660765528678894, + "acc": 66.53, + "time": 117.03879977110773, + "param": [ + { + "p": 0.2737288177013397, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1505325734615326, + "m": 1.0 + }, + { + "p": 0.0007152982871048152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0011968285543844104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025313666090369225, + "m": 1.0 + }, + { + "p": 0.22806304693222046, + "m": 1.0 + }, + { + "p": 0.04456644505262375, + "m": 1.0 + }, + { + "p": 0.11119537800550461, + "m": 1.0 + }, + { + "p": 0.16398221254348755, + "m": 1.0 + }, + { + "p": 0.0007057716720737517, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.2432925701141357, + "val_loss": 1.031227946281433, + "acc": 66.79, + "time": 118.57056466094218, + "param": [ + { + "p": 0.2500031888484955, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15268661081790924, + "m": 1.0 + }, + { + "p": 0.004119429271668196, + "m": 1.0 + }, + { + "p": 0.007542032282799482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00545811140909791, + "m": 1.0 + }, + { + "p": 0.00889596901834011, + "m": 1.0 + }, + { + "p": 0.0469512902200222, + "m": 1.0 + }, + { + "p": 0.20684562623500824, + "m": 1.0 + }, + { + "p": 0.04506363347172737, + "m": 1.0 + }, + { + "p": 0.11011403053998947, + "m": 1.0 + }, + { + "p": 0.162320077419281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.1593289375305176, + "val_loss": 0.9324178099632263, + "acc": 67.58, + "time": 121.27851842902601, + "param": [ + { + "p": 0.2266281545162201, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15042996406555176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005596399772912264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015780052170157433, + "m": 1.0 + }, + { + "p": 0.02677854150533676, + "m": 1.0 + }, + { + "p": 0.05859917029738426, + "m": 1.0 + }, + { + "p": 0.19350135326385498, + "m": 1.0 + }, + { + "p": 0.04839099198579788, + "m": 1.0 + }, + { + "p": 0.10652714967727661, + "m": 1.0 + }, + { + "p": 0.167768195271492, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.3289047479629517, + "val_loss": 0.8920245170593262, + "acc": 67.53, + "time": 120.74549359688535, + "param": [ + { + "p": 0.22250176966190338, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15616460144519806, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0016831783577799797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01419210247695446, + "m": 1.0 + }, + { + "p": 0.024394460022449493, + "m": 1.0 + }, + { + "p": 0.06408459693193436, + "m": 1.0 + }, + { + "p": 0.1938975602388382, + "m": 1.0 + }, + { + "p": 0.05405418202280998, + "m": 1.0 + }, + { + "p": 0.09192035347223282, + "m": 1.0 + }, + { + "p": 0.17710721492767334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.1173319816589355, + "val_loss": 0.9325354099273682, + "acc": 67.68, + "time": 119.16435426403768, + "param": [ + { + "p": 0.2270725965499878, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15777012705802917, + "m": 1.0 + }, + { + "p": 0.000639381178189069, + "m": 1.0 + }, + { + "p": 0.01584242284297943, + "m": 1.0 + }, + { + "p": 0.003696838393807411, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012612661346793175, + "m": 1.0 + }, + { + "p": 0.06972940266132355, + "m": 1.0 + }, + { + "p": 0.193414106965065, + "m": 1.0 + }, + { + "p": 0.05613311380147934, + "m": 1.0 + }, + { + "p": 0.08459355682134628, + "m": 1.0 + }, + { + "p": 0.17849580943584442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.172920823097229, + "val_loss": 0.9209008812904358, + "acc": 66.78, + "time": 119.21256310283206, + "param": [ + { + "p": 0.25565433502197266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16171957552433014, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014521677047014236, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007151045370846987, + "m": 1.0 + }, + { + "p": 0.06614765524864197, + "m": 1.0 + }, + { + "p": 0.19623315334320068, + "m": 1.0 + }, + { + "p": 0.04509536549448967, + "m": 1.0 + }, + { + "p": 0.07215616106987, + "m": 1.0 + }, + { + "p": 0.18132106959819794, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 0.942011296749115, + "val_loss": 0.8892372846603394, + "acc": 68.45, + "time": 120.94040848617442, + "param": [ + { + "p": 0.27186456322669983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17694751918315887, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0024340490344911814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004384275060147047, + "m": 1.0 + }, + { + "p": 0.01058410294353962, + "m": 1.0 + }, + { + "p": 0.06144726276397705, + "m": 1.0 + }, + { + "p": 0.201811283826828, + "m": 1.0 + }, + { + "p": 0.025687972083687782, + "m": 1.0 + }, + { + "p": 0.06066715717315674, + "m": 1.0 + }, + { + "p": 0.18417182564735413, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.0326670408248901, + "val_loss": 0.9271771311759949, + "acc": 67.92, + "time": 119.24156844103709, + "param": [ + { + "p": 0.2455485612154007, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16554634273052216, + "m": 1.0 + }, + { + "p": 0.010122191160917282, + "m": 1.0 + }, + { + "p": 0.008011485449969769, + "m": 1.0 + }, + { + "p": 0.009720408357679844, + "m": 1.0 + }, + { + "p": 0.023432636633515358, + "m": 1.0 + }, + { + "p": 0.02539370395243168, + "m": 1.0 + }, + { + "p": 0.0646970197558403, + "m": 1.0 + }, + { + "p": 0.18001464009284973, + "m": 1.0 + }, + { + "p": 0.02957760915160179, + "m": 1.0 + }, + { + "p": 0.06007290631532669, + "m": 1.0 + }, + { + "p": 0.170686736702919, + "m": 1.0 + }, + { + "p": 0.0071758488193154335, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.2488524913787842, + "val_loss": 0.900431215763092, + "acc": 69.1, + "time": 120.93073181807995, + "param": [ + { + "p": 0.1896134465932846, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13030537962913513, + "m": 1.0 + }, + { + "p": 0.03304034098982811, + "m": 1.0 + }, + { + "p": 0.02971041575074196, + "m": 1.0 + }, + { + "p": 0.027736730873584747, + "m": 1.0 + }, + { + "p": 0.048232853412628174, + "m": 1.0 + }, + { + "p": 0.046825289726257324, + "m": 1.0 + }, + { + "p": 0.071122907102108, + "m": 1.0 + }, + { + "p": 0.14566396176815033, + "m": 1.0 + }, + { + "p": 0.04462090879678726, + "m": 1.0 + }, + { + "p": 0.07090677320957184, + "m": 1.0 + }, + { + "p": 0.14291712641716003, + "m": 1.0 + }, + { + "p": 0.019303930923342705, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.1644773483276367, + "val_loss": 0.8927077054977417, + "acc": 69.2, + "time": 120.33533151308075, + "param": [ + { + "p": 0.16791857779026031, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11875467747449875, + "m": 1.0 + }, + { + "p": 0.0383245125412941, + "m": 1.0 + }, + { + "p": 0.042079802602529526, + "m": 1.0 + }, + { + "p": 0.05071130394935608, + "m": 1.0 + }, + { + "p": 0.06215186044573784, + "m": 1.0 + }, + { + "p": 0.04713266342878342, + "m": 1.0 + }, + { + "p": 0.08381301909685135, + "m": 1.0 + }, + { + "p": 0.1327560842037201, + "m": 1.0 + }, + { + "p": 0.05655880272388458, + "m": 1.0 + }, + { + "p": 0.07171009480953217, + "m": 1.0 + }, + { + "p": 0.12808862328529358, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.3293533325195312, + "val_loss": 0.8458667993545532, + "acc": 68.76, + "time": 111.20851459400728, + "param": [ + { + "p": 0.1526940017938614, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10632197558879852, + "m": 1.0 + }, + { + "p": 0.047391489148139954, + "m": 1.0 + }, + { + "p": 0.043304167687892914, + "m": 1.0 + }, + { + "p": 0.0661146491765976, + "m": 1.0 + }, + { + "p": 0.07116448134183884, + "m": 1.0 + }, + { + "p": 0.04839074984192848, + "m": 1.0 + }, + { + "p": 0.09056923538446426, + "m": 1.0 + }, + { + "p": 0.11657259613275528, + "m": 1.0 + }, + { + "p": 0.06959934532642365, + "m": 1.0 + }, + { + "p": 0.07553935796022415, + "m": 1.0 + }, + { + "p": 0.11153751611709595, + "m": 1.0 + }, + { + "p": 0.0008004611008800566, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.076537847518921, + "val_loss": 0.9144490361213684, + "acc": 70.15, + "time": 105.5708405401092, + "param": [ + { + "p": 0.16532084345817566, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11915457993745804, + "m": 1.0 + }, + { + "p": 0.043171804398298264, + "m": 1.0 + }, + { + "p": 0.023986319079995155, + "m": 1.0 + }, + { + "p": 0.05700366199016571, + "m": 1.0 + }, + { + "p": 0.0797802060842514, + "m": 1.0 + }, + { + "p": 0.040073785930871964, + "m": 1.0 + }, + { + "p": 0.09502346813678741, + "m": 1.0 + }, + { + "p": 0.10786561667919159, + "m": 1.0 + }, + { + "p": 0.08162334561347961, + "m": 1.0 + }, + { + "p": 0.07255904376506805, + "m": 1.0 + }, + { + "p": 0.11443731188774109, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.1914427280426025, + "val_loss": 0.8695802688598633, + "acc": 68.66, + "time": 106.15315562393516, + "param": [ + { + "p": 0.17131131887435913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14212681353092194, + "m": 1.0 + }, + { + "p": 0.031980570405721664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05340428277850151, + "m": 1.0 + }, + { + "p": 0.08597850799560547, + "m": 1.0 + }, + { + "p": 0.047220226377248764, + "m": 1.0 + }, + { + "p": 0.09897510707378387, + "m": 1.0 + }, + { + "p": 0.10425328463315964, + "m": 1.0 + }, + { + "p": 0.07797513157129288, + "m": 1.0 + }, + { + "p": 0.06684605777263641, + "m": 1.0 + }, + { + "p": 0.11595063656568527, + "m": 1.0 + }, + { + "p": 0.00397807452827692, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 0.9703471064567566, + "val_loss": 0.8705942630767822, + "acc": 70.25, + "time": 114.51450342009775, + "param": [ + { + "p": 0.17633910477161407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15299026668071747, + "m": 1.0 + }, + { + "p": 0.01863565854728222, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06238456815481186, + "m": 1.0 + }, + { + "p": 0.0862591564655304, + "m": 1.0 + }, + { + "p": 0.051396388560533524, + "m": 1.0 + }, + { + "p": 0.10459047555923462, + "m": 1.0 + }, + { + "p": 0.09677570313215256, + "m": 1.0 + }, + { + "p": 0.0672152191400528, + "m": 1.0 + }, + { + "p": 0.06624022126197815, + "m": 1.0 + }, + { + "p": 0.11717326194047928, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.2047568559646606, + "val_loss": 0.8770490288734436, + "acc": 69.07, + "time": 122.236752073979, + "param": [ + { + "p": 0.1815546602010727, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16887544095516205, + "m": 1.0 + }, + { + "p": 0.0003177130129188299, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06001056730747223, + "m": 1.0 + }, + { + "p": 0.08957953751087189, + "m": 1.0 + }, + { + "p": 0.049759261310100555, + "m": 1.0 + }, + { + "p": 0.11067597568035126, + "m": 1.0 + }, + { + "p": 0.08379776030778885, + "m": 1.0 + }, + { + "p": 0.06087377294898033, + "m": 1.0 + }, + { + "p": 0.06518565118312836, + "m": 1.0 + }, + { + "p": 0.12936969101428986, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.2589807510375977, + "val_loss": 0.8579991459846497, + "acc": 69.6, + "time": 119.02086903899908, + "param": [ + { + "p": 0.20363831520080566, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1968301385641098, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06255171447992325, + "m": 1.0 + }, + { + "p": 0.0918981283903122, + "m": 1.0 + }, + { + "p": 0.031245963647961617, + "m": 1.0 + }, + { + "p": 0.11127664148807526, + "m": 1.0 + }, + { + "p": 0.06297701597213745, + "m": 1.0 + }, + { + "p": 0.052621498703956604, + "m": 1.0 + }, + { + "p": 0.05218254402279854, + "m": 1.0 + }, + { + "p": 0.13477811217308044, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 0.9301568865776062, + "val_loss": 0.8994665741920471, + "acc": 69.87, + "time": 119.76121189608239, + "param": [ + { + "p": 0.20938903093338013, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21672271192073822, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001993159530684352, + "m": 1.0 + }, + { + "p": 0.05771217867732048, + "m": 1.0 + }, + { + "p": 0.08972178399562836, + "m": 1.0 + }, + { + "p": 0.025729790329933167, + "m": 1.0 + }, + { + "p": 0.11208458244800568, + "m": 1.0 + }, + { + "p": 0.054620157927274704, + "m": 1.0 + }, + { + "p": 0.046835754066705704, + "m": 1.0 + }, + { + "p": 0.05257114768028259, + "m": 1.0 + }, + { + "p": 0.1326196789741516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.1132863759994507, + "val_loss": 0.8043177723884583, + "acc": 69.98, + "time": 121.64685053704306, + "param": [ + { + "p": 0.19974398612976074, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20469632744789124, + "m": 1.0 + }, + { + "p": 0.007476935163140297, + "m": 1.0 + }, + { + "p": 0.006101944483816624, + "m": 1.0 + }, + { + "p": 0.056020308285951614, + "m": 1.0 + }, + { + "p": 0.08383181691169739, + "m": 1.0 + }, + { + "p": 0.022591743618249893, + "m": 1.0 + }, + { + "p": 0.11398576200008392, + "m": 1.0 + }, + { + "p": 0.06576626002788544, + "m": 1.0 + }, + { + "p": 0.050358403474092484, + "m": 1.0 + }, + { + "p": 0.0685051679611206, + "m": 1.0 + }, + { + "p": 0.12025389820337296, + "m": 1.0 + }, + { + "p": 0.0006675434415228665, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.1424241065979004, + "val_loss": 0.9019291400909424, + "acc": 69.07, + "time": 118.98710153112188, + "param": [ + { + "p": 0.20355835556983948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2022762894630432, + "m": 1.0 + }, + { + "p": 0.007304568774998188, + "m": 1.0 + }, + { + "p": 0.003595217363908887, + "m": 1.0 + }, + { + "p": 0.05890735983848572, + "m": 1.0 + }, + { + "p": 0.0699244812130928, + "m": 1.0 + }, + { + "p": 0.02393716759979725, + "m": 1.0 + }, + { + "p": 0.11790606379508972, + "m": 1.0 + }, + { + "p": 0.07970201224088669, + "m": 1.0 + }, + { + "p": 0.053592368960380554, + "m": 1.0 + }, + { + "p": 0.061312850564718246, + "m": 1.0 + }, + { + "p": 0.11667320132255554, + "m": 1.0 + }, + { + "p": 0.0013101191725581884, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 0.9434915781021118, + "val_loss": 0.9894770383834839, + "acc": 69.79, + "time": 122.24832319491543, + "param": [ + { + "p": 0.18982326984405518, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18848495185375214, + "m": 1.0 + }, + { + "p": 0.0097831254824996, + "m": 1.0 + }, + { + "p": 0.008777450770139694, + "m": 1.0 + }, + { + "p": 0.06195473670959473, + "m": 1.0 + }, + { + "p": 0.06790562719106674, + "m": 1.0 + }, + { + "p": 0.023334182798862457, + "m": 1.0 + }, + { + "p": 0.10907766968011856, + "m": 1.0 + }, + { + "p": 0.08632504940032959, + "m": 1.0 + }, + { + "p": 0.06404709070920944, + "m": 1.0 + }, + { + "p": 0.06316071003675461, + "m": 1.0 + }, + { + "p": 0.11486160010099411, + "m": 1.0 + }, + { + "p": 0.012464538216590881, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.6331820487976074, + "val_loss": 0.8374614715576172, + "acc": 70.35, + "time": 118.72850761492737, + "param": [ + { + "p": 0.16843466460704803, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1760217249393463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01778663694858551, + "m": 1.0 + }, + { + "p": 0.07672219723463058, + "m": 1.0 + }, + { + "p": 0.07494410872459412, + "m": 1.0 + }, + { + "p": 0.016326284036040306, + "m": 1.0 + }, + { + "p": 0.10127794742584229, + "m": 1.0 + }, + { + "p": 0.0858820229768753, + "m": 1.0 + }, + { + "p": 0.08146034926176071, + "m": 1.0 + }, + { + "p": 0.0652569830417633, + "m": 1.0 + }, + { + "p": 0.1133984699845314, + "m": 1.0 + }, + { + "p": 0.022488564252853394, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.2330551147460938, + "val_loss": 0.9207252860069275, + "acc": 70.28, + "time": 119.78552458318882, + "param": [ + { + "p": 0.15407398343086243, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16211895644664764, + "m": 1.0 + }, + { + "p": 0.00012336537474766374, + "m": 1.0 + }, + { + "p": 0.04001327604055405, + "m": 1.0 + }, + { + "p": 0.07525599747896194, + "m": 1.0 + }, + { + "p": 0.08696135878562927, + "m": 1.0 + }, + { + "p": 0.021298343315720558, + "m": 1.0 + }, + { + "p": 0.0812213122844696, + "m": 1.0 + }, + { + "p": 0.08919540792703629, + "m": 1.0 + }, + { + "p": 0.08214129507541656, + "m": 1.0 + }, + { + "p": 0.0717243105173111, + "m": 1.0 + }, + { + "p": 0.10236261785030365, + "m": 1.0 + }, + { + "p": 0.033509861677885056, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.2031131982803345, + "val_loss": 0.8433918356895447, + "acc": 69.77, + "time": 121.2054592159111, + "param": [ + { + "p": 0.1610945761203766, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15905903279781342, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04182003438472748, + "m": 1.0 + }, + { + "p": 0.07349049299955368, + "m": 1.0 + }, + { + "p": 0.09252484887838364, + "m": 1.0 + }, + { + "p": 0.016529064625501633, + "m": 1.0 + }, + { + "p": 0.07040098309516907, + "m": 1.0 + }, + { + "p": 0.08832983672618866, + "m": 1.0 + }, + { + "p": 0.09470605105161667, + "m": 1.0 + }, + { + "p": 0.07281583547592163, + "m": 1.0 + }, + { + "p": 0.0975140780210495, + "m": 1.0 + }, + { + "p": 0.03171520307660103, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.1556938886642456, + "val_loss": 0.7882576584815979, + "acc": 70.7, + "time": 120.76755805499852, + "param": [ + { + "p": 0.15263070166110992, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1419193595647812, + "m": 1.0 + }, + { + "p": 0.004355019424110651, + "m": 1.0 + }, + { + "p": 0.04252778738737106, + "m": 1.0 + }, + { + "p": 0.06902234256267548, + "m": 1.0 + }, + { + "p": 0.10232944041490555, + "m": 1.0 + }, + { + "p": 0.01708466187119484, + "m": 1.0 + }, + { + "p": 0.07068059593439102, + "m": 1.0 + }, + { + "p": 0.08765094727277756, + "m": 1.0 + }, + { + "p": 0.098659448325634, + "m": 1.0 + }, + { + "p": 0.06946858018636703, + "m": 1.0 + }, + { + "p": 0.10523074865341187, + "m": 1.0 + }, + { + "p": 0.038440391421318054, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.0706931352615356, + "val_loss": 0.9882120490074158, + "acc": 69.27, + "time": 119.30638386704959, + "param": [ + { + "p": 0.13735431432724, + "m": 1.0 + }, + { + "p": 0.006792403291910887, + "m": 1.0 + }, + { + "p": 0.13280296325683594, + "m": 1.0 + }, + { + "p": 0.008243381045758724, + "m": 1.0 + }, + { + "p": 0.03840482234954834, + "m": 1.0 + }, + { + "p": 0.06920985877513885, + "m": 1.0 + }, + { + "p": 0.10739114135503769, + "m": 1.0 + }, + { + "p": 0.02008781209588051, + "m": 1.0 + }, + { + "p": 0.07746093720197678, + "m": 1.0 + }, + { + "p": 0.08962719142436981, + "m": 1.0 + }, + { + "p": 0.10223428905010223, + "m": 1.0 + }, + { + "p": 0.07583335787057877, + "m": 1.0 + }, + { + "p": 0.10167541354894638, + "m": 1.0 + }, + { + "p": 0.032882075756788254, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.0283572673797607, + "val_loss": 0.7680690884590149, + "acc": 70.38, + "time": 120.36035096296109, + "param": [ + { + "p": 0.12640726566314697, + "m": 1.0 + }, + { + "p": 0.01722881942987442, + "m": 1.0 + }, + { + "p": 0.12927649915218353, + "m": 1.0 + }, + { + "p": 0.012778940610587597, + "m": 1.0 + }, + { + "p": 0.05178232118487358, + "m": 1.0 + }, + { + "p": 0.06363984942436218, + "m": 1.0 + }, + { + "p": 0.10049989819526672, + "m": 1.0 + }, + { + "p": 0.024639343842864037, + "m": 1.0 + }, + { + "p": 0.08370602875947952, + "m": 1.0 + }, + { + "p": 0.08012096583843231, + "m": 1.0 + }, + { + "p": 0.10606575012207031, + "m": 1.0 + }, + { + "p": 0.07785652577877045, + "m": 1.0 + }, + { + "p": 0.09329652041196823, + "m": 1.0 + }, + { + "p": 0.0327012874186039, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.2872073650360107, + "val_loss": 0.8270925283432007, + "acc": 70.79, + "time": 120.78027906618081, + "param": [ + { + "p": 0.11595436185598373, + "m": 1.0 + }, + { + "p": 0.022401556372642517, + "m": 1.0 + }, + { + "p": 0.12701915204524994, + "m": 1.0 + }, + { + "p": 0.017256375402212143, + "m": 1.0 + }, + { + "p": 0.0586465522646904, + "m": 1.0 + }, + { + "p": 0.0596764013171196, + "m": 1.0 + }, + { + "p": 0.08640160411596298, + "m": 1.0 + }, + { + "p": 0.02719552256166935, + "m": 1.0 + }, + { + "p": 0.08322606235742569, + "m": 1.0 + }, + { + "p": 0.08232694119215012, + "m": 1.0 + }, + { + "p": 0.10326778143644333, + "m": 1.0 + }, + { + "p": 0.08135981112718582, + "m": 1.0 + }, + { + "p": 0.09460541605949402, + "m": 1.0 + }, + { + "p": 0.04066232964396477, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.2138770818710327, + "val_loss": 0.849024772644043, + "acc": 69.84, + "time": 118.41014407901093, + "param": [ + { + "p": 0.11375225335359573, + "m": 1.0 + }, + { + "p": 0.018573002889752388, + "m": 1.0 + }, + { + "p": 0.13984467089176178, + "m": 1.0 + }, + { + "p": 0.014765927568078041, + "m": 1.0 + }, + { + "p": 0.053901173174381256, + "m": 1.0 + }, + { + "p": 0.06923778355121613, + "m": 1.0 + }, + { + "p": 0.07450458407402039, + "m": 1.0 + }, + { + "p": 0.013863294385373592, + "m": 1.0 + }, + { + "p": 0.07411603629589081, + "m": 1.0 + }, + { + "p": 0.0903717428445816, + "m": 1.0 + }, + { + "p": 0.10668811202049255, + "m": 1.0 + }, + { + "p": 0.08826258778572083, + "m": 1.0 + }, + { + "p": 0.09720661491155624, + "m": 1.0 + }, + { + "p": 0.04491220787167549, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.192568063735962, + "val_loss": 0.7923391461372375, + "acc": 70.94, + "time": 115.77673059888184, + "param": [ + { + "p": 0.11258572340011597, + "m": 1.0 + }, + { + "p": 0.0054439278319478035, + "m": 1.0 + }, + { + "p": 0.1722203493118286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039872173219919205, + "m": 1.0 + }, + { + "p": 0.06460513174533844, + "m": 1.0 + }, + { + "p": 0.06611798703670502, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06974200904369354, + "m": 1.0 + }, + { + "p": 0.10529620945453644, + "m": 1.0 + }, + { + "p": 0.1181258112192154, + "m": 1.0 + }, + { + "p": 0.09560525417327881, + "m": 1.0 + }, + { + "p": 0.11646445840597153, + "m": 1.0 + }, + { + "p": 0.033921018242836, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.1128209829330444, + "val_loss": 0.9735709428787231, + "acc": 70.57, + "time": 121.21238015103154, + "param": [ + { + "p": 0.11266674101352692, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22723791003227234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010755356401205063, + "m": 1.0 + }, + { + "p": 0.03594858944416046, + "m": 1.0 + }, + { + "p": 0.06341094523668289, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07007645815610886, + "m": 1.0 + }, + { + "p": 0.12721949815750122, + "m": 1.0 + }, + { + "p": 0.1338266134262085, + "m": 1.0 + }, + { + "p": 0.09377048909664154, + "m": 1.0 + }, + { + "p": 0.12508735060691833, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.237070083618164, + "val_loss": 0.8713855147361755, + "acc": 70.95, + "time": 118.97209111507982, + "param": [ + { + "p": 0.10724012553691864, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28836965560913086, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0007370964158326387, + "m": 1.0 + }, + { + "p": 0.03958504647016525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05962737649679184, + "m": 1.0 + }, + { + "p": 0.15622872114181519, + "m": 1.0 + }, + { + "p": 0.1345287561416626, + "m": 1.0 + }, + { + "p": 0.0882059708237648, + "m": 1.0 + }, + { + "p": 0.12547729909420013, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.273270845413208, + "val_loss": 0.891847550868988, + "acc": 70.64, + "time": 116.18480576016009, + "param": [ + { + "p": 0.10530468821525574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3081786334514618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0026378356851637363, + "m": 1.0 + }, + { + "p": 1.7649726942181587e-05, + "m": 1.0 + }, + { + "p": 0.018448272719979286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06015253812074661, + "m": 1.0 + }, + { + "p": 0.16453786194324493, + "m": 1.0 + }, + { + "p": 0.14297133684158325, + "m": 1.0 + }, + { + "p": 0.08693786710500717, + "m": 1.0 + }, + { + "p": 0.11081337928771973, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.1512995958328247, + "val_loss": 0.8195149302482605, + "acc": 70.76, + "time": 121.45247253589332, + "param": [ + { + "p": 0.11243195086717606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.29130855202674866, + "m": 1.0 + }, + { + "p": 0.002945840824395418, + "m": 1.0 + }, + { + "p": 0.0006238220375962555, + "m": 1.0 + }, + { + "p": 0.014199703000485897, + "m": 1.0 + }, + { + "p": 0.01722363755106926, + "m": 1.0 + }, + { + "p": 0.01245548203587532, + "m": 1.0 + }, + { + "p": 0.058600883930921555, + "m": 1.0 + }, + { + "p": 0.15492914617061615, + "m": 1.0 + }, + { + "p": 0.13982634246349335, + "m": 1.0 + }, + { + "p": 0.09285728633403778, + "m": 1.0 + }, + { + "p": 0.09572804719209671, + "m": 1.0 + }, + { + "p": 0.006869373843073845, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.2338778972625732, + "val_loss": 0.8440800309181213, + "acc": 71.27, + "time": 122.40816542319953, + "param": [ + { + "p": 0.11542006582021713, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25933200120925903, + "m": 1.0 + }, + { + "p": 0.009059328585863113, + "m": 1.0 + }, + { + "p": 0.01118634082376957, + "m": 1.0 + }, + { + "p": 0.03363571688532829, + "m": 1.0 + }, + { + "p": 0.016151946038007736, + "m": 1.0 + }, + { + "p": 0.009063770063221455, + "m": 1.0 + }, + { + "p": 0.06611377745866776, + "m": 1.0 + }, + { + "p": 0.1388433575630188, + "m": 1.0 + }, + { + "p": 0.1279386579990387, + "m": 1.0 + }, + { + "p": 0.11178447306156158, + "m": 1.0 + }, + { + "p": 0.09240409731864929, + "m": 1.0 + }, + { + "p": 0.009066404774785042, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.0315437316894531, + "val_loss": 0.8369487524032593, + "acc": 71.0, + "time": 121.52456132695079, + "param": [ + { + "p": 0.1167658269405365, + "m": 1.0 + }, + { + "p": 0.0005239187739789486, + "m": 1.0 + }, + { + "p": 0.2337784320116043, + "m": 1.0 + }, + { + "p": 0.013913774862885475, + "m": 1.0 + }, + { + "p": 0.01708369329571724, + "m": 1.0 + }, + { + "p": 0.04607030749320984, + "m": 1.0 + }, + { + "p": 0.02237800881266594, + "m": 1.0 + }, + { + "p": 0.008791734464466572, + "m": 1.0 + }, + { + "p": 0.07740717381238937, + "m": 1.0 + }, + { + "p": 0.13091880083084106, + "m": 1.0 + }, + { + "p": 0.12031908333301544, + "m": 1.0 + }, + { + "p": 0.11157555878162384, + "m": 1.0 + }, + { + "p": 0.09305258840322495, + "m": 1.0 + }, + { + "p": 0.007420999463647604, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.9529989361763, + "val_loss": 0.7958500385284424, + "acc": 71.65, + "time": 121.3815755059477, + "param": [ + { + "p": 0.10671529173851013, + "m": 1.0 + }, + { + "p": 0.0031272589694708586, + "m": 1.0 + }, + { + "p": 0.23082812130451202, + "m": 1.0 + }, + { + "p": 0.03649534657597542, + "m": 1.0 + }, + { + "p": 0.02252739667892456, + "m": 1.0 + }, + { + "p": 0.03843194246292114, + "m": 1.0 + }, + { + "p": 0.024858593940734863, + "m": 1.0 + }, + { + "p": 0.015304180793464184, + "m": 1.0 + }, + { + "p": 0.08610692620277405, + "m": 1.0 + }, + { + "p": 0.11920107156038284, + "m": 1.0 + }, + { + "p": 0.11127665638923645, + "m": 1.0 + }, + { + "p": 0.10808376967906952, + "m": 1.0 + }, + { + "p": 0.09704337269067764, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.0973703861236572, + "val_loss": 0.7583076357841492, + "acc": 71.8, + "time": 120.29006200889125, + "param": [ + { + "p": 0.11197014898061752, + "m": 1.0 + }, + { + "p": 0.011873617768287659, + "m": 1.0 + }, + { + "p": 0.21252283453941345, + "m": 1.0 + }, + { + "p": 0.04628615081310272, + "m": 1.0 + }, + { + "p": 0.035437144339084625, + "m": 1.0 + }, + { + "p": 0.034252334386110306, + "m": 1.0 + }, + { + "p": 0.03145473450422287, + "m": 1.0 + }, + { + "p": 0.017512526363134384, + "m": 1.0 + }, + { + "p": 0.09020251035690308, + "m": 1.0 + }, + { + "p": 0.0999690368771553, + "m": 1.0 + }, + { + "p": 0.10389804095029831, + "m": 1.0 + }, + { + "p": 0.10482683777809143, + "m": 1.0 + }, + { + "p": 0.09979411214590073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.0195320844650269, + "val_loss": 0.7562056183815002, + "acc": 71.84, + "time": 120.2058893230278, + "param": [ + { + "p": 0.11744251847267151, + "m": 1.0 + }, + { + "p": 0.015806186944246292, + "m": 1.0 + }, + { + "p": 0.1854330152273178, + "m": 1.0 + }, + { + "p": 0.05040835961699486, + "m": 1.0 + }, + { + "p": 0.048898354172706604, + "m": 1.0 + }, + { + "p": 0.045937132090330124, + "m": 1.0 + }, + { + "p": 0.029746683314442635, + "m": 1.0 + }, + { + "p": 0.023929975926876068, + "m": 1.0 + }, + { + "p": 0.08722143620252609, + "m": 1.0 + }, + { + "p": 0.08436107635498047, + "m": 1.0 + }, + { + "p": 0.10032611340284348, + "m": 1.0 + }, + { + "p": 0.10962117463350296, + "m": 1.0 + }, + { + "p": 0.09521269053220749, + "m": 1.0 + }, + { + "p": 0.005655304994434118, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.2751832008361816, + "val_loss": 0.7236166596412659, + "acc": 72.0, + "time": 121.57698478689417, + "param": [ + { + "p": 0.11855681985616684, + "m": 1.0 + }, + { + "p": 0.018651878461241722, + "m": 1.0 + }, + { + "p": 0.15776550769805908, + "m": 1.0 + }, + { + "p": 0.04710884392261505, + "m": 1.0 + }, + { + "p": 0.0493638850748539, + "m": 1.0 + }, + { + "p": 0.0439598485827446, + "m": 1.0 + }, + { + "p": 0.027932850643992424, + "m": 1.0 + }, + { + "p": 0.041906461119651794, + "m": 1.0 + }, + { + "p": 0.08538679778575897, + "m": 1.0 + }, + { + "p": 0.07887432724237442, + "m": 1.0 + }, + { + "p": 0.09982936084270477, + "m": 1.0 + }, + { + "p": 0.11275651305913925, + "m": 1.0 + }, + { + "p": 0.10426875203847885, + "m": 1.0 + }, + { + "p": 0.013638192787766457, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.0804530382156372, + "val_loss": 0.806186854839325, + "acc": 71.86, + "time": 121.47650365019217, + "param": [ + { + "p": 0.1199965700507164, + "m": 1.0 + }, + { + "p": 0.014447876252233982, + "m": 1.0 + }, + { + "p": 0.14388203620910645, + "m": 1.0 + }, + { + "p": 0.04299100860953331, + "m": 1.0 + }, + { + "p": 0.052032146602869034, + "m": 1.0 + }, + { + "p": 0.03676982596516609, + "m": 1.0 + }, + { + "p": 0.029096592217683792, + "m": 1.0 + }, + { + "p": 0.06239589303731918, + "m": 1.0 + }, + { + "p": 0.08830276876688004, + "m": 1.0 + }, + { + "p": 0.0804232731461525, + "m": 1.0 + }, + { + "p": 0.09635399281978607, + "m": 1.0 + }, + { + "p": 0.10749267041683197, + "m": 1.0 + }, + { + "p": 0.11484470218420029, + "m": 1.0 + }, + { + "p": 0.01097050216048956, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.9516169428825378, + "val_loss": 0.7134440541267395, + "acc": 71.14, + "time": 120.60320242098533, + "param": [ + { + "p": 0.12248401343822479, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14159497618675232, + "m": 1.0 + }, + { + "p": 0.045922745019197464, + "m": 1.0 + }, + { + "p": 0.054733648896217346, + "m": 1.0 + }, + { + "p": 0.022058339789509773, + "m": 1.0 + }, + { + "p": 0.02769915759563446, + "m": 1.0 + }, + { + "p": 0.07564780116081238, + "m": 1.0 + }, + { + "p": 0.10514461249113083, + "m": 1.0 + }, + { + "p": 0.07974421232938766, + "m": 1.0 + }, + { + "p": 0.0892069861292839, + "m": 1.0 + }, + { + "p": 0.10623087733983994, + "m": 1.0 + }, + { + "p": 0.1295325756072998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.0642390251159668, + "val_loss": 0.7535424828529358, + "acc": 71.38, + "time": 122.07676587300375, + "param": [ + { + "p": 0.11874263733625412, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14812734723091125, + "m": 1.0 + }, + { + "p": 0.025449097156524658, + "m": 1.0 + }, + { + "p": 0.05298001319169998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02163330279290676, + "m": 1.0 + }, + { + "p": 0.08045710623264313, + "m": 1.0 + }, + { + "p": 0.1291060447692871, + "m": 1.0 + }, + { + "p": 0.08449709415435791, + "m": 1.0 + }, + { + "p": 0.0767456665635109, + "m": 1.0 + }, + { + "p": 0.10596262663602829, + "m": 1.0 + }, + { + "p": 0.15629908442497253, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.1924102306365967, + "val_loss": 0.8943531513214111, + "acc": 71.59, + "time": 120.01915951096453, + "param": [ + { + "p": 0.11084595322608948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15392732620239258, + "m": 1.0 + }, + { + "p": 0.01693950966000557, + "m": 1.0 + }, + { + "p": 0.039195816963911057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01979532465338707, + "m": 1.0 + }, + { + "p": 0.08856010437011719, + "m": 1.0 + }, + { + "p": 0.13837172091007233, + "m": 1.0 + }, + { + "p": 0.08822784572839737, + "m": 1.0 + }, + { + "p": 0.049965642392635345, + "m": 1.0 + }, + { + "p": 0.10983331501483917, + "m": 1.0 + }, + { + "p": 0.18433746695518494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.2429026365280151, + "val_loss": 0.9199443459510803, + "acc": 71.86, + "time": 121.57547278492711, + "param": [ + { + "p": 0.11140482872724533, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17391973733901978, + "m": 1.0 + }, + { + "p": 0.015365758910775185, + "m": 1.0 + }, + { + "p": 0.019207710400223732, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009331473847851157, + "m": 1.0 + }, + { + "p": 0.09486416727304459, + "m": 1.0 + }, + { + "p": 0.1328604817390442, + "m": 1.0 + }, + { + "p": 0.09789527207612991, + "m": 1.0 + }, + { + "p": 0.023781128227710724, + "m": 1.0 + }, + { + "p": 0.11364123225212097, + "m": 1.0 + }, + { + "p": 0.21612650156021118, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.9737375974655151, + "val_loss": 0.821902334690094, + "acc": 72.22, + "time": 119.4028958498966, + "param": [ + { + "p": 0.11684753745794296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16306202113628387, + "m": 1.0 + }, + { + "p": 0.017898576334118843, + "m": 1.0 + }, + { + "p": 0.0011425954289734364, + "m": 1.0 + }, + { + "p": 0.0014210528461262584, + "m": 1.0 + }, + { + "p": 0.0018136559519916773, + "m": 1.0 + }, + { + "p": 0.10371606051921844, + "m": 1.0 + }, + { + "p": 0.13781578838825226, + "m": 1.0 + }, + { + "p": 0.09667376428842545, + "m": 1.0 + }, + { + "p": 0.015396947972476482, + "m": 1.0 + }, + { + "p": 0.11689254641532898, + "m": 1.0 + }, + { + "p": 0.22089135646820068, + "m": 1.0 + }, + { + "p": 0.006428120657801628, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.098763346672058, + "val_loss": 0.7693974375724792, + "acc": 72.28, + "time": 123.13740403810516, + "param": [ + { + "p": 0.1033962219953537, + "m": 1.0 + }, + { + "p": 0.004506693221628666, + "m": 1.0 + }, + { + "p": 0.1467013955116272, + "m": 1.0 + }, + { + "p": 0.019733339548110962, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012215139344334602, + "m": 1.0 + }, + { + "p": 0.009679487906396389, + "m": 1.0 + }, + { + "p": 0.0951518565416336, + "m": 1.0 + }, + { + "p": 0.13451740145683289, + "m": 1.0 + }, + { + "p": 0.10065649449825287, + "m": 1.0 + }, + { + "p": 0.027356937527656555, + "m": 1.0 + }, + { + "p": 0.11066245287656784, + "m": 1.0 + }, + { + "p": 0.21461936831474304, + "m": 1.0 + }, + { + "p": 0.020803237333893776, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.9344030618667603, + "val_loss": 0.7468748688697815, + "acc": 72.31, + "time": 120.24216803093441, + "param": [ + { + "p": 0.10177937895059586, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14083120226860046, + "m": 1.0 + }, + { + "p": 0.008959565311670303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010170426219701767, + "m": 1.0 + }, + { + "p": 0.01642242819070816, + "m": 1.0 + }, + { + "p": 0.07379930466413498, + "m": 1.0 + }, + { + "p": 0.12757349014282227, + "m": 1.0 + }, + { + "p": 0.12403881549835205, + "m": 1.0 + }, + { + "p": 0.04481071978807449, + "m": 1.0 + }, + { + "p": 0.10214598476886749, + "m": 1.0 + }, + { + "p": 0.22094519436359406, + "m": 1.0 + }, + { + "p": 0.0285235196352005, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.0222851037979126, + "val_loss": 0.7275330424308777, + "acc": 71.14, + "time": 119.86399513203651, + "param": [ + { + "p": 0.10720939189195633, + "m": 1.0 + }, + { + "p": 0.0017193825915455818, + "m": 1.0 + }, + { + "p": 0.1340896636247635, + "m": 1.0 + }, + { + "p": 0.006080202758312225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001694248290732503, + "m": 1.0 + }, + { + "p": 0.024441450834274292, + "m": 1.0 + }, + { + "p": 0.06149328500032425, + "m": 1.0 + }, + { + "p": 0.1176161989569664, + "m": 1.0 + }, + { + "p": 0.13495828211307526, + "m": 1.0 + }, + { + "p": 0.062115564942359924, + "m": 1.0 + }, + { + "p": 0.0984310507774353, + "m": 1.0 + }, + { + "p": 0.21002286672592163, + "m": 1.0 + }, + { + "p": 0.040128450840711594, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.2775015830993652, + "val_loss": 0.7835469841957092, + "acc": 71.75, + "time": 120.29810784198344, + "param": [ + { + "p": 0.11585184931755066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13546396791934967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0003613281878642738, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03316335752606392, + "m": 1.0 + }, + { + "p": 0.046887874603271484, + "m": 1.0 + }, + { + "p": 0.10911931097507477, + "m": 1.0 + }, + { + "p": 0.1528734415769577, + "m": 1.0 + }, + { + "p": 0.06225412338972092, + "m": 1.0 + }, + { + "p": 0.09842592477798462, + "m": 1.0 + }, + { + "p": 0.20872196555137634, + "m": 1.0 + }, + { + "p": 0.0368768535554409, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.9777315855026245, + "val_loss": 0.876599907875061, + "acc": 72.49, + "time": 119.74361708387733, + "param": [ + { + "p": 0.1258241981267929, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12856340408325195, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012724784202873707, + "m": 1.0 + }, + { + "p": 0.002133562695235014, + "m": 1.0 + }, + { + "p": 0.038217511028051376, + "m": 1.0 + }, + { + "p": 0.037019338458776474, + "m": 1.0 + }, + { + "p": 0.09921076148748398, + "m": 1.0 + }, + { + "p": 0.16522376239299774, + "m": 1.0 + }, + { + "p": 0.06797810643911362, + "m": 1.0 + }, + { + "p": 0.09810616821050644, + "m": 1.0 + }, + { + "p": 0.1918434202671051, + "m": 1.0 + }, + { + "p": 0.033154964447021484, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.162373661994934, + "val_loss": 0.7862699627876282, + "acc": 72.83, + "time": 121.91728761815466, + "param": [ + { + "p": 0.13618455827236176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11623919010162354, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004781254567205906, + "m": 1.0 + }, + { + "p": 0.016808850690722466, + "m": 1.0 + }, + { + "p": 0.02136211283504963, + "m": 1.0 + }, + { + "p": 0.037294480949640274, + "m": 1.0 + }, + { + "p": 0.09614454209804535, + "m": 1.0 + }, + { + "p": 0.17966753244400024, + "m": 1.0 + }, + { + "p": 0.07542067766189575, + "m": 1.0 + }, + { + "p": 0.08935854583978653, + "m": 1.0 + }, + { + "p": 0.1828070431947708, + "m": 1.0 + }, + { + "p": 0.0439312607049942, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.0724326372146606, + "val_loss": 0.8845334649085999, + "acc": 71.91, + "time": 121.25665498198941, + "param": [ + { + "p": 0.12975329160690308, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1145513728260994, + "m": 1.0 + }, + { + "p": 0.008220615796744823, + "m": 1.0 + }, + { + "p": 0.0010735768591985106, + "m": 1.0 + }, + { + "p": 0.027171295136213303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04943221062421799, + "m": 1.0 + }, + { + "p": 0.10411155968904495, + "m": 1.0 + }, + { + "p": 0.18388128280639648, + "m": 1.0 + }, + { + "p": 0.06963448226451874, + "m": 1.0 + }, + { + "p": 0.07200920581817627, + "m": 1.0 + }, + { + "p": 0.18881383538246155, + "m": 1.0 + }, + { + "p": 0.05134730413556099, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.0170369148254395, + "val_loss": 0.8001681566238403, + "acc": 72.59, + "time": 120.95685537881218, + "param": [ + { + "p": 0.11755982041358948, + "m": 1.0 + }, + { + "p": 0.0010646556038409472, + "m": 1.0 + }, + { + "p": 0.1195317953824997, + "m": 1.0 + }, + { + "p": 0.02575608901679516, + "m": 1.0 + }, + { + "p": 0.0020058208610862494, + "m": 1.0 + }, + { + "p": 0.04501035809516907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.056048981845378876, + "m": 1.0 + }, + { + "p": 0.1188022792339325, + "m": 1.0 + }, + { + "p": 0.15430603921413422, + "m": 1.0 + }, + { + "p": 0.059709202498197556, + "m": 1.0 + }, + { + "p": 0.05979078635573387, + "m": 1.0 + }, + { + "p": 0.17847807705402374, + "m": 1.0 + }, + { + "p": 0.06193605810403824, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.9674444198608398, + "val_loss": 0.9271296262741089, + "acc": 71.03, + "time": 120.84436298813671, + "param": [ + { + "p": 0.11893747746944427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12573908269405365, + "m": 1.0 + }, + { + "p": 0.012198849581182003, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05262119695544243, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05597003176808357, + "m": 1.0 + }, + { + "p": 0.13214151561260223, + "m": 1.0 + }, + { + "p": 0.1510331928730011, + "m": 1.0 + }, + { + "p": 0.05142148211598396, + "m": 1.0 + }, + { + "p": 0.052673373371362686, + "m": 1.0 + }, + { + "p": 0.18971891701221466, + "m": 1.0 + }, + { + "p": 0.05754483863711357, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.9349467158317566, + "val_loss": 0.7994796633720398, + "acc": 71.95, + "time": 118.74709668196738, + "param": [ + { + "p": 0.1350373923778534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1523207128047943, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03512973710894585, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05602554976940155, + "m": 1.0 + }, + { + "p": 0.14402268826961517, + "m": 1.0 + }, + { + "p": 0.13841229677200317, + "m": 1.0 + }, + { + "p": 0.0391407236456871, + "m": 1.0 + }, + { + "p": 0.03630516305565834, + "m": 1.0 + }, + { + "p": 0.21115674078464508, + "m": 1.0 + }, + { + "p": 0.05244896933436394, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.8712087869644165, + "val_loss": 0.7644869685173035, + "acc": 72.22, + "time": 120.42398648313247, + "param": [ + { + "p": 0.15457172691822052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17074811458587646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013370484113693237, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06302661448717117, + "m": 1.0 + }, + { + "p": 0.15734869241714478, + "m": 1.0 + }, + { + "p": 0.12475071102380753, + "m": 1.0 + }, + { + "p": 0.029237575829029083, + "m": 1.0 + }, + { + "p": 0.016749631613492966, + "m": 1.0 + }, + { + "p": 0.22932986915111542, + "m": 1.0 + }, + { + "p": 0.040866635739803314, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.8494528532028198, + "val_loss": 0.9041836261749268, + "acc": 71.5, + "time": 121.19476541294716, + "param": [ + { + "p": 0.17003248631954193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17262573540210724, + "m": 1.0 + }, + { + "p": 0.00046902286703698337, + "m": 1.0 + }, + { + "p": 0.0022891510743647814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0012062471359968185, + "m": 1.0 + }, + { + "p": 0.07713688164949417, + "m": 1.0 + }, + { + "p": 0.16686944663524628, + "m": 1.0 + }, + { + "p": 0.11606601625680923, + "m": 1.0 + }, + { + "p": 0.03334277123212814, + "m": 1.0 + }, + { + "p": 0.0030793456826359034, + "m": 1.0 + }, + { + "p": 0.23769724369049072, + "m": 1.0 + }, + { + "p": 0.019185584038496017, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.0613008737564087, + "val_loss": 0.8131738901138306, + "acc": 72.74, + "time": 115.69286133605056, + "param": [ + { + "p": 0.13989849388599396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14023491740226746, + "m": 1.0 + }, + { + "p": 0.025180693715810776, + "m": 1.0 + }, + { + "p": 0.0256046075373888, + "m": 1.0 + }, + { + "p": 0.02372587099671364, + "m": 1.0 + }, + { + "p": 0.016894914209842682, + "m": 1.0 + }, + { + "p": 0.1016070693731308, + "m": 1.0 + }, + { + "p": 0.13602159917354584, + "m": 1.0 + }, + { + "p": 0.09297750145196915, + "m": 1.0 + }, + { + "p": 0.051962580531835556, + "m": 1.0 + }, + { + "p": 0.034106358885765076, + "m": 1.0 + }, + { + "p": 0.19140371680259705, + "m": 1.0 + }, + { + "p": 0.020381683483719826, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.8683561682701111, + "val_loss": 0.8260306119918823, + "acc": 72.07, + "time": 119.997898302041, + "param": [ + { + "p": 0.13010339438915253, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15028035640716553, + "m": 1.0 + }, + { + "p": 0.03850840404629707, + "m": 1.0 + }, + { + "p": 0.027580518275499344, + "m": 1.0 + }, + { + "p": 0.01534500066190958, + "m": 1.0 + }, + { + "p": 0.0017226344207301736, + "m": 1.0 + }, + { + "p": 0.11280002444982529, + "m": 1.0 + }, + { + "p": 0.12250669300556183, + "m": 1.0 + }, + { + "p": 0.08831780403852463, + "m": 1.0 + }, + { + "p": 0.05608902871608734, + "m": 1.0 + }, + { + "p": 0.04484400153160095, + "m": 1.0 + }, + { + "p": 0.18815448880195618, + "m": 1.0 + }, + { + "p": 0.023747732862830162, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.2765251398086548, + "val_loss": 0.8291342854499817, + "acc": 71.8, + "time": 121.21789128985256, + "param": [ + { + "p": 0.126984104514122, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1555454581975937, + "m": 1.0 + }, + { + "p": 0.03929051011800766, + "m": 1.0 + }, + { + "p": 0.029125258326530457, + "m": 1.0 + }, + { + "p": 0.012307228520512581, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11304311454296112, + "m": 1.0 + }, + { + "p": 0.12260189652442932, + "m": 1.0 + }, + { + "p": 0.09195706993341446, + "m": 1.0 + }, + { + "p": 0.051028814166784286, + "m": 1.0 + }, + { + "p": 0.039343010634183884, + "m": 1.0 + }, + { + "p": 0.2030094414949417, + "m": 1.0 + }, + { + "p": 0.015764042735099792, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.9809445738792419, + "val_loss": 0.744118332862854, + "acc": 72.15, + "time": 120.45928060403094, + "param": [ + { + "p": 0.13291366398334503, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13460974395275116, + "m": 1.0 + }, + { + "p": 0.03464822471141815, + "m": 1.0 + }, + { + "p": 0.03132026270031929, + "m": 1.0 + }, + { + "p": 0.028390737250447273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10448851436376572, + "m": 1.0 + }, + { + "p": 0.11118768155574799, + "m": 1.0 + }, + { + "p": 0.095796599984169, + "m": 1.0 + }, + { + "p": 0.055609080940485, + "m": 1.0 + }, + { + "p": 0.046121519058942795, + "m": 1.0 + }, + { + "p": 0.2061299830675125, + "m": 1.0 + }, + { + "p": 0.018784046173095703, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.0203192234039307, + "val_loss": 0.8409048914909363, + "acc": 71.91, + "time": 122.905160585884, + "param": [ + { + "p": 0.14019595086574554, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1168082058429718, + "m": 1.0 + }, + { + "p": 0.028458289802074432, + "m": 1.0 + }, + { + "p": 0.025118539109826088, + "m": 1.0 + }, + { + "p": 0.04739724099636078, + "m": 1.0 + }, + { + "p": 0.005258679855614901, + "m": 1.0 + }, + { + "p": 0.09097237884998322, + "m": 1.0 + }, + { + "p": 0.09711945801973343, + "m": 1.0 + }, + { + "p": 0.11134519428014755, + "m": 1.0 + }, + { + "p": 0.07461610436439514, + "m": 1.0 + }, + { + "p": 0.054983749985694885, + "m": 1.0 + }, + { + "p": 0.20261697471141815, + "m": 1.0 + }, + { + "p": 0.005109282210469246, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.1762968301773071, + "val_loss": 0.7269319891929626, + "acc": 72.63, + "time": 120.9034449828323, + "param": [ + { + "p": 0.15783917903900146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12087253481149673, + "m": 1.0 + }, + { + "p": 0.017908861860632896, + "m": 1.0 + }, + { + "p": 0.0047012921422719955, + "m": 1.0 + }, + { + "p": 0.04894472658634186, + "m": 1.0 + }, + { + "p": 0.0057168761268258095, + "m": 1.0 + }, + { + "p": 0.08169465512037277, + "m": 1.0 + }, + { + "p": 0.09496383368968964, + "m": 1.0 + }, + { + "p": 0.11635404825210571, + "m": 1.0 + }, + { + "p": 0.08130022883415222, + "m": 1.0 + }, + { + "p": 0.06094004586338997, + "m": 1.0 + }, + { + "p": 0.20876364409923553, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.226534128189087, + "val_loss": 0.8121060132980347, + "acc": 72.84, + "time": 120.52266322006471, + "param": [ + { + "p": 0.1633821427822113, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12903758883476257, + "m": 1.0 + }, + { + "p": 0.018876127898693085, + "m": 1.0 + }, + { + "p": 1.6196772776311263e-05, + "m": 1.0 + }, + { + "p": 0.04077956825494766, + "m": 1.0 + }, + { + "p": 0.009662503376603127, + "m": 1.0 + }, + { + "p": 0.07744508981704712, + "m": 1.0 + }, + { + "p": 0.10251127928495407, + "m": 1.0 + }, + { + "p": 0.11354077607393265, + "m": 1.0 + }, + { + "p": 0.08633314073085785, + "m": 1.0 + }, + { + "p": 0.05316764861345291, + "m": 1.0 + }, + { + "p": 0.20151405036449432, + "m": 1.0 + }, + { + "p": 0.00373397720977664, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.91245037317276, + "val_loss": 0.7535141706466675, + "acc": 73.47, + "time": 120.68786756508052, + "param": [ + { + "p": 0.16003136336803436, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14529277384281158, + "m": 1.0 + }, + { + "p": 0.01961897499859333, + "m": 1.0 + }, + { + "p": 0.005129890516400337, + "m": 1.0 + }, + { + "p": 0.04632880538702011, + "m": 1.0 + }, + { + "p": 0.02851947396993637, + "m": 1.0 + }, + { + "p": 0.06531257927417755, + "m": 1.0 + }, + { + "p": 0.09753935784101486, + "m": 1.0 + }, + { + "p": 0.10691365599632263, + "m": 1.0 + }, + { + "p": 0.08507244288921356, + "m": 1.0 + }, + { + "p": 0.04678931087255478, + "m": 1.0 + }, + { + "p": 0.18023481965065002, + "m": 1.0 + }, + { + "p": 0.013216407038271427, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.7852892279624939, + "val_loss": 0.814991295337677, + "acc": 73.67, + "time": 119.99792906898074, + "param": [ + { + "p": 0.14150935411453247, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1448076367378235, + "m": 1.0 + }, + { + "p": 0.01971953921020031, + "m": 1.0 + }, + { + "p": 0.007319075521081686, + "m": 1.0 + }, + { + "p": 0.03632202744483948, + "m": 1.0 + }, + { + "p": 0.048731885850429535, + "m": 1.0 + }, + { + "p": 0.07272305339574814, + "m": 1.0 + }, + { + "p": 0.09324049204587936, + "m": 1.0 + }, + { + "p": 0.10691660642623901, + "m": 1.0 + }, + { + "p": 0.08555641025304794, + "m": 1.0 + }, + { + "p": 0.05245063826441765, + "m": 1.0 + }, + { + "p": 0.16745634377002716, + "m": 1.0 + }, + { + "p": 0.02324693836271763, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.1177657842636108, + "val_loss": 0.9051094651222229, + "acc": 73.47, + "time": 121.04505771398544, + "param": [ + { + "p": 0.13005881011486053, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1357678920030594, + "m": 1.0 + }, + { + "p": 0.012657826766371727, + "m": 1.0 + }, + { + "p": 0.01480523869395256, + "m": 1.0 + }, + { + "p": 0.0195541363209486, + "m": 1.0 + }, + { + "p": 0.06976412981748581, + "m": 1.0 + }, + { + "p": 0.07489828765392303, + "m": 1.0 + }, + { + "p": 0.09799060970544815, + "m": 1.0 + }, + { + "p": 0.09628231078386307, + "m": 1.0 + }, + { + "p": 0.08819885551929474, + "m": 1.0 + }, + { + "p": 0.06647153198719025, + "m": 1.0 + }, + { + "p": 0.16740930080413818, + "m": 1.0 + }, + { + "p": 0.026141121983528137, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.0568244457244873, + "val_loss": 0.8808972239494324, + "acc": 72.41, + "time": 120.6549800671637, + "param": [ + { + "p": 0.1440606266260147, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14497840404510498, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06955719739198685, + "m": 1.0 + }, + { + "p": 0.07911191135644913, + "m": 1.0 + }, + { + "p": 0.10613929480314255, + "m": 1.0 + }, + { + "p": 0.09716849029064178, + "m": 1.0 + }, + { + "p": 0.08876509219408035, + "m": 1.0 + }, + { + "p": 0.080104298889637, + "m": 1.0 + }, + { + "p": 0.18544794619083405, + "m": 1.0 + }, + { + "p": 0.004666667897254229, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.8946549892425537, + "val_loss": 0.7452331185340881, + "acc": 73.14, + "time": 120.74985291901976, + "param": [ + { + "p": 0.1347162425518036, + "m": 1.0 + }, + { + "p": 0.0020278887823224068, + "m": 1.0 + }, + { + "p": 0.13227547705173492, + "m": 1.0 + }, + { + "p": 0.005391370039433241, + "m": 1.0 + }, + { + "p": 0.00844589527696371, + "m": 1.0 + }, + { + "p": 0.014627616852521896, + "m": 1.0 + }, + { + "p": 0.06697355210781097, + "m": 1.0 + }, + { + "p": 0.07687178999185562, + "m": 1.0 + }, + { + "p": 0.0991419330239296, + "m": 1.0 + }, + { + "p": 0.1034775972366333, + "m": 1.0 + }, + { + "p": 0.08000954240560532, + "m": 1.0 + }, + { + "p": 0.09841020405292511, + "m": 1.0 + }, + { + "p": 0.16040630638599396, + "m": 1.0 + }, + { + "p": 0.017224658280611038, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.9688892960548401, + "val_loss": 0.7388342618942261, + "acc": 72.86, + "time": 122.681041915901, + "param": [ + { + "p": 0.12245161831378937, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11991479247808456, + "m": 1.0 + }, + { + "p": 0.007668338716030121, + "m": 1.0 + }, + { + "p": 0.02334747090935707, + "m": 1.0 + }, + { + "p": 0.020709199830889702, + "m": 1.0 + }, + { + "p": 0.05489528179168701, + "m": 1.0 + }, + { + "p": 0.07595349103212357, + "m": 1.0 + }, + { + "p": 0.09666626900434494, + "m": 1.0 + }, + { + "p": 0.10892914235591888, + "m": 1.0 + }, + { + "p": 0.06883630156517029, + "m": 1.0 + }, + { + "p": 0.10802809149026871, + "m": 1.0 + }, + { + "p": 0.14755773544311523, + "m": 1.0 + }, + { + "p": 0.04504236578941345, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.1841529607772827, + "val_loss": 0.8335251808166504, + "acc": 72.47, + "time": 114.17815546202473, + "param": [ + { + "p": 0.12278790771961212, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10949527472257614, + "m": 1.0 + }, + { + "p": 0.005081535317003727, + "m": 1.0 + }, + { + "p": 0.03141169250011444, + "m": 1.0 + }, + { + "p": 0.03186136856675148, + "m": 1.0 + }, + { + "p": 0.03918927162885666, + "m": 1.0 + }, + { + "p": 0.06994931399822235, + "m": 1.0 + }, + { + "p": 0.09616855531930923, + "m": 1.0 + }, + { + "p": 0.12294716387987137, + "m": 1.0 + }, + { + "p": 0.06612834334373474, + "m": 1.0 + }, + { + "p": 0.10180840641260147, + "m": 1.0 + }, + { + "p": 0.13982564210891724, + "m": 1.0 + }, + { + "p": 0.0633455365896225, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.0585469007492065, + "val_loss": 0.7987441420555115, + "acc": 72.65, + "time": 106.85293557611294, + "param": [ + { + "p": 0.11708072572946548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10149174928665161, + "m": 1.0 + }, + { + "p": 0.009282420389354229, + "m": 1.0 + }, + { + "p": 0.037614960223436356, + "m": 1.0 + }, + { + "p": 0.04520155489444733, + "m": 1.0 + }, + { + "p": 0.025049123913049698, + "m": 1.0 + }, + { + "p": 0.06842493265867233, + "m": 1.0 + }, + { + "p": 0.09836289286613464, + "m": 1.0 + }, + { + "p": 0.13177721202373505, + "m": 1.0 + }, + { + "p": 0.07101424783468246, + "m": 1.0 + }, + { + "p": 0.09758403152227402, + "m": 1.0 + }, + { + "p": 0.13300366699695587, + "m": 1.0 + }, + { + "p": 0.06411243975162506, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.9924227595329285, + "val_loss": 0.7860658764839172, + "acc": 73.73, + "time": 118.57046778593212, + "param": [ + { + "p": 0.11320425570011139, + "m": 1.0 + }, + { + "p": 0.002097377320751548, + "m": 1.0 + }, + { + "p": 0.0924423485994339, + "m": 1.0 + }, + { + "p": 0.018263427540659904, + "m": 1.0 + }, + { + "p": 0.05523290857672691, + "m": 1.0 + }, + { + "p": 0.05419221147894859, + "m": 1.0 + }, + { + "p": 0.02488040179014206, + "m": 1.0 + }, + { + "p": 0.06672147661447525, + "m": 1.0 + }, + { + "p": 0.09593483060598373, + "m": 1.0 + }, + { + "p": 0.1154155433177948, + "m": 1.0 + }, + { + "p": 0.07843434810638428, + "m": 1.0 + }, + { + "p": 0.09585661441087723, + "m": 1.0 + }, + { + "p": 0.11986112594604492, + "m": 1.0 + }, + { + "p": 0.06746307015419006, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.8649094700813293, + "val_loss": 0.7841087579727173, + "acc": 73.12, + "time": 121.99350917898118, + "param": [ + { + "p": 0.11379850655794144, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08686124533414841, + "m": 1.0 + }, + { + "p": 0.009860740043222904, + "m": 1.0 + }, + { + "p": 0.06530128419399261, + "m": 1.0 + }, + { + "p": 0.05768686160445213, + "m": 1.0 + }, + { + "p": 0.016009723767638206, + "m": 1.0 + }, + { + "p": 0.06409205496311188, + "m": 1.0 + }, + { + "p": 0.0908799022436142, + "m": 1.0 + }, + { + "p": 0.10856366902589798, + "m": 1.0 + }, + { + "p": 0.08066966384649277, + "m": 1.0 + }, + { + "p": 0.10137548297643661, + "m": 1.0 + }, + { + "p": 0.13161253929138184, + "m": 1.0 + }, + { + "p": 0.07328835129737854, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.175480604171753, + "val_loss": 0.704485297203064, + "acc": 73.97, + "time": 120.94116377504542, + "param": [ + { + "p": 0.11808465421199799, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08640463650226593, + "m": 1.0 + }, + { + "p": 0.002126069273799658, + "m": 1.0 + }, + { + "p": 0.06786315143108368, + "m": 1.0 + }, + { + "p": 0.05704875290393829, + "m": 1.0 + }, + { + "p": 0.00815120991319418, + "m": 1.0 + }, + { + "p": 0.06249763071537018, + "m": 1.0 + }, + { + "p": 0.08260004222393036, + "m": 1.0 + }, + { + "p": 0.11052627116441727, + "m": 1.0 + }, + { + "p": 0.08004999905824661, + "m": 1.0 + }, + { + "p": 0.10866935551166534, + "m": 1.0 + }, + { + "p": 0.13824208080768585, + "m": 1.0 + }, + { + "p": 0.07773615419864655, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.0476746559143066, + "val_loss": 0.7335435748100281, + "acc": 73.29, + "time": 123.73639500304125, + "param": [ + { + "p": 0.12854905426502228, + "m": 1.0 + }, + { + "p": 0.0019091191934421659, + "m": 1.0 + }, + { + "p": 0.08987977355718613, + "m": 1.0 + }, + { + "p": 0.005950917024165392, + "m": 1.0 + }, + { + "p": 0.06480289250612259, + "m": 1.0 + }, + { + "p": 0.05207978934049606, + "m": 1.0 + }, + { + "p": 0.019027596339583397, + "m": 1.0 + }, + { + "p": 0.06791374087333679, + "m": 1.0 + }, + { + "p": 0.08250837028026581, + "m": 1.0 + }, + { + "p": 0.10044930130243301, + "m": 1.0 + }, + { + "p": 0.07551877945661545, + "m": 1.0 + }, + { + "p": 0.10609592497348785, + "m": 1.0 + }, + { + "p": 0.133542999625206, + "m": 1.0 + }, + { + "p": 0.07177171856164932, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.0205256938934326, + "val_loss": 0.7929117679595947, + "acc": 73.41, + "time": 122.71543796593323, + "param": [ + { + "p": 0.13891714811325073, + "m": 1.0 + }, + { + "p": 0.0003994787984993309, + "m": 1.0 + }, + { + "p": 0.09326418489217758, + "m": 1.0 + }, + { + "p": 0.002449886640533805, + "m": 1.0 + }, + { + "p": 0.05478702485561371, + "m": 1.0 + }, + { + "p": 0.050501499325037, + "m": 1.0 + }, + { + "p": 0.030705086886882782, + "m": 1.0 + }, + { + "p": 0.07942390441894531, + "m": 1.0 + }, + { + "p": 0.07252123951911926, + "m": 1.0 + }, + { + "p": 0.09758849442005157, + "m": 1.0 + }, + { + "p": 0.07832387089729309, + "m": 1.0 + }, + { + "p": 0.10737074911594391, + "m": 1.0 + }, + { + "p": 0.12125613540410995, + "m": 1.0 + }, + { + "p": 0.07249132543802261, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.8852324485778809, + "val_loss": 0.7083160281181335, + "acc": 73.24, + "time": 115.08391445782036, + "param": [ + { + "p": 0.15443222224712372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09459926933050156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05449170246720314, + "m": 1.0 + }, + { + "p": 0.037507470697164536, + "m": 1.0 + }, + { + "p": 0.030864108353853226, + "m": 1.0 + }, + { + "p": 0.0784735456109047, + "m": 1.0 + }, + { + "p": 0.06016864627599716, + "m": 1.0 + }, + { + "p": 0.09238699823617935, + "m": 1.0 + }, + { + "p": 0.0928555428981781, + "m": 1.0 + }, + { + "p": 0.12183183431625366, + "m": 1.0 + }, + { + "p": 0.12653101980686188, + "m": 1.0 + }, + { + "p": 0.05585762858390808, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.0788158178329468, + "val_loss": 0.7040930986404419, + "acc": 73.8, + "time": 120.57580594997853, + "param": [ + { + "p": 0.15133154392242432, + "m": 1.0 + }, + { + "p": 0.002362058265134692, + "m": 1.0 + }, + { + "p": 0.08724755048751831, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05758208408951759, + "m": 1.0 + }, + { + "p": 0.03237808495759964, + "m": 1.0 + }, + { + "p": 0.016130883246660233, + "m": 1.0 + }, + { + "p": 0.0723550096154213, + "m": 1.0 + }, + { + "p": 0.056111641228199005, + "m": 1.0 + }, + { + "p": 0.11048014461994171, + "m": 1.0 + }, + { + "p": 0.1066117212176323, + "m": 1.0 + }, + { + "p": 0.13838206231594086, + "m": 1.0 + }, + { + "p": 0.13424982130527496, + "m": 1.0 + }, + { + "p": 0.0347774475812912, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.2547380924224854, + "val_loss": 0.7971282601356506, + "acc": 73.99, + "time": 119.38606812199578, + "param": [ + { + "p": 0.14941667020320892, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08518204092979431, + "m": 1.0 + }, + { + "p": 0.00018602097406983376, + "m": 1.0 + }, + { + "p": 0.06239654868841171, + "m": 1.0 + }, + { + "p": 0.02916681580245495, + "m": 1.0 + }, + { + "p": 0.0035235006362199783, + "m": 1.0 + }, + { + "p": 0.07493129372596741, + "m": 1.0 + }, + { + "p": 0.05052952095866203, + "m": 1.0 + }, + { + "p": 0.11538179963827133, + "m": 1.0 + }, + { + "p": 0.11234648525714874, + "m": 1.0 + }, + { + "p": 0.15440620481967926, + "m": 1.0 + }, + { + "p": 0.13159684836864471, + "m": 1.0 + }, + { + "p": 0.030936244875192642, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.8369171619415283, + "val_loss": 0.8813769817352295, + "acc": 73.66, + "time": 122.77703547896817, + "param": [ + { + "p": 0.13988015055656433, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07791250199079514, + "m": 1.0 + }, + { + "p": 0.009939569048583508, + "m": 1.0 + }, + { + "p": 0.06312087923288345, + "m": 1.0 + }, + { + "p": 0.02196865901350975, + "m": 1.0 + }, + { + "p": 0.0019944515079259872, + "m": 1.0 + }, + { + "p": 0.07865558564662933, + "m": 1.0 + }, + { + "p": 0.0495898574590683, + "m": 1.0 + }, + { + "p": 0.12449511140584946, + "m": 1.0 + }, + { + "p": 0.10955918580293655, + "m": 1.0 + }, + { + "p": 0.17699290812015533, + "m": 1.0 + }, + { + "p": 0.11497189849615097, + "m": 1.0 + }, + { + "p": 0.030919218435883522, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.143505573272705, + "val_loss": 0.8043497204780579, + "acc": 72.97, + "time": 120.56218079896644, + "param": [ + { + "p": 0.1332968771457672, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07702533155679703, + "m": 1.0 + }, + { + "p": 0.015264670364558697, + "m": 1.0 + }, + { + "p": 0.0673888698220253, + "m": 1.0 + }, + { + "p": 0.02196577936410904, + "m": 1.0 + }, + { + "p": 0.00018420243577565998, + "m": 1.0 + }, + { + "p": 0.08557487279176712, + "m": 1.0 + }, + { + "p": 0.049473389983177185, + "m": 1.0 + }, + { + "p": 0.13243111968040466, + "m": 1.0 + }, + { + "p": 0.09556160867214203, + "m": 1.0 + }, + { + "p": 0.2002982497215271, + "m": 1.0 + }, + { + "p": 0.09588447958230972, + "m": 1.0 + }, + { + "p": 0.025650566443800926, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.9348447918891907, + "val_loss": 0.7278976440429688, + "acc": 73.78, + "time": 104.17677264008671, + "param": [ + { + "p": 0.1259571611881256, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08275264501571655, + "m": 1.0 + }, + { + "p": 0.016677841544151306, + "m": 1.0 + }, + { + "p": 0.07781869173049927, + "m": 1.0 + }, + { + "p": 0.02583959698677063, + "m": 1.0 + }, + { + "p": 0.0009903516620397568, + "m": 1.0 + }, + { + "p": 0.08093949407339096, + "m": 1.0 + }, + { + "p": 0.0499560609459877, + "m": 1.0 + }, + { + "p": 0.126271590590477, + "m": 1.0 + }, + { + "p": 0.08031545579433441, + "m": 1.0 + }, + { + "p": 0.20915985107421875, + "m": 1.0 + }, + { + "p": 0.10236640274524689, + "m": 1.0 + }, + { + "p": 0.020954862236976624, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.9196124076843262, + "val_loss": 0.8061752319335938, + "acc": 74.44, + "time": 106.67961910786107, + "param": [ + { + "p": 0.12489591538906097, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09363900870084763, + "m": 1.0 + }, + { + "p": 0.022441506385803223, + "m": 1.0 + }, + { + "p": 0.07872626185417175, + "m": 1.0 + }, + { + "p": 0.015448625199496746, + "m": 1.0 + }, + { + "p": 0.0024449899792671204, + "m": 1.0 + }, + { + "p": 0.07744758576154709, + "m": 1.0 + }, + { + "p": 0.0461314395070076, + "m": 1.0 + }, + { + "p": 0.13109296560287476, + "m": 1.0 + }, + { + "p": 0.06043347716331482, + "m": 1.0 + }, + { + "p": 0.20752380788326263, + "m": 1.0 + }, + { + "p": 0.11658455431461334, + "m": 1.0 + }, + { + "p": 0.02318987436592579, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.9335633516311646, + "val_loss": 0.7326574921607971, + "acc": 73.8, + "time": 122.549587541027, + "param": [ + { + "p": 0.11731351166963577, + "m": 1.0 + }, + { + "p": 0.00075509212911129, + "m": 1.0 + }, + { + "p": 0.11228366941213608, + "m": 1.0 + }, + { + "p": 0.029661081731319427, + "m": 1.0 + }, + { + "p": 0.07525867968797684, + "m": 1.0 + }, + { + "p": 0.01936064288020134, + "m": 1.0 + }, + { + "p": 0.006344444118440151, + "m": 1.0 + }, + { + "p": 0.0711541548371315, + "m": 1.0 + }, + { + "p": 0.04597647115588188, + "m": 1.0 + }, + { + "p": 0.13294877111911774, + "m": 1.0 + }, + { + "p": 0.05288119241595268, + "m": 1.0 + }, + { + "p": 0.18621738255023956, + "m": 1.0 + }, + { + "p": 0.11884413659572601, + "m": 1.0 + }, + { + "p": 0.031000683084130287, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.1235928535461426, + "val_loss": 0.8111530542373657, + "acc": 73.92, + "time": 118.20353353302926, + "param": [ + { + "p": 0.10288599133491516, + "m": 1.0 + }, + { + "p": 0.002627574373036623, + "m": 1.0 + }, + { + "p": 0.12088571488857269, + "m": 1.0 + }, + { + "p": 0.041789647191762924, + "m": 1.0 + }, + { + "p": 0.0774768739938736, + "m": 1.0 + }, + { + "p": 0.026821697130799294, + "m": 1.0 + }, + { + "p": 0.013972808606922626, + "m": 1.0 + }, + { + "p": 0.07284592092037201, + "m": 1.0 + }, + { + "p": 0.05983448401093483, + "m": 1.0 + }, + { + "p": 0.12337367981672287, + "m": 1.0 + }, + { + "p": 0.05437687411904335, + "m": 1.0 + }, + { + "p": 0.14909903705120087, + "m": 1.0 + }, + { + "p": 0.11152100563049316, + "m": 1.0 + }, + { + "p": 0.04248875379562378, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.1003332138061523, + "val_loss": 0.7347167730331421, + "acc": 73.4, + "time": 118.51893926993944, + "param": [ + { + "p": 0.09069133549928665, + "m": 1.0 + }, + { + "p": 0.026634180918335915, + "m": 1.0 + }, + { + "p": 0.09830046445131302, + "m": 1.0 + }, + { + "p": 0.05603323131799698, + "m": 1.0 + }, + { + "p": 0.06098910793662071, + "m": 1.0 + }, + { + "p": 0.0522456020116806, + "m": 1.0 + }, + { + "p": 0.043939366936683655, + "m": 1.0 + }, + { + "p": 0.06992588192224503, + "m": 1.0 + }, + { + "p": 0.07390903681516647, + "m": 1.0 + }, + { + "p": 0.09853816777467728, + "m": 1.0 + }, + { + "p": 0.06911531835794449, + "m": 1.0 + }, + { + "p": 0.1107952669262886, + "m": 1.0 + }, + { + "p": 0.09643768519163132, + "m": 1.0 + }, + { + "p": 0.05244535580277443, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.0349808931350708, + "val_loss": 0.7782751321792603, + "acc": 74.44, + "time": 119.29275358607993, + "param": [ + { + "p": 0.08640379458665848, + "m": 1.0 + }, + { + "p": 0.012315650470554829, + "m": 1.0 + }, + { + "p": 0.0927891954779625, + "m": 1.0 + }, + { + "p": 0.06539265066385269, + "m": 1.0 + }, + { + "p": 0.05988156050443649, + "m": 1.0 + }, + { + "p": 0.06357035040855408, + "m": 1.0 + }, + { + "p": 0.05187315121293068, + "m": 1.0 + }, + { + "p": 0.06239259988069534, + "m": 1.0 + }, + { + "p": 0.09131333231925964, + "m": 1.0 + }, + { + "p": 0.09083161503076553, + "m": 1.0 + }, + { + "p": 0.07952526956796646, + "m": 1.0 + }, + { + "p": 0.09310263395309448, + "m": 1.0 + }, + { + "p": 0.10097374022006989, + "m": 1.0 + }, + { + "p": 0.049634385854005814, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.147450566291809, + "val_loss": 0.7771720886230469, + "acc": 73.75, + "time": 121.78860353585333, + "param": [ + { + "p": 0.09652181714773178, + "m": 1.0 + }, + { + "p": 0.001060765003785491, + "m": 1.0 + }, + { + "p": 0.08957876265048981, + "m": 1.0 + }, + { + "p": 0.05430169403553009, + "m": 1.0 + }, + { + "p": 0.061460960656404495, + "m": 1.0 + }, + { + "p": 0.06353908032178879, + "m": 1.0 + }, + { + "p": 0.05216212198138237, + "m": 1.0 + }, + { + "p": 0.05982435122132301, + "m": 1.0 + }, + { + "p": 0.10371419787406921, + "m": 1.0 + }, + { + "p": 0.09472931176424026, + "m": 1.0 + }, + { + "p": 0.09138545393943787, + "m": 1.0 + }, + { + "p": 0.08802665024995804, + "m": 1.0 + }, + { + "p": 0.09927454590797424, + "m": 1.0 + }, + { + "p": 0.0444202683866024, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.9958248734474182, + "val_loss": 0.8194441199302673, + "acc": 73.74, + "time": 120.5075450129807, + "param": [ + { + "p": 0.09625779092311859, + "m": 1.0 + }, + { + "p": 0.01313091441988945, + "m": 1.0 + }, + { + "p": 0.09650225937366486, + "m": 1.0 + }, + { + "p": 0.043007735162973404, + "m": 1.0 + }, + { + "p": 0.07090423256158829, + "m": 1.0 + }, + { + "p": 0.06309470534324646, + "m": 1.0 + }, + { + "p": 0.04270351305603981, + "m": 1.0 + }, + { + "p": 0.05921444669365883, + "m": 1.0 + }, + { + "p": 0.11473646014928818, + "m": 1.0 + }, + { + "p": 0.08777301013469696, + "m": 1.0 + }, + { + "p": 0.09009255468845367, + "m": 1.0 + }, + { + "p": 0.08024004846811295, + "m": 1.0 + }, + { + "p": 0.08793729543685913, + "m": 1.0 + }, + { + "p": 0.05440499633550644, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.2400034666061401, + "val_loss": 0.8457939028739929, + "acc": 73.78, + "time": 121.00697611412033, + "param": [ + { + "p": 0.10492151975631714, + "m": 1.0 + }, + { + "p": 0.015264556743204594, + "m": 1.0 + }, + { + "p": 0.10555416345596313, + "m": 1.0 + }, + { + "p": 0.04018797352910042, + "m": 1.0 + }, + { + "p": 0.07184430211782455, + "m": 1.0 + }, + { + "p": 0.06612510979175568, + "m": 1.0 + }, + { + "p": 0.033875398337841034, + "m": 1.0 + }, + { + "p": 0.05948147550225258, + "m": 1.0 + }, + { + "p": 0.09917270392179489, + "m": 1.0 + }, + { + "p": 0.08658701926469803, + "m": 1.0 + }, + { + "p": 0.08175385743379593, + "m": 1.0 + }, + { + "p": 0.06761529296636581, + "m": 1.0 + }, + { + "p": 0.09027351438999176, + "m": 1.0 + }, + { + "p": 0.07734309881925583, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json new file mode 100644 index 0000000..cd6f3b6 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 68.96, + "Time": [ + 254.4486941101557, + 1.6840270957774872 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.346313953399658, + "val_loss": 2.29605770111084, + "acc": 23.14, + "time": 257.20641425298527, + "param": [ + { + "p": 0.13249392807483673, + "m": 1.0 + }, + { + "p": 0.06889528036117554, + "m": 1.0 + }, + { + "p": 0.049510978162288666, + "m": 1.0 + }, + { + "p": 0.045295972377061844, + "m": 0.9952495694160461 + }, + { + "p": 0.042769286781549454, + "m": 0.9904308915138245 + }, + { + "p": 0.08959969133138657, + "m": 0.9757298231124878 + }, + { + "p": 0.07485701143741608, + "m": 0.999988853931427 + }, + { + "p": 0.11909051984548569, + "m": 0.9956873655319214 + }, + { + "p": 0.05428986996412277, + "m": 0.9713637232780457 + }, + { + "p": 0.07247096300125122, + "m": 1.0 + }, + { + "p": 0.10805410146713257, + "m": 1.0 + }, + { + "p": 0.08133910596370697, + "m": 1.0 + }, + { + "p": 0.0498390831053257, + "m": 1.0 + }, + { + "p": 0.011494259350001812, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2874062061309814, + "val_loss": 2.2177600860595703, + "acc": 20.1, + "time": 254.31316891638562, + "param": [ + { + "p": 0.1141110435128212, + "m": 1.0 + }, + { + "p": 0.06674976646900177, + "m": 1.0 + }, + { + "p": 0.0679701492190361, + "m": 1.0 + }, + { + "p": 0.05183699354529381, + "m": 0.9831089973449707 + }, + { + "p": 0.05594557151198387, + "m": 0.9438328742980957 + }, + { + "p": 0.08668932318687439, + "m": 0.9477778077125549 + }, + { + "p": 0.0780097246170044, + "m": 0.9772692322731018 + }, + { + "p": 0.10541608929634094, + "m": 0.9553956985473633 + }, + { + "p": 0.06490462273359299, + "m": 0.9842641949653625 + }, + { + "p": 0.07317789644002914, + "m": 1.0 + }, + { + "p": 0.09190401434898376, + "m": 1.0 + }, + { + "p": 0.08190735429525375, + "m": 0.9916492700576782 + }, + { + "p": 0.06137736141681671, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1826534271240234, + "val_loss": 2.1362428665161133, + "acc": 22.48, + "time": 252.53775618597865, + "param": [ + { + "p": 0.11992637068033218, + "m": 1.0 + }, + { + "p": 0.05135852098464966, + "m": 1.0 + }, + { + "p": 0.07913587242364883, + "m": 1.0 + }, + { + "p": 0.07196284830570221, + "m": 0.9829629063606262 + }, + { + "p": 0.027546921744942665, + "m": 0.8955291509628296 + }, + { + "p": 0.08056091517210007, + "m": 0.9340298771858215 + }, + { + "p": 0.11777360737323761, + "m": 0.9440035820007324 + }, + { + "p": 0.13717176020145416, + "m": 0.9331440329551697 + }, + { + "p": 0.05200817808508873, + "m": 0.9729334712028503 + }, + { + "p": 0.07460537552833557, + "m": 1.0 + }, + { + "p": 0.056279830634593964, + "m": 0.973259687423706 + }, + { + "p": 0.06606332957744598, + "m": 0.989646852016449 + }, + { + "p": 0.06560647487640381, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.370743751525879, + "val_loss": 1.9526158571243286, + "acc": 29.36, + "time": 253.01371334819123, + "param": [ + { + "p": 0.10572928935289383, + "m": 1.0 + }, + { + "p": 0.04412733390927315, + "m": 1.0 + }, + { + "p": 0.08128921687602997, + "m": 1.0 + }, + { + "p": 0.08546356856822968, + "m": 0.9624512195587158 + }, + { + "p": 0.04737372323870659, + "m": 0.8347896337509155 + }, + { + "p": 0.08169589936733246, + "m": 0.9130956530570984 + }, + { + "p": 0.1198817640542984, + "m": 0.8799410462379456 + }, + { + "p": 0.11773177981376648, + "m": 0.9106669425964355 + }, + { + "p": 0.04445087909698486, + "m": 0.9973890781402588 + }, + { + "p": 0.06366539746522903, + "m": 0.9530647993087769 + }, + { + "p": 0.0746430978178978, + "m": 1.0 + }, + { + "p": 0.06260613352060318, + "m": 1.0 + }, + { + "p": 0.07134193181991577, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.986108660697937, + "val_loss": 1.911623239517212, + "acc": 31.53, + "time": 254.7419911371544, + "param": [ + { + "p": 0.12664681673049927, + "m": 1.0 + }, + { + "p": 0.01659730263054371, + "m": 1.0 + }, + { + "p": 0.09782272577285767, + "m": 1.0 + }, + { + "p": 0.08344440907239914, + "m": 0.9824977517127991 + }, + { + "p": 0.04592360556125641, + "m": 0.8633983135223389 + }, + { + "p": 0.08926858007907867, + "m": 0.9211633801460266 + }, + { + "p": 0.1414744108915329, + "m": 0.9037163257598877 + }, + { + "p": 0.12743040919303894, + "m": 0.9154947996139526 + }, + { + "p": 0.03604341670870781, + "m": 0.9733418226242065 + }, + { + "p": 0.06523258239030838, + "m": 0.9366224408149719 + }, + { + "p": 0.06688636541366577, + "m": 0.9714152812957764 + }, + { + "p": 0.04573298618197441, + "m": 0.9946887493133545 + }, + { + "p": 0.05749629810452461, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.135392904281616, + "val_loss": 1.8747011423110962, + "acc": 34.61, + "time": 252.12425283389166, + "param": [ + { + "p": 0.1540311574935913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11843403428792953, + "m": 1.0 + }, + { + "p": 0.08937614411115646, + "m": 0.9580885171890259 + }, + { + "p": 0.03320669010281563, + "m": 0.9028163552284241 + }, + { + "p": 0.0816149115562439, + "m": 0.9251115322113037 + }, + { + "p": 0.1637108027935028, + "m": 0.9128490090370178 + }, + { + "p": 0.13588599860668182, + "m": 0.9128825068473816 + }, + { + "p": 0.010213206522166729, + "m": 0.9418275356292725 + }, + { + "p": 0.06346069276332855, + "m": 0.9342570900917053 + }, + { + "p": 0.06068136543035507, + "m": 0.935736894607544 + }, + { + "p": 0.03724028915166855, + "m": 1.0 + }, + { + "p": 0.05214478075504303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 2.1226515769958496, + "val_loss": 1.7662572860717773, + "acc": 36.25, + "time": 254.98840569984168, + "param": [ + { + "p": 0.16137933731079102, + "m": 1.0 + }, + { + "p": 0.0007971878512762487, + "m": 1.0 + }, + { + "p": 0.11004962772130966, + "m": 1.0 + }, + { + "p": 0.09465301781892776, + "m": 0.9283244609832764 + }, + { + "p": 0.035818032920360565, + "m": 0.9177404046058655 + }, + { + "p": 0.06824035197496414, + "m": 0.9276082515716553 + }, + { + "p": 0.17867521941661835, + "m": 0.8736074566841125 + }, + { + "p": 0.1267852485179901, + "m": 0.9028438925743103 + }, + { + "p": 0.0, + "m": 0.9222002625465393 + }, + { + "p": 0.06543875485658646, + "m": 0.9246947765350342 + }, + { + "p": 0.060952071100473404, + "m": 0.916854739189148 + }, + { + "p": 0.030414028093218803, + "m": 0.983222246170044 + }, + { + "p": 0.06679705530405045, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 2.040625810623169, + "val_loss": 1.6700139045715332, + "acc": 38.64, + "time": 256.7414161772467, + "param": [ + { + "p": 0.16791459918022156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1019110232591629, + "m": 1.0 + }, + { + "p": 0.09106453508138657, + "m": 0.8802506327629089 + }, + { + "p": 0.038550831377506256, + "m": 0.9376864433288574 + }, + { + "p": 0.033994924277067184, + "m": 0.9452939033508301 + }, + { + "p": 0.18862919509410858, + "m": 0.8081451058387756 + }, + { + "p": 0.11823073774576187, + "m": 0.8936856389045715 + }, + { + "p": 0.0, + "m": 0.9071531295776367 + }, + { + "p": 0.07023756206035614, + "m": 0.9047958850860596 + }, + { + "p": 0.0686185210943222, + "m": 0.9004875421524048 + }, + { + "p": 0.03445180505514145, + "m": 0.9538911581039429 + }, + { + "p": 0.08639630675315857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.007680892944336, + "val_loss": 1.6634776592254639, + "acc": 39.25, + "time": 254.43981056008488, + "param": [ + { + "p": 0.19934868812561035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08748935908079147, + "m": 1.0 + }, + { + "p": 0.08624526858329773, + "m": 0.8165467381477356 + }, + { + "p": 0.0156717449426651, + "m": 0.9650194048881531 + }, + { + "p": 0.0, + "m": 0.9767032265663147 + }, + { + "p": 0.22621183097362518, + "m": 0.7283771634101868 + }, + { + "p": 0.12974043190479279, + "m": 0.8646898865699768 + }, + { + "p": 7.175717473728582e-05, + "m": 0.8898477554321289 + }, + { + "p": 0.05594097077846527, + "m": 0.9064717888832092 + }, + { + "p": 0.06883189082145691, + "m": 0.8622830510139465 + }, + { + "p": 0.035623081028461456, + "m": 0.9022984504699707 + }, + { + "p": 0.09482500702142715, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8939100503921509, + "val_loss": 1.6675676107406616, + "acc": 40.22, + "time": 256.11842846218497, + "param": [ + { + "p": 0.22084824740886688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08041374385356903, + "m": 1.0 + }, + { + "p": 0.08351292461156845, + "m": 0.8430973291397095 + }, + { + "p": 0.0011950377374887466, + "m": 0.991701066493988 + }, + { + "p": 0.0, + "m": 0.9957913160324097 + }, + { + "p": 0.2529737055301666, + "m": 0.705382227897644 + }, + { + "p": 0.12315169721841812, + "m": 0.8530704379081726 + }, + { + "p": 0.016946040093898773, + "m": 0.8697153329849243 + }, + { + "p": 0.03944331780076027, + "m": 0.8974979519844055 + }, + { + "p": 0.061848148703575134, + "m": 0.8106266260147095 + }, + { + "p": 0.030246583744883537, + "m": 0.8904327750205994 + }, + { + "p": 0.08942054957151413, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8833850622177124, + "val_loss": 1.5275287628173828, + "acc": 42.29, + "time": 254.45393490884453, + "param": [ + { + "p": 0.24155721068382263, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06952115148305893, + "m": 1.0 + }, + { + "p": 0.08010886609554291, + "m": 0.8715503215789795 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3100772798061371, + "m": 0.7071338891983032 + }, + { + "p": 0.11998102068901062, + "m": 0.877244234085083 + }, + { + "p": 0.016412539407610893, + "m": 0.8276538252830505 + }, + { + "p": 0.012758769094944, + "m": 0.8880988955497742 + }, + { + "p": 0.04617967829108238, + "m": 0.7556765079498291 + }, + { + "p": 0.00965938251465559, + "m": 0.8960051536560059 + }, + { + "p": 0.09374409168958664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.7518634796142578, + "val_loss": 1.5789377689361572, + "acc": 42.92, + "time": 258.9716080590151, + "param": [ + { + "p": 0.2306920439004898, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07798738777637482, + "m": 1.0 + }, + { + "p": 0.06939883530139923, + "m": 0.8761130571365356 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3262344300746918, + "m": 0.6459685564041138 + }, + { + "p": 0.11113213747739792, + "m": 0.8702881932258606 + }, + { + "p": 0.03354282304644585, + "m": 0.8255230784416199 + }, + { + "p": 0.00509462459012866, + "m": 0.8777785301208496 + }, + { + "p": 0.05360223352909088, + "m": 0.7435027360916138 + }, + { + "p": 0.004995773546397686, + "m": 0.8791104555130005 + }, + { + "p": 0.08731965720653534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.9089120626449585, + "val_loss": 1.5102769136428833, + "acc": 43.66, + "time": 255.4013456981629, + "param": [ + { + "p": 0.24183812737464905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07524606585502625, + "m": 1.0 + }, + { + "p": 0.04127433896064758, + "m": 0.8078505992889404 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.36267369985580444, + "m": 0.5712947845458984 + }, + { + "p": 0.09782730042934418, + "m": 0.8610126376152039 + }, + { + "p": 0.047277819365262985, + "m": 0.8166961073875427 + }, + { + "p": 0.0, + "m": 0.8839555978775024 + }, + { + "p": 0.06369874626398087, + "m": 0.7294725775718689 + }, + { + "p": 0.0, + "m": 0.8481460809707642 + }, + { + "p": 0.07016392052173615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7361791133880615, + "val_loss": 1.4153878688812256, + "acc": 45.25, + "time": 253.6100176302716, + "param": [ + { + "p": 0.24896301329135895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06757498532533646, + "m": 1.0 + }, + { + "p": 0.024653933942317963, + "m": 0.7369517087936401 + }, + { + "p": 0.0, + "m": 0.9953118562698364 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.38221076130867004, + "m": 0.523205041885376 + }, + { + "p": 0.07665926963090897, + "m": 0.8771868944168091 + }, + { + "p": 0.051668938249349594, + "m": 0.7979564070701599 + }, + { + "p": 0.011487497016787529, + "m": 0.8936522006988525 + }, + { + "p": 0.07442300021648407, + "m": 0.7394039034843445 + }, + { + "p": 0.0035651216749101877, + "m": 0.8401564955711365 + }, + { + "p": 0.05879352614283562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.543373703956604, + "val_loss": 1.5670807361602783, + "acc": 45.51, + "time": 254.79241819074377, + "param": [ + { + "p": 0.24510397017002106, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06689654290676117, + "m": 1.0 + }, + { + "p": 0.01113287452608347, + "m": 0.68086177110672 + }, + { + "p": 0.0, + "m": 0.99515700340271 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.40364038944244385, + "m": 0.4656934440135956 + }, + { + "p": 0.0722556859254837, + "m": 0.8918995261192322 + }, + { + "p": 0.055587321519851685, + "m": 0.7878950238227844 + }, + { + "p": 0.023437662050127983, + "m": 0.8977435827255249 + }, + { + "p": 0.07650061696767807, + "m": 0.7301719784736633 + }, + { + "p": 0.0, + "m": 0.8514935374259949 + }, + { + "p": 0.04544490948319435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.7876262664794922, + "val_loss": 1.4261842966079712, + "acc": 47.14, + "time": 254.94259610399604, + "param": [ + { + "p": 0.22110386192798615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07286399602890015, + "m": 1.0 + }, + { + "p": 0.030003027990460396, + "m": 0.6460122466087341 + }, + { + "p": 0.0, + "m": 0.9705265760421753 + }, + { + "p": 0.002278275089338422, + "m": 1.0 + }, + { + "p": 0.36067333817481995, + "m": 0.42499250173568726 + }, + { + "p": 0.0841604471206665, + "m": 0.9319750070571899 + }, + { + "p": 0.06384274363517761, + "m": 0.7920331358909607 + }, + { + "p": 0.041889842599630356, + "m": 0.9065551161766052 + }, + { + "p": 0.06988547742366791, + "m": 0.7200086116790771 + }, + { + "p": 0.009935074485838413, + "m": 0.8677847385406494 + }, + { + "p": 0.04336390644311905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.8767211437225342, + "val_loss": 1.4589266777038574, + "acc": 47.0, + "time": 252.52609192905948, + "param": [ + { + "p": 0.22655904293060303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07721468806266785, + "m": 1.0 + }, + { + "p": 0.032060977071523666, + "m": 0.640120267868042 + }, + { + "p": 0.0, + "m": 0.9723218083381653 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3628305494785309, + "m": 0.4230247139930725 + }, + { + "p": 0.08013951033353806, + "m": 0.9773483276367188 + }, + { + "p": 0.07151513546705246, + "m": 0.7784188389778137 + }, + { + "p": 0.042356494814157486, + "m": 0.9044978618621826 + }, + { + "p": 0.06517970561981201, + "m": 0.6940150260925293 + }, + { + "p": 0.0058348095044493675, + "m": 0.8749876022338867 + }, + { + "p": 0.036309145390987396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.6666206121444702, + "val_loss": 1.374101996421814, + "acc": 47.68, + "time": 252.5373550299555, + "param": [ + { + "p": 0.19705826044082642, + "m": 1.0 + }, + { + "p": 0.013014775700867176, + "m": 1.0 + }, + { + "p": 0.08250557631254196, + "m": 1.0 + }, + { + "p": 0.043844420462846756, + "m": 0.6390014886856079 + }, + { + "p": 0.014641032554209232, + "m": 0.9578867554664612 + }, + { + "p": 0.010620416142046452, + "m": 1.0 + }, + { + "p": 0.2852659821510315, + "m": 0.3812243342399597 + }, + { + "p": 0.08066234737634659, + "m": 1.0 + }, + { + "p": 0.078321173787117, + "m": 0.7788690328598022 + }, + { + "p": 0.0534202866256237, + "m": 0.884479820728302 + }, + { + "p": 0.0674930140376091, + "m": 0.6815693378448486 + }, + { + "p": 0.018761618062853813, + "m": 0.8835418820381165 + }, + { + "p": 0.054391048848629, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.7185442447662354, + "val_loss": 1.533705711364746, + "acc": 48.04, + "time": 259.22257232293487, + "param": [ + { + "p": 0.176188662648201, + "m": 1.0 + }, + { + "p": 0.012408223934471607, + "m": 1.0 + }, + { + "p": 0.08146820217370987, + "m": 1.0 + }, + { + "p": 0.0408632718026638, + "m": 0.6126717329025269 + }, + { + "p": 0.020617840811610222, + "m": 0.9376647472381592 + }, + { + "p": 0.01839117333292961, + "m": 0.999297022819519 + }, + { + "p": 0.26452451944351196, + "m": 0.28844863176345825 + }, + { + "p": 0.07171514630317688, + "m": 1.0 + }, + { + "p": 0.07733523100614548, + "m": 0.7575554251670837 + }, + { + "p": 0.06896383315324783, + "m": 0.865157961845398 + }, + { + "p": 0.0817718431353569, + "m": 0.6788859963417053 + }, + { + "p": 0.014352410100400448, + "m": 0.8741105794906616 + }, + { + "p": 0.07139959931373596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.8669840097427368, + "val_loss": 1.436091661453247, + "acc": 49.84, + "time": 254.17800637101755, + "param": [ + { + "p": 0.13760541379451752, + "m": 1.0 + }, + { + "p": 0.01135124359279871, + "m": 1.0 + }, + { + "p": 0.0844946876168251, + "m": 1.0 + }, + { + "p": 0.05275927484035492, + "m": 0.6334786415100098 + }, + { + "p": 0.026941392570734024, + "m": 0.9236279726028442 + }, + { + "p": 0.0325632318854332, + "m": 0.995732843875885 + }, + { + "p": 0.22574877738952637, + "m": 0.24410438537597656 + }, + { + "p": 0.05949712544679642, + "m": 0.9920110702514648 + }, + { + "p": 0.07064561545848846, + "m": 0.7480981945991516 + }, + { + "p": 0.08300205320119858, + "m": 0.8692201375961304 + }, + { + "p": 0.09142106771469116, + "m": 0.6817436814308167 + }, + { + "p": 0.019584091380238533, + "m": 0.8734585046768188 + }, + { + "p": 0.10109508037567139, + "m": 1.0 + }, + { + "p": 0.003290913300588727, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.7400840520858765, + "val_loss": 1.390459418296814, + "acc": 49.51, + "time": 254.87863054405898, + "param": [ + { + "p": 0.13166789710521698, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09212523698806763, + "m": 1.0 + }, + { + "p": 0.0606466680765152, + "m": 0.6495482325553894 + }, + { + "p": 0.023609457537531853, + "m": 0.9213452339172363 + }, + { + "p": 0.01987791806459427, + "m": 0.9886351823806763 + }, + { + "p": 0.22180654108524323, + "m": 0.20928671956062317 + }, + { + "p": 0.04707765206694603, + "m": 0.9742230772972107 + }, + { + "p": 0.06283039599657059, + "m": 0.7596427202224731 + }, + { + "p": 0.09192796051502228, + "m": 0.8803072571754456 + }, + { + "p": 0.10039045661687851, + "m": 0.6739717721939087 + }, + { + "p": 0.021323662251234055, + "m": 0.8825365304946899 + }, + { + "p": 0.1267162263393402, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.7679502964019775, + "val_loss": 1.2844890356063843, + "acc": 51.75, + "time": 256.5781732876785, + "param": [ + { + "p": 0.12441764026880264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10184768587350845, + "m": 1.0 + }, + { + "p": 0.06546781957149506, + "m": 0.6397305130958557 + }, + { + "p": 0.02351773902773857, + "m": 0.950859010219574 + }, + { + "p": 0.008512565866112709, + "m": 0.9700929522514343 + }, + { + "p": 0.20442074537277222, + "m": 0.17543290555477142 + }, + { + "p": 0.046749744564294815, + "m": 0.9770799875259399 + }, + { + "p": 0.05879031866788864, + "m": 0.7718048095703125 + }, + { + "p": 0.09906845539808273, + "m": 0.8689919710159302 + }, + { + "p": 0.10226313024759293, + "m": 0.6706811785697937 + }, + { + "p": 0.03323371708393097, + "m": 0.9049866199493408 + }, + { + "p": 0.12817467749118805, + "m": 1.0 + }, + { + "p": 0.003535670693963766, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.8502569198608398, + "val_loss": 1.3486642837524414, + "acc": 51.74, + "time": 254.40526256291196, + "param": [ + { + "p": 0.1233651340007782, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10406090319156647, + "m": 1.0 + }, + { + "p": 0.06909739971160889, + "m": 0.638741135597229 + }, + { + "p": 0.02003953792154789, + "m": 0.9734775424003601 + }, + { + "p": 0.0, + "m": 0.9550051689147949 + }, + { + "p": 0.19191326200962067, + "m": 0.1570144146680832 + }, + { + "p": 0.059677913784980774, + "m": 1.0 + }, + { + "p": 0.052331291139125824, + "m": 0.7753978371620178 + }, + { + "p": 0.09469140321016312, + "m": 0.8631764054298401 + }, + { + "p": 0.1025395616889, + "m": 0.6666342616081238 + }, + { + "p": 0.05054039508104324, + "m": 0.9348614811897278 + }, + { + "p": 0.1317431777715683, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.7495276927947998, + "val_loss": 1.2253367900848389, + "acc": 53.14, + "time": 259.52312064683065, + "param": [ + { + "p": 0.11450979858636856, + "m": 1.0 + }, + { + "p": 0.00495615741237998, + "m": 1.0 + }, + { + "p": 0.09038589894771576, + "m": 1.0 + }, + { + "p": 0.07190591841936111, + "m": 0.676932692527771 + }, + { + "p": 0.03669707849621773, + "m": 0.9985517859458923 + }, + { + "p": 0.029735591262578964, + "m": 0.9271566867828369 + }, + { + "p": 0.14307722449302673, + "m": 0.1338043063879013 + }, + { + "p": 0.07245572656393051, + "m": 1.0 + }, + { + "p": 0.0651620551943779, + "m": 0.8099988698959351 + }, + { + "p": 0.08353658020496368, + "m": 0.8401006460189819 + }, + { + "p": 0.091800756752491, + "m": 0.6759911179542542 + }, + { + "p": 0.06472431123256683, + "m": 0.9678252935409546 + }, + { + "p": 0.11415069550275803, + "m": 1.0 + }, + { + "p": 0.016902171075344086, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.5417498350143433, + "val_loss": 1.424270510673523, + "acc": 52.63, + "time": 256.1264743912034, + "param": [ + { + "p": 0.11272238940000534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08774621784687042, + "m": 1.0 + }, + { + "p": 0.07730147242546082, + "m": 0.6989571452140808 + }, + { + "p": 0.041535936295986176, + "m": 1.0 + }, + { + "p": 0.02638353407382965, + "m": 0.9114424586296082 + }, + { + "p": 0.13198667764663696, + "m": 0.13333339989185333 + }, + { + "p": 0.07297436892986298, + "m": 1.0 + }, + { + "p": 0.07417299598455429, + "m": 0.8243910670280457 + }, + { + "p": 0.08255171775817871, + "m": 0.8311217427253723 + }, + { + "p": 0.09993761032819748, + "m": 0.6893697381019592 + }, + { + "p": 0.07626376301050186, + "m": 1.0 + }, + { + "p": 0.1164233610033989, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.6412889957427979, + "val_loss": 1.3277190923690796, + "acc": 52.96, + "time": 254.47665156284347, + "param": [ + { + "p": 0.11153842508792877, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09083213657140732, + "m": 1.0 + }, + { + "p": 0.07530666887760162, + "m": 0.6826227903366089 + }, + { + "p": 0.018551349639892578, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.92850661277771 + }, + { + "p": 0.12947100400924683, + "m": 0.1144937202334404 + }, + { + "p": 0.06978446245193481, + "m": 0.9909576177597046 + }, + { + "p": 0.09283221513032913, + "m": 0.8247328996658325 + }, + { + "p": 0.0779004618525505, + "m": 0.8370975852012634 + }, + { + "p": 0.11954481899738312, + "m": 0.6804459095001221 + }, + { + "p": 0.07832915335893631, + "m": 1.0 + }, + { + "p": 0.13590925931930542, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.4769070148468018, + "val_loss": 1.2999571561813354, + "acc": 54.04, + "time": 254.56809509405866, + "param": [ + { + "p": 0.11273182183504105, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08856731653213501, + "m": 1.0 + }, + { + "p": 0.07517967373132706, + "m": 0.6964243054389954 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9438357949256897 + }, + { + "p": 0.12391068041324615, + "m": 0.10771766304969788 + }, + { + "p": 0.07294335216283798, + "m": 0.986534595489502 + }, + { + "p": 0.10858700424432755, + "m": 0.815970242023468 + }, + { + "p": 0.07127371430397034, + "m": 0.8280484080314636 + }, + { + "p": 0.1309836059808731, + "m": 0.6685290336608887 + }, + { + "p": 0.07306256145238876, + "m": 1.0 + }, + { + "p": 0.14276030659675598, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.691738247871399, + "val_loss": 1.1668851375579834, + "acc": 55.31, + "time": 254.6739209201187, + "param": [ + { + "p": 0.11596174538135529, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0886574238538742, + "m": 1.0 + }, + { + "p": 0.06718102842569351, + "m": 0.6868752241134644 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9470564723014832 + }, + { + "p": 0.11661986261606216, + "m": 0.09662936627864838 + }, + { + "p": 0.08068164438009262, + "m": 0.9741886258125305 + }, + { + "p": 0.1167118102312088, + "m": 0.7997797727584839 + }, + { + "p": 0.06382603943347931, + "m": 0.8195807337760925 + }, + { + "p": 0.13448338210582733, + "m": 0.6726351380348206 + }, + { + "p": 0.06724769622087479, + "m": 1.0 + }, + { + "p": 0.1486293375492096, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.657983660697937, + "val_loss": 1.1930867433547974, + "acc": 54.62, + "time": 252.5829701712355, + "param": [ + { + "p": 0.11226445436477661, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09243271499872208, + "m": 1.0 + }, + { + "p": 0.07061874866485596, + "m": 0.6892409324645996 + }, + { + "p": 0.0006030916119925678, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9520730376243591 + }, + { + "p": 0.11185019463300705, + "m": 0.08388791233301163 + }, + { + "p": 0.0806063711643219, + "m": 0.9818058013916016 + }, + { + "p": 0.10837657749652863, + "m": 0.7816532850265503 + }, + { + "p": 0.06706014275550842, + "m": 0.8004506826400757 + }, + { + "p": 0.13448671996593475, + "m": 0.6844120621681213 + }, + { + "p": 0.0654582753777504, + "m": 1.0 + }, + { + "p": 0.15624280273914337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.3810471296310425, + "val_loss": 1.192169427871704, + "acc": 55.9, + "time": 255.56808932498097, + "param": [ + { + "p": 0.1135370135307312, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10038533061742783, + "m": 1.0 + }, + { + "p": 0.07704311609268188, + "m": 0.7255891561508179 + }, + { + "p": 0.0034465985372662544, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9624621868133545 + }, + { + "p": 0.10969405621290207, + "m": 0.09127862751483917 + }, + { + "p": 0.07787522673606873, + "m": 0.9864807724952698 + }, + { + "p": 0.08673256635665894, + "m": 0.7565900087356567 + }, + { + "p": 0.07386224716901779, + "m": 0.7858846187591553 + }, + { + "p": 0.13313868641853333, + "m": 0.6943690180778503 + }, + { + "p": 0.06652592122554779, + "m": 1.0 + }, + { + "p": 0.15775926411151886, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.6775765419006348, + "val_loss": 1.1710244417190552, + "acc": 56.56, + "time": 252.0649342732504, + "param": [ + { + "p": 0.11296321451663971, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10406729578971863, + "m": 1.0 + }, + { + "p": 0.07507848739624023, + "m": 0.7705382108688354 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9613074660301208 + }, + { + "p": 0.10834934562444687, + "m": 0.1384134739637375 + }, + { + "p": 0.0717899352312088, + "m": 0.990294873714447 + }, + { + "p": 0.07885990291833878, + "m": 0.7421565055847168 + }, + { + "p": 0.08131290227174759, + "m": 0.7808665633201599 + }, + { + "p": 0.14140042662620544, + "m": 0.7122880220413208 + }, + { + "p": 0.07192590832710266, + "m": 0.9960770606994629 + }, + { + "p": 0.15425261855125427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.6514729261398315, + "val_loss": 1.2921788692474365, + "acc": 56.32, + "time": 253.27163362503052, + "param": [ + { + "p": 0.10286346822977066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09558320790529251, + "m": 1.0 + }, + { + "p": 0.07919146865606308, + "m": 0.7747361063957214 + }, + { + "p": 0.0016766987973824143, + "m": 0.9956793785095215 + }, + { + "p": 0.0, + "m": 0.9745516777038574 + }, + { + "p": 0.09969232976436615, + "m": 0.1453104466199875 + }, + { + "p": 0.07053817808628082, + "m": 0.9998152256011963 + }, + { + "p": 0.09301150590181351, + "m": 0.7418897151947021 + }, + { + "p": 0.0902310311794281, + "m": 0.8057289123535156 + }, + { + "p": 0.14696240425109863, + "m": 0.7156398892402649 + }, + { + "p": 0.07387645542621613, + "m": 1.0 + }, + { + "p": 0.14637327194213867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.5792251825332642, + "val_loss": 1.1188056468963623, + "acc": 57.37, + "time": 256.06214740499854, + "param": [ + { + "p": 0.1044994369149208, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10053036361932755, + "m": 1.0 + }, + { + "p": 0.07561887055635452, + "m": 0.7593219876289368 + }, + { + "p": 0.0, + "m": 0.9867103099822998 + }, + { + "p": 0.0, + "m": 0.9813961982727051 + }, + { + "p": 0.08978457748889923, + "m": 0.13765892386436462 + }, + { + "p": 0.07050977647304535, + "m": 1.0 + }, + { + "p": 0.0940382182598114, + "m": 0.749553918838501 + }, + { + "p": 0.09372793138027191, + "m": 0.8255801796913147 + }, + { + "p": 0.14590972661972046, + "m": 0.7233698964118958 + }, + { + "p": 0.08092111349105835, + "m": 1.0 + }, + { + "p": 0.14445999264717102, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.6572567224502563, + "val_loss": 1.2588707208633423, + "acc": 57.73, + "time": 256.7498799841851, + "param": [ + { + "p": 0.10330058634281158, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09965051710605621, + "m": 1.0 + }, + { + "p": 0.07358956336975098, + "m": 0.7487362027168274 + }, + { + "p": 0.0, + "m": 0.9939820170402527 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09717939049005508, + "m": 0.12834107875823975 + }, + { + "p": 0.07223198562860489, + "m": 1.0 + }, + { + "p": 0.09074415266513824, + "m": 0.7720279693603516 + }, + { + "p": 0.09990657866001129, + "m": 0.8251922726631165 + }, + { + "p": 0.1391831785440445, + "m": 0.7255362868309021 + }, + { + "p": 0.08043795078992844, + "m": 1.0 + }, + { + "p": 0.1436012089252472, + "m": 1.0 + }, + { + "p": 0.0001749287621350959, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.519203782081604, + "val_loss": 1.2488070726394653, + "acc": 58.78, + "time": 254.0647052479908, + "param": [ + { + "p": 0.10920126736164093, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10183802992105484, + "m": 1.0 + }, + { + "p": 0.06338329613208771, + "m": 0.7455267310142517 + }, + { + "p": 0.0, + "m": 0.9979411363601685 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10287752747535706, + "m": 0.1298539638519287 + }, + { + "p": 0.06363407522439957, + "m": 1.0 + }, + { + "p": 0.09184189885854721, + "m": 0.7684335112571716 + }, + { + "p": 0.10279086232185364, + "m": 0.8321818113327026 + }, + { + "p": 0.13523486256599426, + "m": 0.7166944146156311 + }, + { + "p": 0.07719914615154266, + "m": 1.0 + }, + { + "p": 0.1519990861415863, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.691457986831665, + "val_loss": 1.2001519203186035, + "acc": 58.72, + "time": 256.41652386495844, + "param": [ + { + "p": 0.10413409769535065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11128126829862595, + "m": 1.0 + }, + { + "p": 0.04983437433838844, + "m": 0.7288578748703003 + }, + { + "p": 0.0, + "m": 0.9972348213195801 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10150204598903656, + "m": 0.12699662148952484 + }, + { + "p": 0.048557721078395844, + "m": 0.998568058013916 + }, + { + "p": 0.10231367498636246, + "m": 0.7522945404052734 + }, + { + "p": 0.10271766036748886, + "m": 0.8731535077095032 + }, + { + "p": 0.13575980067253113, + "m": 0.6781919598579407 + }, + { + "p": 0.07295459508895874, + "m": 1.0 + }, + { + "p": 0.17094473540782928, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.5569376945495605, + "val_loss": 1.258164644241333, + "acc": 58.77, + "time": 253.05233865976334, + "param": [ + { + "p": 0.10934605449438095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11888621747493744, + "m": 1.0 + }, + { + "p": 0.035475265234708786, + "m": 0.7192273736000061 + }, + { + "p": 0.0, + "m": 0.9783132672309875 + }, + { + "p": 0.0, + "m": 0.9863235950469971 + }, + { + "p": 0.10179305076599121, + "m": 0.12667453289031982 + }, + { + "p": 0.04052183777093887, + "m": 1.0 + }, + { + "p": 0.11149615049362183, + "m": 0.7456836104393005 + }, + { + "p": 0.09872086346149445, + "m": 0.8918600082397461 + }, + { + "p": 0.13586333394050598, + "m": 0.6511473655700684 + }, + { + "p": 0.07331424951553345, + "m": 1.0 + }, + { + "p": 0.17458295822143555, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.4012500047683716, + "val_loss": 1.1703542470932007, + "acc": 58.96, + "time": 252.60976625373587, + "param": [ + { + "p": 0.11876876652240753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12207494676113129, + "m": 1.0 + }, + { + "p": 0.01944916509091854, + "m": 0.7293895483016968 + }, + { + "p": 0.0, + "m": 0.9675436019897461 + }, + { + "p": 0.0, + "m": 0.9902907609939575 + }, + { + "p": 0.10593882203102112, + "m": 0.13631893694400787 + }, + { + "p": 0.026879560202360153, + "m": 0.999885618686676 + }, + { + "p": 0.11755214631557465, + "m": 0.756679117679596 + }, + { + "p": 0.09715037047863007, + "m": 0.9094851613044739 + }, + { + "p": 0.14410023391246796, + "m": 0.6317905187606812 + }, + { + "p": 0.06352261453866959, + "m": 1.0 + }, + { + "p": 0.18456332385540009, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.67814302444458, + "val_loss": 1.1213878393173218, + "acc": 57.59, + "time": 253.30894816480577, + "param": [ + { + "p": 0.13234858214855194, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12808114290237427, + "m": 1.0 + }, + { + "p": 0.002295144135132432, + "m": 0.7608527541160583 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9964278340339661 + }, + { + "p": 0.10058485716581345, + "m": 0.14319726824760437 + }, + { + "p": 0.004093672148883343, + "m": 1.0 + }, + { + "p": 0.11971668899059296, + "m": 0.741223156452179 + }, + { + "p": 0.10210663825273514, + "m": 0.9143917560577393 + }, + { + "p": 0.15669040381908417, + "m": 0.6038869023323059 + }, + { + "p": 0.059533506631851196, + "m": 1.0 + }, + { + "p": 0.1945493519306183, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.6405293941497803, + "val_loss": 1.2113994359970093, + "acc": 58.35, + "time": 255.02883128914982, + "param": [ + { + "p": 0.13830800354480743, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1279958039522171, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7955016493797302 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08977226912975311, + "m": 0.13756009936332703 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11639165878295898, + "m": 0.7076916694641113 + }, + { + "p": 0.10603167861700058, + "m": 0.9308285117149353 + }, + { + "p": 0.17262740433216095, + "m": 0.5854794979095459 + }, + { + "p": 0.04334918037056923, + "m": 1.0 + }, + { + "p": 0.20552392303943634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.5725786685943604, + "val_loss": 1.04670250415802, + "acc": 58.38, + "time": 254.24908040091395, + "param": [ + { + "p": 0.13981160521507263, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12671616673469543, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8314931392669678 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08732554316520691, + "m": 0.13372766971588135 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12607631087303162, + "m": 0.7078070044517517 + }, + { + "p": 0.09922169148921967, + "m": 0.9599012136459351 + }, + { + "p": 0.17996203899383545, + "m": 0.577886164188385 + }, + { + "p": 0.03235552832484245, + "m": 0.9980452060699463 + }, + { + "p": 0.20853111147880554, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.5795230865478516, + "val_loss": 1.1781085729599, + "acc": 57.84, + "time": 254.24615615885705, + "param": [ + { + "p": 0.14112575352191925, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12699003517627716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8542680144309998 + }, + { + "p": 0.006931439507752657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06910707801580429, + "m": 0.17701934278011322 + }, + { + "p": 0.0, + "m": 0.9931642413139343 + }, + { + "p": 0.12983955442905426, + "m": 0.7210970520973206 + }, + { + "p": 0.0921626165509224, + "m": 0.9720818996429443 + }, + { + "p": 0.19208943843841553, + "m": 0.5942274928092957 + }, + { + "p": 0.029106976464390755, + "m": 1.0 + }, + { + "p": 0.21264711022377014, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.4766570329666138, + "val_loss": 1.2050186395645142, + "acc": 59.8, + "time": 256.5742863728665, + "param": [ + { + "p": 0.13807646930217743, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12471262365579605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8486167788505554 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05680866166949272, + "m": 0.17500069737434387 + }, + { + "p": 0.0, + "m": 0.988716185092926 + }, + { + "p": 0.12398002296686172, + "m": 0.7169695496559143 + }, + { + "p": 0.08824712783098221, + "m": 0.9819706678390503 + }, + { + "p": 0.20486080646514893, + "m": 0.6015779376029968 + }, + { + "p": 0.0366007536649704, + "m": 1.0 + }, + { + "p": 0.22671349346637726, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.5490792989730835, + "val_loss": 1.154422402381897, + "acc": 59.79, + "time": 256.6871701567434, + "param": [ + { + "p": 0.13335278630256653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11403384804725647, + "m": 1.0 + }, + { + "p": 0.0012221301440149546, + "m": 0.829423725605011 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011120506562292576, + "m": 1.0 + }, + { + "p": 0.059542037546634674, + "m": 0.15202024579048157 + }, + { + "p": 0.0001636181550566107, + "m": 0.9640265703201294 + }, + { + "p": 0.11741955578327179, + "m": 0.7117165327072144 + }, + { + "p": 0.08043462783098221, + "m": 0.9903440475463867 + }, + { + "p": 0.21193720400333405, + "m": 0.615860104560852 + }, + { + "p": 0.045471347868442535, + "m": 1.0 + }, + { + "p": 0.2253023386001587, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.503980278968811, + "val_loss": 0.985835611820221, + "acc": 60.98, + "time": 253.05200715828687, + "param": [ + { + "p": 0.13188038766384125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1083006039261818, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8144389986991882 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0052732196636497974, + "m": 1.0 + }, + { + "p": 0.05801207199692726, + "m": 0.14641453325748444 + }, + { + "p": 0.0, + "m": 0.9527348279953003 + }, + { + "p": 0.11478248983621597, + "m": 0.7232308387756348 + }, + { + "p": 0.07110649347305298, + "m": 0.9780631065368652 + }, + { + "p": 0.23018525540828705, + "m": 0.6157265901565552 + }, + { + "p": 0.04143679141998291, + "m": 1.0 + }, + { + "p": 0.23902273178100586, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.288779616355896, + "val_loss": 1.1258798837661743, + "acc": 59.72, + "time": 253.76213651709259, + "param": [ + { + "p": 0.14004482328891754, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10657285153865814, + "m": 1.0 + }, + { + "p": 0.0002548565389588475, + "m": 0.7473881840705872 + }, + { + "p": 0.0, + "m": 0.9975703358650208 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0490894578397274, + "m": 0.17845742404460907 + }, + { + "p": 0.0, + "m": 0.9402306079864502 + }, + { + "p": 0.11354820430278778, + "m": 0.7196201086044312 + }, + { + "p": 0.06646024435758591, + "m": 0.9536586403846741 + }, + { + "p": 0.24720029532909393, + "m": 0.6156601309776306 + }, + { + "p": 0.0275237075984478, + "m": 1.0 + }, + { + "p": 0.24930548667907715, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.3405131101608276, + "val_loss": 1.0813993215560913, + "acc": 59.38, + "time": 254.02321051899344, + "param": [ + { + "p": 0.1492273062467575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09876122325658798, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.699346125125885 + }, + { + "p": 0.0, + "m": 0.9949446320533752 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03602468967437744, + "m": 0.22683720290660858 + }, + { + "p": 0.0, + "m": 0.9262163043022156 + }, + { + "p": 0.11503248661756516, + "m": 0.7178508639335632 + }, + { + "p": 0.06700289994478226, + "m": 0.9506524801254272 + }, + { + "p": 0.25705716013908386, + "m": 0.6067352294921875 + }, + { + "p": 0.016535963863134384, + "m": 1.0 + }, + { + "p": 0.2603582441806793, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.2906523942947388, + "val_loss": 1.070776343345642, + "acc": 61.62, + "time": 256.273906767834, + "param": [ + { + "p": 0.15209683775901794, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09006170928478241, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6834468245506287 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 9.187989053316414e-05, + "m": 1.0 + }, + { + "p": 0.02475246787071228, + "m": 0.25687065720558167 + }, + { + "p": 0.0012103926856070757, + "m": 0.9259483814239502 + }, + { + "p": 0.12164414674043655, + "m": 0.7248342037200928 + }, + { + "p": 0.07336602360010147, + "m": 0.9656572937965393 + }, + { + "p": 0.252351850271225, + "m": 0.5767406225204468 + }, + { + "p": 0.021547017619013786, + "m": 1.0 + }, + { + "p": 0.2628777325153351, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.6458460092544556, + "val_loss": 1.0213303565979004, + "acc": 60.32, + "time": 254.49949458194897, + "param": [ + { + "p": 0.15416620671749115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08318625390529633, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6553163528442383 + }, + { + "p": 0.0, + "m": 0.9970418810844421 + }, + { + "p": 0.005651184823364019, + "m": 1.0 + }, + { + "p": 0.02833174169063568, + "m": 0.2685335576534271 + }, + { + "p": 0.0031986769754439592, + "m": 0.935587465763092 + }, + { + "p": 0.12502671778202057, + "m": 0.7419547438621521 + }, + { + "p": 0.07901337742805481, + "m": 0.960026741027832 + }, + { + "p": 0.2428474724292755, + "m": 0.5615504384040833 + }, + { + "p": 0.027188902720808983, + "m": 1.0 + }, + { + "p": 0.2513895630836487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.4701565504074097, + "val_loss": 1.081885814666748, + "acc": 61.66, + "time": 253.0323230260983, + "param": [ + { + "p": 0.14739857614040375, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07289870083332062, + "m": 1.0 + }, + { + "p": 0.00044601919944398105, + "m": 0.6200616359710693 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017611587420105934, + "m": 0.9921023845672607 + }, + { + "p": 0.04998680204153061, + "m": 0.2882147431373596 + }, + { + "p": 0.01424176525324583, + "m": 0.9456818699836731 + }, + { + "p": 0.12164795398712158, + "m": 0.7491531372070312 + }, + { + "p": 0.08615142107009888, + "m": 0.9652843475341797 + }, + { + "p": 0.23004193603992462, + "m": 0.5535459518432617 + }, + { + "p": 0.031059030443429947, + "m": 1.0 + }, + { + "p": 0.22851614654064178, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.3587408065795898, + "val_loss": 1.0820211172103882, + "acc": 61.89, + "time": 251.92875026911497, + "param": [ + { + "p": 0.12743043899536133, + "m": 1.0 + }, + { + "p": 0.002823439659550786, + "m": 1.0 + }, + { + "p": 0.07431997358798981, + "m": 1.0 + }, + { + "p": 0.009287301450967789, + "m": 0.5876291394233704 + }, + { + "p": 0.005006087012588978, + "m": 1.0 + }, + { + "p": 0.03315332159399986, + "m": 1.0 + }, + { + "p": 0.0718616247177124, + "m": 0.291574627161026 + }, + { + "p": 0.02913792058825493, + "m": 0.9703069925308228 + }, + { + "p": 0.11315881460905075, + "m": 0.7436071038246155 + }, + { + "p": 0.09215336292982101, + "m": 0.968586802482605 + }, + { + "p": 0.2158937007188797, + "m": 0.5472130179405212 + }, + { + "p": 0.034515246748924255, + "m": 1.0 + }, + { + "p": 0.19024544954299927, + "m": 1.0 + }, + { + "p": 0.001013307017274201, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.4429280757904053, + "val_loss": 1.030919075012207, + "acc": 62.39, + "time": 252.68796234903857, + "param": [ + { + "p": 0.11389736831188202, + "m": 1.0 + }, + { + "p": 0.0014370001154020429, + "m": 1.0 + }, + { + "p": 0.07993326336145401, + "m": 1.0 + }, + { + "p": 0.010179712437093258, + "m": 0.5642318725585938 + }, + { + "p": 0.010760027915239334, + "m": 0.978568971157074 + }, + { + "p": 0.04071299359202385, + "m": 0.9928147792816162 + }, + { + "p": 0.09338405728340149, + "m": 0.2770339250564575 + }, + { + "p": 0.03691656515002251, + "m": 0.987933874130249 + }, + { + "p": 0.10702831298112869, + "m": 0.741337776184082 + }, + { + "p": 0.09220106154680252, + "m": 0.9588055610656738 + }, + { + "p": 0.21103210747241974, + "m": 0.5596055388450623 + }, + { + "p": 0.03551337122917175, + "m": 1.0 + }, + { + "p": 0.1657724678516388, + "m": 1.0 + }, + { + "p": 0.001231605070643127, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.6289750337600708, + "val_loss": 1.0636802911758423, + "acc": 62.07, + "time": 252.34383809007704, + "param": [ + { + "p": 0.1077759712934494, + "m": 1.0 + }, + { + "p": 0.0009189047268591821, + "m": 1.0 + }, + { + "p": 0.09345737844705582, + "m": 1.0 + }, + { + "p": 0.01822739467024803, + "m": 0.5580405592918396 + }, + { + "p": 0.011844916269183159, + "m": 0.9783558249473572 + }, + { + "p": 0.042159777134656906, + "m": 0.962224543094635 + }, + { + "p": 0.10650202631950378, + "m": 0.2783758044242859 + }, + { + "p": 0.03758103772997856, + "m": 0.9961815476417542 + }, + { + "p": 0.09903817623853683, + "m": 0.7447205781936646 + }, + { + "p": 0.09021278470754623, + "m": 0.9564579129219055 + }, + { + "p": 0.20195311307907104, + "m": 0.5607619285583496 + }, + { + "p": 0.03551723435521126, + "m": 1.0 + }, + { + "p": 0.15361535549163818, + "m": 1.0 + }, + { + "p": 0.0011959003750234842, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.531449556350708, + "val_loss": 1.0532158613204956, + "acc": 63.2, + "time": 253.44187801517546, + "param": [ + { + "p": 0.1047854945063591, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1002282127737999, + "m": 1.0 + }, + { + "p": 0.00933876819908619, + "m": 0.5689302682876587 + }, + { + "p": 0.0, + "m": 0.9995842576026917 + }, + { + "p": 0.041505925357341766, + "m": 0.9502195715904236 + }, + { + "p": 0.10495783388614655, + "m": 0.2821062207221985 + }, + { + "p": 0.0343908965587616, + "m": 1.0 + }, + { + "p": 0.10335070639848709, + "m": 0.7373684048652649 + }, + { + "p": 0.08939865231513977, + "m": 0.9351782202720642 + }, + { + "p": 0.2177858054637909, + "m": 0.5427989363670349 + }, + { + "p": 0.039772678166627884, + "m": 1.0 + }, + { + "p": 0.15448498725891113, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.407257318496704, + "val_loss": 1.0248314142227173, + "acc": 62.56, + "time": 253.3580487659201, + "param": [ + { + "p": 0.10316310077905655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10785370320081711, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.582971453666687 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039797406643629074, + "m": 0.951262354850769 + }, + { + "p": 0.09674655646085739, + "m": 0.2801942527294159 + }, + { + "p": 0.02222348563373089, + "m": 1.0 + }, + { + "p": 0.1094590276479721, + "m": 0.7290931940078735 + }, + { + "p": 0.1039360761642456, + "m": 0.9204289317131042 + }, + { + "p": 0.23014065623283386, + "m": 0.5426477789878845 + }, + { + "p": 0.03094092197716236, + "m": 1.0 + }, + { + "p": 0.15573906898498535, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.201985478401184, + "val_loss": 1.0296725034713745, + "acc": 63.19, + "time": 253.25263993488625, + "param": [ + { + "p": 0.10305560380220413, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11669150739908218, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5815743803977966 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022514604032039642, + "m": 0.9552978873252869 + }, + { + "p": 0.08331224322319031, + "m": 0.28273719549179077 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11000732332468033, + "m": 0.7249632477760315 + }, + { + "p": 0.12177335470914841, + "m": 0.910052478313446 + }, + { + "p": 0.2546274960041046, + "m": 0.5406653881072998 + }, + { + "p": 0.01811409369111061, + "m": 1.0 + }, + { + "p": 0.16990377008914948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.49307119846344, + "val_loss": 1.097724199295044, + "acc": 63.31, + "time": 252.43286467017606, + "param": [ + { + "p": 0.09920214861631393, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1254739612340927, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5732475519180298 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9736694693565369 + }, + { + "p": 0.0655958503484726, + "m": 0.29315969347953796 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10633523017168045, + "m": 0.7095603942871094 + }, + { + "p": 0.12713053822517395, + "m": 0.9222519993782043 + }, + { + "p": 0.2779383361339569, + "m": 0.5082980990409851 + }, + { + "p": 0.004994782619178295, + "m": 1.0 + }, + { + "p": 0.1933290809392929, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.601367712020874, + "val_loss": 1.1224303245544434, + "acc": 63.23, + "time": 254.41098551172763, + "param": [ + { + "p": 0.09206457436084747, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12957140803337097, + "m": 1.0 + }, + { + "p": 0.007471833843737841, + "m": 0.5724349021911621 + }, + { + "p": 0.0010740973521023989, + "m": 1.0 + }, + { + "p": 0.00468943826854229, + "m": 0.979324221611023 + }, + { + "p": 0.06694834679365158, + "m": 0.2718111276626587 + }, + { + "p": 5.4077550885267556e-05, + "m": 0.9966483116149902 + }, + { + "p": 0.10042548179626465, + "m": 0.7165025472640991 + }, + { + "p": 0.11553387343883514, + "m": 0.9303981065750122 + }, + { + "p": 0.2758421301841736, + "m": 0.49888625741004944 + }, + { + "p": 2.1578636733465828e-05, + "m": 1.0 + }, + { + "p": 0.20630313456058502, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.5234514474868774, + "val_loss": 1.0771105289459229, + "acc": 62.65, + "time": 253.7408930780366, + "param": [ + { + "p": 0.0885302945971489, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11841926723718643, + "m": 1.0 + }, + { + "p": 0.0028443795163184404, + "m": 0.5629155039787292 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02070663310587406, + "m": 0.9701901078224182 + }, + { + "p": 0.07108287513256073, + "m": 0.27525243163108826 + }, + { + "p": 0.0009260168299078941, + "m": 1.0 + }, + { + "p": 0.10125206410884857, + "m": 0.7239314913749695 + }, + { + "p": 0.10846751928329468, + "m": 0.9204949736595154 + }, + { + "p": 0.2746403217315674, + "m": 0.49049878120422363 + }, + { + "p": 0.003471068339422345, + "m": 1.0 + }, + { + "p": 0.20965956151485443, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.3162628412246704, + "val_loss": 1.084902286529541, + "acc": 62.42, + "time": 251.07580060092732, + "param": [ + { + "p": 0.08652816712856293, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1118864119052887, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5313575267791748 + }, + { + "p": 0.0, + "m": 0.9847663044929504 + }, + { + "p": 0.028097687289118767, + "m": 0.9797801375389099 + }, + { + "p": 0.06156013533473015, + "m": 0.26027560234069824 + }, + { + "p": 0.002839883090928197, + "m": 1.0 + }, + { + "p": 0.11203792691230774, + "m": 0.7320404648780823 + }, + { + "p": 0.1096254214644432, + "m": 0.931414008140564 + }, + { + "p": 0.26845699548721313, + "m": 0.46796557307243347 + }, + { + "p": 0.013521920889616013, + "m": 1.0 + }, + { + "p": 0.20544540882110596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.4083644151687622, + "val_loss": 1.0395309925079346, + "acc": 64.47, + "time": 253.58291441109031, + "param": [ + { + "p": 0.09210360795259476, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10661491751670837, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4985291063785553 + }, + { + "p": 0.0005210512899793684, + "m": 0.9883641004562378 + }, + { + "p": 0.020633142441511154, + "m": 0.9959242939949036 + }, + { + "p": 0.06580182164907455, + "m": 0.21023200452327728 + }, + { + "p": 0.006072638556361198, + "m": 0.9942839741706848 + }, + { + "p": 0.12655819952487946, + "m": 0.7254559397697449 + }, + { + "p": 0.10673846304416656, + "m": 0.9378166794776917 + }, + { + "p": 0.2621863782405853, + "m": 0.4507136642932892 + }, + { + "p": 0.020111437886953354, + "m": 1.0 + }, + { + "p": 0.19265839457511902, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.38759183883667, + "val_loss": 0.9326871633529663, + "acc": 63.46, + "time": 255.3944939840585, + "param": [ + { + "p": 0.08716341853141785, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1103711873292923, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.47462961077690125 + }, + { + "p": 0.0, + "m": 0.9705742597579956 + }, + { + "p": 0.002930757123976946, + "m": 1.0 + }, + { + "p": 0.07215703278779984, + "m": 0.1796090453863144 + }, + { + "p": 0.0028055941220372915, + "m": 1.0 + }, + { + "p": 0.13410575687885284, + "m": 0.7265048027038574 + }, + { + "p": 0.10378453880548477, + "m": 0.9483138918876648 + }, + { + "p": 0.2691950500011444, + "m": 0.44774767756462097 + }, + { + "p": 0.018070532009005547, + "m": 1.0 + }, + { + "p": 0.1994161605834961, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.5060272216796875, + "val_loss": 0.9946038126945496, + "acc": 64.32, + "time": 254.1413304680027, + "param": [ + { + "p": 0.08471772819757462, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11380326747894287, + "m": 1.0 + }, + { + "p": 0.0013444304931908846, + "m": 0.4686391353607178 + }, + { + "p": 0.0, + "m": 0.9714723825454712 + }, + { + "p": 0.0001392373233102262, + "m": 1.0 + }, + { + "p": 0.0783843919634819, + "m": 0.17480207979679108 + }, + { + "p": 0.0022440743632614613, + "m": 0.998518705368042 + }, + { + "p": 0.13455969095230103, + "m": 0.7157962322235107 + }, + { + "p": 0.10171420872211456, + "m": 0.9597132205963135 + }, + { + "p": 0.2661186754703522, + "m": 0.42047151923179626 + }, + { + "p": 0.020875252783298492, + "m": 1.0 + }, + { + "p": 0.19609907269477844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.3273016214370728, + "val_loss": 1.0007489919662476, + "acc": 64.59, + "time": 255.16845385776833, + "param": [ + { + "p": 0.08700732886791229, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11595623195171356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4912221431732178 + }, + { + "p": 0.0, + "m": 0.9650184512138367 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0818367674946785, + "m": 0.18538115918636322 + }, + { + "p": 0.0, + "m": 0.9887602925300598 + }, + { + "p": 0.12314142286777496, + "m": 0.6782693862915039 + }, + { + "p": 0.10151908546686172, + "m": 0.9591109752655029 + }, + { + "p": 0.27548497915267944, + "m": 0.3633864223957062 + }, + { + "p": 0.009863180108368397, + "m": 1.0 + }, + { + "p": 0.2051910012960434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.4914988279342651, + "val_loss": 0.9456446766853333, + "acc": 65.08, + "time": 254.6450009411201, + "param": [ + { + "p": 0.09533178806304932, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11742132902145386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5138965249061584 + }, + { + "p": 0.0, + "m": 0.9450246095657349 + }, + { + "p": 0.00033425120636820793, + "m": 1.0 + }, + { + "p": 0.06424304842948914, + "m": 0.18426480889320374 + }, + { + "p": 0.0, + "m": 0.9750995635986328 + }, + { + "p": 0.1057838574051857, + "m": 0.6738340258598328 + }, + { + "p": 0.10293398052453995, + "m": 0.9558321237564087 + }, + { + "p": 0.296919047832489, + "m": 0.329092800617218 + }, + { + "p": 0.001356575172394514, + "m": 1.0 + }, + { + "p": 0.21567611396312714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.3240939378738403, + "val_loss": 1.003032922744751, + "acc": 64.54, + "time": 251.65669010486454, + "param": [ + { + "p": 0.0964224636554718, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13245370984077454, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5179895162582397 + }, + { + "p": 0.0, + "m": 0.9248276352882385 + }, + { + "p": 0.006689044181257486, + "m": 1.0 + }, + { + "p": 0.05000066012144089, + "m": 0.18520766496658325 + }, + { + "p": 0.0, + "m": 0.9800516366958618 + }, + { + "p": 0.08922307938337326, + "m": 0.7013486623764038 + }, + { + "p": 0.10247121006250381, + "m": 0.9777184724807739 + }, + { + "p": 0.29643750190734863, + "m": 0.3811109960079193 + }, + { + "p": 0.003130601719021797, + "m": 1.0 + }, + { + "p": 0.22317169606685638, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.2065895795822144, + "val_loss": 1.0257768630981445, + "acc": 63.96, + "time": 253.97949621081352, + "param": [ + { + "p": 0.10238625854253769, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13926680386066437, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.49140870571136475 + }, + { + "p": 0.00023320056789088994, + "m": 0.9010031223297119 + }, + { + "p": 0.015683164820075035, + "m": 0.9896818995475769 + }, + { + "p": 0.03875265270471573, + "m": 0.14129160344600677 + }, + { + "p": 0.00532789109274745, + "m": 0.966482937335968 + }, + { + "p": 0.07550672441720963, + "m": 0.7048363089561462 + }, + { + "p": 0.10186094790697098, + "m": 0.9941784739494324 + }, + { + "p": 0.29079291224479675, + "m": 0.40819182991981506 + }, + { + "p": 0.007073325105011463, + "m": 1.0 + }, + { + "p": 0.22311604022979736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.326202392578125, + "val_loss": 1.0774189233779907, + "acc": 65.23, + "time": 254.5993273621425, + "param": [ + { + "p": 0.11133412271738052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14209896326065063, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.47572949528694153 + }, + { + "p": 0.0, + "m": 0.9148669838905334 + }, + { + "p": 0.020510559901595116, + "m": 0.9633640646934509 + }, + { + "p": 0.031432073563337326, + "m": 0.11518557369709015 + }, + { + "p": 0.0, + "m": 0.9695680141448975 + }, + { + "p": 0.0630861297249794, + "m": 0.6989773511886597 + }, + { + "p": 0.09377986937761307, + "m": 1.0 + }, + { + "p": 0.3034587502479553, + "m": 0.38606157898902893 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23429949581623077, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.6601885557174683, + "val_loss": 1.1592475175857544, + "acc": 64.32, + "time": 255.29249147092924, + "param": [ + { + "p": 0.11467041075229645, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1425473541021347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4776467978954315 + }, + { + "p": 0.0009171441197395325, + "m": 0.922899067401886 + }, + { + "p": 0.014540210366249084, + "m": 0.9744693636894226 + }, + { + "p": 0.030036302283406258, + "m": 0.11723865568637848 + }, + { + "p": 0.0, + "m": 0.9549245238304138 + }, + { + "p": 0.05153170973062515, + "m": 0.6967368721961975 + }, + { + "p": 0.09425889700651169, + "m": 1.0 + }, + { + "p": 0.3175109326839447, + "m": 0.38686156272888184 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2339870184659958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.4461452960968018, + "val_loss": 0.9900135397911072, + "acc": 64.96, + "time": 256.39349115174264, + "param": [ + { + "p": 0.11946818232536316, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15593433380126953, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4767760932445526 + }, + { + "p": 0.0, + "m": 0.9064106941223145 + }, + { + "p": 0.0, + "m": 0.9805610179901123 + }, + { + "p": 0.01852412149310112, + "m": 0.10049385577440262 + }, + { + "p": 0.0, + "m": 0.9631303548812866 + }, + { + "p": 0.02153853327035904, + "m": 0.7017395496368408 + }, + { + "p": 0.08905129879713058, + "m": 0.9997453689575195 + }, + { + "p": 0.3505086898803711, + "m": 0.3812548816204071 + }, + { + "p": 0.00037009583320468664, + "m": 1.0 + }, + { + "p": 0.24460478127002716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.3923451900482178, + "val_loss": 1.0199687480926514, + "acc": 64.84, + "time": 256.65407614503056, + "param": [ + { + "p": 0.11540713161230087, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15641960501670837, + "m": 1.0 + }, + { + "p": 0.006794820073992014, + "m": 0.47343119978904724 + }, + { + "p": 0.007555091287940741, + "m": 0.8754058480262756 + }, + { + "p": 0.01278847549110651, + "m": 1.0 + }, + { + "p": 0.01426092628389597, + "m": 0.10541490465402603 + }, + { + "p": 0.009439822286367416, + "m": 0.9654865264892578 + }, + { + "p": 0.02348034828901291, + "m": 0.7235458493232727 + }, + { + "p": 0.08465628325939178, + "m": 1.0 + }, + { + "p": 0.3290381133556366, + "m": 0.3560568392276764 + }, + { + "p": 0.012293911539018154, + "m": 1.0 + }, + { + "p": 0.22786548733711243, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.3433986902236938, + "val_loss": 1.0584838390350342, + "acc": 65.01, + "time": 256.33481312310323, + "param": [ + { + "p": 0.10156507790088654, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15610335767269135, + "m": 1.0 + }, + { + "p": 0.015738224610686302, + "m": 0.47490501403808594 + }, + { + "p": 0.014162886887788773, + "m": 0.8685094118118286 + }, + { + "p": 0.028516078367829323, + "m": 1.0 + }, + { + "p": 0.011544306762516499, + "m": 0.089664988219738 + }, + { + "p": 0.02495291642844677, + "m": 0.9458847641944885 + }, + { + "p": 0.027040494605898857, + "m": 0.7388802170753479 + }, + { + "p": 0.08850633352994919, + "m": 1.0 + }, + { + "p": 0.30345577001571655, + "m": 0.3314257860183716 + }, + { + "p": 0.019316082820296288, + "m": 1.0 + }, + { + "p": 0.20909850299358368, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.3145012855529785, + "val_loss": 1.1036962270736694, + "acc": 65.12, + "time": 256.00725548900664, + "param": [ + { + "p": 0.09141011536121368, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14941194653511047, + "m": 1.0 + }, + { + "p": 0.023908916860818863, + "m": 0.45552945137023926 + }, + { + "p": 0.017669206485152245, + "m": 0.8875963687896729 + }, + { + "p": 0.04111829772591591, + "m": 0.9842882752418518 + }, + { + "p": 0.015249991789460182, + "m": 0.06098876893520355 + }, + { + "p": 0.03327508270740509, + "m": 0.9297026991844177 + }, + { + "p": 0.036998141556978226, + "m": 0.7493218183517456 + }, + { + "p": 0.08217635750770569, + "m": 1.0 + }, + { + "p": 0.27350732684135437, + "m": 0.3428332209587097 + }, + { + "p": 0.03683725744485855, + "m": 1.0 + }, + { + "p": 0.19194535911083221, + "m": 1.0 + }, + { + "p": 0.006491971667855978, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.3928109407424927, + "val_loss": 1.060593605041504, + "acc": 66.05, + "time": 256.0997378178872, + "param": [ + { + "p": 0.09717687219381332, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14828085899353027, + "m": 1.0 + }, + { + "p": 0.02773842215538025, + "m": 0.4177306294441223 + }, + { + "p": 0.009474904276430607, + "m": 0.900379478931427 + }, + { + "p": 0.035411104559898376, + "m": 0.9779887199401855 + }, + { + "p": 0.019178122282028198, + "m": 0.06580653041601181 + }, + { + "p": 0.024377163499593735, + "m": 0.9388320446014404 + }, + { + "p": 0.042711153626441956, + "m": 0.7640740871429443 + }, + { + "p": 0.08159587532281876, + "m": 1.0 + }, + { + "p": 0.2717640995979309, + "m": 0.3462241590023041 + }, + { + "p": 0.05242948606610298, + "m": 1.0 + }, + { + "p": 0.1898619681596756, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.3527979850769043, + "val_loss": 1.0237979888916016, + "acc": 66.09, + "time": 254.54628693684936, + "param": [ + { + "p": 0.09697376936674118, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14947821199893951, + "m": 1.0 + }, + { + "p": 0.02857767604291439, + "m": 0.4024016559123993 + }, + { + "p": 0.0, + "m": 0.8954982757568359 + }, + { + "p": 0.02862415462732315, + "m": 0.97507643699646 + }, + { + "p": 0.023806359618902206, + "m": 0.08871898800134659 + }, + { + "p": 0.0112111521884799, + "m": 0.9602598547935486 + }, + { + "p": 0.055462028831243515, + "m": 0.7728819847106934 + }, + { + "p": 0.08448539674282074, + "m": 1.0 + }, + { + "p": 0.28394433856010437, + "m": 0.3101675808429718 + }, + { + "p": 0.05490106716752052, + "m": 0.9973517656326294 + }, + { + "p": 0.18253585696220398, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.3645551204681396, + "val_loss": 0.8999837040901184, + "acc": 66.03, + "time": 252.04378958093002, + "param": [ + { + "p": 0.09400099515914917, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1535009741783142, + "m": 1.0 + }, + { + "p": 0.029013514518737793, + "m": 0.3991961181163788 + }, + { + "p": 0.0, + "m": 0.9375847578048706 + }, + { + "p": 0.006960230879485607, + "m": 0.9707985520362854 + }, + { + "p": 0.017572032287716866, + "m": 0.0968264639377594 + }, + { + "p": 0.0, + "m": 0.9749841094017029 + }, + { + "p": 0.061443641781806946, + "m": 0.7808433771133423 + }, + { + "p": 0.07403936982154846, + "m": 0.997510552406311 + }, + { + "p": 0.3221045732498169, + "m": 0.2884734272956848 + }, + { + "p": 0.05603579804301262, + "m": 1.0 + }, + { + "p": 0.18532881140708923, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.3048937320709229, + "val_loss": 0.9528672695159912, + "acc": 66.27, + "time": 256.1780952378176, + "param": [ + { + "p": 0.09675265103578568, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15012161433696747, + "m": 1.0 + }, + { + "p": 0.020945215597748756, + "m": 0.38198015093803406 + }, + { + "p": 0.0, + "m": 0.9789710640907288 + }, + { + "p": 0.0, + "m": 0.9789172410964966 + }, + { + "p": 0.021053792908787727, + "m": 0.06988730281591415 + }, + { + "p": 0.0, + "m": 0.991783082485199 + }, + { + "p": 0.06822598725557327, + "m": 0.7879917025566101 + }, + { + "p": 0.07180231809616089, + "m": 0.987205445766449 + }, + { + "p": 0.3257288336753845, + "m": 0.2706906795501709 + }, + { + "p": 0.06464354693889618, + "m": 1.0 + }, + { + "p": 0.1807260811328888, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.287858247756958, + "val_loss": 0.9725310802459717, + "acc": 66.32, + "time": 252.18352893088013, + "param": [ + { + "p": 0.08834625035524368, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14732052385807037, + "m": 1.0 + }, + { + "p": 4.926725887344219e-05, + "m": 0.37127989530563354 + }, + { + "p": 0.0, + "m": 0.9916395545005798 + }, + { + "p": 0.0001985709968721494, + "m": 0.9874244928359985 + }, + { + "p": 0.015912536531686783, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07726210355758667, + "m": 0.7849414348602295 + }, + { + "p": 0.06811471283435822, + "m": 0.9820083975791931 + }, + { + "p": 0.3465088903903961, + "m": 0.24064989387989044 + }, + { + "p": 0.06864205002784729, + "m": 1.0 + }, + { + "p": 0.18764513731002808, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.2708324193954468, + "val_loss": 0.9749346971511841, + "acc": 65.02, + "time": 253.09105770708993, + "param": [ + { + "p": 0.09108459204435349, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13688813149929047, + "m": 1.0 + }, + { + "p": 0.0015692644519731402, + "m": 0.37648436427116394 + }, + { + "p": 0.0, + "m": 0.9889518022537231 + }, + { + "p": 0.01489980798214674, + "m": 0.9966551661491394 + }, + { + "p": 0.03062417544424534, + "m": 0.0004026779206469655 + }, + { + "p": 0.013211758807301521, + "m": 0.999157190322876 + }, + { + "p": 0.0869387686252594, + "m": 0.7909688353538513 + }, + { + "p": 0.07399477809667587, + "m": 0.9811879396438599 + }, + { + "p": 0.32118332386016846, + "m": 0.18545792996883392 + }, + { + "p": 0.06270395964384079, + "m": 1.0 + }, + { + "p": 0.16690142452716827, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.406569004058838, + "val_loss": 1.0153824090957642, + "acc": 65.76, + "time": 254.88919693836942, + "param": [ + { + "p": 0.09835033118724823, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12904997169971466, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3822769224643707 + }, + { + "p": 0.0, + "m": 0.9712961316108704 + }, + { + "p": 0.018141498789191246, + "m": 1.0 + }, + { + "p": 0.04229085519909859, + "m": 0.0 + }, + { + "p": 0.020140038803219795, + "m": 1.0 + }, + { + "p": 0.08167954534292221, + "m": 0.7794551849365234 + }, + { + "p": 0.07270631939172745, + "m": 0.9856393933296204 + }, + { + "p": 0.3163210451602936, + "m": 0.1480107307434082 + }, + { + "p": 0.06185963749885559, + "m": 1.0 + }, + { + "p": 0.15946075320243835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.4320281744003296, + "val_loss": 0.9511882662773132, + "acc": 66.45, + "time": 253.31103088892996, + "param": [ + { + "p": 0.11585522443056107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10725122690200806, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.39107197523117065 + }, + { + "p": 0.0, + "m": 0.9693745970726013 + }, + { + "p": 0.01745280623435974, + "m": 1.0 + }, + { + "p": 0.045206937938928604, + "m": 0.0 + }, + { + "p": 0.015941988676786423, + "m": 0.9559585452079773 + }, + { + "p": 0.07210211455821991, + "m": 0.7647668123245239 + }, + { + "p": 0.07085222750902176, + "m": 0.9871373176574707 + }, + { + "p": 0.3387543857097626, + "m": 0.08563385158777237 + }, + { + "p": 0.06610669940710068, + "m": 1.0 + }, + { + "p": 0.1504763662815094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.2360639572143555, + "val_loss": 0.985949695110321, + "acc": 66.15, + "time": 255.22898295987397, + "param": [ + { + "p": 0.11917735636234283, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07851920276880264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.38909608125686646 + }, + { + "p": 0.0, + "m": 0.9694137573242188 + }, + { + "p": 0.033340949565172195, + "m": 1.0 + }, + { + "p": 0.05391949787735939, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9157424569129944 + }, + { + "p": 0.0644109919667244, + "m": 0.758186936378479 + }, + { + "p": 0.07363495230674744, + "m": 0.9832257628440857 + }, + { + "p": 0.3554302155971527, + "m": 0.13153357803821564 + }, + { + "p": 0.07325146347284317, + "m": 1.0 + }, + { + "p": 0.1483153998851776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.3766393661499023, + "val_loss": 0.8757861256599426, + "acc": 66.72, + "time": 253.5473591289483, + "param": [ + { + "p": 0.11709019541740417, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05781341716647148, + "m": 1.0 + }, + { + "p": 0.0021478228736668825, + "m": 0.3901873826980591 + }, + { + "p": 0.0, + "m": 0.976533055305481 + }, + { + "p": 0.05083578824996948, + "m": 1.0 + }, + { + "p": 0.06116390600800514, + "m": 0.005352749954909086 + }, + { + "p": 0.0017770564882084727, + "m": 0.8955569863319397 + }, + { + "p": 0.06237856671214104, + "m": 0.7361728549003601 + }, + { + "p": 0.07431991398334503, + "m": 0.9874721765518188 + }, + { + "p": 0.3538462221622467, + "m": 0.09192676842212677 + }, + { + "p": 0.07149702310562134, + "m": 1.0 + }, + { + "p": 0.147130087018013, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.546433687210083, + "val_loss": 1.0587695837020874, + "acc": 66.75, + "time": 253.80767648899928, + "param": [ + { + "p": 0.12234335392713547, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04963343217968941, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4048619270324707 + }, + { + "p": 0.0, + "m": 0.9914050102233887 + }, + { + "p": 0.056306738406419754, + "m": 0.992263674736023 + }, + { + "p": 0.059450291097164154, + "m": 0.003116033971309662 + }, + { + "p": 0.0, + "m": 0.8760379552841187 + }, + { + "p": 0.059800997376441956, + "m": 0.7289240956306458 + }, + { + "p": 0.06601282954216003, + "m": 0.9980764389038086 + }, + { + "p": 0.3540489375591278, + "m": 0.06287255883216858 + }, + { + "p": 0.07386184483766556, + "m": 1.0 + }, + { + "p": 0.15854158997535706, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.4347057342529297, + "val_loss": 0.8674856424331665, + "acc": 66.75, + "time": 254.9965548068285, + "param": [ + { + "p": 0.13299837708473206, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.044687531888484955, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3989619016647339 + }, + { + "p": 0.0, + "m": 0.9964489340782166 + }, + { + "p": 0.07859516143798828, + "m": 1.0 + }, + { + "p": 0.050517190247774124, + "m": 0.0 + }, + { + "p": 0.0001911359140649438, + "m": 0.8462340831756592 + }, + { + "p": 0.06286466866731644, + "m": 0.7442395687103271 + }, + { + "p": 0.06342383474111557, + "m": 0.9984039664268494 + }, + { + "p": 0.3310990631580353, + "m": 0.05381570756435394 + }, + { + "p": 0.07016634941101074, + "m": 1.0 + }, + { + "p": 0.165456622838974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.6838065385818481, + "val_loss": 0.944159746170044, + "acc": 66.8, + "time": 252.44030608329922, + "param": [ + { + "p": 0.1297816038131714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05222312733530998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.38395509123802185 + }, + { + "p": 0.0, + "m": 0.9972322583198547 + }, + { + "p": 0.0822741910815239, + "m": 1.0 + }, + { + "p": 0.06071989983320236, + "m": 0.0 + }, + { + "p": 0.0036969014909118414, + "m": 0.8482101559638977 + }, + { + "p": 0.07500520348548889, + "m": 0.7612029910087585 + }, + { + "p": 0.06056077405810356, + "m": 0.9925283789634705 + }, + { + "p": 0.3092401921749115, + "m": 0.0 + }, + { + "p": 0.0693148598074913, + "m": 1.0 + }, + { + "p": 0.1571832299232483, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.7851345539093018, + "val_loss": 1.0101596117019653, + "acc": 65.12, + "time": 249.88879080908373, + "param": [ + { + "p": 0.13189755380153656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05987481772899628, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.363980770111084 + }, + { + "p": 0.0, + "m": 0.9771285653114319 + }, + { + "p": 0.07882602512836456, + "m": 0.9835161566734314 + }, + { + "p": 0.06540790945291519, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8445475697517395 + }, + { + "p": 0.08132460713386536, + "m": 0.7692774534225464 + }, + { + "p": 0.04929865151643753, + "m": 1.0 + }, + { + "p": 0.31595373153686523, + "m": 0.0 + }, + { + "p": 0.06040619686245918, + "m": 1.0 + }, + { + "p": 0.15701046586036682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.739054560661316, + "val_loss": 1.0139065980911255, + "acc": 67.18, + "time": 254.3306822651066, + "param": [ + { + "p": 0.13588565587997437, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05988774448633194, + "m": 1.0 + }, + { + "p": 0.00045953760854899883, + "m": 0.3295782506465912 + }, + { + "p": 0.0, + "m": 0.9600313305854797 + }, + { + "p": 0.08327046781778336, + "m": 0.9409332275390625 + }, + { + "p": 0.05637499317526817, + "m": 0.0005245450302027166 + }, + { + "p": 0.0, + "m": 0.8422729969024658 + }, + { + "p": 0.08548837155103683, + "m": 0.7528787851333618 + }, + { + "p": 0.045436497777700424, + "m": 1.0 + }, + { + "p": 0.34278202056884766, + "m": 0.0 + }, + { + "p": 0.04292278364300728, + "m": 1.0 + }, + { + "p": 0.1474919468164444, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.466962218284607, + "val_loss": 0.9334781169891357, + "acc": 66.28, + "time": 254.29958799807355, + "param": [ + { + "p": 0.1453843116760254, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05661102384328842, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.31387510895729065 + }, + { + "p": 0.0, + "m": 0.9494630694389343 + }, + { + "p": 0.08975673466920853, + "m": 0.864269495010376 + }, + { + "p": 0.05375166982412338, + "m": 7.579363227705471e-06 + }, + { + "p": 0.0, + "m": 0.8490564227104187 + }, + { + "p": 0.07972276210784912, + "m": 0.7586954832077026 + }, + { + "p": 0.05286957323551178, + "m": 1.0 + }, + { + "p": 0.35848385095596313, + "m": 0.045583922415971756 + }, + { + "p": 0.03217676654458046, + "m": 1.0 + }, + { + "p": 0.13124331831932068, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.4469329118728638, + "val_loss": 0.8771684765815735, + "acc": 66.59, + "time": 253.13822939619422, + "param": [ + { + "p": 0.14401106536388397, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.041286394000053406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.29875245690345764 + }, + { + "p": 0.0, + "m": 0.9309698939323425 + }, + { + "p": 0.09738335758447647, + "m": 0.7885465621948242 + }, + { + "p": 0.05608528107404709, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.831710696220398 + }, + { + "p": 0.06321181356906891, + "m": 0.733507513999939 + }, + { + "p": 0.06036156415939331, + "m": 0.9939054250717163 + }, + { + "p": 0.3923795223236084, + "m": 0.09723766148090363 + }, + { + "p": 0.025170287117362022, + "m": 1.0 + }, + { + "p": 0.12011067569255829, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.5481618642807007, + "val_loss": 0.9675082564353943, + "acc": 66.59, + "time": 254.98247405793518, + "param": [ + { + "p": 0.1429579108953476, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.032523803412914276, + "m": 1.0 + }, + { + "p": 0.005327781196683645, + "m": 0.3074378967285156 + }, + { + "p": 0.0, + "m": 0.9143118262290955 + }, + { + "p": 0.08905089646577835, + "m": 0.7578075528144836 + }, + { + "p": 0.06371267139911652, + "m": 0.025964081287384033 + }, + { + "p": 0.0017833320889621973, + "m": 0.8136126399040222 + }, + { + "p": 0.06165718659758568, + "m": 0.7232522964477539 + }, + { + "p": 0.06596073508262634, + "m": 0.9884723424911499 + }, + { + "p": 0.4104315936565399, + "m": 0.09583326429128647 + }, + { + "p": 0.02193525619804859, + "m": 1.0 + }, + { + "p": 0.10342134535312653, + "m": 1.0 + }, + { + "p": 0.0012375082587823272, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.3906850814819336, + "val_loss": 0.9589108824729919, + "acc": 66.2, + "time": 253.91530749062076, + "param": [ + { + "p": 0.13948126137256622, + "m": 1.0 + }, + { + "p": 0.0007951501756906509, + "m": 1.0 + }, + { + "p": 0.02570025436580181, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.29646405577659607 + }, + { + "p": 0.004839545115828514, + "m": 0.906170666217804 + }, + { + "p": 0.0692765861749649, + "m": 0.7656587958335876 + }, + { + "p": 0.07661493867635727, + "m": 0.05838704854249954 + }, + { + "p": 0.013143813237547874, + "m": 0.8017426133155823 + }, + { + "p": 0.06086195260286331, + "m": 0.7318661212921143 + }, + { + "p": 0.07422076910734177, + "m": 0.9984252452850342 + }, + { + "p": 0.4044733941555023, + "m": 0.10649454593658447 + }, + { + "p": 0.02917092852294445, + "m": 1.0 + }, + { + "p": 0.0919700562953949, + "m": 1.0 + }, + { + "p": 0.009451402351260185, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.305379033088684, + "val_loss": 1.090444803237915, + "acc": 66.85, + "time": 253.86615662137046, + "param": [ + { + "p": 0.13347193598747253, + "m": 1.0 + }, + { + "p": 0.015221817418932915, + "m": 1.0 + }, + { + "p": 0.02874719351530075, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.2789307236671448 + }, + { + "p": 0.015296307392418385, + "m": 0.887156069278717 + }, + { + "p": 0.05464586243033409, + "m": 0.7365667223930359 + }, + { + "p": 0.08260829746723175, + "m": 0.06106104329228401 + }, + { + "p": 0.022220319136977196, + "m": 0.7883512377738953 + }, + { + "p": 0.06622471660375595, + "m": 0.7519029378890991 + }, + { + "p": 0.07121354341506958, + "m": 1.0 + }, + { + "p": 0.3621387481689453, + "m": 0.09714590013027191 + }, + { + "p": 0.0434141643345356, + "m": 0.9986321330070496 + }, + { + "p": 0.09054119139909744, + "m": 1.0 + }, + { + "p": 0.014255935326218605, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.2668973207473755, + "val_loss": 0.8435088992118835, + "acc": 66.43, + "time": 253.77209321875125, + "param": [ + { + "p": 0.13132822513580322, + "m": 1.0 + }, + { + "p": 0.02411274053156376, + "m": 1.0 + }, + { + "p": 0.03649106249213219, + "m": 1.0 + }, + { + "p": 0.004712183494120836, + "m": 0.25939393043518066 + }, + { + "p": 0.005130654666572809, + "m": 0.8363070487976074 + }, + { + "p": 0.04865889996290207, + "m": 0.7207722663879395 + }, + { + "p": 0.08716229349374771, + "m": 0.05547565966844559 + }, + { + "p": 0.02265830524265766, + "m": 0.7928924560546875 + }, + { + "p": 0.06416716426610947, + "m": 0.767501950263977 + }, + { + "p": 0.06693266332149506, + "m": 1.0 + }, + { + "p": 0.34437090158462524, + "m": 0.10468414425849915 + }, + { + "p": 0.05275815725326538, + "m": 1.0 + }, + { + "p": 0.09841877967119217, + "m": 1.0 + }, + { + "p": 0.013098003342747688, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.3201669454574585, + "val_loss": 0.9901203513145447, + "acc": 66.89, + "time": 252.22172425221652, + "param": [ + { + "p": 0.12328086048364639, + "m": 1.0 + }, + { + "p": 0.019240230321884155, + "m": 1.0 + }, + { + "p": 0.05246108025312424, + "m": 1.0 + }, + { + "p": 0.019553232938051224, + "m": 0.23164422810077667 + }, + { + "p": 0.004833777900785208, + "m": 0.7597902417182922 + }, + { + "p": 0.04111028462648392, + "m": 0.7091790437698364 + }, + { + "p": 0.0828777551651001, + "m": 0.02537539415061474 + }, + { + "p": 0.03330257534980774, + "m": 0.7786633372306824 + }, + { + "p": 0.06607691198587418, + "m": 0.7841547131538391 + }, + { + "p": 0.07130122184753418, + "m": 1.0 + }, + { + "p": 0.28563180565834045, + "m": 0.11176707595586777 + }, + { + "p": 0.07249712198972702, + "m": 1.0 + }, + { + "p": 0.09673953056335449, + "m": 1.0 + }, + { + "p": 0.03109361231327057, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.373702049255371, + "val_loss": 0.9035580158233643, + "acc": 67.22, + "time": 254.5451418752782, + "param": [ + { + "p": 0.1261754184961319, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.061648473143577576, + "m": 1.0 + }, + { + "p": 0.021838920190930367, + "m": 0.21231016516685486 + }, + { + "p": 0.0, + "m": 0.6735661625862122 + }, + { + "p": 0.02362087368965149, + "m": 0.7133456468582153 + }, + { + "p": 0.08086345344781876, + "m": 0.0 + }, + { + "p": 0.032745521515607834, + "m": 0.7740879058837891 + }, + { + "p": 0.07504639774560928, + "m": 0.7774394750595093 + }, + { + "p": 0.0735192820429802, + "m": 0.9991628527641296 + }, + { + "p": 0.2794853150844574, + "m": 0.10662891715765 + }, + { + "p": 0.08141382038593292, + "m": 1.0 + }, + { + "p": 0.0914810448884964, + "m": 1.0 + }, + { + "p": 0.05216148495674133, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.208412528038025, + "val_loss": 0.8760018348693848, + "acc": 66.82, + "time": 252.83853248879313, + "param": [ + { + "p": 0.115512415766716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06924650818109512, + "m": 1.0 + }, + { + "p": 0.02179962955415249, + "m": 0.18808506429195404 + }, + { + "p": 0.0, + "m": 0.6198517680168152 + }, + { + "p": 0.02744392678141594, + "m": 0.7159379124641418 + }, + { + "p": 0.08140569180250168, + "m": 0.0 + }, + { + "p": 0.02794628217816353, + "m": 0.7704290151596069 + }, + { + "p": 0.07815258204936981, + "m": 0.7496363520622253 + }, + { + "p": 0.0799037516117096, + "m": 1.0 + }, + { + "p": 0.27462998032569885, + "m": 0.07968340814113617 + }, + { + "p": 0.08134777098894119, + "m": 1.0 + }, + { + "p": 0.07897067070007324, + "m": 1.0 + }, + { + "p": 0.06364085525274277, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.288051724433899, + "val_loss": 0.9127482175827026, + "acc": 67.24, + "time": 254.5086002247408, + "param": [ + { + "p": 0.11597767472267151, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08073883503675461, + "m": 1.0 + }, + { + "p": 0.022753959521651268, + "m": 0.16064396500587463 + }, + { + "p": 0.0, + "m": 0.5956534147262573 + }, + { + "p": 0.017947908490896225, + "m": 0.7152309417724609 + }, + { + "p": 0.079714335501194, + "m": 0.00023880679509602487 + }, + { + "p": 0.017874347046017647, + "m": 0.7427979111671448 + }, + { + "p": 0.08741085976362228, + "m": 0.7409073114395142 + }, + { + "p": 0.08337738364934921, + "m": 0.9970247149467468 + }, + { + "p": 0.2829209268093109, + "m": 0.06313642859458923 + }, + { + "p": 0.08477059751749039, + "m": 1.0 + }, + { + "p": 0.07682153582572937, + "m": 1.0 + }, + { + "p": 0.049691639840602875, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.4173449277877808, + "val_loss": 1.076240062713623, + "acc": 66.74, + "time": 256.1253469749354, + "param": [ + { + "p": 0.10828645527362823, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09571313858032227, + "m": 1.0 + }, + { + "p": 0.01607438176870346, + "m": 0.12163279205560684 + }, + { + "p": 0.0, + "m": 0.583193302154541 + }, + { + "p": 0.002207003068178892, + "m": 0.7103792428970337 + }, + { + "p": 0.08534777164459229, + "m": 0.0 + }, + { + "p": 0.00034210903686471283, + "m": 0.739280641078949 + }, + { + "p": 0.0909932553768158, + "m": 0.733768105506897 + }, + { + "p": 0.07980788499116898, + "m": 0.989502489566803 + }, + { + "p": 0.31302231550216675, + "m": 0.0559673085808754 + }, + { + "p": 0.0981673076748848, + "m": 1.0 + }, + { + "p": 0.08188924938440323, + "m": 1.0 + }, + { + "p": 0.028149114921689034, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.0681593418121338, + "val_loss": 1.0123918056488037, + "acc": 66.99, + "time": 253.80221011303365, + "param": [ + { + "p": 0.10078618675470352, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10979507118463516, + "m": 1.0 + }, + { + "p": 0.009387088008224964, + "m": 0.09229950606822968 + }, + { + "p": 0.0, + "m": 0.5554056167602539 + }, + { + "p": 0.003476829268038273, + "m": 0.7099652886390686 + }, + { + "p": 0.08723513036966324, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7321033477783203 + }, + { + "p": 0.08344178646802902, + "m": 0.7248024344444275 + }, + { + "p": 0.07905841618776321, + "m": 0.9941083788871765 + }, + { + "p": 0.32379403710365295, + "m": 0.05582857131958008 + }, + { + "p": 0.11570579558610916, + "m": 1.0 + }, + { + "p": 0.08664914965629578, + "m": 1.0 + }, + { + "p": 0.0006704892148263752, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.4636913537979126, + "val_loss": 1.0676836967468262, + "acc": 66.64, + "time": 252.2354236813262, + "param": [ + { + "p": 0.08698223531246185, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11227268725633621, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.013769825920462608 + }, + { + "p": 0.0050359368324279785, + "m": 0.47932809591293335 + }, + { + "p": 0.001568027539178729, + "m": 0.7389138340950012 + }, + { + "p": 0.1063615158200264, + "m": 0.03750718757510185 + }, + { + "p": 0.004073837772011757, + "m": 0.7102087736129761 + }, + { + "p": 0.08101416379213333, + "m": 0.7212172150611877 + }, + { + "p": 0.07676346600055695, + "m": 1.0 + }, + { + "p": 0.3242463767528534, + "m": 0.07528798282146454 + }, + { + "p": 0.11834247410297394, + "m": 1.0 + }, + { + "p": 0.08333919197320938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.3181582689285278, + "val_loss": 1.0249254703521729, + "acc": 66.52, + "time": 253.6080518309027, + "param": [ + { + "p": 0.07494329661130905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11113183945417404, + "m": 1.0 + }, + { + "p": 0.013511167839169502, + "m": 0.0 + }, + { + "p": 0.0070475745014846325, + "m": 0.4490344226360321 + }, + { + "p": 0.013813044875860214, + "m": 0.7534409165382385 + }, + { + "p": 0.11389857530593872, + "m": 0.0576191246509552 + }, + { + "p": 0.029033245518803596, + "m": 0.7191270589828491 + }, + { + "p": 0.07278501242399216, + "m": 0.7237389087677002 + }, + { + "p": 0.07496066391468048, + "m": 1.0 + }, + { + "p": 0.2981323301792145, + "m": 0.09936017543077469 + }, + { + "p": 0.1102968230843544, + "m": 1.0 + }, + { + "p": 0.08044645935297012, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.1972671747207642, + "val_loss": 0.9268386960029602, + "acc": 67.44, + "time": 251.43246661266312, + "param": [ + { + "p": 0.07872623950242996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10103056579828262, + "m": 1.0 + }, + { + "p": 0.0246746689081192, + "m": 0.008212030865252018 + }, + { + "p": 0.0, + "m": 0.4067862927913666 + }, + { + "p": 0.029794299975037575, + "m": 0.7461748123168945 + }, + { + "p": 0.11644019931554794, + "m": 0.09449221193790436 + }, + { + "p": 0.037759993225336075, + "m": 0.7366936802864075 + }, + { + "p": 0.07427844405174255, + "m": 0.7175500392913818 + }, + { + "p": 0.06822144985198975, + "m": 1.0 + }, + { + "p": 0.2941017746925354, + "m": 0.0960429310798645 + }, + { + "p": 0.09916029870510101, + "m": 1.0 + }, + { + "p": 0.07581208646297455, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.3606923818588257, + "val_loss": 0.9349390268325806, + "acc": 67.09, + "time": 254.26687091821805, + "param": [ + { + "p": 0.08923961222171783, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0859096571803093, + "m": 1.0 + }, + { + "p": 0.028598563745617867, + "m": 0.0 + }, + { + "p": 0.002122476464137435, + "m": 0.3947232961654663 + }, + { + "p": 0.04284312576055527, + "m": 0.7387089729309082 + }, + { + "p": 0.11715148389339447, + "m": 0.10260174423456192 + }, + { + "p": 0.03573748841881752, + "m": 0.7159131169319153 + }, + { + "p": 0.08365140110254288, + "m": 0.7256737351417542 + }, + { + "p": 0.05659839138388634, + "m": 1.0 + }, + { + "p": 0.2957313656806946, + "m": 0.07116559147834778 + }, + { + "p": 0.08951970189809799, + "m": 1.0 + }, + { + "p": 0.07202219218015671, + "m": 1.0 + }, + { + "p": 0.0008744848310016096, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.3022700548171997, + "val_loss": 0.9367445111274719, + "acc": 66.64, + "time": 251.56866516685113, + "param": [ + { + "p": 0.08579739928245544, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08205784112215042, + "m": 1.0 + }, + { + "p": 0.039826542139053345, + "m": 0.00026020107907243073 + }, + { + "p": 0.005873949732631445, + "m": 0.3904208838939667 + }, + { + "p": 0.06475131958723068, + "m": 0.7289988994598389 + }, + { + "p": 0.10972049832344055, + "m": 0.08930688351392746 + }, + { + "p": 0.04764330014586449, + "m": 0.696291983127594 + }, + { + "p": 0.0877806767821312, + "m": 0.7537367939949036 + }, + { + "p": 0.04291181638836861, + "m": 0.9969531297683716 + }, + { + "p": 0.2640877366065979, + "m": 0.0558185800909996 + }, + { + "p": 0.09312102198600769, + "m": 1.0 + }, + { + "p": 0.06688924878835678, + "m": 1.0 + }, + { + "p": 0.009538634680211544, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.3457375764846802, + "val_loss": 1.0554718971252441, + "acc": 67.46, + "time": 253.2895407830365, + "param": [ + { + "p": 0.09256716072559357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07828538119792938, + "m": 1.0 + }, + { + "p": 0.03889486566185951, + "m": 0.0011248154332861304 + }, + { + "p": 0.0, + "m": 0.3572584092617035 + }, + { + "p": 0.07724402099847794, + "m": 0.7031877040863037 + }, + { + "p": 0.10177714377641678, + "m": 0.07545391470193863 + }, + { + "p": 0.05981966480612755, + "m": 0.6904101371765137 + }, + { + "p": 0.0821140706539154, + "m": 0.7758215665817261 + }, + { + "p": 0.025572242215275764, + "m": 0.9926156997680664 + }, + { + "p": 0.2563798427581787, + "m": 0.04514152184128761 + }, + { + "p": 0.10672296583652496, + "m": 1.0 + }, + { + "p": 0.07137012481689453, + "m": 1.0 + }, + { + "p": 0.009252493269741535, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.267918348312378, + "val_loss": 0.8795509934425354, + "acc": 67.95, + "time": 252.40421900898218, + "param": [ + { + "p": 0.09210718423128128, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08261843025684357, + "m": 1.0 + }, + { + "p": 0.04457589238882065, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.34517616033554077 + }, + { + "p": 0.07528029382228851, + "m": 0.6653198003768921 + }, + { + "p": 0.08928519487380981, + "m": 0.030061446130275726 + }, + { + "p": 0.05658431351184845, + "m": 0.6766583323478699 + }, + { + "p": 0.07957655936479568, + "m": 0.7846063375473022 + }, + { + "p": 0.02025775983929634, + "m": 0.9992450475692749 + }, + { + "p": 0.2563798129558563, + "m": 0.04702933132648468 + }, + { + "p": 0.12397058308124542, + "m": 1.0 + }, + { + "p": 0.07936406135559082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.181379795074463, + "val_loss": 0.9764871001243591, + "acc": 68.28, + "time": 252.06339276907966, + "param": [ + { + "p": 0.09202215075492859, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07758158445358276, + "m": 1.0 + }, + { + "p": 0.050359368324279785, + "m": 0.0 + }, + { + "p": 0.00033101430744864047, + "m": 0.36657020449638367 + }, + { + "p": 0.07488976418972015, + "m": 0.6243586540222168 + }, + { + "p": 0.08590236306190491, + "m": 0.0 + }, + { + "p": 0.04916580021381378, + "m": 0.656975507736206 + }, + { + "p": 0.08485919237136841, + "m": 0.7869773507118225 + }, + { + "p": 0.0322442427277565, + "m": 1.0 + }, + { + "p": 0.2471860647201538, + "m": 0.02888401597738266 + }, + { + "p": 0.12252326309680939, + "m": 1.0 + }, + { + "p": 0.08293521404266357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.3876851797103882, + "val_loss": 1.0091055631637573, + "acc": 66.83, + "time": 257.55200878717005, + "param": [ + { + "p": 0.07839370518922806, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06952463090419769, + "m": 1.0 + }, + { + "p": 0.05664483457803726, + "m": 0.0018856850219890475 + }, + { + "p": 0.0024700306821614504, + "m": 0.3339758515357971 + }, + { + "p": 0.0814257487654686, + "m": 0.5828644037246704 + }, + { + "p": 0.08732385188341141, + "m": 0.00326274405233562 + }, + { + "p": 0.049116458743810654, + "m": 0.6646533012390137 + }, + { + "p": 0.09155762195587158, + "m": 0.7912120223045349 + }, + { + "p": 0.036562442779541016, + "m": 1.0 + }, + { + "p": 0.24627670645713806, + "m": 0.0 + }, + { + "p": 0.12107483297586441, + "m": 1.0 + }, + { + "p": 0.07962905615568161, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.2393763065338135, + "val_loss": 1.0911409854888916, + "acc": 67.74, + "time": 254.30823149485514, + "param": [ + { + "p": 0.06430784612894058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05848778784275055, + "m": 1.0 + }, + { + "p": 0.049610815942287445, + "m": 0.0 + }, + { + "p": 0.010139967314898968, + "m": 0.2571773827075958 + }, + { + "p": 0.09525269269943237, + "m": 0.5508736371994019 + }, + { + "p": 0.09483284503221512, + "m": 0.0 + }, + { + "p": 0.05215227231383324, + "m": 0.642832338809967 + }, + { + "p": 0.10434960573911667, + "m": 0.8099674582481384 + }, + { + "p": 0.0338134691119194, + "m": 1.0 + }, + { + "p": 0.24287652969360352, + "m": 0.01589330844581127 + }, + { + "p": 0.12930139899253845, + "m": 1.0 + }, + { + "p": 0.06370455026626587, + "m": 1.0 + }, + { + "p": 0.0011702192714437842, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.4202234745025635, + "val_loss": 0.8217456936836243, + "acc": 67.66, + "time": 254.88168108277023, + "param": [ + { + "p": 0.04683123528957367, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.061271410435438156, + "m": 1.0 + }, + { + "p": 0.05238887667655945, + "m": 0.0 + }, + { + "p": 0.01569020003080368, + "m": 0.17481453716754913 + }, + { + "p": 0.09828928112983704, + "m": 0.5051131248474121 + }, + { + "p": 0.09231340140104294, + "m": 0.0 + }, + { + "p": 0.04850257560610771, + "m": 0.5961443781852722 + }, + { + "p": 0.10633396357297897, + "m": 0.7984119057655334 + }, + { + "p": 0.03197106719017029, + "m": 1.0 + }, + { + "p": 0.2500534653663635, + "m": 0.0 + }, + { + "p": 0.13864193856716156, + "m": 1.0 + }, + { + "p": 0.057712629437446594, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.106831669807434, + "val_loss": 0.9276599287986755, + "acc": 67.55, + "time": 252.81085444288328, + "param": [ + { + "p": 0.023926597088575363, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05666401609778404, + "m": 1.0 + }, + { + "p": 0.05890649929642677, + "m": 0.0030081600416451693 + }, + { + "p": 0.004468279890716076, + "m": 0.08531972020864487 + }, + { + "p": 0.10012072324752808, + "m": 0.4687471389770508 + }, + { + "p": 0.10319887846708298, + "m": 0.0 + }, + { + "p": 0.034129705280065536, + "m": 0.5683974027633667 + }, + { + "p": 0.10137610137462616, + "m": 0.7779368758201599 + }, + { + "p": 0.016036150977015495, + "m": 1.0 + }, + { + "p": 0.2939259111881256, + "m": 0.022235143929719925 + }, + { + "p": 0.15074068307876587, + "m": 1.0 + }, + { + "p": 0.0565064437687397, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.0083540678024292, + "val_loss": 0.963812530040741, + "acc": 67.53, + "time": 254.30204243725166, + "param": [ + { + "p": 0.00701146200299263, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05579017847776413, + "m": 1.0 + }, + { + "p": 0.06795001029968262, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.046542175114154816 + }, + { + "p": 0.10691970586776733, + "m": 0.4734768271446228 + }, + { + "p": 0.09742623567581177, + "m": 0.0 + }, + { + "p": 0.03199315443634987, + "m": 0.5514367818832397 + }, + { + "p": 0.10121789574623108, + "m": 0.7774001359939575 + }, + { + "p": 0.018819399178028107, + "m": 1.0 + }, + { + "p": 0.30804404616355896, + "m": 0.06196888908743858 + }, + { + "p": 0.14657309651374817, + "m": 1.0 + }, + { + "p": 0.0582549013197422, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.0835040807724, + "val_loss": 0.813541054725647, + "acc": 67.47, + "time": 256.44434494525194, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03761262074112892, + "m": 1.0 + }, + { + "p": 0.06639715284109116, + "m": 0.0015066496562212706 + }, + { + "p": 0.006683510262519121, + "m": 0.045054808259010315 + }, + { + "p": 0.11490308493375778, + "m": 0.5028640627861023 + }, + { + "p": 0.0907936617732048, + "m": 0.0 + }, + { + "p": 0.0395277738571167, + "m": 0.5430876016616821 + }, + { + "p": 0.10679711401462555, + "m": 0.7832565903663635 + }, + { + "p": 0.03293091058731079, + "m": 1.0 + }, + { + "p": 0.3145509660243988, + "m": 0.06026383861899376 + }, + { + "p": 0.1372440606355667, + "m": 1.0 + }, + { + "p": 0.051804788410663605, + "m": 1.0 + }, + { + "p": 0.0007543618557974696, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.0015443563461304, + "val_loss": 0.9163273572921753, + "acc": 68.79, + "time": 255.28088158834726, + "param": [ + { + "p": 0.0014757051831111312, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012959053739905357, + "m": 1.0 + }, + { + "p": 0.054676301777362823, + "m": 0.0 + }, + { + "p": 0.017800305038690567, + "m": 0.056869689375162125 + }, + { + "p": 0.1243516132235527, + "m": 0.5333877205848694 + }, + { + "p": 0.08826468139886856, + "m": 0.0 + }, + { + "p": 0.05527421832084656, + "m": 0.5045443177223206 + }, + { + "p": 0.11027372628450394, + "m": 0.8055370450019836 + }, + { + "p": 0.03980519622564316, + "m": 0.9969499111175537 + }, + { + "p": 0.3419976234436035, + "m": 0.07203665375709534 + }, + { + "p": 0.11880030483007431, + "m": 1.0 + }, + { + "p": 0.034321293234825134, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.1969420909881592, + "val_loss": 1.0073840618133545, + "acc": 67.87, + "time": 252.51286563882604, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0012171590933576226, + "m": 1.0 + }, + { + "p": 0.05638529732823372, + "m": 0.0 + }, + { + "p": 0.03194412216544151, + "m": 0.05489954352378845 + }, + { + "p": 0.12600690126419067, + "m": 0.5025303363800049 + }, + { + "p": 0.08308178931474686, + "m": 0.0 + }, + { + "p": 0.07187953591346741, + "m": 0.42446088790893555 + }, + { + "p": 0.10757271200418472, + "m": 0.8008342385292053 + }, + { + "p": 0.04711991176009178, + "m": 1.0 + }, + { + "p": 0.34245389699935913, + "m": 0.09771762043237686 + }, + { + "p": 0.0949624702334404, + "m": 1.0 + }, + { + "p": 0.03737620264291763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.9782513380050659, + "val_loss": 0.8793030977249146, + "acc": 68.18, + "time": 254.13245002180338, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00019555464677978307, + "m": 1.0 + }, + { + "p": 0.0008321237983182073, + "m": 1.0 + }, + { + "p": 0.0639336109161377, + "m": 0.00970609299838543 + }, + { + "p": 0.030870413407683372, + "m": 0.03033352456986904 + }, + { + "p": 0.11763273924589157, + "m": 0.483798623085022 + }, + { + "p": 0.08306056261062622, + "m": 0.0 + }, + { + "p": 0.07957854121923447, + "m": 0.36028459668159485 + }, + { + "p": 0.09803043305873871, + "m": 0.7845125794410706 + }, + { + "p": 0.04144353047013283, + "m": 0.9878639578819275 + }, + { + "p": 0.3515559136867523, + "m": 0.10644175857305527 + }, + { + "p": 0.08119916915893555, + "m": 1.0 + }, + { + "p": 0.04868791997432709, + "m": 1.0 + }, + { + "p": 0.002979476936161518, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.0033628940582275, + "val_loss": 0.8726758360862732, + "acc": 68.65, + "time": 255.09189982479438, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0022809228394180536, + "m": 1.0 + }, + { + "p": 0.005238821730017662, + "m": 1.0 + }, + { + "p": 0.07443640381097794, + "m": 0.0032055936753749847 + }, + { + "p": 0.03042110614478588, + "m": 0.0 + }, + { + "p": 0.10079645365476608, + "m": 0.43169495463371277 + }, + { + "p": 0.0839499682188034, + "m": 0.0 + }, + { + "p": 0.07864163815975189, + "m": 0.3319609463214874 + }, + { + "p": 0.08974647521972656, + "m": 0.7636393308639526 + }, + { + "p": 0.041574083268642426, + "m": 0.9897139072418213 + }, + { + "p": 0.3567361831665039, + "m": 0.09474833309650421 + }, + { + "p": 0.07572362571954727, + "m": 1.0 + }, + { + "p": 0.05458597093820572, + "m": 1.0 + }, + { + "p": 0.00586825143545866, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.0240744352340698, + "val_loss": 0.9481433033943176, + "acc": 68.07, + "time": 253.95932697411627, + "param": [ + { + "p": 0.001673800521530211, + "m": 1.0 + }, + { + "p": 0.009858604520559311, + "m": 1.0 + }, + { + "p": 0.022370265796780586, + "m": 1.0 + }, + { + "p": 0.08027183264493942, + "m": 0.0 + }, + { + "p": 0.012525803409516811, + "m": 0.0 + }, + { + "p": 0.10121143609285355, + "m": 0.34224992990493774 + }, + { + "p": 0.08010409772396088, + "m": 0.0 + }, + { + "p": 0.0706930011510849, + "m": 0.29567959904670715 + }, + { + "p": 0.08114282786846161, + "m": 0.7470332980155945 + }, + { + "p": 0.03939345106482506, + "m": 0.9779512286186218 + }, + { + "p": 0.35101309418678284, + "m": 0.08548515290021896 + }, + { + "p": 0.07296791672706604, + "m": 1.0 + }, + { + "p": 0.054246075451374054, + "m": 1.0 + }, + { + "p": 0.022527776658535004, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.0040404796600342, + "val_loss": 0.8708750605583191, + "acc": 68.8, + "time": 252.42261411482468, + "param": [ + { + "p": 0.00037961534690111876, + "m": 1.0 + }, + { + "p": 0.001212453469634056, + "m": 1.0 + }, + { + "p": 0.02847881242632866, + "m": 1.0 + }, + { + "p": 0.08491851389408112, + "m": 0.0 + }, + { + "p": 0.0012907711789011955, + "m": 0.003994025755673647 + }, + { + "p": 0.10434619337320328, + "m": 0.2184104472398758 + }, + { + "p": 0.060901276767253876, + "m": 0.0 + }, + { + "p": 0.05577075853943825, + "m": 0.2579349875450134 + }, + { + "p": 0.07253126055002213, + "m": 0.7088736295700073 + }, + { + "p": 0.03664741665124893, + "m": 0.9793208241462708 + }, + { + "p": 0.4008578062057495, + "m": 0.077191062271595 + }, + { + "p": 0.06786618381738663, + "m": 1.0 + }, + { + "p": 0.046145960688591, + "m": 1.0 + }, + { + "p": 0.03865298256278038, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.34666109085083, + "val_loss": 0.9729146957397461, + "acc": 67.79, + "time": 254.85752209229395, + "param": [ + { + "p": 0.00857255794107914, + "m": 1.0 + }, + { + "p": 0.0016461797058582306, + "m": 1.0 + }, + { + "p": 0.04029053449630737, + "m": 1.0 + }, + { + "p": 0.07856117188930511, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0009955295827239752 + }, + { + "p": 0.09101690351963043, + "m": 0.11908552050590515 + }, + { + "p": 0.04506213590502739, + "m": 0.0 + }, + { + "p": 0.04285845533013344, + "m": 0.2449658215045929 + }, + { + "p": 0.05781655013561249, + "m": 0.6716874837875366 + }, + { + "p": 0.028612680733203888, + "m": 0.9865648746490479 + }, + { + "p": 0.4265025556087494, + "m": 0.06405480951070786 + }, + { + "p": 0.0732283741235733, + "m": 1.0 + }, + { + "p": 0.03348837047815323, + "m": 1.0 + }, + { + "p": 0.07234352082014084, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.4628914594650269, + "val_loss": 1.0331602096557617, + "acc": 68.0, + "time": 255.2265606378205, + "param": [ + { + "p": 0.029983652755618095, + "m": 1.0 + }, + { + "p": 0.026934368535876274, + "m": 1.0 + }, + { + "p": 0.055792152881622314, + "m": 1.0 + }, + { + "p": 0.07639874517917633, + "m": 0.026352649554610252 + }, + { + "p": 0.00199822336435318, + "m": 0.0 + }, + { + "p": 0.06164014711976051, + "m": 0.07374335080385208 + }, + { + "p": 0.04381716623902321, + "m": 0.0 + }, + { + "p": 0.038308076560497284, + "m": 0.2634357213973999 + }, + { + "p": 0.057961851358413696, + "m": 0.6787099242210388 + }, + { + "p": 0.04066517576575279, + "m": 0.9813312292098999 + }, + { + "p": 0.3714410364627838, + "m": 0.01852070540189743 + }, + { + "p": 0.07244174927473068, + "m": 0.9999606013298035 + }, + { + "p": 0.03362391144037247, + "m": 1.0 + }, + { + "p": 0.08899366110563278, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.36311674118042, + "val_loss": 0.875184178352356, + "acc": 68.29, + "time": 254.5221844748594, + "param": [ + { + "p": 0.052098728716373444, + "m": 1.0 + }, + { + "p": 0.04682854562997818, + "m": 1.0 + }, + { + "p": 0.057076845318078995, + "m": 1.0 + }, + { + "p": 0.0653223991394043, + "m": 0.0 + }, + { + "p": 0.028324393555521965, + "m": 0.0 + }, + { + "p": 0.04493970051407814, + "m": 0.0618259496986866 + }, + { + "p": 0.05523638054728508, + "m": 0.0 + }, + { + "p": 0.041060589253902435, + "m": 0.23931314051151276 + }, + { + "p": 0.05277404934167862, + "m": 0.6737664341926575 + }, + { + "p": 0.05282529070973396, + "m": 0.9826753735542297 + }, + { + "p": 0.29640886187553406, + "m": 0.0 + }, + { + "p": 0.06689996272325516, + "m": 1.0 + }, + { + "p": 0.04915777966380119, + "m": 1.0 + }, + { + "p": 0.09104650467634201, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.0103535652160645, + "val_loss": 0.8950930833816528, + "acc": 68.03, + "time": 256.7188551649451, + "param": [ + { + "p": 0.06395138055086136, + "m": 1.0 + }, + { + "p": 0.07904379814863205, + "m": 1.0 + }, + { + "p": 0.07374826073646545, + "m": 1.0 + }, + { + "p": 0.05822421982884407, + "m": 0.0 + }, + { + "p": 0.03322159871459007, + "m": 0.0 + }, + { + "p": 0.042719125747680664, + "m": 0.01952172815799713 + }, + { + "p": 0.05132472887635231, + "m": 0.0 + }, + { + "p": 0.04305322468280792, + "m": 0.211666539311409 + }, + { + "p": 0.03837571665644646, + "m": 0.6500063538551331 + }, + { + "p": 0.05757107585668564, + "m": 0.9951263666152954 + }, + { + "p": 0.2374764233827591, + "m": 0.0002444051206111908 + }, + { + "p": 0.06376463174819946, + "m": 1.0 + }, + { + "p": 0.059965599328279495, + "m": 1.0 + }, + { + "p": 0.09756021201610565, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.0985009670257568, + "val_loss": 1.1259005069732666, + "acc": 68.96, + "time": 257.309929441195, + "param": [ + { + "p": 0.07536374032497406, + "m": 1.0 + }, + { + "p": 0.09076257050037384, + "m": 1.0 + }, + { + "p": 0.08419272303581238, + "m": 1.0 + }, + { + "p": 0.06887809932231903, + "m": 0.003397683147341013 + }, + { + "p": 0.038693055510520935, + "m": 0.0 + }, + { + "p": 0.05772912874817848, + "m": 0.0 + }, + { + "p": 0.05551604926586151, + "m": 0.0 + }, + { + "p": 0.060699451714754105, + "m": 0.2189972847700119 + }, + { + "p": 0.025360478088259697, + "m": 0.6416454315185547 + }, + { + "p": 0.05485204607248306, + "m": 0.9943843483924866 + }, + { + "p": 0.17757956683635712, + "m": 0.0017475439235568047 + }, + { + "p": 0.060815904289484024, + "m": 1.0 + }, + { + "p": 0.06313760578632355, + "m": 1.0 + }, + { + "p": 0.08641957491636276, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.0520174503326416, + "val_loss": 0.9653252363204956, + "acc": 68.05, + "time": 252.34690826805308, + "param": [ + { + "p": 0.06542390584945679, + "m": 1.0 + }, + { + "p": 0.09105829894542694, + "m": 1.0 + }, + { + "p": 0.08908313512802124, + "m": 1.0 + }, + { + "p": 0.0857735276222229, + "m": 0.00712266331538558 + }, + { + "p": 0.02939358539879322, + "m": 0.0 + }, + { + "p": 0.06689952313899994, + "m": 0.0 + }, + { + "p": 0.057130806148052216, + "m": 0.0 + }, + { + "p": 0.07402367889881134, + "m": 0.2620995342731476 + }, + { + "p": 0.01772669516503811, + "m": 0.6185871958732605 + }, + { + "p": 0.05962551385164261, + "m": 0.979783833026886 + }, + { + "p": 0.1583220660686493, + "m": 0.0 + }, + { + "p": 0.06115736812353134, + "m": 1.0 + }, + { + "p": 0.06398983299732208, + "m": 1.0 + }, + { + "p": 0.08039207756519318, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.3718980550765991, + "val_loss": 0.9196564555168152, + "acc": 68.63, + "time": 253.24783357186243, + "param": [ + { + "p": 0.057598985731601715, + "m": 1.0 + }, + { + "p": 0.08485928922891617, + "m": 1.0 + }, + { + "p": 0.08787669241428375, + "m": 1.0 + }, + { + "p": 0.0912291631102562, + "m": 0.015535173006355762 + }, + { + "p": 0.033822640776634216, + "m": 0.016247853636741638 + }, + { + "p": 0.08377420157194138, + "m": 0.03124924749135971 + }, + { + "p": 0.06610352545976639, + "m": 0.002739987336099148 + }, + { + "p": 0.0659102275967598, + "m": 0.25188738107681274 + }, + { + "p": 0.015757206827402115, + "m": 0.5956892967224121 + }, + { + "p": 0.08207295835018158, + "m": 0.9810490012168884 + }, + { + "p": 0.12708833813667297, + "m": 0.0 + }, + { + "p": 0.060522403568029404, + "m": 1.0 + }, + { + "p": 0.0617872029542923, + "m": 1.0 + }, + { + "p": 0.08159716427326202, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.8542031049728394, + "val_loss": 0.9973143935203552, + "acc": 68.54, + "time": 256.6657399106771, + "param": [ + { + "p": 0.05412137880921364, + "m": 1.0 + }, + { + "p": 0.08180234581232071, + "m": 1.0 + }, + { + "p": 0.060466960072517395, + "m": 1.0 + }, + { + "p": 0.09797625243663788, + "m": 0.0010961751686409116 + }, + { + "p": 0.037710629403591156, + "m": 0.0167552400380373 + }, + { + "p": 0.08975759148597717, + "m": 0.08095907419919968 + }, + { + "p": 0.08852662146091461, + "m": 0.0 + }, + { + "p": 0.05412472039461136, + "m": 0.29469168186187744 + }, + { + "p": 0.010548313148319721, + "m": 0.5903505086898804 + }, + { + "p": 0.10052943229675293, + "m": 0.9758512377738953 + }, + { + "p": 0.11918890476226807, + "m": 0.02351793460547924 + }, + { + "p": 0.060974422842264175, + "m": 1.0 + }, + { + "p": 0.06482170522212982, + "m": 1.0 + }, + { + "p": 0.07945070415735245, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.0556637048721313, + "val_loss": 0.9770814776420593, + "acc": 67.95, + "time": 254.62621345557272, + "param": [ + { + "p": 0.06040969491004944, + "m": 1.0 + }, + { + "p": 0.06839077174663544, + "m": 1.0 + }, + { + "p": 0.03128589689731598, + "m": 1.0 + }, + { + "p": 0.10296624153852463, + "m": 0.00032721919706091285 + }, + { + "p": 0.03445340320467949, + "m": 0.0 + }, + { + "p": 0.09517470747232437, + "m": 0.11226893961429596 + }, + { + "p": 0.10069701075553894, + "m": 0.0 + }, + { + "p": 0.046807486563920975, + "m": 0.31898361444473267 + }, + { + "p": 0.0011183487949892879, + "m": 0.5822317600250244 + }, + { + "p": 0.1104426458477974, + "m": 0.967426598072052 + }, + { + "p": 0.13024331629276276, + "m": 0.0261017307639122 + }, + { + "p": 0.07403919845819473, + "m": 1.0 + }, + { + "p": 0.06106984242796898, + "m": 1.0 + }, + { + "p": 0.08290144801139832, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.98447185754776, + "val_loss": 0.82158362865448, + "acc": 67.51, + "time": 256.14510814333335, + "param": [ + { + "p": 0.056108858436346054, + "m": 1.0 + }, + { + "p": 0.04533272609114647, + "m": 1.0 + }, + { + "p": 0.017653239890933037, + "m": 1.0 + }, + { + "p": 0.09700320661067963, + "m": 7.7169002906885e-05 + }, + { + "p": 0.033277478069067, + "m": 0.00030304747633636 + }, + { + "p": 0.09645979106426239, + "m": 0.125327005982399 + }, + { + "p": 0.10734187811613083, + "m": 0.0 + }, + { + "p": 0.04564194008708, + "m": 0.35691896080970764 + }, + { + "p": 0.012330140918493271, + "m": 0.5633979439735413 + }, + { + "p": 0.11429799348115921, + "m": 0.9472370743751526 + }, + { + "p": 0.14794108271598816, + "m": 0.0 + }, + { + "p": 0.08944421261548996, + "m": 1.0 + }, + { + "p": 0.05178586766123772, + "m": 1.0 + }, + { + "p": 0.08538152277469635, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.0793707370758057, + "val_loss": 0.9272394180297852, + "acc": 68.85, + "time": 255.52679620310664, + "param": [ + { + "p": 0.05193851515650749, + "m": 1.0 + }, + { + "p": 0.03252442553639412, + "m": 1.0 + }, + { + "p": 0.022095544263720512, + "m": 1.0 + }, + { + "p": 0.0988706648349762, + "m": 0.0 + }, + { + "p": 0.027345336973667145, + "m": 0.0 + }, + { + "p": 0.08545506000518799, + "m": 0.10260333865880966 + }, + { + "p": 0.10869736224412918, + "m": 0.0 + }, + { + "p": 0.04568808525800705, + "m": 0.35788246989250183 + }, + { + "p": 0.023510875180363655, + "m": 0.5554796457290649 + }, + { + "p": 0.12270481139421463, + "m": 0.9344461560249329 + }, + { + "p": 0.15704244375228882, + "m": 0.0 + }, + { + "p": 0.09298528730869293, + "m": 1.0 + }, + { + "p": 0.05039341747760773, + "m": 1.0 + }, + { + "p": 0.08074811846017838, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.9598986506462097, + "val_loss": 0.9712944626808167, + "acc": 68.2, + "time": 255.65865731518716, + "param": [ + { + "p": 0.059774719178676605, + "m": 1.0 + }, + { + "p": 0.0251767598092556, + "m": 1.0 + }, + { + "p": 0.03626435622572899, + "m": 1.0 + }, + { + "p": 0.09912136942148209, + "m": 0.0064938487485051155 + }, + { + "p": 0.02377370558679104, + "m": 0.0 + }, + { + "p": 0.0680748000741005, + "m": 0.08305341750383377 + }, + { + "p": 0.1100950837135315, + "m": 0.022463403642177582 + }, + { + "p": 0.04287063330411911, + "m": 0.3043478727340698 + }, + { + "p": 0.021688593551516533, + "m": 0.5450502634048462 + }, + { + "p": 0.11785748600959778, + "m": 0.9260420203208923 + }, + { + "p": 0.16555878520011902, + "m": 0.024008091539144516 + }, + { + "p": 0.08718401193618774, + "m": 1.0 + }, + { + "p": 0.052464935928583145, + "m": 1.0 + }, + { + "p": 0.09009469300508499, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.039463758468628, + "val_loss": 0.920499324798584, + "acc": 68.1, + "time": 258.26977497618645, + "param": [ + { + "p": 0.06371752917766571, + "m": 1.0 + }, + { + "p": 0.021275661885738373, + "m": 1.0 + }, + { + "p": 0.053819335997104645, + "m": 1.0 + }, + { + "p": 0.09374116361141205, + "m": 0.0007299627759493887 + }, + { + "p": 0.018334969878196716, + "m": 0.0010732582304626703 + }, + { + "p": 0.042798906564712524, + "m": 0.07315975427627563 + }, + { + "p": 0.1253596544265747, + "m": 0.042747918516397476 + }, + { + "p": 0.03803994506597519, + "m": 0.29557153582572937 + }, + { + "p": 0.017776301130652428, + "m": 0.5315389633178711 + }, + { + "p": 0.11156629770994186, + "m": 0.9301263689994812 + }, + { + "p": 0.17747047543525696, + "m": 0.056157857179641724 + }, + { + "p": 0.08379260450601578, + "m": 1.0 + }, + { + "p": 0.05407334119081497, + "m": 1.0 + }, + { + "p": 0.09823386371135712, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.0753741264343262, + "val_loss": 1.0098631381988525, + "acc": 67.72, + "time": 254.64201118191704, + "param": [ + { + "p": 0.06133643537759781, + "m": 1.0 + }, + { + "p": 0.026615675538778305, + "m": 1.0 + }, + { + "p": 0.07456764578819275, + "m": 1.0 + }, + { + "p": 0.09461561590433121, + "m": 0.0 + }, + { + "p": 0.002966359257698059, + "m": 0.0076530431397259235 + }, + { + "p": 0.01976080983877182, + "m": 0.0752558782696724 + }, + { + "p": 0.14464102685451508, + "m": 0.051873642951250076 + }, + { + "p": 0.03517546504735947, + "m": 0.30262473225593567 + }, + { + "p": 0.005913176573812962, + "m": 0.5280145406723022 + }, + { + "p": 0.1174079179763794, + "m": 0.8872873187065125 + }, + { + "p": 0.18651340901851654, + "m": 0.0747428834438324 + }, + { + "p": 0.09047529101371765, + "m": 1.0 + }, + { + "p": 0.05011565610766411, + "m": 1.0 + }, + { + "p": 0.08989548683166504, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.7353222966194153, + "val_loss": 0.7734657526016235, + "acc": 68.9, + "time": 252.5928049851209, + "param": [ + { + "p": 0.07011190056800842, + "m": 1.0 + }, + { + "p": 0.0283359382301569, + "m": 1.0 + }, + { + "p": 0.10834448039531708, + "m": 1.0 + }, + { + "p": 0.07832271605730057, + "m": 8.705103391548619e-05 + }, + { + "p": 0.0, + "m": 0.00021815343643538654 + }, + { + "p": 0.007747323717921972, + "m": 0.006213832180947065 + }, + { + "p": 0.13832029700279236, + "m": 0.025867698714137077 + }, + { + "p": 0.04228721931576729, + "m": 0.3262840807437897 + }, + { + "p": 0.0035896513145416975, + "m": 0.5339136719703674 + }, + { + "p": 0.12253294885158539, + "m": 0.8398057222366333 + }, + { + "p": 0.19437025487422943, + "m": 0.06956976652145386 + }, + { + "p": 0.0803062915802002, + "m": 1.0 + }, + { + "p": 0.038467247039079666, + "m": 1.0 + }, + { + "p": 0.08726378530263901, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.9566518664360046, + "val_loss": 1.0186865329742432, + "acc": 68.33, + "time": 253.17654262203723, + "param": [ + { + "p": 0.08281919360160828, + "m": 1.0 + }, + { + "p": 0.025290649384260178, + "m": 1.0 + }, + { + "p": 0.11516036838293076, + "m": 1.0 + }, + { + "p": 0.06423483788967133, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0014582028379663825 + }, + { + "p": 0.0374177061021328, + "m": 0.0 + }, + { + "p": 0.11253771930932999, + "m": 0.0 + }, + { + "p": 0.0635119378566742, + "m": 0.379990816116333 + }, + { + "p": 0.01969257742166519, + "m": 0.5392802357673645 + }, + { + "p": 0.11410367488861084, + "m": 0.8403136134147644 + }, + { + "p": 0.17931708693504333, + "m": 0.06688818335533142 + }, + { + "p": 0.06959017366170883, + "m": 1.0 + }, + { + "p": 0.026950446888804436, + "m": 1.0 + }, + { + "p": 0.08937369287014008, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.954088568687439, + "val_loss": 1.0171144008636475, + "acc": 68.17, + "time": 253.92691604373977, + "param": [ + { + "p": 0.0956302061676979, + "m": 1.0 + }, + { + "p": 0.02240404300391674, + "m": 1.0 + }, + { + "p": 0.11169977486133575, + "m": 1.0 + }, + { + "p": 0.04824167490005493, + "m": 0.004994517657905817 + }, + { + "p": 0.0, + "m": 0.02265254035592079 + }, + { + "p": 0.04230082407593727, + "m": 0.0 + }, + { + "p": 0.09731559455394745, + "m": 0.0 + }, + { + "p": 0.07663790136575699, + "m": 0.31637075543403625 + }, + { + "p": 0.023961039260029793, + "m": 0.5277966856956482 + }, + { + "p": 0.1026233583688736, + "m": 0.8628273010253906 + }, + { + "p": 0.183252215385437, + "m": 0.06544268131256104 + }, + { + "p": 0.07528440654277802, + "m": 1.0 + }, + { + "p": 0.02212747000157833, + "m": 1.0 + }, + { + "p": 0.09852145612239838, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.7838488817214966, + "val_loss": 0.9402598738670349, + "acc": 68.68, + "time": 255.21145125292242, + "param": [ + { + "p": 0.10467501729726791, + "m": 1.0 + }, + { + "p": 0.02374623529613018, + "m": 1.0 + }, + { + "p": 0.10997823625802994, + "m": 1.0 + }, + { + "p": 0.03684210777282715, + "m": 0.0 + }, + { + "p": 0.000327565532643348, + "m": 0.05900874361395836 + }, + { + "p": 0.04021192342042923, + "m": 0.0 + }, + { + "p": 0.09085651487112045, + "m": 0.0 + }, + { + "p": 0.08083321154117584, + "m": 0.2667974829673767 + }, + { + "p": 0.019781822338700294, + "m": 0.5178923606872559 + }, + { + "p": 0.08917553722858429, + "m": 0.8770692348480225 + }, + { + "p": 0.18315674364566803, + "m": 0.05564576014876366 + }, + { + "p": 0.08903032541275024, + "m": 1.0 + }, + { + "p": 0.036337584257125854, + "m": 1.0 + }, + { + "p": 0.09504719078540802, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.852139949798584, + "val_loss": 1.0092686414718628, + "acc": 68.84, + "time": 257.92263492709026, + "param": [ + { + "p": 0.09997234493494034, + "m": 1.0 + }, + { + "p": 0.02351897582411766, + "m": 1.0 + }, + { + "p": 0.10388733446598053, + "m": 1.0 + }, + { + "p": 0.032889947295188904, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.05277606472373009 + }, + { + "p": 0.015177063643932343, + "m": 0.007055372465401888 + }, + { + "p": 0.09350962191820145, + "m": 0.0006039830041117966 + }, + { + "p": 0.09049803018569946, + "m": 0.2708244025707245 + }, + { + "p": 0.027616405859589577, + "m": 0.5247193574905396 + }, + { + "p": 0.0939294844865799, + "m": 0.8913522958755493 + }, + { + "p": 0.1987004578113556, + "m": 0.05046546459197998 + }, + { + "p": 0.0914570689201355, + "m": 1.0 + }, + { + "p": 0.03830166161060333, + "m": 1.0 + }, + { + "p": 0.09054169803857803, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.7280949950218201, + "val_loss": 1.1175298690795898, + "acc": 68.43, + "time": 253.83525191806257, + "param": [ + { + "p": 0.0857907310128212, + "m": 1.0 + }, + { + "p": 0.03892809525132179, + "m": 1.0 + }, + { + "p": 0.10113532841205597, + "m": 1.0 + }, + { + "p": 0.03679283335804939, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.03307461366057396 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.080668605864048, + "m": 0.0 + }, + { + "p": 0.0922626405954361, + "m": 0.24937531352043152 + }, + { + "p": 0.02866753377020359, + "m": 0.5196465253829956 + }, + { + "p": 0.09239978343248367, + "m": 0.8981655240058899 + }, + { + "p": 0.21261848509311676, + "m": 0.057089321315288544 + }, + { + "p": 0.08656373620033264, + "m": 1.0 + }, + { + "p": 0.039186760783195496, + "m": 1.0 + }, + { + "p": 0.10498548299074173, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.8938703536987305, + "val_loss": 1.0301486253738403, + "acc": 68.52, + "time": 254.61111536389217, + "param": [ + { + "p": 0.060721222311258316, + "m": 1.0 + }, + { + "p": 0.06111639738082886, + "m": 1.0 + }, + { + "p": 0.11017223447561264, + "m": 1.0 + }, + { + "p": 0.048657357692718506, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.004404709208756685 + }, + { + "p": 0.07501477748155594, + "m": 0.0 + }, + { + "p": 0.07359152287244797, + "m": 0.19341175258159637 + }, + { + "p": 0.036599136888980865, + "m": 0.5061438083648682 + }, + { + "p": 0.08534517139196396, + "m": 0.8740851879119873 + }, + { + "p": 0.22194114327430725, + "m": 0.06078147515654564 + }, + { + "p": 0.07059062272310257, + "m": 1.0 + }, + { + "p": 0.042433299124240875, + "m": 1.0 + }, + { + "p": 0.11381708830595016, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.0650967359542847, + "val_loss": 0.9722433090209961, + "acc": 68.26, + "time": 256.9232331998646, + "param": [ + { + "p": 0.04315805807709694, + "m": 1.0 + }, + { + "p": 0.06715575605630875, + "m": 1.0 + }, + { + "p": 0.13007141649723053, + "m": 1.0 + }, + { + "p": 0.04718776419758797, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0003179469786118716, + "m": 0.014563028700649738 + }, + { + "p": 0.0688062235713005, + "m": 0.002361560706049204 + }, + { + "p": 0.06119731813669205, + "m": 0.14621569216251373 + }, + { + "p": 0.04369588568806648, + "m": 0.47106605768203735 + }, + { + "p": 0.06693768501281738, + "m": 0.8748738169670105 + }, + { + "p": 0.24639762938022614, + "m": 0.060894567519426346 + }, + { + "p": 0.06274151057004929, + "m": 1.0 + }, + { + "p": 0.053570352494716644, + "m": 1.0 + }, + { + "p": 0.10876241326332092, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.79299396276474, + "val_loss": 0.9587016701698303, + "acc": 66.96, + "time": 255.2171237221919, + "param": [ + { + "p": 0.029972320422530174, + "m": 1.0 + }, + { + "p": 0.06719344109296799, + "m": 1.0 + }, + { + "p": 0.14984451234340668, + "m": 1.0 + }, + { + "p": 0.031188154593110085, + "m": 0.0 + }, + { + "p": 0.001069321995601058, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.06457009166479111, + "m": 0.02081085927784443 + }, + { + "p": 0.053712643682956696, + "m": 0.1155228465795517 + }, + { + "p": 0.05286535993218422, + "m": 0.4354235827922821 + }, + { + "p": 0.05609003081917763, + "m": 0.8812513947486877 + }, + { + "p": 0.27860182523727417, + "m": 0.05072171241044998 + }, + { + "p": 0.0498703271150589, + "m": 0.9907189011573792 + }, + { + "p": 0.054249268025159836, + "m": 1.0 + }, + { + "p": 0.11077266186475754, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.215290904045105, + "val_loss": 1.0358631610870361, + "acc": 68.27, + "time": 255.15450440812856, + "param": [ + { + "p": 0.017378967255353928, + "m": 1.0 + }, + { + "p": 0.06808913499116898, + "m": 1.0 + }, + { + "p": 0.16508252918720245, + "m": 1.0 + }, + { + "p": 0.008027211762964725, + "m": 0.0010512227891013026 + }, + { + "p": 0.002293114783242345, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.061548441648483276, + "m": 0.0 + }, + { + "p": 0.0410478450357914, + "m": 0.10089769214391708 + }, + { + "p": 0.059340693056583405, + "m": 0.4172423779964447 + }, + { + "p": 0.05081061273813248, + "m": 0.8872642517089844 + }, + { + "p": 0.3072201907634735, + "m": 0.051655568182468414 + }, + { + "p": 0.044267091900110245, + "m": 1.0 + }, + { + "p": 0.0600186251103878, + "m": 1.0 + }, + { + "p": 0.11487550288438797, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.264844536781311, + "val_loss": 0.9648337364196777, + "acc": 67.96, + "time": 254.07886167569086, + "param": [ + { + "p": 0.01772085763514042, + "m": 1.0 + }, + { + "p": 0.06986427307128906, + "m": 1.0 + }, + { + "p": 0.16734032332897186, + "m": 1.0 + }, + { + "p": 0.00027243467047810555, + "m": 0.0 + }, + { + "p": 0.0077689774334430695, + "m": 0.0 + }, + { + "p": 0.0023621011059731245, + "m": 0.0 + }, + { + "p": 0.0501050129532814, + "m": 0.013242828659713268 + }, + { + "p": 0.028822552412748337, + "m": 0.07988769561052322 + }, + { + "p": 0.06483802199363708, + "m": 0.41415536403656006 + }, + { + "p": 0.043298523873090744, + "m": 0.9023556113243103 + }, + { + "p": 0.301027774810791, + "m": 0.0512760728597641 + }, + { + "p": 0.0505979023873806, + "m": 1.0 + }, + { + "p": 0.07434187084436417, + "m": 1.0 + }, + { + "p": 0.12163928896188736, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.8809216022491455, + "val_loss": 1.0589368343353271, + "acc": 67.76, + "time": 254.59626907901838, + "param": [ + { + "p": 0.015294913202524185, + "m": 1.0 + }, + { + "p": 0.08328821510076523, + "m": 1.0 + }, + { + "p": 0.14483077824115753, + "m": 1.0 + }, + { + "p": 0.013546386733651161, + "m": 0.0016421702457591891 + }, + { + "p": 0.023112745955586433, + "m": 0.0 + }, + { + "p": 0.04337649047374725, + "m": 0.01897822506725788 + }, + { + "p": 0.034046854823827744, + "m": 0.03439405933022499 + }, + { + "p": 0.036515701562166214, + "m": 0.09726320207118988 + }, + { + "p": 0.08114766329526901, + "m": 0.40717318654060364 + }, + { + "p": 0.03897921368479729, + "m": 0.9058418869972229 + }, + { + "p": 0.24445515871047974, + "m": 0.04626639559864998 + }, + { + "p": 0.05151643231511116, + "m": 0.9952367544174194 + }, + { + "p": 0.06764312833547592, + "m": 1.0 + }, + { + "p": 0.12224632501602173, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.1688307523727417, + "val_loss": 0.9716777801513672, + "acc": 67.65, + "time": 254.66521780798212, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08800499886274338, + "m": 1.0 + }, + { + "p": 0.13600073754787445, + "m": 1.0 + }, + { + "p": 0.02311255969107151, + "m": 0.0 + }, + { + "p": 0.021113384515047073, + "m": 0.002500267466530204 + }, + { + "p": 0.063777394592762, + "m": 0.015900513157248497 + }, + { + "p": 0.03903615102171898, + "m": 0.03187355026602745 + }, + { + "p": 0.05819902941584587, + "m": 0.09055547416210175 + }, + { + "p": 0.09669174998998642, + "m": 0.3990122377872467 + }, + { + "p": 0.042249102145433426, + "m": 0.8878533840179443 + }, + { + "p": 0.21827279031276703, + "m": 0.03758508712053299 + }, + { + "p": 0.03580799698829651, + "m": 0.9832399487495422 + }, + { + "p": 0.05244937539100647, + "m": 1.0 + }, + { + "p": 0.12528479099273682, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.9532678127288818, + "val_loss": 0.9577491283416748, + "acc": 67.81, + "time": 255.15424325177446, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07998968660831451, + "m": 1.0 + }, + { + "p": 0.15125878155231476, + "m": 1.0 + }, + { + "p": 0.038542330265045166, + "m": 0.0 + }, + { + "p": 0.0022746867034584284, + "m": 0.0032492459286004305 + }, + { + "p": 0.06575947999954224, + "m": 0.0 + }, + { + "p": 0.05338199809193611, + "m": 0.037376075983047485 + }, + { + "p": 0.04836105555295944, + "m": 0.0893518254160881 + }, + { + "p": 0.1067236065864563, + "m": 0.35922011733055115 + }, + { + "p": 0.03704184293746948, + "m": 0.8655796051025391 + }, + { + "p": 0.21177011728286743, + "m": 0.049362439662218094 + }, + { + "p": 0.01589817926287651, + "m": 0.9701375365257263 + }, + { + "p": 0.04245300218462944, + "m": 1.0 + }, + { + "p": 0.14654527604579926, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.99577397108078, + "val_loss": 1.206129789352417, + "acc": 67.49, + "time": 257.7398038590327, + "param": [ + { + "p": 0.0007792527903802693, + "m": 1.0 + }, + { + "p": 0.05321362614631653, + "m": 1.0 + }, + { + "p": 0.1626896858215332, + "m": 1.0 + }, + { + "p": 0.04492129012942314, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.054009463638067245, + "m": 0.0 + }, + { + "p": 0.048811569809913635, + "m": 0.014934606850147247 + }, + { + "p": 0.0206002164632082, + "m": 0.10526939481496811 + }, + { + "p": 0.14002291858196259, + "m": 0.3345520496368408 + }, + { + "p": 0.030845357105135918, + "m": 0.8545323014259338 + }, + { + "p": 0.23003694415092468, + "m": 0.049778878688812256 + }, + { + "p": 0.0, + "m": 0.9667057394981384 + }, + { + "p": 0.03320017829537392, + "m": 1.0 + }, + { + "p": 0.18086948990821838, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.9874743223190308, + "val_loss": 1.234875202178955, + "acc": 67.54, + "time": 255.77206539688632, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03200344368815422, + "m": 1.0 + }, + { + "p": 0.1674351692199707, + "m": 1.0 + }, + { + "p": 0.06484461575746536, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.03368927165865898, + "m": 0.0 + }, + { + "p": 0.04616834223270416, + "m": 0.0 + }, + { + "p": 0.01683111861348152, + "m": 0.1423446238040924 + }, + { + "p": 0.14905640482902527, + "m": 0.34994763135910034 + }, + { + "p": 0.03182649984955788, + "m": 0.8455013632774353 + }, + { + "p": 0.2207942008972168, + "m": 0.05016306787729263 + }, + { + "p": 0.00583311403170228, + "m": 0.9960914850234985 + }, + { + "p": 0.0312781035900116, + "m": 1.0 + }, + { + "p": 0.20023967325687408, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json new file mode 100644 index 0000000..ab8cc9d --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 70.21, + "Time": [ + 254.51681689202786, + 1.6365066929312033 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.3604979515075684, + "val_loss": 2.2815866470336914, + "acc": 10.64, + "time": 256.98978661186993, + "param": [ + { + "p": 0.06319926679134369, + "m": 1.0 + }, + { + "p": 0.08554717898368835, + "m": 1.0 + }, + { + "p": 0.07094260305166245, + "m": 1.0 + }, + { + "p": 0.11416670680046082, + "m": 0.9919997453689575 + }, + { + "p": 0.08173826336860657, + "m": 0.9660446047782898 + }, + { + "p": 0.023889074102044106, + "m": 0.9873335957527161 + }, + { + "p": 0.0733194351196289, + "m": 0.9791198968887329 + }, + { + "p": 0.08351925015449524, + "m": 0.9508594274520874 + }, + { + "p": 0.08497332781553268, + "m": 0.9995009303092957 + }, + { + "p": 0.08864942193031311, + "m": 1.0 + }, + { + "p": 0.07840288430452347, + "m": 0.9838216304779053 + }, + { + "p": 0.08066058903932571, + "m": 0.9787883162498474 + }, + { + "p": 0.04001034051179886, + "m": 1.0 + }, + { + "p": 0.030981697142124176, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.1976938247680664, + "val_loss": 2.087775230407715, + "acc": 22.17, + "time": 255.04823008319363, + "param": [ + { + "p": 0.07169882208108902, + "m": 1.0 + }, + { + "p": 0.054911669343709946, + "m": 1.0 + }, + { + "p": 0.1000981479883194, + "m": 1.0 + }, + { + "p": 0.11161566525697708, + "m": 0.9913097023963928 + }, + { + "p": 0.09664196521043777, + "m": 0.9313338398933411 + }, + { + "p": 0.06305821239948273, + "m": 0.9408786296844482 + }, + { + "p": 0.082251638174057, + "m": 0.9902153015136719 + }, + { + "p": 0.06599298119544983, + "m": 0.9724314212799072 + }, + { + "p": 0.09807796031236649, + "m": 0.9612952470779419 + }, + { + "p": 0.08218999207019806, + "m": 1.0 + }, + { + "p": 0.05844072997570038, + "m": 0.9382486343383789 + }, + { + "p": 0.06821294873952866, + "m": 0.9971919059753418 + }, + { + "p": 0.04680928215384483, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.22441029548645, + "val_loss": 2.060285806655884, + "acc": 27.36, + "time": 254.13846022496, + "param": [ + { + "p": 0.07650637626647949, + "m": 1.0 + }, + { + "p": 0.03741429001092911, + "m": 1.0 + }, + { + "p": 0.09646090865135193, + "m": 1.0 + }, + { + "p": 0.11318240314722061, + "m": 0.9491764903068542 + }, + { + "p": 0.10092349350452423, + "m": 0.9497581720352173 + }, + { + "p": 0.07001110911369324, + "m": 0.9516843557357788 + }, + { + "p": 0.08619923889636993, + "m": 0.9955215454101562 + }, + { + "p": 0.09559232741594315, + "m": 0.9512256979942322 + }, + { + "p": 0.104011170566082, + "m": 0.9224428534507751 + }, + { + "p": 0.060296427458524704, + "m": 1.0 + }, + { + "p": 0.03982982039451599, + "m": 0.9037463665008545 + }, + { + "p": 0.0637659952044487, + "m": 0.9931830167770386 + }, + { + "p": 0.055806517601013184, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.1249661445617676, + "val_loss": 1.929828405380249, + "acc": 29.69, + "time": 255.5881432746537, + "param": [ + { + "p": 0.07827593386173248, + "m": 1.0 + }, + { + "p": 0.025318650528788567, + "m": 1.0 + }, + { + "p": 0.09288641065359116, + "m": 1.0 + }, + { + "p": 0.12041307985782623, + "m": 0.9303255081176758 + }, + { + "p": 0.09306827187538147, + "m": 0.946820855140686 + }, + { + "p": 0.04307825490832329, + "m": 0.9605675339698792 + }, + { + "p": 0.09804468601942062, + "m": 0.9644877910614014 + }, + { + "p": 0.10601472854614258, + "m": 0.9502254128456116 + }, + { + "p": 0.107074074447155, + "m": 0.9301283359527588 + }, + { + "p": 0.05011983588337898, + "m": 0.9878756403923035 + }, + { + "p": 0.03890622407197952, + "m": 0.9073486924171448 + }, + { + "p": 0.07868766784667969, + "m": 1.0 + }, + { + "p": 0.06811227649450302, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.908119797706604, + "val_loss": 1.942933201789856, + "acc": 32.06, + "time": 252.23583255009726, + "param": [ + { + "p": 0.0815095528960228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10501286387443542, + "m": 1.0 + }, + { + "p": 0.13353486359119415, + "m": 0.9202935695648193 + }, + { + "p": 0.100517138838768, + "m": 0.9615055322647095 + }, + { + "p": 0.02301139011979103, + "m": 0.9856647253036499 + }, + { + "p": 0.11778640002012253, + "m": 0.9187560677528381 + }, + { + "p": 0.10577031224966049, + "m": 0.9121288061141968 + }, + { + "p": 0.10232086479663849, + "m": 0.9090577960014343 + }, + { + "p": 0.03346743434667587, + "m": 0.9906757473945618 + }, + { + "p": 0.02782462164759636, + "m": 0.8859381675720215 + }, + { + "p": 0.0888650044798851, + "m": 0.9848695993423462 + }, + { + "p": 0.08037949353456497, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.0833582878112793, + "val_loss": 1.8621407747268677, + "acc": 34.45, + "time": 254.63576007494703, + "param": [ + { + "p": 0.08216386288404465, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11544311791658401, + "m": 1.0 + }, + { + "p": 0.14440451562404633, + "m": 0.9000099301338196 + }, + { + "p": 0.09637146443128586, + "m": 0.9772510528564453 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14039306342601776, + "m": 0.8958894610404968 + }, + { + "p": 0.11611715704202652, + "m": 0.8821468949317932 + }, + { + "p": 0.09852879494428635, + "m": 0.8799291253089905 + }, + { + "p": 0.0018956278217956424, + "m": 0.9777016043663025 + }, + { + "p": 0.012608243152499199, + "m": 0.8577578663825989 + }, + { + "p": 0.1051599308848381, + "m": 0.973967432975769 + }, + { + "p": 0.0869143083691597, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 2.06333327293396, + "val_loss": 1.7377533912658691, + "acc": 38.04, + "time": 256.9465995291248, + "param": [ + { + "p": 0.0784437358379364, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10728701949119568, + "m": 1.0 + }, + { + "p": 0.15415731072425842, + "m": 0.8578096628189087 + }, + { + "p": 0.0824090838432312, + "m": 0.969408392906189 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16333873569965363, + "m": 0.8469769954681396 + }, + { + "p": 0.140134796500206, + "m": 0.8757516741752625 + }, + { + "p": 0.0855070948600769, + "m": 0.8286108374595642 + }, + { + "p": 0.0008271374390460551, + "m": 0.9650720357894897 + }, + { + "p": 0.0018407430034130812, + "m": 0.820655345916748 + }, + { + "p": 0.09786467999219894, + "m": 0.9877301454544067 + }, + { + "p": 0.08818968385457993, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 2.0430116653442383, + "val_loss": 1.681469202041626, + "acc": 38.74, + "time": 257.6272089476697, + "param": [ + { + "p": 0.07927674055099487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1066010445356369, + "m": 1.0 + }, + { + "p": 0.17118799686431885, + "m": 0.7403753399848938 + }, + { + "p": 0.050394684076309204, + "m": 0.9651349186897278 + }, + { + "p": 0.0, + "m": 0.9917151927947998 + }, + { + "p": 0.1646185666322708, + "m": 0.7599352598190308 + }, + { + "p": 0.14683681726455688, + "m": 0.7815267443656921 + }, + { + "p": 0.09844598174095154, + "m": 0.8182990550994873 + }, + { + "p": 0.0, + "m": 0.9484233856201172 + }, + { + "p": 0.005592611618340015, + "m": 0.8139296770095825 + }, + { + "p": 0.09464794397354126, + "m": 0.9636428356170654 + }, + { + "p": 0.08239762485027313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.1472439765930176, + "val_loss": 1.740844488143921, + "acc": 40.21, + "time": 256.51552215311676, + "param": [ + { + "p": 0.06462104618549347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12062372267246246, + "m": 1.0 + }, + { + "p": 0.2039124220609665, + "m": 0.6998946666717529 + }, + { + "p": 0.0, + "m": 0.9981570243835449 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.194642573595047, + "m": 0.6969307661056519 + }, + { + "p": 0.1550055593252182, + "m": 0.7254744172096252 + }, + { + "p": 0.10185784101486206, + "m": 0.7739665508270264 + }, + { + "p": 0.0, + "m": 0.966985821723938 + }, + { + "p": 0.0, + "m": 0.7866184115409851 + }, + { + "p": 0.098271444439888, + "m": 0.9785272479057312 + }, + { + "p": 0.061065394431352615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.6682137250900269, + "val_loss": 1.5821430683135986, + "acc": 42.92, + "time": 254.27511511417106, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13542473316192627, + "m": 1.0 + }, + { + "p": 0.25921115279197693, + "m": 0.643710196018219 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9910182356834412 + }, + { + "p": 0.2573183476924896, + "m": 0.6382079124450684 + }, + { + "p": 0.16781508922576904, + "m": 0.7024802565574646 + }, + { + "p": 0.0930202305316925, + "m": 0.7027130126953125 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7272782921791077 + }, + { + "p": 0.08721037954092026, + "m": 0.9855160117149353 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8127233982086182, + "val_loss": 1.6560975313186646, + "acc": 42.62, + "time": 254.02165399910882, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13324186205863953, + "m": 1.0 + }, + { + "p": 0.28937146067619324, + "m": 0.5800511240959167 + }, + { + "p": 0.0, + "m": 0.9991957545280457 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28613463044166565, + "m": 0.5901638865470886 + }, + { + "p": 0.15833279490470886, + "m": 0.6644412875175476 + }, + { + "p": 0.07407594472169876, + "m": 0.6493179798126221 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6881358623504639 + }, + { + "p": 0.058843355625867844, + "m": 0.9900586009025574 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.5513817071914673, + "val_loss": 1.5295469760894775, + "acc": 44.6, + "time": 256.9710089908913, + "param": [ + { + "p": 0.0006842431030236185, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13430607318878174, + "m": 1.0 + }, + { + "p": 0.29962560534477234, + "m": 0.5184503793716431 + }, + { + "p": 0.0, + "m": 0.9876199960708618 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2896568775177002, + "m": 0.5236138105392456 + }, + { + "p": 0.14466381072998047, + "m": 0.6393426060676575 + }, + { + "p": 0.07141651958227158, + "m": 0.6215241551399231 + }, + { + "p": 0.008476367220282555, + "m": 0.9819586277008057 + }, + { + "p": 0.0004385950160212815, + "m": 0.684669554233551 + }, + { + "p": 0.05073193460702896, + "m": 0.9999952912330627 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.5772433280944824, + "val_loss": 1.6020931005477905, + "acc": 45.45, + "time": 254.9567640000023, + "param": [ + { + "p": 0.021997321397066116, + "m": 1.0 + }, + { + "p": 0.00025723420549184084, + "m": 1.0 + }, + { + "p": 0.13109633326530457, + "m": 1.0 + }, + { + "p": 0.278986394405365, + "m": 0.4926479458808899 + }, + { + "p": 0.0, + "m": 0.9649678468704224 + }, + { + "p": 0.0, + "m": 0.994498610496521 + }, + { + "p": 0.2655440866947174, + "m": 0.4624089300632477 + }, + { + "p": 0.12773826718330383, + "m": 0.5963414311408997 + }, + { + "p": 0.08287935703992844, + "m": 0.6150728464126587 + }, + { + "p": 0.022826718166470528, + "m": 0.9537486433982849 + }, + { + "p": 0.00816436018794775, + "m": 0.6802518963813782 + }, + { + "p": 0.057154472917318344, + "m": 0.9923887848854065 + }, + { + "p": 0.0033554225228726864, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7965810298919678, + "val_loss": 1.6006617546081543, + "acc": 46.45, + "time": 255.19030481157824, + "param": [ + { + "p": 0.04215439409017563, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13303589820861816, + "m": 1.0 + }, + { + "p": 0.2672864496707916, + "m": 0.4756600260734558 + }, + { + "p": 0.0, + "m": 0.9549940824508667 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24679413437843323, + "m": 0.41105368733406067 + }, + { + "p": 0.12112182378768921, + "m": 0.5921007990837097 + }, + { + "p": 0.08938609808683395, + "m": 0.6078205108642578 + }, + { + "p": 0.03173091635107994, + "m": 0.9447099566459656 + }, + { + "p": 0.004636842757463455, + "m": 0.6659094095230103 + }, + { + "p": 0.057495277374982834, + "m": 0.9894583821296692 + }, + { + "p": 0.006358149461448193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.8404351472854614, + "val_loss": 1.4456630945205688, + "acc": 47.86, + "time": 254.71054369118065, + "param": [ + { + "p": 0.05003833770751953, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12846803665161133, + "m": 1.0 + }, + { + "p": 0.2507994472980499, + "m": 0.45492541790008545 + }, + { + "p": 0.0, + "m": 0.9237031936645508 + }, + { + "p": 0.0, + "m": 0.9925507307052612 + }, + { + "p": 0.23079922795295715, + "m": 0.39960211515426636 + }, + { + "p": 0.11181145161390305, + "m": 0.6069716215133667 + }, + { + "p": 0.09214473515748978, + "m": 0.6081693768501282 + }, + { + "p": 0.04991737753152847, + "m": 0.9278706312179565 + }, + { + "p": 0.010377667844295502, + "m": 0.6737275123596191 + }, + { + "p": 0.057130951434373856, + "m": 1.0 + }, + { + "p": 0.018512696027755737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.8261767625808716, + "val_loss": 1.429282784461975, + "acc": 47.09, + "time": 253.82944510597736, + "param": [ + { + "p": 0.05676240846514702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12703096866607666, + "m": 1.0 + }, + { + "p": 0.23847077786922455, + "m": 0.39507627487182617 + }, + { + "p": 0.0, + "m": 0.9047885537147522 + }, + { + "p": 0.0, + "m": 0.9824530482292175 + }, + { + "p": 0.23236563801765442, + "m": 0.39495232701301575 + }, + { + "p": 0.10368195921182632, + "m": 0.5855342149734497 + }, + { + "p": 0.09386775642633438, + "m": 0.5995298027992249 + }, + { + "p": 0.056913021951913834, + "m": 0.9220333099365234 + }, + { + "p": 0.008521323092281818, + "m": 0.670341968536377 + }, + { + "p": 0.05134428292512894, + "m": 1.0 + }, + { + "p": 0.0310418289154768, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.4784753322601318, + "val_loss": 1.3900258541107178, + "acc": 48.84, + "time": 257.58356161694974, + "param": [ + { + "p": 0.039919622242450714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12939050793647766, + "m": 1.0 + }, + { + "p": 0.2531319856643677, + "m": 0.3579988181591034 + }, + { + "p": 0.0, + "m": 0.8969621658325195 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25440114736557007, + "m": 0.39346015453338623 + }, + { + "p": 0.10396108776330948, + "m": 0.5627833604812622 + }, + { + "p": 0.08915796875953674, + "m": 0.5741536021232605 + }, + { + "p": 0.05543513223528862, + "m": 0.9116881489753723 + }, + { + "p": 0.000563108769711107, + "m": 0.6532683372497559 + }, + { + "p": 0.04765461012721062, + "m": 1.0 + }, + { + "p": 0.026384860277175903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.662394404411316, + "val_loss": 1.372397780418396, + "acc": 49.56, + "time": 253.8208082644269, + "param": [ + { + "p": 0.04195218160748482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12583379447460175, + "m": 1.0 + }, + { + "p": 0.23428109288215637, + "m": 0.3466957211494446 + }, + { + "p": 0.0, + "m": 0.9375033378601074 + }, + { + "p": 0.001818007556721568, + "m": 1.0 + }, + { + "p": 0.24259863793849945, + "m": 0.4018084406852722 + }, + { + "p": 0.09920939058065414, + "m": 0.5721672773361206 + }, + { + "p": 0.09363327920436859, + "m": 0.5669100880622864 + }, + { + "p": 0.0626223012804985, + "m": 0.8925478458404541 + }, + { + "p": 0.012669582851231098, + "m": 0.6605024337768555 + }, + { + "p": 0.05279887467622757, + "m": 1.0 + }, + { + "p": 0.03258280083537102, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.6057534217834473, + "val_loss": 1.3204073905944824, + "acc": 49.02, + "time": 255.07461360096931, + "param": [ + { + "p": 0.034506309777498245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12515901029109955, + "m": 1.0 + }, + { + "p": 0.22899670898914337, + "m": 0.33866968750953674 + }, + { + "p": 0.0, + "m": 0.9728168845176697 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23942022025585175, + "m": 0.37362366914749146 + }, + { + "p": 0.09288341552019119, + "m": 0.5822333693504333 + }, + { + "p": 0.10238078981637955, + "m": 0.5600219964981079 + }, + { + "p": 0.0746568962931633, + "m": 0.8918535113334656 + }, + { + "p": 0.021626917645335197, + "m": 0.6643696427345276 + }, + { + "p": 0.049432478845119476, + "m": 1.0 + }, + { + "p": 0.030937187373638153, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.8744890689849854, + "val_loss": 1.4043471813201904, + "acc": 50.06, + "time": 253.20175182074308, + "param": [ + { + "p": 0.005960457492619753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14318102598190308, + "m": 1.0 + }, + { + "p": 0.2786358594894409, + "m": 0.32376760244369507 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.29818376898765564, + "m": 0.32185834646224976 + }, + { + "p": 0.07856228202581406, + "m": 0.5867542028427124 + }, + { + "p": 0.10313240438699722, + "m": 0.5333541035652161 + }, + { + "p": 0.07380983233451843, + "m": 0.8873927593231201 + }, + { + "p": 0.0, + "m": 0.6370407938957214 + }, + { + "p": 0.01853439398109913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.7576894760131836, + "val_loss": 1.2783057689666748, + "acc": 51.42, + "time": 253.42603525379673, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1449928879737854, + "m": 1.0 + }, + { + "p": 0.29425281286239624, + "m": 0.3217724561691284 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3241572082042694, + "m": 0.28327131271362305 + }, + { + "p": 0.06086401268839836, + "m": 0.608426570892334 + }, + { + "p": 0.10031446069478989, + "m": 0.5092421174049377 + }, + { + "p": 0.0754186138510704, + "m": 0.8776055574417114 + }, + { + "p": 0.0, + "m": 0.6192589998245239 + }, + { + "p": 0.0, + "m": 0.9996002316474915 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.8682793378829956, + "val_loss": 1.4255802631378174, + "acc": 50.08, + "time": 255.02525461185724, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14446169137954712, + "m": 1.0 + }, + { + "p": 0.3104151785373688, + "m": 0.3245936334133148 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.35730138421058655, + "m": 0.2760235369205475 + }, + { + "p": 0.03702399879693985, + "m": 0.6256521940231323 + }, + { + "p": 0.0843251571059227, + "m": 0.47654014825820923 + }, + { + "p": 0.06647264957427979, + "m": 0.8941054940223694 + }, + { + "p": 0.0, + "m": 0.596644401550293 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 2.0563013553619385, + "val_loss": 1.3014901876449585, + "acc": 50.69, + "time": 254.45361680584028, + "param": [ + { + "p": 0.008942555636167526, + "m": 1.0 + }, + { + "p": 0.0008850126760080457, + "m": 1.0 + }, + { + "p": 0.1377042531967163, + "m": 1.0 + }, + { + "p": 0.2910101115703583, + "m": 0.35116836428642273 + }, + { + "p": 0.00016175566997844726, + "m": 1.0 + }, + { + "p": 0.0006628784467466176, + "m": 0.9807793498039246 + }, + { + "p": 0.34585028886795044, + "m": 0.2771267294883728 + }, + { + "p": 0.03319012001156807, + "m": 0.6442487239837646 + }, + { + "p": 0.08330857753753662, + "m": 0.4604800343513489 + }, + { + "p": 0.06725290417671204, + "m": 0.9035657644271851 + }, + { + "p": 0.0126552889123559, + "m": 0.6036648750305176 + }, + { + "p": 0.010657797567546368, + "m": 0.9986094236373901 + }, + { + "p": 0.007718437351286411, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.537026286125183, + "val_loss": 1.3800864219665527, + "acc": 51.18, + "time": 253.65251262718812, + "param": [ + { + "p": 0.009947576560080051, + "m": 1.0 + }, + { + "p": 0.0003000175056513399, + "m": 1.0 + }, + { + "p": 0.12954853475093842, + "m": 1.0 + }, + { + "p": 0.2867816090583801, + "m": 0.343764066696167 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00037000857992097735, + "m": 0.9415353536605835 + }, + { + "p": 0.34162482619285583, + "m": 0.2695051431655884 + }, + { + "p": 0.02389909327030182, + "m": 0.6573247313499451 + }, + { + "p": 0.0859944298863411, + "m": 0.4456303119659424 + }, + { + "p": 0.06957998871803284, + "m": 0.9059154391288757 + }, + { + "p": 0.02402404509484768, + "m": 0.6111026406288147 + }, + { + "p": 0.014930139295756817, + "m": 1.0 + }, + { + "p": 0.01299981027841568, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.6541900634765625, + "val_loss": 1.3932491540908813, + "acc": 51.7, + "time": 255.4932535747066, + "param": [ + { + "p": 0.008915351703763008, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13006258010864258, + "m": 1.0 + }, + { + "p": 0.2754088342189789, + "m": 0.32839563488960266 + }, + { + "p": 0.0, + "m": 0.9979798793792725 + }, + { + "p": 0.0, + "m": 0.9224463105201721 + }, + { + "p": 0.33908799290657043, + "m": 0.2650804817676544 + }, + { + "p": 0.02201174758374691, + "m": 0.6686710715293884 + }, + { + "p": 0.08059157431125641, + "m": 0.4305594563484192 + }, + { + "p": 0.0644073411822319, + "m": 0.889869213104248 + }, + { + "p": 0.032630715519189835, + "m": 0.6329704523086548 + }, + { + "p": 0.02622375823557377, + "m": 1.0 + }, + { + "p": 0.02066008374094963, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.8782976865768433, + "val_loss": 1.3711546659469604, + "acc": 51.92, + "time": 254.03629730688408, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13712002336978912, + "m": 1.0 + }, + { + "p": 0.30871400237083435, + "m": 0.30146902799606323 + }, + { + "p": 0.0, + "m": 0.9787809252738953 + }, + { + "p": 0.0, + "m": 0.9382790327072144 + }, + { + "p": 0.3985615372657776, + "m": 0.25031042098999023 + }, + { + "p": 0.0, + "m": 0.6806688904762268 + }, + { + "p": 0.058883361518383026, + "m": 0.40765175223350525 + }, + { + "p": 0.051265258342027664, + "m": 0.9012937545776367 + }, + { + "p": 0.020417936146259308, + "m": 0.6312581896781921 + }, + { + "p": 0.022377969697117805, + "m": 1.0 + }, + { + "p": 0.0026599918492138386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.4386757612228394, + "val_loss": 1.360654592514038, + "acc": 53.72, + "time": 251.4473664178513, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13837076723575592, + "m": 1.0 + }, + { + "p": 0.333628386259079, + "m": 0.29333820939064026 + }, + { + "p": 0.0, + "m": 0.9907658696174622 + }, + { + "p": 0.0, + "m": 0.9345740079879761 + }, + { + "p": 0.43862184882164, + "m": 0.21684610843658447 + }, + { + "p": 0.0, + "m": 0.7010447978973389 + }, + { + "p": 0.03829001262784004, + "m": 0.38578668236732483 + }, + { + "p": 0.03281119465827942, + "m": 0.8983344435691833 + }, + { + "p": 0.005441059358417988, + "m": 0.6131415367126465 + }, + { + "p": 0.01283671148121357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.478255271911621, + "val_loss": 1.305999994277954, + "acc": 52.97, + "time": 253.70327444793656, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1381417214870453, + "m": 1.0 + }, + { + "p": 0.3531557023525238, + "m": 0.2790100872516632 + }, + { + "p": 0.0, + "m": 0.9869152903556824 + }, + { + "p": 0.0, + "m": 0.9374945759773254 + }, + { + "p": 0.4663744866847992, + "m": 0.1939229816198349 + }, + { + "p": 0.0, + "m": 0.7219070792198181 + }, + { + "p": 0.027051620185375214, + "m": 0.36779579520225525 + }, + { + "p": 0.010793878696858883, + "m": 0.9004193544387817 + }, + { + "p": 0.0, + "m": 0.589509129524231 + }, + { + "p": 0.0044826180674135685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.5035568475723267, + "val_loss": 1.25186026096344, + "acc": 54.35, + "time": 255.81287625385448, + "param": [ + { + "p": 0.0011699668830260634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13921085000038147, + "m": 1.0 + }, + { + "p": 0.35050860047340393, + "m": 0.259031742811203 + }, + { + "p": 0.0, + "m": 0.9987887144088745 + }, + { + "p": 0.0, + "m": 0.9461405873298645 + }, + { + "p": 0.46280336380004883, + "m": 0.19001570343971252 + }, + { + "p": 0.0001620311668375507, + "m": 0.729509711265564 + }, + { + "p": 0.02086605317890644, + "m": 0.3574550151824951 + }, + { + "p": 0.011127299629151821, + "m": 0.9072651863098145 + }, + { + "p": 0.0, + "m": 0.5648177266120911 + }, + { + "p": 0.011498730629682541, + "m": 1.0 + }, + { + "p": 0.002653190866112709, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.4875680208206177, + "val_loss": 1.3213587999343872, + "acc": 55.5, + "time": 254.33886913908646, + "param": [ + { + "p": 0.019558502361178398, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13546738028526306, + "m": 1.0 + }, + { + "p": 0.3003723919391632, + "m": 0.21627935767173767 + }, + { + "p": 0.0015065150801092386, + "m": 1.0 + }, + { + "p": 0.014668051153421402, + "m": 0.9624879360198975 + }, + { + "p": 0.40129345655441284, + "m": 0.17416086792945862 + }, + { + "p": 0.013465058989822865, + "m": 0.7329620122909546 + }, + { + "p": 0.02605130523443222, + "m": 0.3649463653564453 + }, + { + "p": 0.027164092287421227, + "m": 0.9162814617156982 + }, + { + "p": 0.005317012779414654, + "m": 0.5556327104568481 + }, + { + "p": 0.03671674802899361, + "m": 1.0 + }, + { + "p": 0.014216018840670586, + "m": 1.0 + }, + { + "p": 0.00420351093634963, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.512561321258545, + "val_loss": 1.2628175020217896, + "acc": 56.28, + "time": 253.79989553475752, + "param": [ + { + "p": 0.028933735564351082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13338109850883484, + "m": 1.0 + }, + { + "p": 0.26973894238471985, + "m": 0.18319283425807953 + }, + { + "p": 0.0005463074194267392, + "m": 1.0 + }, + { + "p": 0.026615871116518974, + "m": 0.9781649112701416 + }, + { + "p": 0.37402403354644775, + "m": 0.1686735451221466 + }, + { + "p": 0.019900508224964142, + "m": 0.7493857145309448 + }, + { + "p": 0.028099415823817253, + "m": 0.3728494644165039 + }, + { + "p": 0.03208247944712639, + "m": 0.9081424474716187 + }, + { + "p": 0.006398229859769344, + "m": 0.5556425452232361 + }, + { + "p": 0.05331471189856529, + "m": 1.0 + }, + { + "p": 0.0269647054374218, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.628426194190979, + "val_loss": 1.2832190990447998, + "acc": 56.4, + "time": 252.89707915019244, + "param": [ + { + "p": 0.025982050225138664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13002419471740723, + "m": 1.0 + }, + { + "p": 0.253836452960968, + "m": 0.14751242101192474 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03370686620473862, + "m": 0.9700157046318054 + }, + { + "p": 0.36080408096313477, + "m": 0.18856310844421387 + }, + { + "p": 0.020553477108478546, + "m": 0.7491745352745056 + }, + { + "p": 0.03289106488227844, + "m": 0.38045087456703186 + }, + { + "p": 0.030171088874340057, + "m": 0.9059678316116333 + }, + { + "p": 0.0, + "m": 0.5423812866210938 + }, + { + "p": 0.061758413910865784, + "m": 1.0 + }, + { + "p": 0.050272226333618164, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.4012670516967773, + "val_loss": 1.2976139783859253, + "acc": 55.23, + "time": 255.08887945814058, + "param": [ + { + "p": 0.021688273176550865, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13267695903778076, + "m": 1.0 + }, + { + "p": 0.2563990354537964, + "m": 0.1318029761314392 + }, + { + "p": 0.003450665855780244, + "m": 0.98888099193573 + }, + { + "p": 0.0217385645955801, + "m": 0.9498592019081116 + }, + { + "p": 0.36031973361968994, + "m": 0.22459812462329865 + }, + { + "p": 0.01776602305471897, + "m": 0.7547491788864136 + }, + { + "p": 0.029199650511145592, + "m": 0.3710460960865021 + }, + { + "p": 0.027084941044449806, + "m": 0.9048442840576172 + }, + { + "p": 0.0, + "m": 0.5213724970817566 + }, + { + "p": 0.0611528679728508, + "m": 1.0 + }, + { + "p": 0.0685233399271965, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.6773639917373657, + "val_loss": 1.303971767425537, + "acc": 57.36, + "time": 255.48635510494933, + "param": [ + { + "p": 0.016719339415431023, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13624486327171326, + "m": 1.0 + }, + { + "p": 0.274721622467041, + "m": 0.10752502083778381 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00942710880190134, + "m": 0.9510822296142578 + }, + { + "p": 0.3679957687854767, + "m": 0.2370191067457199 + }, + { + "p": 0.00881960615515709, + "m": 0.7575384378433228 + }, + { + "p": 0.0253792405128479, + "m": 0.36130496859550476 + }, + { + "p": 0.027984868735074997, + "m": 0.9241389036178589 + }, + { + "p": 0.0, + "m": 0.5160932540893555 + }, + { + "p": 0.06342895328998566, + "m": 1.0 + }, + { + "p": 0.06927871704101562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.8913336992263794, + "val_loss": 1.1974016427993774, + "acc": 58.25, + "time": 253.4853674969636, + "param": [ + { + "p": 0.01881411112844944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12915237247943878, + "m": 1.0 + }, + { + "p": 0.2595595121383667, + "m": 0.055413298308849335 + }, + { + "p": 0.0, + "m": 0.9936431050300598 + }, + { + "p": 0.0, + "m": 0.9316003322601318 + }, + { + "p": 0.34384962916374207, + "m": 0.23495447635650635 + }, + { + "p": 0.017822738736867905, + "m": 0.7732324004173279 + }, + { + "p": 0.03175631910562515, + "m": 0.34950459003448486 + }, + { + "p": 0.034395523369312286, + "m": 0.9403766393661499 + }, + { + "p": 0.013965691439807415, + "m": 0.515480101108551 + }, + { + "p": 0.0635424330830574, + "m": 1.0 + }, + { + "p": 0.08714156597852707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.8181101083755493, + "val_loss": 1.2117397785186768, + "acc": 59.07, + "time": 255.00444393139333, + "param": [ + { + "p": 0.018557101488113403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12679412961006165, + "m": 1.0 + }, + { + "p": 0.24754491448402405, + "m": 0.011582008562982082 + }, + { + "p": 0.0, + "m": 0.9739448428153992 + }, + { + "p": 0.0, + "m": 0.9348361492156982 + }, + { + "p": 0.3205206096172333, + "m": 0.20840801298618317 + }, + { + "p": 0.027335045859217644, + "m": 0.7795243859291077 + }, + { + "p": 0.03953377157449722, + "m": 0.34372249245643616 + }, + { + "p": 0.03259807452559471, + "m": 0.9667714238166809 + }, + { + "p": 0.025773733854293823, + "m": 0.5100950598716736 + }, + { + "p": 0.06432544440031052, + "m": 1.0 + }, + { + "p": 0.09701715409755707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.1848312616348267, + "val_loss": 1.0205858945846558, + "acc": 58.2, + "time": 254.8250937582925, + "param": [ + { + "p": 0.008761746808886528, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1278224140405655, + "m": 1.0 + }, + { + "p": 0.2548055946826935, + "m": 0.008962244726717472 + }, + { + "p": 0.0, + "m": 0.9521428346633911 + }, + { + "p": 0.0, + "m": 0.9261061549186707 + }, + { + "p": 0.31588396430015564, + "m": 0.20041553676128387 + }, + { + "p": 0.019895577803254128, + "m": 0.7667443752288818 + }, + { + "p": 0.03598622977733612, + "m": 0.3484553396701813 + }, + { + "p": 0.02947893925011158, + "m": 0.9791620373725891 + }, + { + "p": 0.03456579148769379, + "m": 0.5147911310195923 + }, + { + "p": 0.07070507854223251, + "m": 1.0 + }, + { + "p": 0.10209464281797409, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.3978043794631958, + "val_loss": 1.2099196910858154, + "acc": 58.81, + "time": 256.52296681981534, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12240631133317947, + "m": 1.0 + }, + { + "p": 0.2666749060153961, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9630767703056335 + }, + { + "p": 0.0, + "m": 0.9277809262275696 + }, + { + "p": 0.33143308758735657, + "m": 0.19891294836997986 + }, + { + "p": 0.01623881794512272, + "m": 0.7750453352928162 + }, + { + "p": 0.026971155777573586, + "m": 0.34573987126350403 + }, + { + "p": 0.026561494916677475, + "m": 1.0 + }, + { + "p": 0.037608370184898376, + "m": 0.5211911797523499 + }, + { + "p": 0.0699472576379776, + "m": 1.0 + }, + { + "p": 0.10215863585472107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.3758705854415894, + "val_loss": 1.195459246635437, + "acc": 57.82, + "time": 252.83847064012662, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11150789260864258, + "m": 1.0 + }, + { + "p": 0.26683881878852844, + "m": 0.01512074749916792 + }, + { + "p": 0.0, + "m": 0.9921852946281433 + }, + { + "p": 0.0001889498089440167, + "m": 0.9349314570426941 + }, + { + "p": 0.3426273465156555, + "m": 0.22932077944278717 + }, + { + "p": 0.015827413648366928, + "m": 0.7800933718681335 + }, + { + "p": 0.02894219569861889, + "m": 0.3317514657974243 + }, + { + "p": 0.024706769734621048, + "m": 1.0 + }, + { + "p": 0.04200252890586853, + "m": 0.5162671804428101 + }, + { + "p": 0.06457388401031494, + "m": 1.0 + }, + { + "p": 0.10278425365686417, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.4066357612609863, + "val_loss": 1.057555913925171, + "acc": 59.03, + "time": 253.17306533036754, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1076405718922615, + "m": 1.0 + }, + { + "p": 0.25995707511901855, + "m": 0.05023674666881561 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002503426978364587, + "m": 0.94487065076828 + }, + { + "p": 0.3393770754337311, + "m": 0.22193394601345062 + }, + { + "p": 0.011013995856046677, + "m": 0.7745876312255859 + }, + { + "p": 0.04236708581447601, + "m": 0.3247469365596771 + }, + { + "p": 0.02805992215871811, + "m": 1.0 + }, + { + "p": 0.0500861257314682, + "m": 0.5116775035858154 + }, + { + "p": 0.058192234486341476, + "m": 1.0 + }, + { + "p": 0.1008024513721466, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.4646236896514893, + "val_loss": 1.3061308860778809, + "acc": 58.66, + "time": 252.88724256772548, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09659965336322784, + "m": 1.0 + }, + { + "p": 0.2623221278190613, + "m": 0.05860140174627304 + }, + { + "p": 0.0, + "m": 0.9986112117767334 + }, + { + "p": 0.000966682389844209, + "m": 0.9619427919387817 + }, + { + "p": 0.3473760485649109, + "m": 0.23352128267288208 + }, + { + "p": 0.009938403964042664, + "m": 0.7721961736679077 + }, + { + "p": 0.04902038350701332, + "m": 0.3036595284938812 + }, + { + "p": 0.029970932751893997, + "m": 0.9999385476112366 + }, + { + "p": 0.062487877905368805, + "m": 0.5115577578544617 + }, + { + "p": 0.047297194600105286, + "m": 1.0 + }, + { + "p": 0.09402073919773102, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.4971674680709839, + "val_loss": 1.2191014289855957, + "acc": 60.8, + "time": 256.08856446202844, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09401548653841019, + "m": 1.0 + }, + { + "p": 0.26836758852005005, + "m": 0.008778240531682968 + }, + { + "p": 0.0, + "m": 0.9830730557441711 + }, + { + "p": 0.001718351268209517, + "m": 0.9945675134658813 + }, + { + "p": 0.37144505977630615, + "m": 0.23890787363052368 + }, + { + "p": 0.0, + "m": 0.7798945903778076 + }, + { + "p": 0.04412830248475075, + "m": 0.28660592436790466 + }, + { + "p": 0.019651414826512337, + "m": 0.9827642440795898 + }, + { + "p": 0.08118868619203568, + "m": 0.5318476557731628 + }, + { + "p": 0.028802260756492615, + "m": 1.0 + }, + { + "p": 0.09068286418914795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.515425682067871, + "val_loss": 1.06281316280365, + "acc": 59.82, + "time": 255.05543348332867, + "param": [ + { + "p": 0.004301037173718214, + "m": 1.0 + }, + { + "p": 0.0012567106168717146, + "m": 1.0 + }, + { + "p": 0.07872563600540161, + "m": 1.0 + }, + { + "p": 0.24648958444595337, + "m": 0.0 + }, + { + "p": 0.0038786623626947403, + "m": 0.963168203830719 + }, + { + "p": 0.012736801989376545, + "m": 0.9938199520111084 + }, + { + "p": 0.3584040105342865, + "m": 0.26837289333343506 + }, + { + "p": 0.01103812176734209, + "m": 0.7952394485473633 + }, + { + "p": 0.0569014698266983, + "m": 0.2900278568267822 + }, + { + "p": 0.020828893408179283, + "m": 0.9736251831054688 + }, + { + "p": 0.09665869921445847, + "m": 0.5403113961219788 + }, + { + "p": 0.025568649172782898, + "m": 1.0 + }, + { + "p": 0.08270338922739029, + "m": 1.0 + }, + { + "p": 0.000508325407281518, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.6828869581222534, + "val_loss": 1.1076489686965942, + "acc": 60.3, + "time": 253.99885370628908, + "param": [ + { + "p": 0.008556430228054523, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.079664446413517, + "m": 1.0 + }, + { + "p": 0.2275535613298416, + "m": 0.001058758469298482 + }, + { + "p": 0.0, + "m": 0.9739667773246765 + }, + { + "p": 0.009959819726645947, + "m": 0.9853106141090393 + }, + { + "p": 0.35289478302001953, + "m": 0.28148162364959717 + }, + { + "p": 0.01859259232878685, + "m": 0.8205534815788269 + }, + { + "p": 0.06656760722398758, + "m": 0.3121940493583679 + }, + { + "p": 0.024725502356886864, + "m": 0.9780068397521973 + }, + { + "p": 0.09903325140476227, + "m": 0.5455745458602905 + }, + { + "p": 0.03145453706383705, + "m": 1.0 + }, + { + "p": 0.08086777478456497, + "m": 1.0 + }, + { + "p": 0.00012972789409104735, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.3394243717193604, + "val_loss": 1.1381864547729492, + "acc": 60.33, + "time": 253.89659790694714, + "param": [ + { + "p": 0.01088387705385685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07593453675508499, + "m": 1.0 + }, + { + "p": 0.22437486052513123, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9983027577400208 + }, + { + "p": 0.00026061860262416303, + "m": 0.9956720471382141 + }, + { + "p": 0.36255717277526855, + "m": 0.30243486166000366 + }, + { + "p": 0.015698052942752838, + "m": 0.8524602651596069 + }, + { + "p": 0.0677509754896164, + "m": 0.3173762559890747 + }, + { + "p": 0.030858442187309265, + "m": 0.9902510643005371 + }, + { + "p": 0.10071438550949097, + "m": 0.5372914671897888 + }, + { + "p": 0.030271850526332855, + "m": 1.0 + }, + { + "p": 0.0806952714920044, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.6074076890945435, + "val_loss": 1.0289055109024048, + "acc": 60.92, + "time": 251.38942720927298, + "param": [ + { + "p": 0.012548879720270634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07614696025848389, + "m": 1.0 + }, + { + "p": 0.22618183493614197, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3773202896118164, + "m": 0.35284122824668884 + }, + { + "p": 0.007839854806661606, + "m": 0.8526267409324646 + }, + { + "p": 0.0643509030342102, + "m": 0.3157970905303955 + }, + { + "p": 0.03695034980773926, + "m": 0.9850758910179138 + }, + { + "p": 0.09949962794780731, + "m": 0.5170604586601257 + }, + { + "p": 0.022383229807019234, + "m": 1.0 + }, + { + "p": 0.07677802443504333, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.3282564878463745, + "val_loss": 1.1528228521347046, + "acc": 60.56, + "time": 253.70830229017884, + "param": [ + { + "p": 0.013844884932041168, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07817196100950241, + "m": 1.0 + }, + { + "p": 0.23025542497634888, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3919260501861572, + "m": 0.3676883280277252 + }, + { + "p": 0.0009969433303922415, + "m": 0.8891146779060364 + }, + { + "p": 0.06586655974388123, + "m": 0.3162405490875244 + }, + { + "p": 0.03450274094939232, + "m": 0.9804790019989014 + }, + { + "p": 0.09293033182621002, + "m": 0.4994094967842102 + }, + { + "p": 0.01681831106543541, + "m": 1.0 + }, + { + "p": 0.07468675822019577, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.4205578565597534, + "val_loss": 0.9824545383453369, + "acc": 60.44, + "time": 254.7598388362676, + "param": [ + { + "p": 0.018421117216348648, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07100867480039597, + "m": 1.0 + }, + { + "p": 0.2286248505115509, + "m": 0.0 + }, + { + "p": 0.00036307325353845954, + "m": 1.0 + }, + { + "p": 0.0005183395696803927, + "m": 1.0 + }, + { + "p": 0.39381539821624756, + "m": 0.36211684346199036 + }, + { + "p": 0.0017741493647918105, + "m": 0.9278026223182678 + }, + { + "p": 0.06655305624008179, + "m": 0.3124222457408905 + }, + { + "p": 0.03784625604748726, + "m": 0.9720321297645569 + }, + { + "p": 0.09541162103414536, + "m": 0.5045143961906433 + }, + { + "p": 0.014353628270328045, + "m": 1.0 + }, + { + "p": 0.07130972295999527, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.1988831758499146, + "val_loss": 1.1764336824417114, + "acc": 59.95, + "time": 256.2496122503653, + "param": [ + { + "p": 0.025214508175849915, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06883683800697327, + "m": 1.0 + }, + { + "p": 0.2194172888994217, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9677492380142212 + }, + { + "p": 0.3676079213619232, + "m": 0.3970201313495636 + }, + { + "p": 0.0056990692391991615, + "m": 0.9496279358863831 + }, + { + "p": 0.07816315442323685, + "m": 0.3060557246208191 + }, + { + "p": 0.036569252610206604, + "m": 0.9705324769020081 + }, + { + "p": 0.10665654391050339, + "m": 0.49728935956954956 + }, + { + "p": 0.019485963508486748, + "m": 1.0 + }, + { + "p": 0.07234945148229599, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.3264275789260864, + "val_loss": 0.9626366496086121, + "acc": 61.31, + "time": 254.7523115701042, + "param": [ + { + "p": 0.027796052396297455, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06870127469301224, + "m": 1.0 + }, + { + "p": 0.2196512371301651, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001593575463630259, + "m": 0.9522647857666016 + }, + { + "p": 0.3615292012691498, + "m": 0.38679495453834534 + }, + { + "p": 0.005314487498253584, + "m": 0.9675318002700806 + }, + { + "p": 0.07798468321561813, + "m": 0.2948898375034332 + }, + { + "p": 0.028651311993598938, + "m": 0.9702507853507996 + }, + { + "p": 0.11508211493492126, + "m": 0.5005638599395752 + }, + { + "p": 0.020073741674423218, + "m": 1.0 + }, + { + "p": 0.07362240552902222, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.7473104000091553, + "val_loss": 1.1032733917236328, + "acc": 60.55, + "time": 253.99137230683118, + "param": [ + { + "p": 0.03140256926417351, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07060777395963669, + "m": 1.0 + }, + { + "p": 0.2221270203590393, + "m": 0.0030260940548032522 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9557243585586548 + }, + { + "p": 0.3630630373954773, + "m": 0.3931860327720642 + }, + { + "p": 0.0, + "m": 0.9917298555374146 + }, + { + "p": 0.07759381085634232, + "m": 0.28069227933883667 + }, + { + "p": 0.026086624711751938, + "m": 0.9638711810112 + }, + { + "p": 0.10904059559106827, + "m": 0.4810456931591034 + }, + { + "p": 0.01944231428205967, + "m": 1.0 + }, + { + "p": 0.08063632249832153, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.3645180463790894, + "val_loss": 1.1459654569625854, + "acc": 60.48, + "time": 256.5506983618252, + "param": [ + { + "p": 0.03077954240143299, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07510562241077423, + "m": 1.0 + }, + { + "p": 0.23005646467208862, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9999434351921082 + }, + { + "p": 0.0, + "m": 0.9581392407417297 + }, + { + "p": 0.37722888588905334, + "m": 0.4219857454299927 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07952915132045746, + "m": 0.25924158096313477 + }, + { + "p": 0.022082457318902016, + "m": 0.9641523957252502 + }, + { + "p": 0.09513697028160095, + "m": 0.4419716000556946 + }, + { + "p": 0.015169242396950722, + "m": 1.0 + }, + { + "p": 0.07491163909435272, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.4804705381393433, + "val_loss": 1.212045669555664, + "acc": 58.76, + "time": 254.1415657917969, + "param": [ + { + "p": 0.026763781905174255, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07587968558073044, + "m": 1.0 + }, + { + "p": 0.2334613800048828, + "m": 0.0028141746297478676 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9594262838363647 + }, + { + "p": 0.3814726769924164, + "m": 0.4172508120536804 + }, + { + "p": 0.0, + "m": 0.9982704520225525 + }, + { + "p": 0.08099637925624847, + "m": 0.24110424518585205 + }, + { + "p": 0.028741959482431412, + "m": 0.9554980397224426 + }, + { + "p": 0.09419545531272888, + "m": 0.4233005940914154 + }, + { + "p": 0.006560094188898802, + "m": 1.0 + }, + { + "p": 0.07192858308553696, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.5015496015548706, + "val_loss": 1.0392616987228394, + "acc": 61.29, + "time": 254.0594984870404, + "param": [ + { + "p": 0.010477465577423573, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0713963434100151, + "m": 1.0 + }, + { + "p": 0.24898576736450195, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9451459050178528 + }, + { + "p": 0.4226260483264923, + "m": 0.3936063349246979 + }, + { + "p": 0.00021744803234469146, + "m": 1.0 + }, + { + "p": 0.07433509081602097, + "m": 0.25743362307548523 + }, + { + "p": 0.013994952663779259, + "m": 0.9435946345329285 + }, + { + "p": 0.09562143683433533, + "m": 0.4120246469974518 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06234541907906532, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.4095995426177979, + "val_loss": 1.1079425811767578, + "acc": 62.02, + "time": 255.11711331736296, + "param": [ + { + "p": 0.0032929026056081057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0674387589097023, + "m": 1.0 + }, + { + "p": 0.24550727009773254, + "m": 0.0014176731929183006 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9418119192123413 + }, + { + "p": 0.4227962791919708, + "m": 0.3955814838409424 + }, + { + "p": 0.0076318648643791676, + "m": 0.9943150877952576 + }, + { + "p": 0.07353806495666504, + "m": 0.261357843875885 + }, + { + "p": 0.02036607451736927, + "m": 0.9243215322494507 + }, + { + "p": 0.0994861051440239, + "m": 0.39127013087272644 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.059942685067653656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.535299301147461, + "val_loss": 1.077390432357788, + "acc": 62.21, + "time": 255.15526490891352, + "param": [ + { + "p": 0.006651577074080706, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07120473682880402, + "m": 1.0 + }, + { + "p": 0.23619964718818665, + "m": 0.0 + }, + { + "p": 0.0013630441389977932, + "m": 1.0 + }, + { + "p": 0.003587055020034313, + "m": 0.9247175455093384 + }, + { + "p": 0.40562596917152405, + "m": 0.39863818883895874 + }, + { + "p": 0.012193301692605019, + "m": 0.9965434074401855 + }, + { + "p": 0.07821318507194519, + "m": 0.25029897689819336 + }, + { + "p": 0.02728930115699768, + "m": 0.8959028720855713 + }, + { + "p": 0.10501378029584885, + "m": 0.3758906126022339 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05265835300087929, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.5945119857788086, + "val_loss": 1.1009807586669922, + "acc": 62.36, + "time": 255.4186144610867, + "param": [ + { + "p": 0.014719265513122082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07747044414281845, + "m": 1.0 + }, + { + "p": 0.22548113763332367, + "m": 0.0 + }, + { + "p": 0.00736750103533268, + "m": 0.9986820816993713 + }, + { + "p": 0.011934072710573673, + "m": 0.9248527884483337 + }, + { + "p": 0.3741065263748169, + "m": 0.39962294697761536 + }, + { + "p": 0.017321545630693436, + "m": 1.0 + }, + { + "p": 0.0810730904340744, + "m": 0.2648492753505707 + }, + { + "p": 0.03381228819489479, + "m": 0.8893479108810425 + }, + { + "p": 0.10196596384048462, + "m": 0.38357388973236084 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05474819242954254, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.1510028839111328, + "val_loss": 0.9304379820823669, + "acc": 63.49, + "time": 253.9002460371703, + "param": [ + { + "p": 0.023473123088479042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08550768345594406, + "m": 1.0 + }, + { + "p": 0.22437496483325958, + "m": 0.003254535375162959 + }, + { + "p": 0.008068661205470562, + "m": 1.0 + }, + { + "p": 0.007337179034948349, + "m": 0.9345095753669739 + }, + { + "p": 0.3599698543548584, + "m": 0.41894736886024475 + }, + { + "p": 0.010946582071483135, + "m": 1.0 + }, + { + "p": 0.08558455854654312, + "m": 0.2738608717918396 + }, + { + "p": 0.03122473508119583, + "m": 0.9105004072189331 + }, + { + "p": 0.09994813054800034, + "m": 0.377517968416214 + }, + { + "p": 0.0008742533973418176, + "m": 0.9977372884750366 + }, + { + "p": 0.06269031018018723, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.4081225395202637, + "val_loss": 1.0276821851730347, + "acc": 62.33, + "time": 253.85192593326792, + "param": [ + { + "p": 0.03053591586649418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0839695930480957, + "m": 1.0 + }, + { + "p": 0.2251778542995453, + "m": 0.0 + }, + { + "p": 0.004860328044742346, + "m": 1.0 + }, + { + "p": 0.001164174173027277, + "m": 0.9304517507553101 + }, + { + "p": 0.3462589979171753, + "m": 0.39984530210494995 + }, + { + "p": 0.007626062259078026, + "m": 1.0 + }, + { + "p": 0.08229003101587296, + "m": 0.2625284790992737 + }, + { + "p": 0.0338735468685627, + "m": 0.941322386264801 + }, + { + "p": 0.09670821577310562, + "m": 0.36699989438056946 + }, + { + "p": 0.013491708785295486, + "m": 1.0 + }, + { + "p": 0.07404354214668274, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.3359882831573486, + "val_loss": 1.0750946998596191, + "acc": 61.69, + "time": 254.50239557027817, + "param": [ + { + "p": 0.03139493614435196, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07090911269187927, + "m": 1.0 + }, + { + "p": 0.23531922698020935, + "m": 0.0 + }, + { + "p": 0.003932364284992218, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9083585143089294 + }, + { + "p": 0.3476112186908722, + "m": 0.36220502853393555 + }, + { + "p": 0.0, + "m": 0.9962993860244751 + }, + { + "p": 0.07288044691085815, + "m": 0.2420670986175537 + }, + { + "p": 0.037651751190423965, + "m": 0.9491634368896484 + }, + { + "p": 0.08755236119031906, + "m": 0.3612270951271057 + }, + { + "p": 0.027814310044050217, + "m": 1.0 + }, + { + "p": 0.08493427187204361, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.3856375217437744, + "val_loss": 0.9497976303100586, + "acc": 62.61, + "time": 257.1704150401056, + "param": [ + { + "p": 0.03756679594516754, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06500882655382156, + "m": 1.0 + }, + { + "p": 0.22772172093391418, + "m": 0.011032076552510262 + }, + { + "p": 0.017966676503419876, + "m": 1.0 + }, + { + "p": 0.01584583707153797, + "m": 0.9203398823738098 + }, + { + "p": 0.32369422912597656, + "m": 0.3645109236240387 + }, + { + "p": 0.00038056971970945597, + "m": 0.999738872051239 + }, + { + "p": 0.06369253247976303, + "m": 0.25151437520980835 + }, + { + "p": 0.04389655217528343, + "m": 0.9402768611907959 + }, + { + "p": 0.07852763682603836, + "m": 0.3956361711025238 + }, + { + "p": 0.03898308798670769, + "m": 1.0 + }, + { + "p": 0.08554770797491074, + "m": 1.0 + }, + { + "p": 0.0011678808368742466, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.25575852394104, + "val_loss": 0.962215006351471, + "acc": 63.0, + "time": 255.29112521512434, + "param": [ + { + "p": 0.04454313591122627, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06250020861625671, + "m": 1.0 + }, + { + "p": 0.21106036007404327, + "m": 0.012064563110470772 + }, + { + "p": 0.031193004921078682, + "m": 1.0 + }, + { + "p": 0.036241963505744934, + "m": 0.9325348734855652 + }, + { + "p": 0.29192253947257996, + "m": 0.40094059705734253 + }, + { + "p": 0.0059165493585169315, + "m": 1.0 + }, + { + "p": 0.06092848256230354, + "m": 0.26972100138664246 + }, + { + "p": 0.04672245681285858, + "m": 0.9328497648239136 + }, + { + "p": 0.07421775162220001, + "m": 0.42031732201576233 + }, + { + "p": 0.05034495145082474, + "m": 1.0 + }, + { + "p": 0.08440859615802765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.4390488862991333, + "val_loss": 0.9907599687576294, + "acc": 64.27, + "time": 252.66852757101879, + "param": [ + { + "p": 0.05692247673869133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07270116358995438, + "m": 1.0 + }, + { + "p": 0.19560688734054565, + "m": 0.0 + }, + { + "p": 0.031676679849624634, + "m": 0.9973121881484985 + }, + { + "p": 0.046282630413770676, + "m": 0.9419864416122437 + }, + { + "p": 0.2688378691673279, + "m": 0.4360658824443817 + }, + { + "p": 0.0021939612925052643, + "m": 1.0 + }, + { + "p": 0.052006013691425323, + "m": 0.2821430265903473 + }, + { + "p": 0.051657963544130325, + "m": 0.9270085096359253 + }, + { + "p": 0.07615549862384796, + "m": 0.4529605209827423 + }, + { + "p": 0.06635627895593643, + "m": 1.0 + }, + { + "p": 0.07960255444049835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.4020217657089233, + "val_loss": 1.0112600326538086, + "acc": 64.06, + "time": 253.30245676403865, + "param": [ + { + "p": 0.0648110881447792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08249546587467194, + "m": 1.0 + }, + { + "p": 0.2001951038837433, + "m": 0.0 + }, + { + "p": 0.0186917707324028, + "m": 0.9925056099891663 + }, + { + "p": 0.04446990787982941, + "m": 0.9442861676216125 + }, + { + "p": 0.26640963554382324, + "m": 0.45849594473838806 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04378155991435051, + "m": 0.2872233986854553 + }, + { + "p": 0.05382741615176201, + "m": 0.9142077565193176 + }, + { + "p": 0.07205193489789963, + "m": 0.46019211411476135 + }, + { + "p": 0.07349435985088348, + "m": 1.0 + }, + { + "p": 0.0797717347741127, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.4049557447433472, + "val_loss": 1.0484014749526978, + "acc": 63.47, + "time": 258.7641874132678, + "param": [ + { + "p": 0.06281127035617828, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08017793297767639, + "m": 1.0 + }, + { + "p": 0.22719234228134155, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9916048645973206 + }, + { + "p": 0.037573788315057755, + "m": 0.9445826411247253 + }, + { + "p": 0.28995540738105774, + "m": 0.477022647857666 + }, + { + "p": 0.0, + "m": 0.9962925910949707 + }, + { + "p": 0.030516084283590317, + "m": 0.2948043644428253 + }, + { + "p": 0.05044986680150032, + "m": 0.9217107892036438 + }, + { + "p": 0.06197566166520119, + "m": 0.45642343163490295 + }, + { + "p": 0.08524930477142334, + "m": 1.0 + }, + { + "p": 0.07409825176000595, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.663281798362732, + "val_loss": 1.085715413093567, + "acc": 63.32, + "time": 254.34435498900712, + "param": [ + { + "p": 0.04851984232664108, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07715026289224625, + "m": 1.0 + }, + { + "p": 0.2478865683078766, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02705334685742855, + "m": 0.953971266746521 + }, + { + "p": 0.30944597721099854, + "m": 0.5048709511756897 + }, + { + "p": 0.0, + "m": 0.9950737953186035 + }, + { + "p": 0.011441009119153023, + "m": 0.29706549644470215 + }, + { + "p": 0.04796120151877403, + "m": 0.9247961640357971 + }, + { + "p": 0.059538714587688446, + "m": 0.4624044895172119 + }, + { + "p": 0.0976235494017601, + "m": 1.0 + }, + { + "p": 0.0733795240521431, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.3160803318023682, + "val_loss": 0.9803717732429504, + "acc": 64.28, + "time": 251.7074374333024, + "param": [ + { + "p": 0.046668775379657745, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07425129413604736, + "m": 1.0 + }, + { + "p": 0.2363298088312149, + "m": 0.0 + }, + { + "p": 0.008406254462897778, + "m": 0.9997245669364929 + }, + { + "p": 0.022333726286888123, + "m": 0.94471275806427 + }, + { + "p": 0.29019996523857117, + "m": 0.5324432849884033 + }, + { + "p": 0.0029516364447772503, + "m": 0.9795792102813721 + }, + { + "p": 0.018236175179481506, + "m": 0.2895292341709137 + }, + { + "p": 0.051290810108184814, + "m": 0.9227098822593689 + }, + { + "p": 0.07056906819343567, + "m": 0.4754563570022583 + }, + { + "p": 0.09965746849775314, + "m": 1.0 + }, + { + "p": 0.07783323526382446, + "m": 1.0 + }, + { + "p": 0.0012718281941488385, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.5197855234146118, + "val_loss": 1.0960557460784912, + "acc": 62.75, + "time": 254.62667558714747, + "param": [ + { + "p": 0.04807127267122269, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07259431481361389, + "m": 1.0 + }, + { + "p": 0.2288196086883545, + "m": 0.0 + }, + { + "p": 0.012817401438951492, + "m": 0.999975323677063 + }, + { + "p": 0.023386290296912193, + "m": 0.9165639281272888 + }, + { + "p": 0.28301918506622314, + "m": 0.5084222555160522 + }, + { + "p": 0.0037632298190146685, + "m": 0.953460156917572 + }, + { + "p": 0.015020908787846565, + "m": 0.2898865044116974 + }, + { + "p": 0.054275743663311005, + "m": 0.9216570258140564 + }, + { + "p": 0.07439649105072021, + "m": 0.48932313919067383 + }, + { + "p": 0.1060667484998703, + "m": 1.0 + }, + { + "p": 0.07776883244514465, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.5422369241714478, + "val_loss": 0.9625565409660339, + "acc": 63.43, + "time": 254.22663213685155, + "param": [ + { + "p": 0.05743907764554024, + "m": 1.0 + }, + { + "p": 0.0011771335266530514, + "m": 1.0 + }, + { + "p": 0.08176169544458389, + "m": 1.0 + }, + { + "p": 0.20657214522361755, + "m": 0.0 + }, + { + "p": 0.024370422586798668, + "m": 1.0 + }, + { + "p": 0.02415894903242588, + "m": 0.8986632823944092 + }, + { + "p": 0.24730148911476135, + "m": 0.46576622128486633 + }, + { + "p": 0.01858288235962391, + "m": 0.9195253849029541 + }, + { + "p": 0.019201431423425674, + "m": 0.2956925332546234 + }, + { + "p": 0.07013768702745438, + "m": 0.927024781703949 + }, + { + "p": 0.06966110318899155, + "m": 0.5150947570800781 + }, + { + "p": 0.09976041316986084, + "m": 1.0 + }, + { + "p": 0.0751354843378067, + "m": 1.0 + }, + { + "p": 0.0047401124611496925, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.246837854385376, + "val_loss": 1.0233848094940186, + "acc": 64.28, + "time": 253.10447949310765, + "param": [ + { + "p": 0.06102427467703819, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09011507034301758, + "m": 1.0 + }, + { + "p": 0.19887039065361023, + "m": 0.0 + }, + { + "p": 0.01563221774995327, + "m": 1.0 + }, + { + "p": 0.013092558830976486, + "m": 0.8809648156166077 + }, + { + "p": 0.2387194186449051, + "m": 0.4644748866558075 + }, + { + "p": 0.02702854759991169, + "m": 0.8901404738426208 + }, + { + "p": 0.022673379629850388, + "m": 0.3191700279712677 + }, + { + "p": 0.08616679161787033, + "m": 0.9464225172996521 + }, + { + "p": 0.0681811049580574, + "m": 0.5490089058876038 + }, + { + "p": 0.10041829198598862, + "m": 1.0 + }, + { + "p": 0.07807799428701401, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.2986512184143066, + "val_loss": 0.9963439702987671, + "acc": 64.53, + "time": 257.91396156605333, + "param": [ + { + "p": 0.07114877551794052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08433185517787933, + "m": 1.0 + }, + { + "p": 0.19335387647151947, + "m": 0.000654098461382091 + }, + { + "p": 0.010603781789541245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8992258906364441 + }, + { + "p": 0.22989493608474731, + "m": 0.47706153988838196 + }, + { + "p": 0.03218669444322586, + "m": 0.8670081496238708 + }, + { + "p": 0.02260640822350979, + "m": 0.3139159083366394 + }, + { + "p": 0.09467831254005432, + "m": 0.9500269889831543 + }, + { + "p": 0.0722660943865776, + "m": 0.5589611530303955 + }, + { + "p": 0.10505584627389908, + "m": 1.0 + }, + { + "p": 0.08387351781129837, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.4539827108383179, + "val_loss": 1.1246098279953003, + "acc": 64.77, + "time": 254.03175013326108, + "param": [ + { + "p": 0.07154527306556702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08090858161449432, + "m": 1.0 + }, + { + "p": 0.18380539119243622, + "m": 0.0026796688325703144 + }, + { + "p": 0.012515091337263584, + "m": 0.9825602173805237 + }, + { + "p": 0.0021188375540077686, + "m": 0.887578010559082 + }, + { + "p": 0.21498267352581024, + "m": 0.4830108880996704 + }, + { + "p": 0.036761727184057236, + "m": 0.8731670379638672 + }, + { + "p": 0.01840055361390114, + "m": 0.31422072649002075 + }, + { + "p": 0.09837126731872559, + "m": 0.9442466497421265 + }, + { + "p": 0.08036155998706818, + "m": 0.5791659951210022 + }, + { + "p": 0.10417987406253815, + "m": 1.0 + }, + { + "p": 0.09604918956756592, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.3322800397872925, + "val_loss": 1.0508601665496826, + "acc": 65.08, + "time": 251.24486959399655, + "param": [ + { + "p": 0.07294429838657379, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08522895723581314, + "m": 1.0 + }, + { + "p": 0.17257294058799744, + "m": 0.0074194991029798985 + }, + { + "p": 0.0, + "m": 0.9732211828231812 + }, + { + "p": 0.0022849019151180983, + "m": 0.8937874436378479 + }, + { + "p": 0.20731352269649506, + "m": 0.47497454285621643 + }, + { + "p": 0.037896428257226944, + "m": 0.8565624952316284 + }, + { + "p": 0.021906936541199684, + "m": 0.31528183817863464 + }, + { + "p": 0.10509471595287323, + "m": 0.9719154834747314 + }, + { + "p": 0.08850834518671036, + "m": 0.6042541861534119 + }, + { + "p": 0.10434690862894058, + "m": 1.0 + }, + { + "p": 0.10190194100141525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.446022868156433, + "val_loss": 1.0058507919311523, + "acc": 65.53, + "time": 252.5836174399592, + "param": [ + { + "p": 0.07103274017572403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07848756015300751, + "m": 1.0 + }, + { + "p": 0.15840531885623932, + "m": 0.010219032876193523 + }, + { + "p": 0.0, + "m": 0.9946538805961609 + }, + { + "p": 0.0, + "m": 0.9093036651611328 + }, + { + "p": 0.2072032243013382, + "m": 0.46316900849342346 + }, + { + "p": 0.039498221129179, + "m": 0.8483918309211731 + }, + { + "p": 0.024414105340838432, + "m": 0.3063223659992218 + }, + { + "p": 0.1125529333949089, + "m": 1.0 + }, + { + "p": 0.0959630087018013, + "m": 0.5931665897369385 + }, + { + "p": 0.10486774891614914, + "m": 1.0 + }, + { + "p": 0.10757514834403992, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.1990793943405151, + "val_loss": 1.004721760749817, + "acc": 65.74, + "time": 253.83610904077068, + "param": [ + { + "p": 0.06786512583494186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06265706568956375, + "m": 1.0 + }, + { + "p": 0.16218163073062897, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9742617011070251 + }, + { + "p": 0.0, + "m": 0.928891122341156 + }, + { + "p": 0.2164643257856369, + "m": 0.4389602243900299 + }, + { + "p": 0.034189656376838684, + "m": 0.8495771288871765 + }, + { + "p": 0.02312316559255123, + "m": 0.3151094913482666 + }, + { + "p": 0.10880989581346512, + "m": 1.0 + }, + { + "p": 0.09494846314191818, + "m": 0.5935920476913452 + }, + { + "p": 0.10339943319559097, + "m": 1.0 + }, + { + "p": 0.12636125087738037, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.2758007049560547, + "val_loss": 0.9475534558296204, + "acc": 65.6, + "time": 255.29247143119574, + "param": [ + { + "p": 0.06400260329246521, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04828372597694397, + "m": 1.0 + }, + { + "p": 0.16734984517097473, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.944189727306366 + }, + { + "p": 0.00832316279411316, + "m": 0.9306780695915222 + }, + { + "p": 0.21515251696109772, + "m": 0.40032142400741577 + }, + { + "p": 0.04255567863583565, + "m": 0.8389471769332886 + }, + { + "p": 0.022862508893013, + "m": 0.31440529227256775 + }, + { + "p": 0.10328637063503265, + "m": 0.9999509453773499 + }, + { + "p": 0.09149967133998871, + "m": 0.5928385853767395 + }, + { + "p": 0.10607778280973434, + "m": 1.0 + }, + { + "p": 0.13060617446899414, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.1808927059173584, + "val_loss": 0.9650701284408569, + "acc": 65.25, + "time": 257.0345920328982, + "param": [ + { + "p": 0.06685004383325577, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039226703345775604, + "m": 1.0 + }, + { + "p": 0.1663161814212799, + "m": 0.0 + }, + { + "p": 0.0002005993010243401, + "m": 0.9448896050453186 + }, + { + "p": 0.016601840034127235, + "m": 0.9403455257415771 + }, + { + "p": 0.21006125211715698, + "m": 0.37359288334846497 + }, + { + "p": 0.04787411540746689, + "m": 0.8090285658836365 + }, + { + "p": 0.02991514839231968, + "m": 0.32827988266944885 + }, + { + "p": 0.09933232516050339, + "m": 0.9954197406768799 + }, + { + "p": 0.0902358889579773, + "m": 0.5895612835884094 + }, + { + "p": 0.10946418344974518, + "m": 0.9993746280670166 + }, + { + "p": 0.12392184138298035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.5077245235443115, + "val_loss": 0.9964303970336914, + "acc": 65.12, + "time": 254.41060817195103, + "param": [ + { + "p": 0.08514301478862762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04565556347370148, + "m": 1.0 + }, + { + "p": 0.1659717559814453, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9514499306678772 + }, + { + "p": 0.02328098751604557, + "m": 0.9630236029624939 + }, + { + "p": 0.1987854242324829, + "m": 0.38668885827064514 + }, + { + "p": 0.046009428799152374, + "m": 0.7964044213294983 + }, + { + "p": 0.024596042931079865, + "m": 0.3332948088645935 + }, + { + "p": 0.09177324920892715, + "m": 1.0 + }, + { + "p": 0.0931122824549675, + "m": 0.5809826850891113 + }, + { + "p": 0.10285128653049469, + "m": 1.0 + }, + { + "p": 0.12282096594572067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.2293299436569214, + "val_loss": 0.8908295035362244, + "acc": 66.01, + "time": 254.78204317810014, + "param": [ + { + "p": 0.09822976589202881, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.056005287915468216, + "m": 1.0 + }, + { + "p": 0.17185170948505402, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9676023721694946 + }, + { + "p": 0.017058169469237328, + "m": 1.0 + }, + { + "p": 0.19125980138778687, + "m": 0.4188644587993622 + }, + { + "p": 0.05287804827094078, + "m": 0.7997865676879883 + }, + { + "p": 0.016690269112586975, + "m": 0.3382279574871063 + }, + { + "p": 0.08410244435071945, + "m": 1.0 + }, + { + "p": 0.09345556795597076, + "m": 0.5732142925262451 + }, + { + "p": 0.1023661345243454, + "m": 1.0 + }, + { + "p": 0.11610284447669983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.3448150157928467, + "val_loss": 1.0009440183639526, + "acc": 66.25, + "time": 254.62595709599555, + "param": [ + { + "p": 0.10208509862422943, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06868370622396469, + "m": 1.0 + }, + { + "p": 0.17546352744102478, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9677900075912476 + }, + { + "p": 0.01230341661721468, + "m": 1.0 + }, + { + "p": 0.186758354306221, + "m": 0.4230881631374359 + }, + { + "p": 0.05488138645887375, + "m": 0.787742018699646 + }, + { + "p": 0.01579444110393524, + "m": 0.34920138120651245 + }, + { + "p": 0.07899928092956543, + "m": 1.0 + }, + { + "p": 0.09537710249423981, + "m": 0.5631288886070251 + }, + { + "p": 0.09679386019706726, + "m": 1.0 + }, + { + "p": 0.11285976320505142, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.3003711700439453, + "val_loss": 0.9963317513465881, + "acc": 66.81, + "time": 252.42035227781162, + "param": [ + { + "p": 0.10349398106336594, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07297694683074951, + "m": 1.0 + }, + { + "p": 0.18187372386455536, + "m": 0.0 + }, + { + "p": 0.0002877588558476418, + "m": 0.9721971750259399 + }, + { + "p": 0.007396155036985874, + "m": 0.9988600015640259 + }, + { + "p": 0.18411152064800262, + "m": 0.42543816566467285 + }, + { + "p": 0.045870646834373474, + "m": 0.751888632774353 + }, + { + "p": 0.015397300012409687, + "m": 0.35950231552124023 + }, + { + "p": 0.08020775020122528, + "m": 1.0 + }, + { + "p": 0.09071347862482071, + "m": 0.5554358959197998 + }, + { + "p": 0.09576787799596786, + "m": 1.0 + }, + { + "p": 0.1187707781791687, + "m": 1.0 + }, + { + "p": 0.0031321218702942133, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.236685037612915, + "val_loss": 0.9614890813827515, + "acc": 66.3, + "time": 255.87345354817808, + "param": [ + { + "p": 0.10476108640432358, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07788063585758209, + "m": 1.0 + }, + { + "p": 0.1735697090625763, + "m": 0.00031032648985274136 + }, + { + "p": 0.012050426565110683, + "m": 0.9683636426925659 + }, + { + "p": 0.006901227869093418, + "m": 0.9844422340393066 + }, + { + "p": 0.16613642871379852, + "m": 0.4153606593608856 + }, + { + "p": 0.04698982462286949, + "m": 0.7004773020744324 + }, + { + "p": 0.030263768509030342, + "m": 0.37808090448379517 + }, + { + "p": 0.07630032300949097, + "m": 0.9979968667030334 + }, + { + "p": 0.08952751010656357, + "m": 0.5346834659576416 + }, + { + "p": 0.09861570596694946, + "m": 1.0 + }, + { + "p": 0.11402567476034164, + "m": 1.0 + }, + { + "p": 0.0029777390882372856, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.371407389640808, + "val_loss": 0.9095184206962585, + "acc": 66.66, + "time": 251.8250914858654, + "param": [ + { + "p": 0.10335251688957214, + "m": 1.0 + }, + { + "p": 0.003257590811699629, + "m": 1.0 + }, + { + "p": 0.08167274296283722, + "m": 1.0 + }, + { + "p": 0.15258489549160004, + "m": 0.0 + }, + { + "p": 0.025348391383886337, + "m": 0.9811908602714539 + }, + { + "p": 0.02527381293475628, + "m": 0.9723634123802185 + }, + { + "p": 0.13543328642845154, + "m": 0.4107894003391266 + }, + { + "p": 0.05324934050440788, + "m": 0.681111216545105 + }, + { + "p": 0.040818050503730774, + "m": 0.39208415150642395 + }, + { + "p": 0.07045263051986694, + "m": 0.9928928017616272 + }, + { + "p": 0.08673412352800369, + "m": 0.5302103161811829 + }, + { + "p": 0.10426903516054153, + "m": 1.0 + }, + { + "p": 0.10635022073984146, + "m": 1.0 + }, + { + "p": 0.011203347705304623, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.2017085552215576, + "val_loss": 0.9459308981895447, + "acc": 66.18, + "time": 256.4219953697175, + "param": [ + { + "p": 0.1115395575761795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08757016062736511, + "m": 1.0 + }, + { + "p": 0.15306143462657928, + "m": 0.0 + }, + { + "p": 0.02351549081504345, + "m": 1.0 + }, + { + "p": 0.022750992327928543, + "m": 0.9762287139892578 + }, + { + "p": 0.12819166481494904, + "m": 0.3876820504665375 + }, + { + "p": 0.056709837168455124, + "m": 0.6623249053955078 + }, + { + "p": 0.046226177364587784, + "m": 0.4039531350135803 + }, + { + "p": 0.05957585200667381, + "m": 0.9987381100654602 + }, + { + "p": 0.08368784934282303, + "m": 0.5122427344322205 + }, + { + "p": 0.10806345194578171, + "m": 0.9993203282356262 + }, + { + "p": 0.10369055718183517, + "m": 1.0 + }, + { + "p": 0.015416945330798626, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.210207223892212, + "val_loss": 0.8679190278053284, + "acc": 66.72, + "time": 254.7865210780874, + "param": [ + { + "p": 0.12379223853349686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0900217741727829, + "m": 1.0 + }, + { + "p": 0.1498173624277115, + "m": 0.0 + }, + { + "p": 0.02564062736928463, + "m": 1.0 + }, + { + "p": 0.016611143946647644, + "m": 1.0 + }, + { + "p": 0.13422028720378876, + "m": 0.3786191940307617 + }, + { + "p": 0.06178680807352066, + "m": 0.6503616571426392 + }, + { + "p": 0.044811833649873734, + "m": 0.4172452986240387 + }, + { + "p": 0.050216615200042725, + "m": 1.0 + }, + { + "p": 0.08462251722812653, + "m": 0.5153601169586182 + }, + { + "p": 0.10184203833341599, + "m": 1.0 + }, + { + "p": 0.09912804514169693, + "m": 1.0 + }, + { + "p": 0.017488650977611542, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.2565560340881348, + "val_loss": 1.0246922969818115, + "acc": 66.66, + "time": 255.1329916678369, + "param": [ + { + "p": 0.13057765364646912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1087387204170227, + "m": 1.0 + }, + { + "p": 0.13523440062999725, + "m": 0.0 + }, + { + "p": 0.026651503518223763, + "m": 0.9930134415626526 + }, + { + "p": 0.01507934182882309, + "m": 1.0 + }, + { + "p": 0.13632172346115112, + "m": 0.3568304181098938 + }, + { + "p": 0.06640612334012985, + "m": 0.637143075466156 + }, + { + "p": 0.04152815788984299, + "m": 0.43438029289245605 + }, + { + "p": 0.05496964603662491, + "m": 1.0 + }, + { + "p": 0.07708249241113663, + "m": 0.5054919719696045 + }, + { + "p": 0.09601063281297684, + "m": 1.0 + }, + { + "p": 0.1027274802327156, + "m": 1.0 + }, + { + "p": 0.008672046475112438, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.297833800315857, + "val_loss": 0.9192380309104919, + "acc": 67.3, + "time": 256.49548788834363, + "param": [ + { + "p": 0.14063410460948944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11574477702379227, + "m": 1.0 + }, + { + "p": 0.12651944160461426, + "m": 0.0013841664185747504 + }, + { + "p": 0.016651935875415802, + "m": 0.9997022747993469 + }, + { + "p": 0.01165823731571436, + "m": 1.0 + }, + { + "p": 0.1462099701166153, + "m": 0.33425045013427734 + }, + { + "p": 0.06392903625965118, + "m": 0.6399205923080444 + }, + { + "p": 0.032508525997400284, + "m": 0.43856707215309143 + }, + { + "p": 0.06102709844708443, + "m": 1.0 + }, + { + "p": 0.07805616408586502, + "m": 0.5064117908477783 + }, + { + "p": 0.09378352761268616, + "m": 1.0 + }, + { + "p": 0.11327720433473587, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.2777464389801025, + "val_loss": 0.9792174696922302, + "acc": 67.25, + "time": 252.21090528694913, + "param": [ + { + "p": 0.14707991480827332, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11901658773422241, + "m": 1.0 + }, + { + "p": 0.13279524445533752, + "m": 0.0 + }, + { + "p": 0.01563100703060627, + "m": 0.9817169308662415 + }, + { + "p": 0.0027873979415744543, + "m": 1.0 + }, + { + "p": 0.15081928670406342, + "m": 0.31921055912971497 + }, + { + "p": 0.06236422061920166, + "m": 0.5993724465370178 + }, + { + "p": 0.023376982659101486, + "m": 0.4351682960987091 + }, + { + "p": 0.06449666619300842, + "m": 1.0 + }, + { + "p": 0.07712167501449585, + "m": 0.4978416860103607 + }, + { + "p": 0.0865289568901062, + "m": 1.0 + }, + { + "p": 0.11798195540904999, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.365767478942871, + "val_loss": 1.0134605169296265, + "acc": 67.11, + "time": 255.82513460842893, + "param": [ + { + "p": 0.15718284249305725, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1219101995229721, + "m": 1.0 + }, + { + "p": 0.1343132108449936, + "m": 0.0 + }, + { + "p": 0.005979692097753286, + "m": 0.9751064777374268 + }, + { + "p": 0.0, + "m": 0.9998154640197754 + }, + { + "p": 0.15862740576267242, + "m": 0.3040033280849457 + }, + { + "p": 0.05871686711907387, + "m": 0.5734880566596985 + }, + { + "p": 0.023671627044677734, + "m": 0.43540504574775696 + }, + { + "p": 0.07716153562068939, + "m": 1.0 + }, + { + "p": 0.075128473341465, + "m": 0.48088929057121277 + }, + { + "p": 0.07463708519935608, + "m": 1.0 + }, + { + "p": 0.11267111450433731, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.2900723218917847, + "val_loss": 0.9232674837112427, + "acc": 67.38, + "time": 252.3182924790308, + "param": [ + { + "p": 0.1575157344341278, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10307657718658447, + "m": 1.0 + }, + { + "p": 0.1279926598072052, + "m": 0.0 + }, + { + "p": 0.008151283487677574, + "m": 0.97322016954422 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16270731389522552, + "m": 0.32489460706710815 + }, + { + "p": 0.05960459262132645, + "m": 0.5720092058181763 + }, + { + "p": 0.022101931273937225, + "m": 0.44133785367012024 + }, + { + "p": 0.08870849758386612, + "m": 1.0 + }, + { + "p": 0.07744807004928589, + "m": 0.4821680784225464 + }, + { + "p": 0.07207344472408295, + "m": 1.0 + }, + { + "p": 0.12061989307403564, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.2438209056854248, + "val_loss": 0.9374437928199768, + "acc": 67.23, + "time": 253.71865487797186, + "param": [ + { + "p": 0.14401459693908691, + "m": 1.0 + }, + { + "p": 0.0006967345834709704, + "m": 1.0 + }, + { + "p": 0.09330867975950241, + "m": 1.0 + }, + { + "p": 0.1207817792892456, + "m": 0.0 + }, + { + "p": 0.02210223861038685, + "m": 0.9482130408287048 + }, + { + "p": 0.0039186980575323105, + "m": 0.9982634782791138 + }, + { + "p": 0.1566557139158249, + "m": 0.33623212575912476 + }, + { + "p": 0.059481777250766754, + "m": 0.5988848805427551 + }, + { + "p": 0.03359450027346611, + "m": 0.4545922875404358 + }, + { + "p": 0.09144550561904907, + "m": 1.0 + }, + { + "p": 0.0830753892660141, + "m": 0.5006757974624634 + }, + { + "p": 0.07099151611328125, + "m": 1.0 + }, + { + "p": 0.11993297934532166, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.207093358039856, + "val_loss": 0.7712706327438354, + "acc": 66.97, + "time": 254.92300655832514, + "param": [ + { + "p": 0.1285296529531479, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08922954648733139, + "m": 1.0 + }, + { + "p": 0.11658738553524017, + "m": 0.0 + }, + { + "p": 0.029534820467233658, + "m": 0.9298927187919617 + }, + { + "p": 0.017568498849868774, + "m": 1.0 + }, + { + "p": 0.15121990442276, + "m": 0.34490612149238586 + }, + { + "p": 0.053352709859609604, + "m": 0.6072283983230591 + }, + { + "p": 0.03268764913082123, + "m": 0.4617340564727783 + }, + { + "p": 0.09391374886035919, + "m": 0.9976613521575928 + }, + { + "p": 0.08523493260145187, + "m": 0.49793770909309387 + }, + { + "p": 0.07674891501665115, + "m": 1.0 + }, + { + "p": 0.12539221346378326, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.1640756130218506, + "val_loss": 0.963323175907135, + "acc": 68.11, + "time": 255.6774987159297, + "param": [ + { + "p": 0.11925740540027618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07742619514465332, + "m": 1.0 + }, + { + "p": 0.1259511113166809, + "m": 0.0 + }, + { + "p": 0.03764382749795914, + "m": 0.8932616114616394 + }, + { + "p": 0.013969138264656067, + "m": 1.0 + }, + { + "p": 0.15733470022678375, + "m": 0.35527876019477844 + }, + { + "p": 0.046691033989191055, + "m": 0.6136509776115417 + }, + { + "p": 0.03916863352060318, + "m": 0.47187936305999756 + }, + { + "p": 0.09264901280403137, + "m": 0.9867417216300964 + }, + { + "p": 0.08163860440254211, + "m": 0.4909028112888336 + }, + { + "p": 0.07551924139261246, + "m": 1.0 + }, + { + "p": 0.13151401281356812, + "m": 1.0 + }, + { + "p": 0.0012372033670544624, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.2587171792984009, + "val_loss": 0.8801365494728088, + "acc": 67.53, + "time": 259.34225548198447, + "param": [ + { + "p": 0.12081225961446762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.064767025411129, + "m": 1.0 + }, + { + "p": 0.13181689381599426, + "m": 0.0 + }, + { + "p": 0.03947518765926361, + "m": 0.8721241354942322 + }, + { + "p": 0.010072311386466026, + "m": 1.0 + }, + { + "p": 0.16192811727523804, + "m": 0.3571692705154419 + }, + { + "p": 0.0396350622177124, + "m": 0.5920969247817993 + }, + { + "p": 0.03790409862995148, + "m": 0.46673792600631714 + }, + { + "p": 0.08553425222635269, + "m": 0.9751563668251038 + }, + { + "p": 0.08734840154647827, + "m": 0.47435757517814636 + }, + { + "p": 0.08053573966026306, + "m": 1.0 + }, + { + "p": 0.14017058908939362, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.0971136093139648, + "val_loss": 0.9081099033355713, + "acc": 68.5, + "time": 255.36389004904777, + "param": [ + { + "p": 0.12665414810180664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05216986685991287, + "m": 1.0 + }, + { + "p": 0.13700155913829803, + "m": 0.0 + }, + { + "p": 0.03764476254582405, + "m": 0.8873519897460938 + }, + { + "p": 0.0, + "m": 0.9947785139083862 + }, + { + "p": 0.16928721964359283, + "m": 0.3356145918369293 + }, + { + "p": 0.033911023288965225, + "m": 0.5628491640090942 + }, + { + "p": 0.030790720134973526, + "m": 0.46233096718788147 + }, + { + "p": 0.07189144194126129, + "m": 0.964841365814209 + }, + { + "p": 0.09844079613685608, + "m": 0.4540245831012726 + }, + { + "p": 0.08537507802248001, + "m": 1.0 + }, + { + "p": 0.15683335065841675, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.2802314758300781, + "val_loss": 0.8989877104759216, + "acc": 67.87, + "time": 255.36238411301747, + "param": [ + { + "p": 0.12806466221809387, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042661868035793304, + "m": 1.0 + }, + { + "p": 0.14059042930603027, + "m": 0.0077440133318305016 + }, + { + "p": 0.03940185531973839, + "m": 0.8890065550804138 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17510417103767395, + "m": 0.30658456683158875 + }, + { + "p": 0.019614238291978836, + "m": 0.5472699403762817 + }, + { + "p": 0.02875971421599388, + "m": 0.4695628881454468 + }, + { + "p": 0.061904821544885635, + "m": 0.9568678140640259 + }, + { + "p": 0.1130850538611412, + "m": 0.45162999629974365 + }, + { + "p": 0.08866190910339355, + "m": 1.0 + }, + { + "p": 0.16215133666992188, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.4003609418869019, + "val_loss": 0.9777856469154358, + "acc": 67.09, + "time": 253.60456316312775, + "param": [ + { + "p": 0.13332678377628326, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02673305571079254, + "m": 1.0 + }, + { + "p": 0.14667673408985138, + "m": 0.0 + }, + { + "p": 0.03374778479337692, + "m": 0.881207287311554 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19380660355091095, + "m": 0.32453295588493347 + }, + { + "p": 0.0, + "m": 0.5613181591033936 + }, + { + "p": 0.0288960263133049, + "m": 0.4820345342159271 + }, + { + "p": 0.05593644082546234, + "m": 0.9443169832229614 + }, + { + "p": 0.1246907114982605, + "m": 0.4361473619937897 + }, + { + "p": 0.0832086130976677, + "m": 1.0 + }, + { + "p": 0.17297722399234772, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.0685268640518188, + "val_loss": 0.9130008220672607, + "acc": 68.05, + "time": 254.83682515006512, + "param": [ + { + "p": 0.14035271108150482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010243814438581467, + "m": 1.0 + }, + { + "p": 0.14360302686691284, + "m": 0.0 + }, + { + "p": 0.021732861176133156, + "m": 0.9075509905815125 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2110368311405182, + "m": 0.3392527103424072 + }, + { + "p": 0.0, + "m": 0.5724400877952576 + }, + { + "p": 0.02646726369857788, + "m": 0.49919217824935913 + }, + { + "p": 0.05738835036754608, + "m": 0.9542675614356995 + }, + { + "p": 0.1314849555492401, + "m": 0.4067475497722626 + }, + { + "p": 0.07769913226366043, + "m": 1.0 + }, + { + "p": 0.17999111115932465, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.2400773763656616, + "val_loss": 0.834333598613739, + "acc": 68.36, + "time": 252.6510958778672, + "param": [ + { + "p": 0.13258303701877594, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14323921501636505, + "m": 0.0 + }, + { + "p": 0.02463321015238762, + "m": 0.9229199290275574 + }, + { + "p": 0.0, + "m": 0.9974755644798279 + }, + { + "p": 0.21615196764469147, + "m": 0.3241119980812073 + }, + { + "p": 0.0, + "m": 0.5538252592086792 + }, + { + "p": 0.0304774921387434, + "m": 0.5145437121391296 + }, + { + "p": 0.05282222107052803, + "m": 0.9884575605392456 + }, + { + "p": 0.14597612619400024, + "m": 0.3963587284088135 + }, + { + "p": 0.0740385353565216, + "m": 1.0 + }, + { + "p": 0.1800781637430191, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.1230179071426392, + "val_loss": 1.067962646484375, + "acc": 68.18, + "time": 253.30300943227485, + "param": [ + { + "p": 0.12737321853637695, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14704445004463196, + "m": 0.0 + }, + { + "p": 0.008160504512488842, + "m": 0.9556286931037903 + }, + { + "p": 0.0018593729473650455, + "m": 1.0 + }, + { + "p": 0.2295091301202774, + "m": 0.3230617940425873 + }, + { + "p": 0.0, + "m": 0.5241835117340088 + }, + { + "p": 0.031013278290629387, + "m": 0.5248726010322571 + }, + { + "p": 0.043019652366638184, + "m": 0.9986192584037781 + }, + { + "p": 0.16124042868614197, + "m": 0.3887675702571869 + }, + { + "p": 0.0661669597029686, + "m": 1.0 + }, + { + "p": 0.18461306393146515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.2679481506347656, + "val_loss": 0.9112529158592224, + "acc": 67.83, + "time": 252.38989335112274, + "param": [ + { + "p": 0.11716656386852264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005215420853346586, + "m": 1.0 + }, + { + "p": 0.14442387223243713, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9754102826118469 + }, + { + "p": 0.011717336252331734, + "m": 0.9744538068771362 + }, + { + "p": 0.23256149888038635, + "m": 0.32684841752052307 + }, + { + "p": 0.00307810609228909, + "m": 0.484342485666275 + }, + { + "p": 0.0350879542529583, + "m": 0.5307137370109558 + }, + { + "p": 0.046664685010910034, + "m": 0.9896122813224792 + }, + { + "p": 0.15869265794754028, + "m": 0.3770029842853546 + }, + { + "p": 0.06686964631080627, + "m": 1.0 + }, + { + "p": 0.1766147017478943, + "m": 1.0 + }, + { + "p": 0.001907553756609559, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.2159675359725952, + "val_loss": 0.9197149276733398, + "acc": 67.97, + "time": 254.01601477805525, + "param": [ + { + "p": 0.1101653203368187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019842620939016342, + "m": 1.0 + }, + { + "p": 0.13979437947273254, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9876691102981567 + }, + { + "p": 0.0335407555103302, + "m": 0.941901683807373 + }, + { + "p": 0.23007871210575104, + "m": 0.3484208881855011 + }, + { + "p": 0.0, + "m": 0.46161776781082153 + }, + { + "p": 0.04858674854040146, + "m": 0.5343790650367737 + }, + { + "p": 0.039689477533102036, + "m": 0.9717746376991272 + }, + { + "p": 0.14314712584018707, + "m": 0.327908456325531 + }, + { + "p": 0.06267016381025314, + "m": 1.0 + }, + { + "p": 0.16685719788074493, + "m": 1.0 + }, + { + "p": 0.005627534352242947, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.0267643928527832, + "val_loss": 0.9800066947937012, + "acc": 67.88, + "time": 252.69621254689991, + "param": [ + { + "p": 0.10855208337306976, + "m": 1.0 + }, + { + "p": 4.3831711082020774e-05, + "m": 1.0 + }, + { + "p": 0.03281518816947937, + "m": 1.0 + }, + { + "p": 0.13449697196483612, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04253839701414108, + "m": 0.9425157904624939 + }, + { + "p": 0.21469725668430328, + "m": 0.3519929349422455 + }, + { + "p": 0.004909557290375233, + "m": 0.45465898513793945 + }, + { + "p": 0.06052034720778465, + "m": 0.5588662624359131 + }, + { + "p": 0.03663278743624687, + "m": 0.954678475856781 + }, + { + "p": 0.13485315442085266, + "m": 0.2990151643753052 + }, + { + "p": 0.06286929547786713, + "m": 1.0 + }, + { + "p": 0.1564616560935974, + "m": 1.0 + }, + { + "p": 0.010609416291117668, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.1174745559692383, + "val_loss": 0.8073049783706665, + "acc": 68.38, + "time": 257.22581614600495, + "param": [ + { + "p": 0.10795632004737854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0484297089278698, + "m": 1.0 + }, + { + "p": 0.133278951048851, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06073491647839546, + "m": 0.9546293020248413 + }, + { + "p": 0.18455082178115845, + "m": 0.3521290421485901 + }, + { + "p": 0.019986480474472046, + "m": 0.4854881167411804 + }, + { + "p": 0.06716939806938171, + "m": 0.5837005972862244 + }, + { + "p": 0.03632517531514168, + "m": 0.9522632956504822 + }, + { + "p": 0.11441785842180252, + "m": 0.2828460931777954 + }, + { + "p": 0.05898668244481087, + "m": 1.0 + }, + { + "p": 0.15022210776805878, + "m": 1.0 + }, + { + "p": 0.017941486090421677, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.2763134241104126, + "val_loss": 0.9785667061805725, + "acc": 68.39, + "time": 253.69125572405756, + "param": [ + { + "p": 0.1094844862818718, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0535050667822361, + "m": 1.0 + }, + { + "p": 0.1487804353237152, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9994783401489258 + }, + { + "p": 0.06448829919099808, + "m": 0.9496427178382874 + }, + { + "p": 0.17639411985874176, + "m": 0.33463576436042786 + }, + { + "p": 0.016996653750538826, + "m": 0.48256322741508484 + }, + { + "p": 0.06841868907213211, + "m": 0.5777527093887329 + }, + { + "p": 0.037085048854351044, + "m": 0.9433025121688843 + }, + { + "p": 0.1035936251282692, + "m": 0.2586297392845154 + }, + { + "p": 0.05536752566695213, + "m": 1.0 + }, + { + "p": 0.15992997586727142, + "m": 1.0 + }, + { + "p": 0.005956072360277176, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.243148922920227, + "val_loss": 0.8702640533447266, + "acc": 68.94, + "time": 255.01038652611896, + "param": [ + { + "p": 0.10588940978050232, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06373333185911179, + "m": 1.0 + }, + { + "p": 0.1507788598537445, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9851659536361694 + }, + { + "p": 0.08074607700109482, + "m": 0.9413005709648132 + }, + { + "p": 0.1652975231409073, + "m": 0.3127041161060333 + }, + { + "p": 0.008245553821325302, + "m": 0.44775882363319397 + }, + { + "p": 0.060384273529052734, + "m": 0.5581744313240051 + }, + { + "p": 0.05016487091779709, + "m": 0.934406578540802 + }, + { + "p": 0.09767632931470871, + "m": 0.2341700941324234 + }, + { + "p": 0.049883630126714706, + "m": 1.0 + }, + { + "p": 0.16720011830329895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.1355336904525757, + "val_loss": 0.9593995213508606, + "acc": 68.42, + "time": 253.43191361799836, + "param": [ + { + "p": 0.10756228119134903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06408610939979553, + "m": 1.0 + }, + { + "p": 0.14330534636974335, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9576115012168884 + }, + { + "p": 0.080692358314991, + "m": 0.9163805246353149 + }, + { + "p": 0.15875135362148285, + "m": 0.2988681197166443 + }, + { + "p": 0.0, + "m": 0.4243243336677551 + }, + { + "p": 0.06204706430435181, + "m": 0.5408413410186768 + }, + { + "p": 0.05963569134473801, + "m": 0.927076518535614 + }, + { + "p": 0.10334350913763046, + "m": 0.18859758973121643 + }, + { + "p": 0.042789701372385025, + "m": 0.9999816417694092 + }, + { + "p": 0.17778657376766205, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.1631221771240234, + "val_loss": 1.0048580169677734, + "acc": 67.63, + "time": 254.14507083082572, + "param": [ + { + "p": 0.10634706914424896, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05541656166315079, + "m": 1.0 + }, + { + "p": 0.12863005697727203, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9357940554618835 + }, + { + "p": 0.0753478929400444, + "m": 0.9209514260292053 + }, + { + "p": 0.15774142742156982, + "m": 0.28985732793807983 + }, + { + "p": 0.0, + "m": 0.4068428575992584 + }, + { + "p": 0.06340163201093674, + "m": 0.5252906680107117 + }, + { + "p": 0.06702356040477753, + "m": 0.9192397594451904 + }, + { + "p": 0.1128278449177742, + "m": 0.15604892373085022 + }, + { + "p": 0.04364123195409775, + "m": 1.0 + }, + { + "p": 0.189622700214386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.0691105127334595, + "val_loss": 1.0340232849121094, + "acc": 68.82, + "time": 252.72200160613284, + "param": [ + { + "p": 0.11197398602962494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05176081508398056, + "m": 1.0 + }, + { + "p": 0.11898870766162872, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9064785242080688 + }, + { + "p": 0.06574531644582748, + "m": 0.9180029034614563 + }, + { + "p": 0.15240706503391266, + "m": 0.25786060094833374 + }, + { + "p": 0.0, + "m": 0.41340968012809753 + }, + { + "p": 0.06381921470165253, + "m": 0.5173723697662354 + }, + { + "p": 0.08022308349609375, + "m": 0.9244105219841003 + }, + { + "p": 0.12071683257818222, + "m": 0.16314519941806793 + }, + { + "p": 0.04173591360449791, + "m": 1.0 + }, + { + "p": 0.19262905418872833, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.182963490486145, + "val_loss": 0.8013120293617249, + "acc": 69.24, + "time": 255.081116494257, + "param": [ + { + "p": 0.10938311368227005, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05374888703227043, + "m": 1.0 + }, + { + "p": 0.11760308593511581, + "m": 0.0 + }, + { + "p": 0.0023532495833933353, + "m": 0.8794569969177246 + }, + { + "p": 0.06296335160732269, + "m": 0.8968210816383362 + }, + { + "p": 0.1323363333940506, + "m": 0.23474742472171783 + }, + { + "p": 0.010448761284351349, + "m": 0.3955458998680115 + }, + { + "p": 0.06805454194545746, + "m": 0.5139578580856323 + }, + { + "p": 0.08923708647489548, + "m": 0.9291316270828247 + }, + { + "p": 0.13270767033100128, + "m": 0.17437922954559326 + }, + { + "p": 0.03948082774877548, + "m": 1.0 + }, + { + "p": 0.1780518740415573, + "m": 1.0 + }, + { + "p": 0.0036311433650553226, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.263258457183838, + "val_loss": 0.9072232842445374, + "acc": 68.55, + "time": 253.44773004902527, + "param": [ + { + "p": 0.09569456428289413, + "m": 1.0 + }, + { + "p": 0.0022818013094365597, + "m": 1.0 + }, + { + "p": 0.059193383902311325, + "m": 1.0 + }, + { + "p": 0.10034990310668945, + "m": 0.0072733135893940926 + }, + { + "p": 0.018558816984295845, + "m": 0.8707836866378784 + }, + { + "p": 0.07166404277086258, + "m": 0.876462459564209 + }, + { + "p": 0.10665475577116013, + "m": 0.1940067708492279 + }, + { + "p": 0.0249702800065279, + "m": 0.3809337615966797 + }, + { + "p": 0.08253268152475357, + "m": 0.5020154714584351 + }, + { + "p": 0.08145269751548767, + "m": 0.9352955222129822 + }, + { + "p": 0.13959842920303345, + "m": 0.148492693901062 + }, + { + "p": 0.05424868315458298, + "m": 1.0 + }, + { + "p": 0.1371108889579773, + "m": 1.0 + }, + { + "p": 0.025688963010907173, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.3001621961593628, + "val_loss": 0.8445444107055664, + "acc": 68.27, + "time": 253.65451111178845, + "param": [ + { + "p": 0.08741571754217148, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06873855739831924, + "m": 1.0 + }, + { + "p": 0.09428343921899796, + "m": 0.0 + }, + { + "p": 0.025102714076638222, + "m": 0.8768891096115112 + }, + { + "p": 0.07239001244306564, + "m": 0.8395673036575317 + }, + { + "p": 0.08707043528556824, + "m": 0.1803096979856491 + }, + { + "p": 0.042900942265987396, + "m": 0.3732340335845947 + }, + { + "p": 0.0865723118185997, + "m": 0.4896184504032135 + }, + { + "p": 0.06818918138742447, + "m": 0.9408234357833862 + }, + { + "p": 0.15130497515201569, + "m": 0.10606968402862549 + }, + { + "p": 0.07325085252523422, + "m": 1.0 + }, + { + "p": 0.10890272259712219, + "m": 1.0 + }, + { + "p": 0.03387816995382309, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.3705590963363647, + "val_loss": 0.8328954577445984, + "acc": 68.44, + "time": 252.34099943004549, + "param": [ + { + "p": 0.07647064328193665, + "m": 1.0 + }, + { + "p": 0.0011026853462681174, + "m": 1.0 + }, + { + "p": 0.07479972392320633, + "m": 1.0 + }, + { + "p": 0.0913080945611, + "m": 0.0 + }, + { + "p": 0.034305769950151443, + "m": 0.8678843975067139 + }, + { + "p": 0.0661148950457573, + "m": 0.8190755844116211 + }, + { + "p": 0.08194047212600708, + "m": 0.16913197934627533 + }, + { + "p": 0.055521149188280106, + "m": 0.3659529983997345 + }, + { + "p": 0.08210700005292892, + "m": 0.49436452984809875 + }, + { + "p": 0.06721074134111404, + "m": 0.9376779794692993 + }, + { + "p": 0.1517735868692398, + "m": 0.011242533102631569 + }, + { + "p": 0.08707522600889206, + "m": 1.0 + }, + { + "p": 0.10367997735738754, + "m": 1.0 + }, + { + "p": 0.026589974761009216, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.244303822517395, + "val_loss": 0.87940514087677, + "acc": 69.37, + "time": 256.44671664806083, + "param": [ + { + "p": 0.07682748883962631, + "m": 1.0 + }, + { + "p": 0.0040346840396523476, + "m": 1.0 + }, + { + "p": 0.08793982118368149, + "m": 1.0 + }, + { + "p": 0.08867514133453369, + "m": 0.0 + }, + { + "p": 0.03604139760136604, + "m": 0.8684342503547668 + }, + { + "p": 0.05664723366498947, + "m": 0.7876684665679932 + }, + { + "p": 0.08774992823600769, + "m": 0.17613062262535095 + }, + { + "p": 0.05915526673197746, + "m": 0.3948739171028137 + }, + { + "p": 0.06827080994844437, + "m": 0.49104592204093933 + }, + { + "p": 0.07684845477342606, + "m": 0.9295163750648499 + }, + { + "p": 0.1426650732755661, + "m": 0.0 + }, + { + "p": 0.08471832424402237, + "m": 1.0 + }, + { + "p": 0.10581395030021667, + "m": 1.0 + }, + { + "p": 0.024612411856651306, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.4163576364517212, + "val_loss": 0.9041836261749268, + "acc": 68.75, + "time": 251.0138522060588, + "param": [ + { + "p": 0.0847729966044426, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10369401425123215, + "m": 1.0 + }, + { + "p": 0.08200908452272415, + "m": 0.0 + }, + { + "p": 0.03367976099252701, + "m": 0.8609362244606018 + }, + { + "p": 0.04765063524246216, + "m": 0.785899817943573 + }, + { + "p": 0.10013953596353531, + "m": 0.18292289972305298 + }, + { + "p": 0.0628594160079956, + "m": 0.4218439757823944 + }, + { + "p": 0.05864918604493141, + "m": 0.504461407661438 + }, + { + "p": 0.07731623202562332, + "m": 0.960835337638855 + }, + { + "p": 0.13852514326572418, + "m": 0.0016375024570152164 + }, + { + "p": 0.08317316323518753, + "m": 1.0 + }, + { + "p": 0.10133249312639236, + "m": 1.0 + }, + { + "p": 0.02619832009077072, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.3547046184539795, + "val_loss": 0.7335085272789001, + "acc": 69.4, + "time": 256.30111280316487, + "param": [ + { + "p": 0.09369158744812012, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12440583854913712, + "m": 1.0 + }, + { + "p": 0.0782402828335762, + "m": 0.0 + }, + { + "p": 0.0277024507522583, + "m": 0.8543564677238464 + }, + { + "p": 0.04553094878792763, + "m": 0.780325174331665 + }, + { + "p": 0.10093614459037781, + "m": 0.18896536529064178 + }, + { + "p": 0.0635235607624054, + "m": 0.4163223206996918 + }, + { + "p": 0.04780435934662819, + "m": 0.506144642829895 + }, + { + "p": 0.07149647921323776, + "m": 0.9843535423278809 + }, + { + "p": 0.15422454476356506, + "m": 0.0 + }, + { + "p": 0.07709095627069473, + "m": 1.0 + }, + { + "p": 0.09517298638820648, + "m": 1.0 + }, + { + "p": 0.02017984353005886, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.2601722478866577, + "val_loss": 0.9105725288391113, + "acc": 69.36, + "time": 253.09348727483302, + "param": [ + { + "p": 0.09405677020549774, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13265414535999298, + "m": 1.0 + }, + { + "p": 0.07939505577087402, + "m": 0.0 + }, + { + "p": 0.03263777121901512, + "m": 0.8499268293380737 + }, + { + "p": 0.06345328688621521, + "m": 0.7482041716575623 + }, + { + "p": 0.09505750983953476, + "m": 0.17225299775600433 + }, + { + "p": 0.06230189651250839, + "m": 0.4036456346511841 + }, + { + "p": 0.044035568833351135, + "m": 0.5058618187904358 + }, + { + "p": 0.06041721999645233, + "m": 0.994006335735321 + }, + { + "p": 0.1609567254781723, + "m": 0.011427836492657661 + }, + { + "p": 0.07856877148151398, + "m": 1.0 + }, + { + "p": 0.08760174363851547, + "m": 1.0 + }, + { + "p": 0.008863559924066067, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.3218846321105957, + "val_loss": 0.780611515045166, + "acc": 69.32, + "time": 253.1411399319768, + "param": [ + { + "p": 0.09334439039230347, + "m": 1.0 + }, + { + "p": 0.00427674874663353, + "m": 1.0 + }, + { + "p": 0.12979988753795624, + "m": 1.0 + }, + { + "p": 0.08375972509384155, + "m": 0.0 + }, + { + "p": 0.030628032982349396, + "m": 0.8466823697090149 + }, + { + "p": 0.07170018553733826, + "m": 0.7312964200973511 + }, + { + "p": 0.08958704024553299, + "m": 0.17599597573280334 + }, + { + "p": 0.05432513356208801, + "m": 0.4018128514289856 + }, + { + "p": 0.05391737446188927, + "m": 0.5152713656425476 + }, + { + "p": 0.05395027622580528, + "m": 1.0 + }, + { + "p": 0.16087815165519714, + "m": 0.0 + }, + { + "p": 0.091701939702034, + "m": 1.0 + }, + { + "p": 0.07982993125915527, + "m": 1.0 + }, + { + "p": 0.002301064319908619, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.413847804069519, + "val_loss": 0.8084853887557983, + "acc": 69.22, + "time": 252.93844906706363, + "param": [ + { + "p": 0.10174333304166794, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1320490539073944, + "m": 1.0 + }, + { + "p": 0.08391793072223663, + "m": 0.0 + }, + { + "p": 0.014440263621509075, + "m": 0.8482868075370789 + }, + { + "p": 0.08099080622196198, + "m": 0.7246983051300049 + }, + { + "p": 0.07258255779743195, + "m": 0.18086744844913483 + }, + { + "p": 0.055205464363098145, + "m": 0.43127894401550293 + }, + { + "p": 0.06933089345693588, + "m": 0.5209866762161255 + }, + { + "p": 0.04971009120345116, + "m": 1.0 + }, + { + "p": 0.16256971657276154, + "m": 0.0 + }, + { + "p": 0.10004471987485886, + "m": 1.0 + }, + { + "p": 0.07543133199214935, + "m": 1.0 + }, + { + "p": 0.001983779715374112, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.3257473707199097, + "val_loss": 0.8562345504760742, + "acc": 69.51, + "time": 254.44277386087924, + "param": [ + { + "p": 0.10240789502859116, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13413658738136292, + "m": 1.0 + }, + { + "p": 0.09276147186756134, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.83827805519104 + }, + { + "p": 0.09174790233373642, + "m": 0.6885948777198792 + }, + { + "p": 0.06238679960370064, + "m": 0.17932076752185822 + }, + { + "p": 0.05215504392981529, + "m": 0.42478248476982117 + }, + { + "p": 0.0817502811551094, + "m": 0.5280731916427612 + }, + { + "p": 0.052626825869083405, + "m": 1.0 + }, + { + "p": 0.16275309026241302, + "m": 0.02519460953772068 + }, + { + "p": 0.09514652192592621, + "m": 1.0 + }, + { + "p": 0.072127565741539, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.1739193201065063, + "val_loss": 0.9955145120620728, + "acc": 68.7, + "time": 254.5036920509301, + "param": [ + { + "p": 0.11442024260759354, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14415253698825836, + "m": 1.0 + }, + { + "p": 0.10573472827672958, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8378453850746155 + }, + { + "p": 0.10156979411840439, + "m": 0.6505606770515442 + }, + { + "p": 0.03694823756814003, + "m": 0.17021197080612183 + }, + { + "p": 0.04315363988280296, + "m": 0.40142685174942017 + }, + { + "p": 0.08968842774629593, + "m": 0.5196756720542908 + }, + { + "p": 0.04223620519042015, + "m": 1.0 + }, + { + "p": 0.18349304795265198, + "m": 0.06839404255151749 + }, + { + "p": 0.07691524177789688, + "m": 1.0 + }, + { + "p": 0.06168796494603157, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.137584924697876, + "val_loss": 1.0395128726959229, + "acc": 68.87, + "time": 254.54171151900664, + "param": [ + { + "p": 0.12883709371089935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1739417314529419, + "m": 1.0 + }, + { + "p": 0.11905549466609955, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8061756491661072 + }, + { + "p": 0.1135726347565651, + "m": 0.6131306886672974 + }, + { + "p": 0.0, + "m": 0.19467979669570923 + }, + { + "p": 0.019065460190176964, + "m": 0.38439056277275085 + }, + { + "p": 0.09365182369947433, + "m": 0.49314627051353455 + }, + { + "p": 0.00419055437669158, + "m": 0.9904389977455139 + }, + { + "p": 0.22983995079994202, + "m": 0.06892716139554977 + }, + { + "p": 0.06696915626525879, + "m": 1.0 + }, + { + "p": 0.05087614059448242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.0418133735656738, + "val_loss": 0.8053438067436218, + "acc": 68.55, + "time": 254.1278232401237, + "param": [ + { + "p": 0.1386813074350357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1900893747806549, + "m": 1.0 + }, + { + "p": 0.12219227105379105, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7880671620368958 + }, + { + "p": 0.10578593611717224, + "m": 0.5577942132949829 + }, + { + "p": 0.0, + "m": 0.20663323998451233 + }, + { + "p": 0.0, + "m": 0.38295578956604004 + }, + { + "p": 0.08669749647378922, + "m": 0.473883718252182 + }, + { + "p": 0.0, + "m": 0.9878968596458435 + }, + { + "p": 0.2635050415992737, + "m": 0.06890391558408737 + }, + { + "p": 0.054857347160577774, + "m": 1.0 + }, + { + "p": 0.03819124028086662, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.0552575588226318, + "val_loss": 0.9661492109298706, + "acc": 69.96, + "time": 254.87741651711985, + "param": [ + { + "p": 0.150357186794281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19371268153190613, + "m": 1.0 + }, + { + "p": 0.11415820568799973, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7695489525794983 + }, + { + "p": 0.10467479377985, + "m": 0.5206701755523682 + }, + { + "p": 0.0, + "m": 0.20272544026374817 + }, + { + "p": 0.0, + "m": 0.379878968000412 + }, + { + "p": 0.08984549343585968, + "m": 0.4782244861125946 + }, + { + "p": 0.0008020559907890856, + "m": 0.989478349685669 + }, + { + "p": 0.26980018615722656, + "m": 0.08215959370136261 + }, + { + "p": 0.03843626007437706, + "m": 1.0 + }, + { + "p": 0.03816136345267296, + "m": 1.0 + }, + { + "p": 5.173200770514086e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.9056271314620972, + "val_loss": 0.8732151985168457, + "acc": 69.24, + "time": 252.66421501897275, + "param": [ + { + "p": 0.15501247346401215, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17953574657440186, + "m": 1.0 + }, + { + "p": 0.10635504126548767, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7617847919464111 + }, + { + "p": 0.10630796104669571, + "m": 0.49602121114730835 + }, + { + "p": 0.0, + "m": 0.19734467566013336 + }, + { + "p": 0.0010786302154883742, + "m": 0.33632946014404297 + }, + { + "p": 0.09528450667858124, + "m": 0.4862145185470581 + }, + { + "p": 0.011924679391086102, + "m": 0.9852586388587952 + }, + { + "p": 0.2663210332393646, + "m": 0.09118714183568954 + }, + { + "p": 0.03392984718084335, + "m": 1.0 + }, + { + "p": 0.044250015169382095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.229600191116333, + "val_loss": 0.847926139831543, + "acc": 69.03, + "time": 257.72191199380904, + "param": [ + { + "p": 0.13886161148548126, + "m": 1.0 + }, + { + "p": 0.0020935845095664263, + "m": 1.0 + }, + { + "p": 0.1494295597076416, + "m": 1.0 + }, + { + "p": 0.10021360218524933, + "m": 0.0 + }, + { + "p": 0.013803007081151009, + "m": 0.734626293182373 + }, + { + "p": 0.10396447777748108, + "m": 0.4247925579547882 + }, + { + "p": 0.009302770718932152, + "m": 0.18806132674217224 + }, + { + "p": 0.019315356388688087, + "m": 0.3362337350845337 + }, + { + "p": 0.09939916431903839, + "m": 0.49032431840896606 + }, + { + "p": 0.032517239451408386, + "m": 0.9600644111633301 + }, + { + "p": 0.22433069348335266, + "m": 0.06577921658754349 + }, + { + "p": 0.04945289343595505, + "m": 1.0 + }, + { + "p": 0.05181621387600899, + "m": 1.0 + }, + { + "p": 0.0054998560808598995, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.0102026462554932, + "val_loss": 0.9904820919036865, + "acc": 68.35, + "time": 252.48299943702295, + "param": [ + { + "p": 0.1330738067626953, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1411411166191101, + "m": 1.0 + }, + { + "p": 0.10751445591449738, + "m": 0.0 + }, + { + "p": 0.016499577090144157, + "m": 0.6982723474502563 + }, + { + "p": 0.10894045233726501, + "m": 0.39443522691726685 + }, + { + "p": 0.01568196527659893, + "m": 0.17658109962940216 + }, + { + "p": 0.023478401824831963, + "m": 0.3337514102458954 + }, + { + "p": 0.09128056466579437, + "m": 0.5062987208366394 + }, + { + "p": 0.047573961317539215, + "m": 0.94328373670578 + }, + { + "p": 0.18535400927066803, + "m": 0.06452994048595428 + }, + { + "p": 0.06063589081168175, + "m": 1.0 + }, + { + "p": 0.06188233941793442, + "m": 1.0 + }, + { + "p": 0.006943477783352137, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.2697118520736694, + "val_loss": 1.0441830158233643, + "acc": 69.09, + "time": 257.5319826710038, + "param": [ + { + "p": 0.13102588057518005, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14413733780384064, + "m": 1.0 + }, + { + "p": 0.11774983257055283, + "m": 0.0002863710396923125 + }, + { + "p": 0.012244656682014465, + "m": 0.6984698176383972 + }, + { + "p": 0.10504589229822159, + "m": 0.35403943061828613 + }, + { + "p": 0.0182280782610178, + "m": 0.1416902244091034 + }, + { + "p": 0.017059793695807457, + "m": 0.31263113021850586 + }, + { + "p": 0.08511735498905182, + "m": 0.5180168151855469 + }, + { + "p": 0.05517436936497688, + "m": 0.9426261782646179 + }, + { + "p": 0.16574926674365997, + "m": 0.08927540481090546 + }, + { + "p": 0.06879836320877075, + "m": 1.0 + }, + { + "p": 0.07963632047176361, + "m": 1.0 + }, + { + "p": 3.29264257743489e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.2375476360321045, + "val_loss": 0.9114385843276978, + "acc": 69.35, + "time": 252.09625250473619, + "param": [ + { + "p": 0.1331760436296463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15089963376522064, + "m": 1.0 + }, + { + "p": 0.12143365293741226, + "m": 0.007033681496977806 + }, + { + "p": 0.0, + "m": 0.6900234222412109 + }, + { + "p": 0.10639394074678421, + "m": 0.29629307985305786 + }, + { + "p": 0.014162742532789707, + "m": 0.09129814803600311 + }, + { + "p": 0.004867264535278082, + "m": 0.2970119118690491 + }, + { + "p": 0.08814070373773575, + "m": 0.5290849208831787 + }, + { + "p": 0.0610826201736927, + "m": 0.931340217590332 + }, + { + "p": 0.14810949563980103, + "m": 0.11956809461116791 + }, + { + "p": 0.0752086415886879, + "m": 1.0 + }, + { + "p": 0.0954463854432106, + "m": 1.0 + }, + { + "p": 0.0010788539657369256, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.9016312956809998, + "val_loss": 0.9094449877738953, + "acc": 69.42, + "time": 255.32846748176962, + "param": [ + { + "p": 0.14462178945541382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1512572467327118, + "m": 1.0 + }, + { + "p": 0.12045039981603622, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6342409253120422 + }, + { + "p": 0.10600043088197708, + "m": 0.21963311731815338 + }, + { + "p": 0.0023204705212265253, + "m": 0.059992384165525436 + }, + { + "p": 0.0, + "m": 0.2771494686603546 + }, + { + "p": 0.08774391561746597, + "m": 0.521141767501831 + }, + { + "p": 0.05275564268231392, + "m": 0.9416878819465637 + }, + { + "p": 0.15694588422775269, + "m": 0.12379114329814911 + }, + { + "p": 0.07720904052257538, + "m": 1.0 + }, + { + "p": 0.10069520771503448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.9893782734870911, + "val_loss": 0.8443800806999207, + "acc": 68.98, + "time": 252.94249563664198, + "param": [ + { + "p": 0.14519377052783966, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14526592195034027, + "m": 1.0 + }, + { + "p": 0.11812204867601395, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6177109479904175 + }, + { + "p": 0.10988112539052963, + "m": 0.17766603827476501 + }, + { + "p": 0.001791175571270287, + "m": 0.06326507776975632 + }, + { + "p": 0.0, + "m": 0.2741638123989105 + }, + { + "p": 0.08839011192321777, + "m": 0.5133131742477417 + }, + { + "p": 0.03775065764784813, + "m": 0.9613456726074219 + }, + { + "p": 0.166878342628479, + "m": 0.11795729398727417 + }, + { + "p": 0.08529346436262131, + "m": 1.0 + }, + { + "p": 0.10143344849348068, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.0787187814712524, + "val_loss": 0.9353156685829163, + "acc": 69.52, + "time": 252.51964483270422, + "param": [ + { + "p": 0.13976073265075684, + "m": 1.0 + }, + { + "p": 0.0005119392299093306, + "m": 1.0 + }, + { + "p": 0.14245487749576569, + "m": 1.0 + }, + { + "p": 0.11223854124546051, + "m": 0.0 + }, + { + "p": 0.007709404453635216, + "m": 0.5917435884475708 + }, + { + "p": 0.10406787693500519, + "m": 0.18378910422325134 + }, + { + "p": 0.00900623295456171, + "m": 0.06457503885030746 + }, + { + "p": 0.004010019823908806, + "m": 0.2671540379524231 + }, + { + "p": 0.07929524034261703, + "m": 0.498674213886261 + }, + { + "p": 0.0452108234167099, + "m": 0.9642034769058228 + }, + { + "p": 0.17170223593711853, + "m": 0.12608122825622559 + }, + { + "p": 0.07963826507329941, + "m": 1.0 + }, + { + "p": 0.10079362988471985, + "m": 1.0 + }, + { + "p": 0.0036002027336508036, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.937690019607544, + "val_loss": 1.033140778541565, + "acc": 69.19, + "time": 254.08237767592072, + "param": [ + { + "p": 0.12529167532920837, + "m": 1.0 + }, + { + "p": 0.002181499730795622, + "m": 1.0 + }, + { + "p": 0.13342075049877167, + "m": 1.0 + }, + { + "p": 0.10465186834335327, + "m": 0.0 + }, + { + "p": 0.019899236038327217, + "m": 0.5649645328521729 + }, + { + "p": 0.09821654111146927, + "m": 0.200418621301651 + }, + { + "p": 0.016524549573659897, + "m": 0.0626397430896759 + }, + { + "p": 0.007069659419357777, + "m": 0.23016305267810822 + }, + { + "p": 0.06953874230384827, + "m": 0.48457109928131104 + }, + { + "p": 0.06364229321479797, + "m": 0.9471854567527771 + }, + { + "p": 0.17519667744636536, + "m": 0.1412213146686554 + }, + { + "p": 0.07004835456609726, + "m": 1.0 + }, + { + "p": 0.10448422282934189, + "m": 1.0 + }, + { + "p": 0.009834051132202148, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.056764841079712, + "val_loss": 0.867621898651123, + "acc": 70.12, + "time": 254.14528862992302, + "param": [ + { + "p": 0.13177664577960968, + "m": 1.0 + }, + { + "p": 0.001592364045791328, + "m": 1.0 + }, + { + "p": 0.13233718276023865, + "m": 1.0 + }, + { + "p": 0.10596850514411926, + "m": 0.0 + }, + { + "p": 0.009354188106954098, + "m": 0.5468677878379822 + }, + { + "p": 0.09133508801460266, + "m": 0.13620306551456451 + }, + { + "p": 0.01018121000379324, + "m": 0.015556457452476025 + }, + { + "p": 0.006176608148962259, + "m": 0.22746619582176208 + }, + { + "p": 0.06505148112773895, + "m": 0.47692036628723145 + }, + { + "p": 0.08595706522464752, + "m": 0.9374223351478577 + }, + { + "p": 0.1841406375169754, + "m": 0.15238037705421448 + }, + { + "p": 0.058989688754081726, + "m": 1.0 + }, + { + "p": 0.1051444336771965, + "m": 1.0 + }, + { + "p": 0.011994956061244011, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.0050238370895386, + "val_loss": 0.8251302242279053, + "acc": 69.31, + "time": 254.8514752178453, + "param": [ + { + "p": 0.13625669479370117, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13086171448230743, + "m": 1.0 + }, + { + "p": 0.10832201689481735, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5418151021003723 + }, + { + "p": 0.07808057218790054, + "m": 0.11081112176179886 + }, + { + "p": 0.004016434773802757, + "m": 0.0 + }, + { + "p": 0.00700383773073554, + "m": 0.23708298802375793 + }, + { + "p": 0.06165268272161484, + "m": 0.46215757727622986 + }, + { + "p": 0.10444672405719757, + "m": 0.9260267019271851 + }, + { + "p": 0.19161412119865417, + "m": 0.14781513810157776 + }, + { + "p": 0.05710649862885475, + "m": 1.0 + }, + { + "p": 0.10599023103713989, + "m": 1.0 + }, + { + "p": 0.014648488722741604, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.1340327262878418, + "val_loss": 0.9808419346809387, + "acc": 68.78, + "time": 253.196625452023, + "param": [ + { + "p": 0.13923752307891846, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13012327253818512, + "m": 1.0 + }, + { + "p": 0.09999722242355347, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5358045101165771 + }, + { + "p": 0.0681830644607544, + "m": 0.09836045652627945 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.003349843667820096, + "m": 0.23675914108753204 + }, + { + "p": 0.06525062024593353, + "m": 0.4353761076927185 + }, + { + "p": 0.10824336856603622, + "m": 0.9636552929878235 + }, + { + "p": 0.20383363962173462, + "m": 0.14023175835609436 + }, + { + "p": 0.05317244306206703, + "m": 1.0 + }, + { + "p": 0.10283025354146957, + "m": 1.0 + }, + { + "p": 0.025778736919164658, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.890216588973999, + "val_loss": 0.8894817233085632, + "acc": 70.21, + "time": 256.6876205857843, + "param": [ + { + "p": 0.14338041841983795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12834572792053223, + "m": 1.0 + }, + { + "p": 0.10055294632911682, + "m": 6.527177174575627e-05 + }, + { + "p": 0.0, + "m": 0.4940642714500427 + }, + { + "p": 0.06655909866094589, + "m": 0.06256991624832153 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.21055202186107635 + }, + { + "p": 0.06365438550710678, + "m": 0.4396127760410309 + }, + { + "p": 0.11916296184062958, + "m": 0.9894657135009766 + }, + { + "p": 0.21208427846431732, + "m": 0.14597459137439728 + }, + { + "p": 0.04735071584582329, + "m": 1.0 + }, + { + "p": 0.0971531867980957, + "m": 1.0 + }, + { + "p": 0.021756358444690704, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.832377016544342, + "val_loss": 1.0016316175460815, + "acc": 69.58, + "time": 255.42905223183334, + "param": [ + { + "p": 0.15760912001132965, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1394452005624771, + "m": 1.0 + }, + { + "p": 0.07743222266435623, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.4357309639453888 + }, + { + "p": 0.0623309463262558, + "m": 0.0022238895762711763 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.1871626228094101 + }, + { + "p": 0.05078822001814842, + "m": 0.4585238993167877 + }, + { + "p": 0.12747932970523834, + "m": 0.9687843322753906 + }, + { + "p": 0.22803610563278198, + "m": 0.16859956085681915 + }, + { + "p": 0.04454004764556885, + "m": 1.0 + }, + { + "p": 0.08647117763757706, + "m": 1.0 + }, + { + "p": 0.025867633521556854, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.0167657136917114, + "val_loss": 0.9083369970321655, + "acc": 69.52, + "time": 254.2817377196625, + "param": [ + { + "p": 0.15928024053573608, + "m": 1.0 + }, + { + "p": 0.007615089416503906, + "m": 1.0 + }, + { + "p": 0.13799408078193665, + "m": 1.0 + }, + { + "p": 0.051982175558805466, + "m": 0.0 + }, + { + "p": 0.0006938529550097883, + "m": 0.40398475527763367 + }, + { + "p": 0.06740136444568634, + "m": 0.01239002775400877 + }, + { + "p": 0.003592976601794362, + "m": 0.0 + }, + { + "p": 0.0022511049173772335, + "m": 0.11477072536945343 + }, + { + "p": 0.04967454820871353, + "m": 0.4565555155277252 + }, + { + "p": 0.1248578205704689, + "m": 0.9478110671043396 + }, + { + "p": 0.23105311393737793, + "m": 0.17057432234287262 + }, + { + "p": 0.05822434648871422, + "m": 1.0 + }, + { + "p": 0.07825806736946106, + "m": 1.0 + }, + { + "p": 0.027121219784021378, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.9170889854431152, + "val_loss": 0.8044421076774597, + "acc": 69.81, + "time": 253.50545416167006, + "param": [ + { + "p": 0.13791146874427795, + "m": 1.0 + }, + { + "p": 0.03299836814403534, + "m": 1.0 + }, + { + "p": 0.11738170683383942, + "m": 1.0 + }, + { + "p": 0.03806012496352196, + "m": 0.0039783925749361515 + }, + { + "p": 0.021234385669231415, + "m": 0.32731306552886963 + }, + { + "p": 0.0813155397772789, + "m": 0.02372954599559307 + }, + { + "p": 0.022434012964367867, + "m": 0.0 + }, + { + "p": 0.014847837388515472, + "m": 0.044521719217300415 + }, + { + "p": 0.054019004106521606, + "m": 0.44401952624320984 + }, + { + "p": 0.1151946634054184, + "m": 0.91837477684021 + }, + { + "p": 0.21329054236412048, + "m": 0.16465696692466736 + }, + { + "p": 0.06684808433055878, + "m": 1.0 + }, + { + "p": 0.06568504869937897, + "m": 1.0 + }, + { + "p": 0.018779247999191284, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.995847761631012, + "val_loss": 0.8561303615570068, + "acc": 70.19, + "time": 255.02522765100002, + "param": [ + { + "p": 0.12895934283733368, + "m": 1.0 + }, + { + "p": 0.04576404020190239, + "m": 1.0 + }, + { + "p": 0.11049459874629974, + "m": 1.0 + }, + { + "p": 0.01728091761469841, + "m": 0.0007851803093217313 + }, + { + "p": 0.03574828431010246, + "m": 0.28750842809677124 + }, + { + "p": 0.07692524045705795, + "m": 0.01736443303525448 + }, + { + "p": 0.039309851825237274, + "m": 0.0 + }, + { + "p": 0.026036430150270462, + "m": 0.0 + }, + { + "p": 0.05891137570142746, + "m": 0.4350651204586029 + }, + { + "p": 0.10862857103347778, + "m": 0.9055092334747314 + }, + { + "p": 0.20808470249176025, + "m": 0.16582922637462616 + }, + { + "p": 0.06986266374588013, + "m": 1.0 + }, + { + "p": 0.05960346385836601, + "m": 1.0 + }, + { + "p": 0.014390564523637295, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.9554025530815125, + "val_loss": 0.9654921889305115, + "acc": 70.12, + "time": 255.9489035550505, + "param": [ + { + "p": 0.12133916467428207, + "m": 1.0 + }, + { + "p": 0.04636994004249573, + "m": 1.0 + }, + { + "p": 0.12228364497423172, + "m": 1.0 + }, + { + "p": 0.003982176538556814, + "m": 0.0 + }, + { + "p": 0.03394199162721634, + "m": 0.19058887660503387 + }, + { + "p": 0.07291077822446823, + "m": 0.0 + }, + { + "p": 0.05264241620898247, + "m": 0.0 + }, + { + "p": 0.030949681997299194, + "m": 0.0 + }, + { + "p": 0.06240106374025345, + "m": 0.4104026257991791 + }, + { + "p": 0.10887815803289413, + "m": 0.918109118938446 + }, + { + "p": 0.2184915989637375, + "m": 0.15412265062332153 + }, + { + "p": 0.05763138830661774, + "m": 1.0 + }, + { + "p": 0.05100603401660919, + "m": 1.0 + }, + { + "p": 0.01717199943959713, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.8971301317214966, + "val_loss": 0.8212982416152954, + "acc": 69.91, + "time": 254.8663472100161, + "param": [ + { + "p": 0.13161012530326843, + "m": 1.0 + }, + { + "p": 0.057903140783309937, + "m": 1.0 + }, + { + "p": 0.1343497931957245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.02986917458474636, + "m": 0.021136606112122536 + }, + { + "p": 0.052761368453502655, + "m": 0.0 + }, + { + "p": 0.04542932286858559, + "m": 0.0002689390676096082 + }, + { + "p": 0.0282755084335804, + "m": 0.0 + }, + { + "p": 0.05961835756897926, + "m": 0.3935661315917969 + }, + { + "p": 0.10378582030534744, + "m": 0.9201475977897644 + }, + { + "p": 0.25078216195106506, + "m": 0.13129451870918274 + }, + { + "p": 0.04897437244653702, + "m": 0.9986854195594788 + }, + { + "p": 0.028725439682602882, + "m": 1.0 + }, + { + "p": 0.02791541814804077, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.081197738647461, + "val_loss": 0.7838210463523865, + "acc": 69.5, + "time": 254.40642910124734, + "param": [ + { + "p": 0.1454220712184906, + "m": 1.0 + }, + { + "p": 0.06668844819068909, + "m": 1.0 + }, + { + "p": 0.14490929245948792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.030911225825548172, + "m": 0.0 + }, + { + "p": 0.012930002994835377, + "m": 0.004083606414496899 + }, + { + "p": 0.03805588558316231, + "m": 0.0 + }, + { + "p": 0.026313697919249535, + "m": 0.0 + }, + { + "p": 0.047415852546691895, + "m": 0.4035297632217407 + }, + { + "p": 0.0945010706782341, + "m": 0.9113664031028748 + }, + { + "p": 0.27371472120285034, + "m": 0.11973517388105392 + }, + { + "p": 0.05269011855125427, + "m": 1.0 + }, + { + "p": 0.009696331806480885, + "m": 1.0 + }, + { + "p": 0.05675121769309044, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.6939125657081604, + "val_loss": 0.983837366104126, + "acc": 69.92, + "time": 251.3135912148282, + "param": [ + { + "p": 0.12912443280220032, + "m": 1.0 + }, + { + "p": 0.062160883098840714, + "m": 1.0 + }, + { + "p": 0.13844479620456696, + "m": 1.0 + }, + { + "p": 0.002998269395902753, + "m": 0.0 + }, + { + "p": 0.03364396095275879, + "m": 0.0 + }, + { + "p": 0.0022006770595908165, + "m": 0.0 + }, + { + "p": 0.04439136013388634, + "m": 0.0 + }, + { + "p": 0.03249058127403259, + "m": 0.0 + }, + { + "p": 0.053742915391922, + "m": 0.399818480014801 + }, + { + "p": 0.08129142969846725, + "m": 0.8891209363937378 + }, + { + "p": 0.26409652829170227, + "m": 0.11534905433654785 + }, + { + "p": 0.05775610730051994, + "m": 1.0 + }, + { + "p": 0.006867722142487764, + "m": 1.0 + }, + { + "p": 0.0907902643084526, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.8548832535743713, + "val_loss": 0.9192528128623962, + "acc": 68.88, + "time": 255.14182760985568, + "param": [ + { + "p": 0.11315139383077621, + "m": 1.0 + }, + { + "p": 0.051193032413721085, + "m": 1.0 + }, + { + "p": 0.13570143282413483, + "m": 1.0 + }, + { + "p": 0.001212717266753316, + "m": 0.00199462310411036 + }, + { + "p": 0.045065686106681824, + "m": 0.0 + }, + { + "p": 0.0026898302603513002, + "m": 0.01766393706202507 + }, + { + "p": 0.03832163289189339, + "m": 0.0 + }, + { + "p": 0.028669703751802444, + "m": 0.003794472198933363 + }, + { + "p": 0.05810205638408661, + "m": 0.3938738703727722 + }, + { + "p": 0.07849923521280289, + "m": 0.8505774140357971 + }, + { + "p": 0.2703065574169159, + "m": 0.09862401336431503 + }, + { + "p": 0.06644286215305328, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1106438860297203, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.1475104093551636, + "val_loss": 1.0048984289169312, + "acc": 69.5, + "time": 260.2638734127395, + "param": [ + { + "p": 0.0807400643825531, + "m": 1.0 + }, + { + "p": 0.03535075485706329, + "m": 1.0 + }, + { + "p": 0.13070012629032135, + "m": 1.0 + }, + { + "p": 0.0066773793660104275, + "m": 0.00454836618155241 + }, + { + "p": 0.04893013834953308, + "m": 0.0 + }, + { + "p": 0.027640681713819504, + "m": 0.001467881491407752 + }, + { + "p": 0.04523724317550659, + "m": 0.0016743408050388098 + }, + { + "p": 0.02007445879280567, + "m": 0.026292936876416206 + }, + { + "p": 0.06228632852435112, + "m": 0.3791038990020752 + }, + { + "p": 0.07967383414506912, + "m": 0.8071764707565308 + }, + { + "p": 0.27113160490989685, + "m": 0.06716416031122208 + }, + { + "p": 0.06330163776874542, + "m": 1.0 + }, + { + "p": 0.006358933635056019, + "m": 1.0 + }, + { + "p": 0.12189682573080063, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.9337467551231384, + "val_loss": 0.984414279460907, + "acc": 69.55, + "time": 255.8400437696837, + "param": [ + { + "p": 0.050641436129808426, + "m": 1.0 + }, + { + "p": 0.030533401295542717, + "m": 1.0 + }, + { + "p": 0.12556856870651245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.03766382113099098, + "m": 0.0 + }, + { + "p": 0.044185228645801544, + "m": 0.0 + }, + { + "p": 0.06039176136255264, + "m": 0.0 + }, + { + "p": 0.006473521701991558, + "m": 0.029209615662693977 + }, + { + "p": 0.0703984871506691, + "m": 0.39249366521835327 + }, + { + "p": 0.08667273819446564, + "m": 0.7579098343849182 + }, + { + "p": 0.27719786763191223, + "m": 0.06940846145153046 + }, + { + "p": 0.0636577233672142, + "m": 0.9986564517021179 + }, + { + "p": 0.02318211831152439, + "m": 1.0 + }, + { + "p": 0.12343326956033707, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.9701708555221558, + "val_loss": 1.0353957414627075, + "acc": 70.19, + "time": 255.91732899611816, + "param": [ + { + "p": 0.019986173138022423, + "m": 1.0 + }, + { + "p": 0.020818036049604416, + "m": 1.0 + }, + { + "p": 0.136173278093338, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.024475503712892532, + "m": 0.0 + }, + { + "p": 0.037486836314201355, + "m": 0.006089836824685335 + }, + { + "p": 0.06282223016023636, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.07835318148136139, + "m": 0.39463362097740173 + }, + { + "p": 0.08848259598016739, + "m": 0.7315375804901123 + }, + { + "p": 0.31297820806503296, + "m": 0.07445108890533447 + }, + { + "p": 0.06380636245012283, + "m": 0.985754668712616 + }, + { + "p": 0.014987729489803314, + "m": 1.0 + }, + { + "p": 0.13962994515895844, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.018194556236267, + "val_loss": 1.120778203010559, + "acc": 68.63, + "time": 253.64761467603967, + "param": [ + { + "p": 0.0007957430789247155, + "m": 1.0 + }, + { + "p": 0.007117859553545713, + "m": 1.0 + }, + { + "p": 0.14933936297893524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0015876011457294226 + }, + { + "p": 0.007039851509034634, + "m": 0.0 + }, + { + "p": 0.02750629000365734, + "m": 0.0 + }, + { + "p": 0.04173484817147255, + "m": 0.031895674765110016 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.09237586706876755, + "m": 0.40591853857040405 + }, + { + "p": 0.08949195593595505, + "m": 0.744494616985321 + }, + { + "p": 0.3532746732234955, + "m": 0.06986498832702637 + }, + { + "p": 0.05027833208441734, + "m": 1.0 + }, + { + "p": 0.029199834913015366, + "m": 1.0 + }, + { + "p": 0.151845321059227, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json new file mode 100644 index 0000000..56e4ba6 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 71.54, + "Time": [ + 254.61754599243093, + 1.7212956290953456 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.3015594482421875, + "val_loss": 2.295463800430298, + "acc": 12.11, + "time": 257.45168638881296, + "param": [ + { + "p": 0.07176581025123596, + "m": 1.0 + }, + { + "p": 0.04287555068731308, + "m": 1.0 + }, + { + "p": 0.07970120757818222, + "m": 1.0 + }, + { + "p": 0.09997141361236572, + "m": 0.9883878827095032 + }, + { + "p": 0.07454203814268112, + "m": 1.0 + }, + { + "p": 0.06724965572357178, + "m": 0.9717140793800354 + }, + { + "p": 0.06605847179889679, + "m": 0.9838827252388 + }, + { + "p": 0.070622019469738, + "m": 0.9852120876312256 + }, + { + "p": 0.07385821640491486, + "m": 1.0 + }, + { + "p": 0.07433149963617325, + "m": 1.0 + }, + { + "p": 0.07860448956489563, + "m": 1.0 + }, + { + "p": 0.08483326435089111, + "m": 1.0 + }, + { + "p": 0.055618610233068466, + "m": 1.0 + }, + { + "p": 0.05996769294142723, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2986857891082764, + "val_loss": 2.252183198928833, + "acc": 19.16, + "time": 254.80831769434735, + "param": [ + { + "p": 0.06708632409572601, + "m": 1.0 + }, + { + "p": 0.04363514482975006, + "m": 1.0 + }, + { + "p": 0.07394792884588242, + "m": 1.0 + }, + { + "p": 0.0981307104229927, + "m": 0.9863603115081787 + }, + { + "p": 0.07356134802103043, + "m": 0.9681692719459534 + }, + { + "p": 0.06356172263622284, + "m": 0.9551507830619812 + }, + { + "p": 0.06605736911296844, + "m": 0.9863466620445251 + }, + { + "p": 0.08442139625549316, + "m": 0.9528117775917053 + }, + { + "p": 0.08261201530694962, + "m": 0.996028482913971 + }, + { + "p": 0.07500078529119492, + "m": 1.0 + }, + { + "p": 0.0628030002117157, + "m": 0.9689496755599976 + }, + { + "p": 0.0915927141904831, + "m": 0.9946202635765076 + }, + { + "p": 0.062323447316884995, + "m": 1.0 + }, + { + "p": 0.0552661307156086, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.169074773788452, + "val_loss": 2.1043362617492676, + "acc": 26.3, + "time": 256.1742620342411, + "param": [ + { + "p": 0.07084108144044876, + "m": 1.0 + }, + { + "p": 0.05893168970942497, + "m": 1.0 + }, + { + "p": 0.07530075311660767, + "m": 1.0 + }, + { + "p": 0.08918561786413193, + "m": 0.9870918989181519 + }, + { + "p": 0.07963667064905167, + "m": 0.8959957957267761 + }, + { + "p": 0.07463190704584122, + "m": 0.917165219783783 + }, + { + "p": 0.06919217109680176, + "m": 0.9523952603340149 + }, + { + "p": 0.08562594652175903, + "m": 0.8801544308662415 + }, + { + "p": 0.07166416198015213, + "m": 0.9690747857093811 + }, + { + "p": 0.07041153311729431, + "m": 0.9955421090126038 + }, + { + "p": 0.06875292211771011, + "m": 0.9455168843269348 + }, + { + "p": 0.08594725281000137, + "m": 0.9792153239250183 + }, + { + "p": 0.07436203211545944, + "m": 1.0 + }, + { + "p": 0.02551627717912197, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.0371954441070557, + "val_loss": 1.9440580606460571, + "acc": 30.59, + "time": 256.54437895398587, + "param": [ + { + "p": 0.10084110498428345, + "m": 1.0 + }, + { + "p": 0.028980014845728874, + "m": 1.0 + }, + { + "p": 0.10427841544151306, + "m": 1.0 + }, + { + "p": 0.0914270430803299, + "m": 0.9889392852783203 + }, + { + "p": 0.06820560246706009, + "m": 0.9390878081321716 + }, + { + "p": 0.05291404947638512, + "m": 0.9373536705970764 + }, + { + "p": 0.05588055029511452, + "m": 0.939939022064209 + }, + { + "p": 0.09805326163768768, + "m": 0.8901236057281494 + }, + { + "p": 0.044925324618816376, + "m": 0.9325711131095886 + }, + { + "p": 0.08638031780719757, + "m": 0.9879757761955261 + }, + { + "p": 0.07852859050035477, + "m": 0.9354492425918579 + }, + { + "p": 0.09002956748008728, + "m": 0.9678800106048584 + }, + { + "p": 0.09955617040395737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.196333169937134, + "val_loss": 1.9235620498657227, + "acc": 29.1, + "time": 253.48975184559822, + "param": [ + { + "p": 0.11820875853300095, + "m": 1.0 + }, + { + "p": 0.022973986342549324, + "m": 1.0 + }, + { + "p": 0.09614881128072739, + "m": 1.0 + }, + { + "p": 0.07934466004371643, + "m": 0.9721624255180359 + }, + { + "p": 0.09024802595376968, + "m": 0.9483127593994141 + }, + { + "p": 0.022120662033557892, + "m": 0.9405638575553894 + }, + { + "p": 0.06041113659739494, + "m": 0.9517390131950378 + }, + { + "p": 0.11410461366176605, + "m": 0.8959230184555054 + }, + { + "p": 0.03427375853061676, + "m": 0.9028415083885193 + }, + { + "p": 0.08990349620580673, + "m": 0.932941734790802 + }, + { + "p": 0.07403983920812607, + "m": 0.916995108127594 + }, + { + "p": 0.08754800260066986, + "m": 0.9826582670211792 + }, + { + "p": 0.11067426204681396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.1649696826934814, + "val_loss": 1.7966132164001465, + "acc": 34.88, + "time": 255.05123986676335, + "param": [ + { + "p": 0.12222352623939514, + "m": 1.0 + }, + { + "p": 0.02634607069194317, + "m": 1.0 + }, + { + "p": 0.10216642916202545, + "m": 1.0 + }, + { + "p": 0.07777531445026398, + "m": 0.9126154780387878 + }, + { + "p": 0.07980825006961823, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06681783497333527, + "m": 0.9637969732284546 + }, + { + "p": 0.12017347663640976, + "m": 0.876703143119812 + }, + { + "p": 0.044036027044057846, + "m": 0.8851266503334045 + }, + { + "p": 0.10101538896560669, + "m": 0.8669772148132324 + }, + { + "p": 0.04629988595843315, + "m": 0.8898736238479614 + }, + { + "p": 0.08975221961736679, + "m": 0.9613120555877686 + }, + { + "p": 0.12358565628528595, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 2.0575528144836426, + "val_loss": 1.7850627899169922, + "acc": 36.49, + "time": 257.7103489721194, + "param": [ + { + "p": 0.15296658873558044, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10062693059444427, + "m": 1.0 + }, + { + "p": 0.06558452546596527, + "m": 0.8537847399711609 + }, + { + "p": 0.06529033929109573, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06621501594781876, + "m": 1.0 + }, + { + "p": 0.1391516923904419, + "m": 0.8695765137672424 + }, + { + "p": 0.04371599107980728, + "m": 0.8413618803024292 + }, + { + "p": 0.11602185666561127, + "m": 0.8414753675460815 + }, + { + "p": 0.019207634031772614, + "m": 0.8485168814659119 + }, + { + "p": 0.08427473902702332, + "m": 0.9655691981315613 + }, + { + "p": 0.14694459736347198, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.89016592502594, + "val_loss": 1.7507778406143188, + "acc": 37.82, + "time": 253.58682813541964, + "param": [ + { + "p": 0.17710232734680176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10334879159927368, + "m": 1.0 + }, + { + "p": 0.06809035688638687, + "m": 0.8131282329559326 + }, + { + "p": 0.03426298499107361, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06990107148885727, + "m": 0.974392831325531 + }, + { + "p": 0.14978696405887604, + "m": 0.8314456939697266 + }, + { + "p": 0.03562983497977257, + "m": 0.8088346123695374 + }, + { + "p": 0.13203519582748413, + "m": 0.8177686929702759 + }, + { + "p": 0.0016191714676097035, + "m": 0.8245133757591248 + }, + { + "p": 0.0810704156756401, + "m": 0.9418768882751465 + }, + { + "p": 0.14715290069580078, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.9947757720947266, + "val_loss": 1.6972159147262573, + "acc": 40.88, + "time": 251.9706621011719, + "param": [ + { + "p": 0.19690723717212677, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12055372446775436, + "m": 1.0 + }, + { + "p": 0.05908195301890373, + "m": 0.7312174439430237 + }, + { + "p": 0.006942193489521742, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07306893169879913, + "m": 0.9246813058853149 + }, + { + "p": 0.1375066190958023, + "m": 0.8271583914756775 + }, + { + "p": 0.032987385988235474, + "m": 0.7852460145950317 + }, + { + "p": 0.15001371502876282, + "m": 0.7914459109306335 + }, + { + "p": 0.0, + "m": 0.8037983775138855 + }, + { + "p": 0.07360167056322098, + "m": 0.9289003014564514 + }, + { + "p": 0.14933644235134125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.9168221950531006, + "val_loss": 1.698055624961853, + "acc": 40.9, + "time": 255.86297655384988, + "param": [ + { + "p": 0.20266088843345642, + "m": 1.0 + }, + { + "p": 0.004237184766680002, + "m": 1.0 + }, + { + "p": 0.12263694405555725, + "m": 1.0 + }, + { + "p": 0.05452444776892662, + "m": 0.6748548150062561 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.054293617606163025, + "m": 0.8926888704299927 + }, + { + "p": 0.13437378406524658, + "m": 0.852707028388977 + }, + { + "p": 0.041973698884248734, + "m": 0.7757230401039124 + }, + { + "p": 0.1600411981344223, + "m": 0.775994062423706 + }, + { + "p": 0.0, + "m": 0.7859423756599426 + }, + { + "p": 0.07733055204153061, + "m": 0.9457894563674927 + }, + { + "p": 0.1382143199443817, + "m": 1.0 + }, + { + "p": 0.009713339619338512, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 2.1121978759765625, + "val_loss": 1.5922447443008423, + "acc": 41.57, + "time": 254.73169831000268, + "param": [ + { + "p": 0.2179488241672516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12707337737083435, + "m": 1.0 + }, + { + "p": 0.04832135885953903, + "m": 0.6491669416427612 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03842752054333687, + "m": 0.8681965470314026 + }, + { + "p": 0.13309697806835175, + "m": 0.8587513566017151 + }, + { + "p": 0.049279142171144485, + "m": 0.7675310969352722 + }, + { + "p": 0.17102675139904022, + "m": 0.7678247690200806 + }, + { + "p": 0.0009582721977494657, + "m": 0.7846042513847351 + }, + { + "p": 0.07798966020345688, + "m": 0.9421982169151306 + }, + { + "p": 0.13587813079357147, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.951332926750183, + "val_loss": 1.5330528020858765, + "acc": 43.34, + "time": 252.93370575504377, + "param": [ + { + "p": 0.24448131024837494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1374717801809311, + "m": 1.0 + }, + { + "p": 0.03448009118437767, + "m": 0.6051603555679321 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009254490956664085, + "m": 0.8779268264770508 + }, + { + "p": 0.13391652703285217, + "m": 0.8789441585540771 + }, + { + "p": 0.05636098235845566, + "m": 0.7497381567955017 + }, + { + "p": 0.18467773497104645, + "m": 0.7742217779159546 + }, + { + "p": 0.0006332509801723063, + "m": 0.7691223621368408 + }, + { + "p": 0.06432945281267166, + "m": 0.9416212439537048 + }, + { + "p": 0.13439436256885529, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.8765239715576172, + "val_loss": 1.7167471647262573, + "acc": 44.26, + "time": 253.18788083922118, + "param": [ + { + "p": 0.24193638563156128, + "m": 1.0 + }, + { + "p": 0.00043514883145689964, + "m": 1.0 + }, + { + "p": 0.12448196113109589, + "m": 1.0 + }, + { + "p": 0.033579565584659576, + "m": 0.5839293599128723 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001604151912033558, + "m": 0.8517842292785645 + }, + { + "p": 0.1332356035709381, + "m": 0.8823216557502747 + }, + { + "p": 0.06715582311153412, + "m": 0.7294362187385559 + }, + { + "p": 0.18499015271663666, + "m": 0.7764226198196411 + }, + { + "p": 0.014541407115757465, + "m": 0.763731062412262 + }, + { + "p": 0.0692823976278305, + "m": 0.895250678062439 + }, + { + "p": 0.12875743210315704, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7252966165542603, + "val_loss": 1.4861290454864502, + "acc": 45.68, + "time": 254.03140512295067, + "param": [ + { + "p": 0.24896787106990814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11166597902774811, + "m": 1.0 + }, + { + "p": 0.03257768228650093, + "m": 0.5367446541786194 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0010295097017660737, + "m": 1.0 + }, + { + "p": 0.00017896894132718444, + "m": 0.8431070446968079 + }, + { + "p": 0.1250540018081665, + "m": 0.8606392741203308 + }, + { + "p": 0.07341622561216354, + "m": 0.7179089188575745 + }, + { + "p": 0.18238642811775208, + "m": 0.7802377343177795 + }, + { + "p": 0.022629301995038986, + "m": 0.7551193237304688 + }, + { + "p": 0.07280830293893814, + "m": 0.8628637194633484 + }, + { + "p": 0.1292857825756073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 2.0798864364624023, + "val_loss": 1.5185011625289917, + "acc": 46.32, + "time": 254.88045007409528, + "param": [ + { + "p": 0.2638166844844818, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11031092703342438, + "m": 1.0 + }, + { + "p": 0.027784094214439392, + "m": 0.515762984752655 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0003828993358183652, + "m": 0.8196040987968445 + }, + { + "p": 0.12352946400642395, + "m": 0.8262646198272705 + }, + { + "p": 0.08912961184978485, + "m": 0.72237628698349 + }, + { + "p": 0.17402994632720947, + "m": 0.8070743083953857 + }, + { + "p": 0.008618154563009739, + "m": 0.7274763584136963 + }, + { + "p": 0.06605950742959976, + "m": 0.8492543697357178 + }, + { + "p": 0.13633868098258972, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.8718328475952148, + "val_loss": 1.5157400369644165, + "acc": 46.91, + "time": 254.13327516196296, + "param": [ + { + "p": 0.2830635607242584, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12072876840829849, + "m": 1.0 + }, + { + "p": 0.015485154464840889, + "m": 0.5117011666297913 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.808577835559845 + }, + { + "p": 0.11501891911029816, + "m": 0.8032878637313843 + }, + { + "p": 0.0953017994761467, + "m": 0.7135164737701416 + }, + { + "p": 0.16917046904563904, + "m": 0.829829752445221 + }, + { + "p": 0.00018579157767817378, + "m": 0.7143833637237549 + }, + { + "p": 0.04771934822201729, + "m": 0.8590855598449707 + }, + { + "p": 0.15332619845867157, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.8466455936431885, + "val_loss": 1.4426162242889404, + "acc": 47.2, + "time": 254.56733950274065, + "param": [ + { + "p": 0.31614306569099426, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13009914755821228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.45737627148628235 + }, + { + "p": 0.0, + "m": 0.9975671768188477 + }, + { + "p": 0.0, + "m": 0.9889141321182251 + }, + { + "p": 0.0001376253494527191, + "m": 0.7744857668876648 + }, + { + "p": 0.09756086766719818, + "m": 0.7908853888511658 + }, + { + "p": 0.09201393276453018, + "m": 0.6791154146194458 + }, + { + "p": 0.1740260273218155, + "m": 0.8514627814292908 + }, + { + "p": 0.0, + "m": 0.7061299681663513 + }, + { + "p": 0.029554354026913643, + "m": 0.8805814981460571 + }, + { + "p": 0.16046500205993652, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.51044762134552, + "val_loss": 1.4033797979354858, + "acc": 48.22, + "time": 255.56747539388016, + "param": [ + { + "p": 0.33565136790275574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13241668045520782, + "m": 1.0 + }, + { + "p": 0.0016220619436353445, + "m": 0.4420850872993469 + }, + { + "p": 0.0, + "m": 0.9833892583847046 + }, + { + "p": 0.0, + "m": 0.9996983408927917 + }, + { + "p": 0.0, + "m": 0.7587898373603821 + }, + { + "p": 0.08136224746704102, + "m": 0.8036428093910217 + }, + { + "p": 0.08409911394119263, + "m": 0.6521306037902832 + }, + { + "p": 0.18372288346290588, + "m": 0.8667880892753601 + }, + { + "p": 0.0, + "m": 0.6953259706497192 + }, + { + "p": 0.023974638432264328, + "m": 0.8959259390830994 + }, + { + "p": 0.15715104341506958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.4301397800445557, + "val_loss": 1.5839542150497437, + "acc": 46.86, + "time": 254.19356188178062, + "param": [ + { + "p": 0.3527962565422058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13740675151348114, + "m": 1.0 + }, + { + "p": 0.00019038861501030624, + "m": 0.43243837356567383 + }, + { + "p": 0.0, + "m": 0.9585519433021545 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7286459803581238 + }, + { + "p": 0.062351126223802567, + "m": 0.8313539624214172 + }, + { + "p": 0.07570323348045349, + "m": 0.6311134099960327 + }, + { + "p": 0.19619005918502808, + "m": 0.8804749846458435 + }, + { + "p": 0.0, + "m": 0.6996238827705383 + }, + { + "p": 0.026984186843037605, + "m": 0.9224563837051392 + }, + { + "p": 0.14837804436683655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 2.153635263442993, + "val_loss": 1.4407470226287842, + "acc": 49.43, + "time": 252.38944675819948, + "param": [ + { + "p": 0.3907642960548401, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14601078629493713, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4351990520954132 + }, + { + "p": 0.0, + "m": 0.9549156427383423 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7078683972358704 + }, + { + "p": 0.033558208495378494, + "m": 0.8373285531997681 + }, + { + "p": 0.0617193803191185, + "m": 0.6099458932876587 + }, + { + "p": 0.21487115323543549, + "m": 0.8929456472396851 + }, + { + "p": 0.0, + "m": 0.6855279803276062 + }, + { + "p": 0.01902129501104355, + "m": 0.9351858496665955 + }, + { + "p": 0.13405491411685944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 2.0924222469329834, + "val_loss": 1.367940902709961, + "acc": 50.15, + "time": 256.3978950949386, + "param": [ + { + "p": 0.42293447256088257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15837588906288147, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4517369568347931 + }, + { + "p": 0.0, + "m": 0.9781829714775085 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6628749966621399 + }, + { + "p": 0.007281165570020676, + "m": 0.8538152575492859 + }, + { + "p": 0.04409908503293991, + "m": 0.5841814875602722 + }, + { + "p": 0.22884486615657806, + "m": 0.9047240018844604 + }, + { + "p": 0.0, + "m": 0.6864032745361328 + }, + { + "p": 0.005186509341001511, + "m": 0.9504685997962952 + }, + { + "p": 0.13327805697917938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.7293108701705933, + "val_loss": 1.4133296012878418, + "acc": 49.7, + "time": 257.9318117722869, + "param": [ + { + "p": 0.4471806585788727, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16307947039604187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4809931516647339 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.620265007019043 + }, + { + "p": 0.0, + "m": 0.8663364052772522 + }, + { + "p": 0.02773112803697586, + "m": 0.5500037670135498 + }, + { + "p": 0.23380517959594727, + "m": 0.929016649723053 + }, + { + "p": 0.0, + "m": 0.6567487120628357 + }, + { + "p": 0.0, + "m": 0.9456057548522949 + }, + { + "p": 0.12820357084274292, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.4490731954574585, + "val_loss": 1.3802456855773926, + "acc": 51.08, + "time": 254.40121087804437, + "param": [ + { + "p": 0.4605461657047272, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.167613685131073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.47432032227516174 + }, + { + "p": 0.0, + "m": 0.9923437833786011 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00221836706623435, + "m": 0.5504422783851624 + }, + { + "p": 0.0, + "m": 0.8845793008804321 + }, + { + "p": 0.018667303025722504, + "m": 0.5396789312362671 + }, + { + "p": 0.23713667690753937, + "m": 0.9398189783096313 + }, + { + "p": 0.0020201208535581827, + "m": 0.6357846856117249 + }, + { + "p": 0.0, + "m": 0.9579815864562988 + }, + { + "p": 0.11179763823747635, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.8021594285964966, + "val_loss": 1.3566231727600098, + "acc": 50.13, + "time": 256.8292730227113, + "param": [ + { + "p": 0.470865935087204, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17149285972118378, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4818110167980194 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9869352579116821 + }, + { + "p": 0.0, + "m": 0.5331630110740662 + }, + { + "p": 0.0, + "m": 0.8988467454910278 + }, + { + "p": 0.010377336293458939, + "m": 0.5287818908691406 + }, + { + "p": 0.24379922449588776, + "m": 0.944192111492157 + }, + { + "p": 0.0, + "m": 0.6172930002212524 + }, + { + "p": 0.0, + "m": 0.9908447265625 + }, + { + "p": 0.10346465557813644, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.6989567279815674, + "val_loss": 1.291041374206543, + "acc": 52.67, + "time": 254.86718487832695, + "param": [ + { + "p": 0.48700857162475586, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1711832731962204, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4951980412006378 + }, + { + "p": 0.0, + "m": 0.9980936050415039 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5105453729629517 + }, + { + "p": 0.0, + "m": 0.9233278632164001 + }, + { + "p": 0.0, + "m": 0.5138543248176575 + }, + { + "p": 0.25916120409965515, + "m": 0.9543372392654419 + }, + { + "p": 0.0, + "m": 0.6050574779510498 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08264695107936859, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.3388676643371582, + "val_loss": 1.340700387954712, + "acc": 52.27, + "time": 252.68837166996673, + "param": [ + { + "p": 0.5112491846084595, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16443461179733276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5372694730758667 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5125136971473694 + }, + { + "p": 0.0, + "m": 0.9361550211906433 + }, + { + "p": 0.0, + "m": 0.5057997703552246 + }, + { + "p": 0.27494633197784424, + "m": 0.9577695727348328 + }, + { + "p": 0.0, + "m": 0.5961082577705383 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04936988279223442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 2.010777473449707, + "val_loss": 1.2733720541000366, + "acc": 53.19, + "time": 252.80045407405123, + "param": [ + { + "p": 0.5022340416908264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15874457359313965, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5463399291038513 + }, + { + "p": 0.0013998615322634578, + "m": 1.0 + }, + { + "p": 0.0007840307662263513, + "m": 1.0 + }, + { + "p": 0.006357688456773758, + "m": 0.49625164270401 + }, + { + "p": 0.0, + "m": 0.9250343441963196 + }, + { + "p": 0.005989377852529287, + "m": 0.5059626698493958 + }, + { + "p": 0.2706312835216522, + "m": 0.9567820429801941 + }, + { + "p": 0.0006086943321861327, + "m": 0.583990216255188 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.053250379860401154, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.7582556009292603, + "val_loss": 1.2540594339370728, + "acc": 52.7, + "time": 252.77377738524228, + "param": [ + { + "p": 0.5232244729995728, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14658816158771515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5385846495628357 + }, + { + "p": 0.0, + "m": 0.9958431720733643 + }, + { + "p": 0.0, + "m": 0.9988444447517395 + }, + { + "p": 0.0, + "m": 0.4911668598651886 + }, + { + "p": 0.0, + "m": 0.9004716873168945 + }, + { + "p": 0.0, + "m": 0.4950721263885498 + }, + { + "p": 0.2729191780090332, + "m": 0.9762023091316223 + }, + { + "p": 0.0, + "m": 0.5561403036117554 + }, + { + "p": 0.0010741697624325752, + "m": 1.0 + }, + { + "p": 0.05370737239718437, + "m": 1.0 + }, + { + "p": 0.0024866187013685703, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.66282320022583, + "val_loss": 1.4680064916610718, + "acc": 53.85, + "time": 250.7592085013166, + "param": [ + { + "p": 0.4900122582912445, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12989918887615204, + "m": 1.0 + }, + { + "p": 0.006087839603424072, + "m": 0.5234975814819336 + }, + { + "p": 0.004749942105263472, + "m": 0.9751697182655334 + }, + { + "p": 0.002956768963485956, + "m": 0.979699969291687 + }, + { + "p": 0.010889737866818905, + "m": 0.4911457300186157 + }, + { + "p": 0.0, + "m": 0.8862000107765198 + }, + { + "p": 0.017952674999833107, + "m": 0.5052990317344666 + }, + { + "p": 0.2550576329231262, + "m": 0.9932759404182434 + }, + { + "p": 0.00501264538615942, + "m": 0.5350285172462463 + }, + { + "p": 0.017496511340141296, + "m": 1.0 + }, + { + "p": 0.05679352581501007, + "m": 1.0 + }, + { + "p": 0.0030912139918655157, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.7242300510406494, + "val_loss": 1.298689365386963, + "acc": 53.73, + "time": 254.98026859899983, + "param": [ + { + "p": 0.42162808775901794, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11941347271203995, + "m": 1.0 + }, + { + "p": 0.017470313236117363, + "m": 0.5132929682731628 + }, + { + "p": 0.006484502926468849, + "m": 0.9616439342498779 + }, + { + "p": 0.015965253114700317, + "m": 0.9566826820373535 + }, + { + "p": 0.029788849875330925, + "m": 0.4941258132457733 + }, + { + "p": 0.006725515238940716, + "m": 0.895021378993988 + }, + { + "p": 0.03899405524134636, + "m": 0.5282662510871887 + }, + { + "p": 0.22124993801116943, + "m": 1.0 + }, + { + "p": 0.019902845844626427, + "m": 0.5473612546920776 + }, + { + "p": 0.03079502284526825, + "m": 1.0 + }, + { + "p": 0.06291928142309189, + "m": 1.0 + }, + { + "p": 0.008662820793688297, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.6556733846664429, + "val_loss": 1.3036508560180664, + "acc": 56.31, + "time": 254.20646364381537, + "param": [ + { + "p": 0.4296327233314514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11479677259922028, + "m": 1.0 + }, + { + "p": 0.009076961316168308, + "m": 0.5141213536262512 + }, + { + "p": 0.0, + "m": 0.9976966977119446 + }, + { + "p": 0.0060445996932685375, + "m": 0.9550756216049194 + }, + { + "p": 0.03862351179122925, + "m": 0.46751540899276733 + }, + { + "p": 0.0, + "m": 0.9147313237190247 + }, + { + "p": 0.049074120819568634, + "m": 0.5373749136924744 + }, + { + "p": 0.22667032480239868, + "m": 1.0 + }, + { + "p": 0.023277994245290756, + "m": 0.5326374769210815 + }, + { + "p": 0.03565491363406181, + "m": 1.0 + }, + { + "p": 0.06714800745248795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.449320912361145, + "val_loss": 1.2901438474655151, + "acc": 53.83, + "time": 253.91691244579852, + "param": [ + { + "p": 0.43530023097991943, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10925973206758499, + "m": 1.0 + }, + { + "p": 0.0037343078292906284, + "m": 0.5429840683937073 + }, + { + "p": 0.0, + "m": 0.9942700862884521 + }, + { + "p": 0.0, + "m": 0.973445475101471 + }, + { + "p": 0.045482076704502106, + "m": 0.43215999007225037 + }, + { + "p": 0.0, + "m": 0.9262986183166504 + }, + { + "p": 0.047662727534770966, + "m": 0.5487870573997498 + }, + { + "p": 0.23516786098480225, + "m": 0.9979034662246704 + }, + { + "p": 0.013901586644351482, + "m": 0.5282931923866272 + }, + { + "p": 0.036399636417627335, + "m": 1.0 + }, + { + "p": 0.07309189438819885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.4991018772125244, + "val_loss": 1.097913384437561, + "acc": 57.5, + "time": 255.62081162584946, + "param": [ + { + "p": 0.44067591428756714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10379385203123093, + "m": 1.0 + }, + { + "p": 0.0008030663011595607, + "m": 0.5850240588188171 + }, + { + "p": 0.0, + "m": 0.9963637590408325 + }, + { + "p": 0.0, + "m": 0.9966855049133301 + }, + { + "p": 0.053515516221523285, + "m": 0.4737502932548523 + }, + { + "p": 0.0, + "m": 0.935295581817627 + }, + { + "p": 0.03899184986948967, + "m": 0.5460357666015625 + }, + { + "p": 0.23690475523471832, + "m": 0.9920540452003479 + }, + { + "p": 0.017182650044560432, + "m": 0.5359275341033936 + }, + { + "p": 0.033503323793411255, + "m": 1.0 + }, + { + "p": 0.07462917268276215, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.5307329893112183, + "val_loss": 1.335659146308899, + "acc": 57.14, + "time": 258.5366540220566, + "param": [ + { + "p": 0.4850991368293762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0839424580335617, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6194620132446289 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05047805979847908, + "m": 0.48413756489753723 + }, + { + "p": 0.0, + "m": 0.9298602342605591 + }, + { + "p": 0.027156392112374306, + "m": 0.5301660299301147 + }, + { + "p": 0.2520879805088043, + "m": 1.0 + }, + { + "p": 0.0189173873513937, + "m": 0.5480987429618835 + }, + { + "p": 0.017019279301166534, + "m": 1.0 + }, + { + "p": 0.06529931724071503, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.5921156406402588, + "val_loss": 1.2445603609085083, + "acc": 57.04, + "time": 255.17099706223235, + "param": [ + { + "p": 0.5231170058250427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06644005328416824, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6391925811767578 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04653186351060867, + "m": 0.5022752285003662 + }, + { + "p": 0.0, + "m": 0.9015326499938965 + }, + { + "p": 0.021319355815649033, + "m": 0.5269213318824768 + }, + { + "p": 0.2651709318161011, + "m": 1.0 + }, + { + "p": 0.007735832128673792, + "m": 0.5571128726005554 + }, + { + "p": 0.005070915911346674, + "m": 1.0 + }, + { + "p": 0.06461398303508759, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.6355953216552734, + "val_loss": 1.1682988405227661, + "acc": 56.4, + "time": 254.33764730207622, + "param": [ + { + "p": 0.48685717582702637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06591576337814331, + "m": 1.0 + }, + { + "p": 0.006350941490381956, + "m": 0.6506882309913635 + }, + { + "p": 0.00781656801700592, + "m": 1.0 + }, + { + "p": 0.004240857437252998, + "m": 1.0 + }, + { + "p": 0.049109771847724915, + "m": 0.5199118256568909 + }, + { + "p": 0.002916700905188918, + "m": 0.8863105177879333 + }, + { + "p": 0.027500605210661888, + "m": 0.5312793254852295 + }, + { + "p": 0.24763911962509155, + "m": 0.9979067444801331 + }, + { + "p": 0.012320062145590782, + "m": 0.5589329600334167 + }, + { + "p": 0.017925547435879707, + "m": 1.0 + }, + { + "p": 0.07140693813562393, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.306103229522705, + "val_loss": 1.1809751987457275, + "acc": 57.32, + "time": 253.03030600817874, + "param": [ + { + "p": 0.4394757151603699, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06686194241046906, + "m": 1.0 + }, + { + "p": 0.019468480721116066, + "m": 0.6533101201057434 + }, + { + "p": 0.0014443821273744106, + "m": 1.0 + }, + { + "p": 0.004520261660218239, + "m": 1.0 + }, + { + "p": 0.048669423907995224, + "m": 0.4937805235385895 + }, + { + "p": 0.005885330960154533, + "m": 0.8884475231170654 + }, + { + "p": 0.03684573993086815, + "m": 0.5266203880310059 + }, + { + "p": 0.23386716842651367, + "m": 1.0 + }, + { + "p": 0.03220197185873985, + "m": 0.5592500567436218 + }, + { + "p": 0.035375017672777176, + "m": 1.0 + }, + { + "p": 0.07184337079524994, + "m": 1.0 + }, + { + "p": 0.0035412840079516172, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.4740869998931885, + "val_loss": 1.1203774213790894, + "acc": 58.58, + "time": 254.5410314728506, + "param": [ + { + "p": 0.39322930574417114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06947597861289978, + "m": 1.0 + }, + { + "p": 0.028629811480641365, + "m": 0.633662223815918 + }, + { + "p": 0.00013493145524989814, + "m": 1.0 + }, + { + "p": 0.006709970999509096, + "m": 1.0 + }, + { + "p": 0.05507931485772133, + "m": 0.4626034200191498 + }, + { + "p": 0.007487599737942219, + "m": 0.9030134081840515 + }, + { + "p": 0.04590289667248726, + "m": 0.5348867774009705 + }, + { + "p": 0.2252664715051651, + "m": 0.998257040977478 + }, + { + "p": 0.04428494721651077, + "m": 0.5644404292106628 + }, + { + "p": 0.046992797404527664, + "m": 1.0 + }, + { + "p": 0.07211747765541077, + "m": 1.0 + }, + { + "p": 0.004688479006290436, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.5429229736328125, + "val_loss": 1.2440557479858398, + "acc": 58.88, + "time": 254.07273532170802, + "param": [ + { + "p": 0.3573450446128845, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07771746069192886, + "m": 1.0 + }, + { + "p": 0.03814220800995827, + "m": 0.6316073536872864 + }, + { + "p": 0.004635857418179512, + "m": 1.0 + }, + { + "p": 0.01133683416992426, + "m": 1.0 + }, + { + "p": 0.06179838255047798, + "m": 0.4507758915424347 + }, + { + "p": 0.009164027869701385, + "m": 0.9306938052177429 + }, + { + "p": 0.0487949438393116, + "m": 0.546883225440979 + }, + { + "p": 0.21320095658302307, + "m": 0.9672820568084717 + }, + { + "p": 0.037933431565761566, + "m": 0.5708780288696289 + }, + { + "p": 0.06004011258482933, + "m": 1.0 + }, + { + "p": 0.07989075034856796, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.5251494646072388, + "val_loss": 1.0251249074935913, + "acc": 59.21, + "time": 255.14035503333434, + "param": [ + { + "p": 0.3649420142173767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08280918747186661, + "m": 1.0 + }, + { + "p": 0.040700383484363556, + "m": 0.6300973296165466 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0014307638630270958, + "m": 1.0 + }, + { + "p": 0.06785023957490921, + "m": 0.43429672718048096 + }, + { + "p": 0.0, + "m": 0.9498955607414246 + }, + { + "p": 0.04181436076760292, + "m": 0.5435054302215576 + }, + { + "p": 0.2174687683582306, + "m": 0.9576359391212463 + }, + { + "p": 0.028091147541999817, + "m": 0.5564226508140564 + }, + { + "p": 0.06503550708293915, + "m": 1.0 + }, + { + "p": 0.08985769003629684, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.4699963331222534, + "val_loss": 1.1802361011505127, + "acc": 60.38, + "time": 253.750845591072, + "param": [ + { + "p": 0.38606464862823486, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07832624018192291, + "m": 1.0 + }, + { + "p": 0.028124289587140083, + "m": 0.6056342720985413 + }, + { + "p": 0.0, + "m": 0.9982591867446899 + }, + { + "p": 0.0, + "m": 0.9960992336273193 + }, + { + "p": 0.07072722166776657, + "m": 0.4012261927127838 + }, + { + "p": 0.0, + "m": 0.9337413907051086 + }, + { + "p": 0.0231979638338089, + "m": 0.5382866859436035 + }, + { + "p": 0.2288525253534317, + "m": 0.9555850625038147 + }, + { + "p": 0.029410211369395256, + "m": 0.570326566696167 + }, + { + "p": 0.06861791759729385, + "m": 1.0 + }, + { + "p": 0.08667899668216705, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.4849517345428467, + "val_loss": 1.0772857666015625, + "acc": 60.71, + "time": 253.82148168981075, + "param": [ + { + "p": 0.3704385459423065, + "m": 1.0 + }, + { + "p": 0.0002701573830563575, + "m": 1.0 + }, + { + "p": 0.07344058901071548, + "m": 1.0 + }, + { + "p": 0.013279691338539124, + "m": 0.5969192385673523 + }, + { + "p": 0.0032070884481072426, + "m": 0.9953109622001648 + }, + { + "p": 0.0054763308726251125, + "m": 1.0 + }, + { + "p": 0.0821879431605339, + "m": 0.39580056071281433 + }, + { + "p": 0.0067116450518369675, + "m": 0.9277268052101135 + }, + { + "p": 0.01693279854953289, + "m": 0.5365694761276245 + }, + { + "p": 0.21774132549762726, + "m": 0.9498462080955505 + }, + { + "p": 0.04005705192685127, + "m": 0.5962796807289124 + }, + { + "p": 0.07686123251914978, + "m": 1.0 + }, + { + "p": 0.08328142017126083, + "m": 1.0 + }, + { + "p": 0.010114196687936783, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.4062750339508057, + "val_loss": 1.2431560754776, + "acc": 59.73, + "time": 255.24396445881575, + "param": [ + { + "p": 0.3109962046146393, + "m": 1.0 + }, + { + "p": 0.001275730668567121, + "m": 1.0 + }, + { + "p": 0.06979545950889587, + "m": 1.0 + }, + { + "p": 0.016762476414442062, + "m": 0.6116116046905518 + }, + { + "p": 0.009374343790113926, + "m": 0.9979246258735657 + }, + { + "p": 0.02312178537249565, + "m": 0.9994568824768066 + }, + { + "p": 0.09317520260810852, + "m": 0.42762428522109985 + }, + { + "p": 0.02082531340420246, + "m": 0.9411278963088989 + }, + { + "p": 0.024966897442936897, + "m": 0.5344440340995789 + }, + { + "p": 0.18759404122829437, + "m": 0.9423131942749023 + }, + { + "p": 0.049898479133844376, + "m": 0.6097671985626221 + }, + { + "p": 0.08536045253276825, + "m": 1.0 + }, + { + "p": 0.08770623803138733, + "m": 1.0 + }, + { + "p": 0.019147351384162903, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.4837392568588257, + "val_loss": 1.1744097471237183, + "acc": 60.43, + "time": 251.6667996798642, + "param": [ + { + "p": 0.27371710538864136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06458889693021774, + "m": 1.0 + }, + { + "p": 0.01544271782040596, + "m": 0.6481748819351196 + }, + { + "p": 0.007194119039922953, + "m": 1.0 + }, + { + "p": 0.03187984600663185, + "m": 0.9891393780708313 + }, + { + "p": 0.1016341969370842, + "m": 0.4483434557914734 + }, + { + "p": 0.02452203631401062, + "m": 0.9432665109634399 + }, + { + "p": 0.035781536251306534, + "m": 0.5403328537940979 + }, + { + "p": 0.17040005326271057, + "m": 0.9412261843681335 + }, + { + "p": 0.06038837507367134, + "m": 0.6137182712554932 + }, + { + "p": 0.09218379855155945, + "m": 1.0 + }, + { + "p": 0.09977921843528748, + "m": 1.0 + }, + { + "p": 0.02248804271221161, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.53831148147583, + "val_loss": 1.0866494178771973, + "acc": 61.61, + "time": 253.50276287598535, + "param": [ + { + "p": 0.26423379778862, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06308523565530777, + "m": 1.0 + }, + { + "p": 0.0035381715279072523, + "m": 0.6872639060020447 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.036656703799963, + "m": 0.9654089212417603 + }, + { + "p": 0.10345349460840225, + "m": 0.44805222749710083 + }, + { + "p": 0.025127608329057693, + "m": 0.9402308464050293 + }, + { + "p": 0.042976897209882736, + "m": 0.5498111248016357 + }, + { + "p": 0.17252016067504883, + "m": 0.9525629281997681 + }, + { + "p": 0.07376255095005035, + "m": 0.6308144927024841 + }, + { + "p": 0.08923478424549103, + "m": 1.0 + }, + { + "p": 0.11289677768945694, + "m": 1.0 + }, + { + "p": 0.012513882480561733, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.3274296522140503, + "val_loss": 1.0641261339187622, + "acc": 61.04, + "time": 254.64601030014455, + "param": [ + { + "p": 0.2490636557340622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0689421072602272, + "m": 1.0 + }, + { + "p": 0.001941581373102963, + "m": 0.6838684678077698 + }, + { + "p": 0.003042049938812852, + "m": 1.0 + }, + { + "p": 0.04006711021065712, + "m": 0.9420561194419861 + }, + { + "p": 0.1014086902141571, + "m": 0.47822409868240356 + }, + { + "p": 0.025878889486193657, + "m": 0.948171854019165 + }, + { + "p": 0.050944600254297256, + "m": 0.5706124901771545 + }, + { + "p": 0.17752327024936676, + "m": 0.9556434154510498 + }, + { + "p": 0.0742020457983017, + "m": 0.6502543687820435 + }, + { + "p": 0.08761970698833466, + "m": 1.0 + }, + { + "p": 0.11748326569795609, + "m": 1.0 + }, + { + "p": 0.0018829603213816881, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.4570709466934204, + "val_loss": 1.064196228981018, + "acc": 61.66, + "time": 253.54809801327065, + "param": [ + { + "p": 0.25623151659965515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08025440573692322, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6549887657165527 + }, + { + "p": 0.00028395900153554976, + "m": 1.0 + }, + { + "p": 0.037419501692056656, + "m": 0.9292458891868591 + }, + { + "p": 0.10547266155481339, + "m": 0.4861500561237335 + }, + { + "p": 0.01750767044723034, + "m": 0.9725854992866516 + }, + { + "p": 0.04930203780531883, + "m": 0.5761255621910095 + }, + { + "p": 0.17507340013980865, + "m": 0.9733331203460693 + }, + { + "p": 0.07102283835411072, + "m": 0.640722930431366 + }, + { + "p": 0.08660440891981125, + "m": 1.0 + }, + { + "p": 0.12082759290933609, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.4952318668365479, + "val_loss": 1.1028311252593994, + "acc": 60.74, + "time": 256.30984455160797, + "param": [ + { + "p": 0.2928299605846405, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07640175521373749, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6483108997344971 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01813454180955887, + "m": 0.8985102772712708 + }, + { + "p": 0.1110646054148674, + "m": 0.46717703342437744 + }, + { + "p": 0.0, + "m": 0.9895462989807129 + }, + { + "p": 0.04675149545073509, + "m": 0.570408284664154 + }, + { + "p": 0.1807578057050705, + "m": 0.9970893263816833 + }, + { + "p": 0.06879821419715881, + "m": 0.613060474395752 + }, + { + "p": 0.0795457661151886, + "m": 1.0 + }, + { + "p": 0.12571585178375244, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.2868914604187012, + "val_loss": 1.2287414073944092, + "acc": 61.56, + "time": 254.64115738403052, + "param": [ + { + "p": 0.31970399618148804, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06378798931837082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6242013573646545 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9104285836219788 + }, + { + "p": 0.1092376857995987, + "m": 0.418700635433197 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.043247900903224945, + "m": 0.5717601180076599 + }, + { + "p": 0.18153966963291168, + "m": 1.0 + }, + { + "p": 0.07750366628170013, + "m": 0.6135610342025757 + }, + { + "p": 0.07426800578832626, + "m": 1.0 + }, + { + "p": 0.13071107864379883, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.464632272720337, + "val_loss": 1.249123454093933, + "acc": 61.59, + "time": 253.08748630713671, + "param": [ + { + "p": 0.32072752714157104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0514906644821167, + "m": 1.0 + }, + { + "p": 0.0021931419614702463, + "m": 0.6357828974723816 + }, + { + "p": 0.000480723159853369, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9224873781204224 + }, + { + "p": 0.10315614193677902, + "m": 0.4163554608821869 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04643647000193596, + "m": 0.572269856929779 + }, + { + "p": 0.17879042029380798, + "m": 0.9964447617530823 + }, + { + "p": 0.09047091752290726, + "m": 0.6225212812423706 + }, + { + "p": 0.06780868768692017, + "m": 1.0 + }, + { + "p": 0.13844534754753113, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.5171968936920166, + "val_loss": 0.9853641986846924, + "acc": 62.86, + "time": 250.94356814492494, + "param": [ + { + "p": 0.3126116096973419, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0495610348880291, + "m": 1.0 + }, + { + "p": 0.00023246972705237567, + "m": 0.6644858717918396 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.940130352973938 + }, + { + "p": 0.10152082145214081, + "m": 0.3912681043148041 + }, + { + "p": 0.0, + "m": 0.9958678483963013 + }, + { + "p": 0.055243443697690964, + "m": 0.5918623208999634 + }, + { + "p": 0.16972632706165314, + "m": 0.9919512867927551 + }, + { + "p": 0.09042446315288544, + "m": 0.6272900700569153 + }, + { + "p": 0.06943125277757645, + "m": 1.0 + }, + { + "p": 0.15124857425689697, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.3816231489181519, + "val_loss": 1.0636990070343018, + "acc": 61.24, + "time": 254.34249331522733, + "param": [ + { + "p": 0.3232276737689972, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.031769901514053345, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6380709409713745 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9340806603431702 + }, + { + "p": 0.09267006069421768, + "m": 0.40937572717666626 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05626922473311424, + "m": 0.6112488508224487 + }, + { + "p": 0.17298242449760437, + "m": 0.9943367838859558 + }, + { + "p": 0.09396662563085556, + "m": 0.6300002336502075 + }, + { + "p": 0.07260140776634216, + "m": 1.0 + }, + { + "p": 0.15651269257068634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.203493595123291, + "val_loss": 1.214725375175476, + "acc": 63.19, + "time": 253.53884079586715, + "param": [ + { + "p": 0.32928526401519775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020206715911626816, + "m": 1.0 + }, + { + "p": 0.00036143194301985204, + "m": 0.5837369561195374 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002961529418826103, + "m": 0.9232232570648193 + }, + { + "p": 0.08065179735422134, + "m": 0.3995530307292938 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05909178406000137, + "m": 0.632560670375824 + }, + { + "p": 0.17992261052131653, + "m": 1.0 + }, + { + "p": 0.09285487979650497, + "m": 0.6439185738563538 + }, + { + "p": 0.07812018692493439, + "m": 1.0 + }, + { + "p": 0.1565437614917755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.330888032913208, + "val_loss": 0.9266629815101624, + "acc": 62.61, + "time": 253.8758613988757, + "param": [ + { + "p": 0.3164186477661133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02034565433859825, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5656731724739075 + }, + { + "p": 0.0, + "m": 0.9983282089233398 + }, + { + "p": 0.007977181114256382, + "m": 0.9093530774116516 + }, + { + "p": 0.07058501243591309, + "m": 0.420264333486557 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06672126054763794, + "m": 0.6483662128448486 + }, + { + "p": 0.18473006784915924, + "m": 1.0 + }, + { + "p": 0.0939745083451271, + "m": 0.6622443795204163 + }, + { + "p": 0.08762945979833603, + "m": 1.0 + }, + { + "p": 0.15149471163749695, + "m": 1.0 + }, + { + "p": 0.00012341621913947165, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.6520699262619019, + "val_loss": 1.079782485961914, + "acc": 63.55, + "time": 255.08035076782107, + "param": [ + { + "p": 0.2991288900375366, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02040635608136654, + "m": 1.0 + }, + { + "p": 0.0006073926924727857, + "m": 0.5634075403213501 + }, + { + "p": 0.0008995930547825992, + "m": 1.0 + }, + { + "p": 0.008742546662688255, + "m": 0.9167861938476562 + }, + { + "p": 0.07581884413957596, + "m": 0.43197527527809143 + }, + { + "p": 0.00513952411711216, + "m": 1.0 + }, + { + "p": 0.07509426027536392, + "m": 0.6619943976402283 + }, + { + "p": 0.1861724704504013, + "m": 1.0 + }, + { + "p": 0.09029681980609894, + "m": 0.6680138111114502 + }, + { + "p": 0.08801107853651047, + "m": 1.0 + }, + { + "p": 0.14940255880355835, + "m": 1.0 + }, + { + "p": 0.0002796988992486149, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.5034399032592773, + "val_loss": 1.086774230003357, + "acc": 63.7, + "time": 254.30546822678298, + "param": [ + { + "p": 0.279148668050766, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021143469959497452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5545001029968262 + }, + { + "p": 0.0034542223438620567, + "m": 0.983001172542572 + }, + { + "p": 0.010449354536831379, + "m": 0.9446211457252502 + }, + { + "p": 0.07868475466966629, + "m": 0.41247856616973877 + }, + { + "p": 0.010278701782226562, + "m": 0.9999014735221863 + }, + { + "p": 0.08028560131788254, + "m": 0.6719329953193665 + }, + { + "p": 0.18477356433868408, + "m": 1.0 + }, + { + "p": 0.0886162593960762, + "m": 0.6701058149337769 + }, + { + "p": 0.09101162105798721, + "m": 1.0 + }, + { + "p": 0.15215380489826202, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.44003164768219, + "val_loss": 1.039630651473999, + "acc": 63.18, + "time": 254.02662178082392, + "param": [ + { + "p": 0.25698086619377136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027435239404439926, + "m": 1.0 + }, + { + "p": 0.0035891281440854073, + "m": 0.5517157912254333 + }, + { + "p": 0.0011831634910777211, + "m": 0.9942670464515686 + }, + { + "p": 0.006288575939834118, + "m": 0.9796502590179443 + }, + { + "p": 0.0801459401845932, + "m": 0.4052084982395172 + }, + { + "p": 0.016857050359249115, + "m": 0.9977876543998718 + }, + { + "p": 0.09325271844863892, + "m": 0.6893740892410278 + }, + { + "p": 0.17235594987869263, + "m": 1.0 + }, + { + "p": 0.09581904113292694, + "m": 0.6554316282272339 + }, + { + "p": 0.10189709812402725, + "m": 0.9996588826179504 + }, + { + "p": 0.14419519901275635, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.411551594734192, + "val_loss": 0.9362456798553467, + "acc": 64.42, + "time": 253.02665025601164, + "param": [ + { + "p": 0.22572951018810272, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.043824657797813416, + "m": 1.0 + }, + { + "p": 0.016017774119973183, + "m": 0.5762336254119873 + }, + { + "p": 0.010902865789830685, + "m": 1.0 + }, + { + "p": 0.005823972634971142, + "m": 1.0 + }, + { + "p": 0.08001691848039627, + "m": 0.42933231592178345 + }, + { + "p": 0.023513298481702805, + "m": 1.0 + }, + { + "p": 0.10583731532096863, + "m": 0.7002473473548889 + }, + { + "p": 0.15237733721733093, + "m": 1.0 + }, + { + "p": 0.10982122272253036, + "m": 0.6497831344604492 + }, + { + "p": 0.0989503413438797, + "m": 1.0 + }, + { + "p": 0.12718483805656433, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.4429196119308472, + "val_loss": 0.9748398661613464, + "acc": 64.26, + "time": 255.80693259788677, + "param": [ + { + "p": 0.24547907710075378, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04463224112987518, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5592678785324097 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9963560104370117 + }, + { + "p": 0.05988459289073944, + "m": 0.4353165328502655 + }, + { + "p": 0.01739935763180256, + "m": 0.9940156936645508 + }, + { + "p": 0.12931673228740692, + "m": 0.703307032585144 + }, + { + "p": 0.1603892743587494, + "m": 1.0 + }, + { + "p": 0.12353281676769257, + "m": 0.6175030469894409 + }, + { + "p": 0.09758023917675018, + "m": 1.0 + }, + { + "p": 0.12178563326597214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.2644405364990234, + "val_loss": 1.036970615386963, + "acc": 63.06, + "time": 256.8920539091341, + "param": [ + { + "p": 0.271614670753479, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03293556720018387, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5520116686820984 + }, + { + "p": 0.0, + "m": 0.9952888488769531 + }, + { + "p": 0.0, + "m": 0.9793524146080017 + }, + { + "p": 0.03009866736829281, + "m": 0.4686141312122345 + }, + { + "p": 0.011341714300215244, + "m": 0.9866133332252502 + }, + { + "p": 0.14243333041667938, + "m": 0.6961543560028076 + }, + { + "p": 0.16816213726997375, + "m": 0.9994100332260132 + }, + { + "p": 0.13326619565486908, + "m": 0.5864081978797913 + }, + { + "p": 0.09577435255050659, + "m": 1.0 + }, + { + "p": 0.11437336355447769, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.2890487909317017, + "val_loss": 0.9657750129699707, + "acc": 64.78, + "time": 253.18161678500473, + "param": [ + { + "p": 0.26703035831451416, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03888174518942833, + "m": 1.0 + }, + { + "p": 0.001252034562639892, + "m": 0.5462320446968079 + }, + { + "p": 0.0, + "m": 0.9811808466911316 + }, + { + "p": 0.010300161316990852, + "m": 0.9681710004806519 + }, + { + "p": 0.017195606604218483, + "m": 0.48905035853385925 + }, + { + "p": 0.0302992332726717, + "m": 0.9507386088371277 + }, + { + "p": 0.14084506034851074, + "m": 0.7085025906562805 + }, + { + "p": 0.16373762488365173, + "m": 0.9764675498008728 + }, + { + "p": 0.13144484162330627, + "m": 0.569557785987854 + }, + { + "p": 0.09388277679681778, + "m": 1.0 + }, + { + "p": 0.10513044148683548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.4707952737808228, + "val_loss": 0.8590075373649597, + "acc": 64.36, + "time": 254.73458939464763, + "param": [ + { + "p": 0.2676839232444763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04398733749985695, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5312878489494324 + }, + { + "p": 0.00197869585826993, + "m": 0.9610088467597961 + }, + { + "p": 0.017933640629053116, + "m": 0.9579074382781982 + }, + { + "p": 0.003543391590937972, + "m": 0.5182636976242065 + }, + { + "p": 0.037534307688474655, + "m": 0.923292338848114 + }, + { + "p": 0.13444872200489044, + "m": 0.6933373808860779 + }, + { + "p": 0.16775672137737274, + "m": 0.976597249507904 + }, + { + "p": 0.137775257229805, + "m": 0.5552217960357666 + }, + { + "p": 0.09398956596851349, + "m": 1.0 + }, + { + "p": 0.09336839616298676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.3714282512664795, + "val_loss": 0.8764633536338806, + "acc": 64.06, + "time": 253.7005782215856, + "param": [ + { + "p": 0.2858075201511383, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03428160399198532, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.509297251701355 + }, + { + "p": 0.009024438448250294, + "m": 0.9726176261901855 + }, + { + "p": 0.013959521427750587, + "m": 0.9372379779815674 + }, + { + "p": 0.0, + "m": 0.5330460667610168 + }, + { + "p": 0.03031855635344982, + "m": 0.9409809708595276 + }, + { + "p": 0.1267838329076767, + "m": 0.6542973518371582 + }, + { + "p": 0.17516069114208221, + "m": 0.9884820580482483 + }, + { + "p": 0.14923104643821716, + "m": 0.5545034408569336 + }, + { + "p": 0.09343153238296509, + "m": 1.0 + }, + { + "p": 0.082001231610775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.4611767530441284, + "val_loss": 0.8854722380638123, + "acc": 65.18, + "time": 254.11532580200583, + "param": [ + { + "p": 0.28404250741004944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03923289105296135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.48639363050460815 + }, + { + "p": 0.025966942310333252, + "m": 0.9823020100593567 + }, + { + "p": 0.015130230225622654, + "m": 0.9248665571212769 + }, + { + "p": 0.0, + "m": 0.5250123143196106 + }, + { + "p": 0.03695856034755707, + "m": 0.9758636355400085 + }, + { + "p": 0.12696820497512817, + "m": 0.6532694101333618 + }, + { + "p": 0.15872560441493988, + "m": 0.9961596727371216 + }, + { + "p": 0.14738692343235016, + "m": 0.5495926141738892 + }, + { + "p": 0.09675820171833038, + "m": 1.0 + }, + { + "p": 0.06882994621992111, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.0951123237609863, + "val_loss": 0.9937916398048401, + "acc": 65.71, + "time": 255.95568516803905, + "param": [ + { + "p": 0.3169846832752228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02614261768758297, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.46305397152900696 + }, + { + "p": 0.007946178317070007, + "m": 1.0 + }, + { + "p": 0.008910576812922955, + "m": 0.9191945195198059 + }, + { + "p": 0.0, + "m": 0.5146348476409912 + }, + { + "p": 0.02973828837275505, + "m": 1.0 + }, + { + "p": 0.14427277445793152, + "m": 0.6455678939819336 + }, + { + "p": 0.1603274792432785, + "m": 0.9884627461433411 + }, + { + "p": 0.1551121324300766, + "m": 0.5307003855705261 + }, + { + "p": 0.09747911244630814, + "m": 1.0 + }, + { + "p": 0.05308623984456062, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.2507920265197754, + "val_loss": 1.0285202264785767, + "acc": 64.66, + "time": 254.01157583575696, + "param": [ + { + "p": 0.34308871626853943, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017055155709385872, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4467828869819641 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 6.419393230316928e-07, + "m": 0.9324021935462952 + }, + { + "p": 0.0, + "m": 0.5138942003250122 + }, + { + "p": 0.014517444185912609, + "m": 1.0 + }, + { + "p": 0.15078668296337128, + "m": 0.6260429620742798 + }, + { + "p": 0.1704155057668686, + "m": 0.9794850945472717 + }, + { + "p": 0.15386267006397247, + "m": 0.5137898921966553 + }, + { + "p": 0.10196591913700104, + "m": 1.0 + }, + { + "p": 0.048307232558727264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.4648278951644897, + "val_loss": 0.960211992263794, + "acc": 65.29, + "time": 257.1627590060234, + "param": [ + { + "p": 0.3715861737728119, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010940798558294773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.44569772481918335 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9659236669540405 + }, + { + "p": 0.0, + "m": 0.5250985622406006 + }, + { + "p": 0.0, + "m": 0.984496533870697 + }, + { + "p": 0.15423992276191711, + "m": 0.6372625231742859 + }, + { + "p": 0.1671120971441269, + "m": 0.9642351865768433 + }, + { + "p": 0.1439838707447052, + "m": 0.5182798504829407 + }, + { + "p": 0.10938701033592224, + "m": 1.0 + }, + { + "p": 0.04275015369057655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.2325330972671509, + "val_loss": 1.0468039512634277, + "acc": 64.17, + "time": 255.58111658180133, + "param": [ + { + "p": 0.3963940143585205, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008891689591109753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4458848237991333 + }, + { + "p": 0.0, + "m": 0.9874254465103149 + }, + { + "p": 0.0, + "m": 0.9777861833572388 + }, + { + "p": 0.0, + "m": 0.5345954895019531 + }, + { + "p": 0.0, + "m": 0.9764049649238586 + }, + { + "p": 0.15090253949165344, + "m": 0.6299706101417542 + }, + { + "p": 0.16390354931354523, + "m": 0.9636417031288147 + }, + { + "p": 0.13525043427944183, + "m": 0.5276421904563904 + }, + { + "p": 0.10824672877788544, + "m": 1.0 + }, + { + "p": 0.03641112893819809, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.098795771598816, + "val_loss": 1.0588256120681763, + "acc": 65.94, + "time": 253.15640358999372, + "param": [ + { + "p": 0.4062711000442505, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01411977969110012, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.41354861855506897 + }, + { + "p": 0.0, + "m": 0.9809110164642334 + }, + { + "p": 0.0, + "m": 0.9887762069702148 + }, + { + "p": 0.0, + "m": 0.5230099558830261 + }, + { + "p": 0.0, + "m": 0.9702796936035156 + }, + { + "p": 0.14655227959156036, + "m": 0.6072829961776733 + }, + { + "p": 0.1523876041173935, + "m": 0.9502363801002502 + }, + { + "p": 0.13517585396766663, + "m": 0.5139378309249878 + }, + { + "p": 0.10388030111789703, + "m": 1.0 + }, + { + "p": 0.04161304235458374, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.2671360969543457, + "val_loss": 0.9993414878845215, + "acc": 64.23, + "time": 255.4829849442467, + "param": [ + { + "p": 0.4252180755138397, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002901777159422636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.386185884475708 + }, + { + "p": 0.0, + "m": 0.9950477480888367 + }, + { + "p": 0.00018330136663280427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4859868288040161 + }, + { + "p": 0.0, + "m": 0.9586063623428345 + }, + { + "p": 0.1432223916053772, + "m": 0.5723477602005005 + }, + { + "p": 0.14708492159843445, + "m": 0.9507160782814026 + }, + { + "p": 0.13300678133964539, + "m": 0.5042870044708252 + }, + { + "p": 0.09716947376728058, + "m": 1.0 + }, + { + "p": 0.05121331289410591, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.256646990776062, + "val_loss": 1.0547343492507935, + "acc": 65.21, + "time": 254.89314492978156, + "param": [ + { + "p": 0.4391742944717407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0031326115131378174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3519470989704132 + }, + { + "p": 0.0, + "m": 0.9792036414146423 + }, + { + "p": 0.0007949038990773261, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.44470518827438354 + }, + { + "p": 0.0, + "m": 0.957779049873352 + }, + { + "p": 0.13276489078998566, + "m": 0.536683201789856 + }, + { + "p": 0.14728762209415436, + "m": 0.9529291391372681 + }, + { + "p": 0.13237963616847992, + "m": 0.49818873405456543 + }, + { + "p": 0.09324196726083755, + "m": 1.0 + }, + { + "p": 0.0512239933013916, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 0.9841355085372925, + "val_loss": 0.954714834690094, + "acc": 66.45, + "time": 255.78896778589115, + "param": [ + { + "p": 0.4813689887523651, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.31441381573677063 + }, + { + "p": 0.0, + "m": 0.9473077058792114 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.41887104511260986 + }, + { + "p": 0.0, + "m": 0.976081371307373 + }, + { + "p": 0.1109849363565445, + "m": 0.5112502574920654 + }, + { + "p": 0.15452218055725098, + "m": 0.9702048301696777 + }, + { + "p": 0.1105954647064209, + "m": 0.49115490913391113 + }, + { + "p": 0.08185900002717972, + "m": 1.0 + }, + { + "p": 0.06066949665546417, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.428999423980713, + "val_loss": 0.9657514691352844, + "acc": 64.72, + "time": 255.45392032293603, + "param": [ + { + "p": 0.5108985900878906, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.30644744634628296 + }, + { + "p": 0.0, + "m": 0.9572633504867554 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.40417197346687317 + }, + { + "p": 0.0, + "m": 0.988198459148407 + }, + { + "p": 0.09047907590866089, + "m": 0.49091318249702454 + }, + { + "p": 0.15924489498138428, + "m": 0.9772129654884338 + }, + { + "p": 0.0838855728507042, + "m": 0.4868282377719879 + }, + { + "p": 0.08379102498292923, + "m": 1.0 + }, + { + "p": 0.07170088589191437, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.6620911359786987, + "val_loss": 1.0398609638214111, + "acc": 64.13, + "time": 254.3965515079908, + "param": [ + { + "p": 0.5229739546775818, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0037934703286737204, + "m": 1.0 + }, + { + "p": 0.00031541098724119365, + "m": 0.31572225689888 + }, + { + "p": 0.0019162704702466726, + "m": 1.0 + }, + { + "p": 0.00020220919395796955, + "m": 1.0 + }, + { + "p": 0.004162196535617113, + "m": 0.3783721625804901 + }, + { + "p": 0.0004335784469731152, + "m": 1.0 + }, + { + "p": 0.08426635712385178, + "m": 0.4814937114715576 + }, + { + "p": 0.1564149111509323, + "m": 0.9854887127876282 + }, + { + "p": 0.06024664640426636, + "m": 0.47904327511787415 + }, + { + "p": 0.0846792459487915, + "m": 1.0 + }, + { + "p": 0.07516004890203476, + "m": 1.0 + }, + { + "p": 0.00543588399887085, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.481155514717102, + "val_loss": 0.9563371539115906, + "acc": 65.76, + "time": 257.5802270928398, + "param": [ + { + "p": 0.5159122943878174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01166131254285574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3194177746772766 + }, + { + "p": 0.009690825827419758, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9903124570846558 + }, + { + "p": 0.0034872626420110464, + "m": 0.3566264808177948 + }, + { + "p": 0.0036913054063916206, + "m": 0.9990253448486328 + }, + { + "p": 0.09014833718538284, + "m": 0.4787273406982422 + }, + { + "p": 0.1513291746377945, + "m": 0.9930359721183777 + }, + { + "p": 0.05504182353615761, + "m": 0.47660601139068604 + }, + { + "p": 0.08298218250274658, + "m": 1.0 + }, + { + "p": 0.07605541497468948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.5262702703475952, + "val_loss": 1.0690628290176392, + "acc": 65.32, + "time": 258.708281096071, + "param": [ + { + "p": 0.6118761301040649, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3326001763343811 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.35211271047592163 + }, + { + "p": 0.0, + "m": 0.9798780083656311 + }, + { + "p": 0.07707763463258743, + "m": 0.467295378446579 + }, + { + "p": 0.15403254330158234, + "m": 1.0 + }, + { + "p": 0.031366318464279175, + "m": 0.43900805711746216 + }, + { + "p": 0.07068494707345963, + "m": 1.0 + }, + { + "p": 0.054962363094091415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.6199253797531128, + "val_loss": 1.0511243343353271, + "acc": 65.67, + "time": 254.68474928522483, + "param": [ + { + "p": 0.6507570743560791, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002394836163148284, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.33412477374076843 + }, + { + "p": 0.0006637718179263175, + "m": 0.9953921437263489 + }, + { + "p": 0.0, + "m": 0.9990018010139465 + }, + { + "p": 0.000633842428214848, + "m": 0.3434200882911682 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.062436167150735855, + "m": 0.4593508243560791 + }, + { + "p": 0.15365023910999298, + "m": 1.0 + }, + { + "p": 0.022587144747376442, + "m": 0.43096235394477844 + }, + { + "p": 0.06566525995731354, + "m": 1.0 + }, + { + "p": 0.04121164605021477, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.1823512315750122, + "val_loss": 0.9178757667541504, + "acc": 65.18, + "time": 254.55859356420115, + "param": [ + { + "p": 0.6345323324203491, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004878305364400148, + "m": 1.0 + }, + { + "p": 0.007793262600898743, + "m": 0.3504204750061035 + }, + { + "p": 0.0, + "m": 0.9448956251144409 + }, + { + "p": 0.0, + "m": 0.9933503270149231 + }, + { + "p": 0.00674047926440835, + "m": 0.36157748103141785 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0591040663421154, + "m": 0.4494049549102783 + }, + { + "p": 0.15459878742694855, + "m": 1.0 + }, + { + "p": 0.02658572979271412, + "m": 0.43499210476875305 + }, + { + "p": 0.06549650430679321, + "m": 1.0 + }, + { + "p": 0.040270570665597916, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 0.9902530312538147, + "val_loss": 0.9158010482788086, + "acc": 65.33, + "time": 251.40801197197288, + "param": [ + { + "p": 0.6049541234970093, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0019693123176693916, + "m": 1.0 + }, + { + "p": 0.01560615561902523, + "m": 0.3439946472644806 + }, + { + "p": 0.0006071809330023825, + "m": 0.9129889011383057 + }, + { + "p": 0.0043781897984445095, + "m": 1.0 + }, + { + "p": 0.019102269783616066, + "m": 0.3681334853172302 + }, + { + "p": 0.00287856487557292, + "m": 1.0 + }, + { + "p": 0.06160537526011467, + "m": 0.4204607307910919 + }, + { + "p": 0.15447141230106354, + "m": 1.0 + }, + { + "p": 0.026408353820443153, + "m": 0.41854414343833923 + }, + { + "p": 0.06488464772701263, + "m": 1.0 + }, + { + "p": 0.042864810675382614, + "m": 1.0 + }, + { + "p": 0.0002696174196898937, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.1482731103897095, + "val_loss": 0.813700258731842, + "acc": 66.36, + "time": 253.71210445463657, + "param": [ + { + "p": 0.5299760103225708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01714884117245674, + "m": 1.0 + }, + { + "p": 0.01042127050459385, + "m": 0.3215312659740448 + }, + { + "p": 0.0, + "m": 0.8740704655647278 + }, + { + "p": 0.019946865737438202, + "m": 1.0 + }, + { + "p": 0.04008142650127411, + "m": 0.37720200419425964 + }, + { + "p": 0.009455231949687004, + "m": 0.9992684721946716 + }, + { + "p": 0.06362482160329819, + "m": 0.3808838427066803 + }, + { + "p": 0.15355610847473145, + "m": 1.0 + }, + { + "p": 0.03439854085445404, + "m": 0.4097122251987457 + }, + { + "p": 0.05669392645359039, + "m": 1.0 + }, + { + "p": 0.05766887217760086, + "m": 1.0 + }, + { + "p": 0.007028129883110523, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.2769153118133545, + "val_loss": 1.0585662126541138, + "acc": 66.63, + "time": 255.24164398293942, + "param": [ + { + "p": 0.4997325837612152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0296159740537405, + "m": 1.0 + }, + { + "p": 0.00036395693314261734, + "m": 0.31342020630836487 + }, + { + "p": 0.0, + "m": 0.820836067199707 + }, + { + "p": 0.02742733247578144, + "m": 1.0 + }, + { + "p": 0.039577774703502655, + "m": 0.3671567738056183 + }, + { + "p": 0.017651215195655823, + "m": 0.9951460957527161 + }, + { + "p": 0.059702418744564056, + "m": 0.36257556080818176 + }, + { + "p": 0.15239261090755463, + "m": 1.0 + }, + { + "p": 0.033864617347717285, + "m": 0.39549198746681213 + }, + { + "p": 0.05993378907442093, + "m": 1.0 + }, + { + "p": 0.06170548126101494, + "m": 1.0 + }, + { + "p": 0.018032247200608253, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.462183952331543, + "val_loss": 0.8775011301040649, + "acc": 66.88, + "time": 254.15025792177767, + "param": [ + { + "p": 0.5008223652839661, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0373653918504715, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.2611544132232666 + }, + { + "p": 6.426969048334286e-05, + "m": 0.7905879020690918 + }, + { + "p": 0.03556997328996658, + "m": 0.9997240900993347 + }, + { + "p": 0.0134276757016778, + "m": 0.3181956708431244 + }, + { + "p": 0.018432438373565674, + "m": 0.9875863790512085 + }, + { + "p": 0.05905821546912193, + "m": 0.3521387279033661 + }, + { + "p": 0.15431612730026245, + "m": 1.0 + }, + { + "p": 0.025993891060352325, + "m": 0.3979961574077606 + }, + { + "p": 0.05625789612531662, + "m": 1.0 + }, + { + "p": 0.0663776770234108, + "m": 1.0 + }, + { + "p": 0.032314132899045944, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.1275666952133179, + "val_loss": 0.9730161428451538, + "acc": 66.56, + "time": 254.17184688383713, + "param": [ + { + "p": 0.5301317572593689, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03394220396876335, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.2015521079301834 + }, + { + "p": 0.0, + "m": 0.7519415020942688 + }, + { + "p": 0.03750248998403549, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.25779181718826294 + }, + { + "p": 0.017626658082008362, + "m": 0.9502742886543274 + }, + { + "p": 0.05613160505890846, + "m": 0.3448512852191925 + }, + { + "p": 0.14704529941082, + "m": 0.99969482421875 + }, + { + "p": 0.012100187130272388, + "m": 0.4169110655784607 + }, + { + "p": 0.05806000158190727, + "m": 1.0 + }, + { + "p": 0.0748845562338829, + "m": 1.0 + }, + { + "p": 0.03257523104548454, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.2885748147964478, + "val_loss": 1.0127371549606323, + "acc": 67.34, + "time": 252.3945994428359, + "param": [ + { + "p": 0.5245128870010376, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03475770354270935, + "m": 1.0 + }, + { + "p": 0.009498301893472672, + "m": 0.16752998530864716 + }, + { + "p": 0.0013135679764673114, + "m": 0.724577009677887 + }, + { + "p": 0.03327810764312744, + "m": 0.9993600249290466 + }, + { + "p": 0.0, + "m": 0.21392816305160522 + }, + { + "p": 0.029963210225105286, + "m": 0.9535205960273743 + }, + { + "p": 0.04895804822444916, + "m": 0.3551976680755615 + }, + { + "p": 0.13789919018745422, + "m": 1.0 + }, + { + "p": 0.00844086054712534, + "m": 0.44788113236427307 + }, + { + "p": 0.05582348257303238, + "m": 1.0 + }, + { + "p": 0.0798543244600296, + "m": 1.0 + }, + { + "p": 0.03570026159286499, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.0297927856445312, + "val_loss": 0.9081590175628662, + "acc": 66.81, + "time": 256.7023547892459, + "param": [ + { + "p": 0.6199087500572205, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.038411736488342285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.10997480154037476 + }, + { + "p": 0.0, + "m": 0.6985628604888916 + }, + { + "p": 0.008804148994386196, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.22082632780075073 + }, + { + "p": 0.011792968027293682, + "m": 0.9158827066421509 + }, + { + "p": 0.03027098812162876, + "m": 0.35456883907318115 + }, + { + "p": 0.14227178692817688, + "m": 0.9953345060348511 + }, + { + "p": 0.004390521440654993, + "m": 0.4523598849773407 + }, + { + "p": 0.03503481298685074, + "m": 1.0 + }, + { + "p": 0.07889515161514282, + "m": 1.0 + }, + { + "p": 0.030219195410609245, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.1201798915863037, + "val_loss": 1.0109328031539917, + "acc": 66.27, + "time": 254.50542054884136, + "param": [ + { + "p": 0.7137498259544373, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03664984181523323, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.026611847802996635 + }, + { + "p": 0.0, + "m": 0.7056653499603271 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.2172880917787552 + }, + { + "p": 0.0, + "m": 0.8931180834770203 + }, + { + "p": 0.011576595716178417, + "m": 0.33103489875793457 + }, + { + "p": 0.14288531243801117, + "m": 0.9991875886917114 + }, + { + "p": 0.0, + "m": 0.43707555532455444 + }, + { + "p": 0.011328019201755524, + "m": 1.0 + }, + { + "p": 0.0714830681681633, + "m": 1.0 + }, + { + "p": 0.012327334843575954, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.6061718463897705, + "val_loss": 1.0021804571151733, + "acc": 66.04, + "time": 254.6133927698247, + "param": [ + { + "p": 0.7139406204223633, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03580445796251297, + "m": 1.0 + }, + { + "p": 0.00595688633620739, + "m": 0.0 + }, + { + "p": 0.0002797091146931052, + "m": 0.6903376579284668 + }, + { + "p": 0.002777333138510585, + "m": 1.0 + }, + { + "p": 0.0031411314848810434, + "m": 0.17415590584278107 + }, + { + "p": 0.004254157189279795, + "m": 0.9036986231803894 + }, + { + "p": 0.006187432911247015, + "m": 0.3234352469444275 + }, + { + "p": 0.1318659633398056, + "m": 0.9962151646614075 + }, + { + "p": 5.092646460980177e-05, + "m": 0.435125470161438 + }, + { + "p": 0.019276469945907593, + "m": 1.0 + }, + { + "p": 0.06871359050273895, + "m": 1.0 + }, + { + "p": 0.007751349825412035, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.3675559759140015, + "val_loss": 1.0646742582321167, + "acc": 66.25, + "time": 258.2539852960035, + "param": [ + { + "p": 0.6186822652816772, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0365903340280056, + "m": 1.0 + }, + { + "p": 0.021271083503961563, + "m": 0.0 + }, + { + "p": 0.007992490194737911, + "m": 0.6936385035514832 + }, + { + "p": 0.02161874622106552, + "m": 1.0 + }, + { + "p": 0.016435835510492325, + "m": 0.15199823677539825 + }, + { + "p": 0.022991923615336418, + "m": 0.9432939291000366 + }, + { + "p": 0.008538923226296902, + "m": 0.33321791887283325 + }, + { + "p": 0.12214715778827667, + "m": 0.9741909503936768 + }, + { + "p": 0.0005183917819522321, + "m": 0.4433448612689972 + }, + { + "p": 0.03718256205320358, + "m": 1.0 + }, + { + "p": 0.07115869969129562, + "m": 1.0 + }, + { + "p": 0.014871531166136265, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.0025203227996826, + "val_loss": 0.9789935350418091, + "acc": 65.69, + "time": 257.2503417599946, + "param": [ + { + "p": 0.6152653098106384, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03382119536399841, + "m": 1.0 + }, + { + "p": 0.032307855784893036, + "m": 0.0004918210324831307 + }, + { + "p": 0.008769957348704338, + "m": 0.6854825019836426 + }, + { + "p": 0.010403675958514214, + "m": 1.0 + }, + { + "p": 0.025712469592690468, + "m": 0.1133311316370964 + }, + { + "p": 0.03474025800824165, + "m": 0.9355676770210266 + }, + { + "p": 0.0, + "m": 0.3401595652103424 + }, + { + "p": 0.11963016539812088, + "m": 0.9630603790283203 + }, + { + "p": 0.0, + "m": 0.45422160625457764 + }, + { + "p": 0.03831356018781662, + "m": 1.0 + }, + { + "p": 0.0683181956410408, + "m": 1.0 + }, + { + "p": 0.012717308476567268, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.1167500019073486, + "val_loss": 1.0032700300216675, + "acc": 65.99, + "time": 254.9613934829831, + "param": [ + { + "p": 0.6007017493247986, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.035520926117897034, + "m": 1.0 + }, + { + "p": 0.03481274098157883, + "m": 0.01954273320734501 + }, + { + "p": 0.019447172060608864, + "m": 0.6714099645614624 + }, + { + "p": 0.001818115939386189, + "m": 1.0 + }, + { + "p": 0.0447196438908577, + "m": 0.0956241562962532 + }, + { + "p": 0.04023363068699837, + "m": 0.957099199295044 + }, + { + "p": 0.0, + "m": 0.35560980439186096 + }, + { + "p": 0.11404255032539368, + "m": 0.9589090347290039 + }, + { + "p": 0.0, + "m": 0.45719486474990845 + }, + { + "p": 0.040913790464401245, + "m": 1.0 + }, + { + "p": 0.06119141727685928, + "m": 1.0 + }, + { + "p": 0.006598244421184063, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.106778860092163, + "val_loss": 0.9409868121147156, + "acc": 66.96, + "time": 255.437622257974, + "param": [ + { + "p": 0.5149988532066345, + "m": 1.0 + }, + { + "p": 0.002584761241450906, + "m": 1.0 + }, + { + "p": 0.038899220526218414, + "m": 1.0 + }, + { + "p": 0.054930102080106735, + "m": 0.0 + }, + { + "p": 0.0364648662507534, + "m": 0.7337861061096191 + }, + { + "p": 0.014488314278423786, + "m": 1.0 + }, + { + "p": 0.052150532603263855, + "m": 0.06285794079303741 + }, + { + "p": 0.040825534611940384, + "m": 0.9740856885910034 + }, + { + "p": 0.005779593717306852, + "m": 0.39692023396492004 + }, + { + "p": 0.10549114644527435, + "m": 0.9519606828689575 + }, + { + "p": 0.00691281259059906, + "m": 0.46465954184532166 + }, + { + "p": 0.05773106589913368, + "m": 1.0 + }, + { + "p": 0.057258240878582, + "m": 1.0 + }, + { + "p": 0.011484953574836254, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.3665122985839844, + "val_loss": 0.856083869934082, + "acc": 66.38, + "time": 256.8390704728663, + "param": [ + { + "p": 0.43824437260627747, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04853469505906105, + "m": 1.0 + }, + { + "p": 0.06853466480970383, + "m": 0.0 + }, + { + "p": 0.04017841815948486, + "m": 0.7712274789810181 + }, + { + "p": 0.031043153256177902, + "m": 1.0 + }, + { + "p": 0.052947964519262314, + "m": 0.0053304582834243774 + }, + { + "p": 0.03405829519033432, + "m": 0.9943870902061462 + }, + { + "p": 0.02038988657295704, + "m": 0.41635510325431824 + }, + { + "p": 0.10077737271785736, + "m": 0.9436718225479126 + }, + { + "p": 0.02540937438607216, + "m": 0.4656662046909332 + }, + { + "p": 0.06616316735744476, + "m": 1.0 + }, + { + "p": 0.05647573620080948, + "m": 1.0 + }, + { + "p": 0.017242904752492905, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.2231305837631226, + "val_loss": 0.8405195474624634, + "acc": 67.33, + "time": 255.8988338811323, + "param": [ + { + "p": 0.4254645109176636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06043710187077522, + "m": 1.0 + }, + { + "p": 0.07418376207351685, + "m": 0.0 + }, + { + "p": 0.037197649478912354, + "m": 0.7694321274757385 + }, + { + "p": 0.03434367850422859, + "m": 1.0 + }, + { + "p": 0.054002679884433746, + "m": 0.0 + }, + { + "p": 0.023765645921230316, + "m": 1.0 + }, + { + "p": 0.027934785932302475, + "m": 0.42707404494285583 + }, + { + "p": 0.10564935207366943, + "m": 0.9465222954750061 + }, + { + "p": 0.03467217832803726, + "m": 0.4715902805328369 + }, + { + "p": 0.06642866879701614, + "m": 1.0 + }, + { + "p": 0.044851016253232956, + "m": 1.0 + }, + { + "p": 0.011068865656852722, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.1153761148452759, + "val_loss": 0.9344960451126099, + "acc": 67.58, + "time": 254.1770437899977, + "param": [ + { + "p": 0.3579937517642975, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06606464087963104, + "m": 1.0 + }, + { + "p": 0.07660405337810516, + "m": 0.0009291358874179423 + }, + { + "p": 0.036940302699804306, + "m": 0.7527646422386169 + }, + { + "p": 0.04877883940935135, + "m": 1.0 + }, + { + "p": 0.05482414737343788, + "m": 0.010752040892839432 + }, + { + "p": 0.03033646009862423, + "m": 1.0 + }, + { + "p": 0.03620559349656105, + "m": 0.4436591565608978 + }, + { + "p": 0.10667669028043747, + "m": 0.9515314102172852 + }, + { + "p": 0.04399435594677925, + "m": 0.4887436032295227 + }, + { + "p": 0.06951167434453964, + "m": 1.0 + }, + { + "p": 0.04678589478135109, + "m": 1.0 + }, + { + "p": 0.02528361976146698, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.3847581148147583, + "val_loss": 0.9248334765434265, + "acc": 68.53, + "time": 252.34520090930164, + "param": [ + { + "p": 0.2994336783885956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07391374558210373, + "m": 1.0 + }, + { + "p": 0.07194871455430984, + "m": 0.0 + }, + { + "p": 0.03585011512041092, + "m": 0.7360365390777588 + }, + { + "p": 0.05302206799387932, + "m": 1.0 + }, + { + "p": 0.05759790539741516, + "m": 0.0 + }, + { + "p": 0.048345789313316345, + "m": 0.9866800308227539 + }, + { + "p": 0.052086617797613144, + "m": 0.45558804273605347 + }, + { + "p": 0.09876769036054611, + "m": 0.96281898021698 + }, + { + "p": 0.05327361077070236, + "m": 0.5014344453811646 + }, + { + "p": 0.06672254204750061, + "m": 1.0 + }, + { + "p": 0.05478173866868019, + "m": 1.0 + }, + { + "p": 0.034255754202604294, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.204164981842041, + "val_loss": 0.8527256846427917, + "acc": 68.68, + "time": 255.24614833807573, + "param": [ + { + "p": 0.2722497284412384, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07733754068613052, + "m": 1.0 + }, + { + "p": 0.07330218702554703, + "m": 0.0 + }, + { + "p": 0.04087037220597267, + "m": 0.7557163238525391 + }, + { + "p": 0.0430341437458992, + "m": 0.9948897361755371 + }, + { + "p": 0.05758953094482422, + "m": 0.018871907144784927 + }, + { + "p": 0.057418111711740494, + "m": 0.9732528924942017 + }, + { + "p": 0.061645109206438065, + "m": 0.4702645540237427 + }, + { + "p": 0.09699906408786774, + "m": 0.9560113549232483 + }, + { + "p": 0.059221863746643066, + "m": 0.5026549100875854 + }, + { + "p": 0.06461195647716522, + "m": 1.0 + }, + { + "p": 0.06492454558610916, + "m": 1.0 + }, + { + "p": 0.030795907601714134, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.0851496458053589, + "val_loss": 0.9218651652336121, + "acc": 68.2, + "time": 254.42040992388502, + "param": [ + { + "p": 0.2577679455280304, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0747392401099205, + "m": 1.0 + }, + { + "p": 0.06904921680688858, + "m": 0.0 + }, + { + "p": 0.0379917211830616, + "m": 0.7819753885269165 + }, + { + "p": 0.033656541258096695, + "m": 1.0 + }, + { + "p": 0.07282218337059021, + "m": 0.0 + }, + { + "p": 0.0620887465775013, + "m": 0.9408084154129028 + }, + { + "p": 0.06307001411914825, + "m": 0.4662889540195465 + }, + { + "p": 0.09698513895273209, + "m": 0.93597811460495 + }, + { + "p": 0.054259028285741806, + "m": 0.5047233700752258 + }, + { + "p": 0.07484379410743713, + "m": 1.0 + }, + { + "p": 0.07150648534297943, + "m": 1.0 + }, + { + "p": 0.031219931319355965, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.1597248315811157, + "val_loss": 0.8896922469139099, + "acc": 68.43, + "time": 252.94054693169892, + "param": [ + { + "p": 0.2544112801551819, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07343289256095886, + "m": 1.0 + }, + { + "p": 0.0729316771030426, + "m": 0.0046770041808485985 + }, + { + "p": 0.044866133481264114, + "m": 0.8162572979927063 + }, + { + "p": 0.026963094249367714, + "m": 1.0 + }, + { + "p": 0.07908980548381805, + "m": 0.0 + }, + { + "p": 0.05531097948551178, + "m": 0.955177903175354 + }, + { + "p": 0.051615189760923386, + "m": 0.44598421454429626 + }, + { + "p": 0.0856451764702797, + "m": 0.9331457018852234 + }, + { + "p": 0.05549803376197815, + "m": 0.5053175091743469 + }, + { + "p": 0.0798763632774353, + "m": 1.0 + }, + { + "p": 0.08231653273105621, + "m": 1.0 + }, + { + "p": 0.03804292157292366, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.2163697481155396, + "val_loss": 0.9079205393791199, + "acc": 69.42, + "time": 252.94425665820017, + "param": [ + { + "p": 0.28014275431632996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06550546735525131, + "m": 1.0 + }, + { + "p": 0.08465447276830673, + "m": 0.0 + }, + { + "p": 0.02836686000227928, + "m": 0.8065617084503174 + }, + { + "p": 0.029758434742689133, + "m": 1.0 + }, + { + "p": 0.08152870833873749, + "m": 0.009297839365899563 + }, + { + "p": 0.040359437465667725, + "m": 0.9587876200675964 + }, + { + "p": 0.043828826397657394, + "m": 0.4316377341747284 + }, + { + "p": 0.08269218355417252, + "m": 0.9385783672332764 + }, + { + "p": 0.04866090416908264, + "m": 0.5106388330459595 + }, + { + "p": 0.08065857738256454, + "m": 1.0 + }, + { + "p": 0.09732238203287125, + "m": 1.0 + }, + { + "p": 0.03652096912264824, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.1919466257095337, + "val_loss": 0.8982025980949402, + "acc": 69.02, + "time": 254.19483144814149, + "param": [ + { + "p": 0.30198657512664795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05638748034834862, + "m": 1.0 + }, + { + "p": 0.09955751895904541, + "m": 0.0 + }, + { + "p": 0.010026208125054836, + "m": 0.8074114322662354 + }, + { + "p": 0.033639341592788696, + "m": 0.9998719096183777 + }, + { + "p": 0.08561874181032181, + "m": 0.0 + }, + { + "p": 0.02492479421198368, + "m": 0.9468744993209839 + }, + { + "p": 0.03477559611201286, + "m": 0.41781529784202576 + }, + { + "p": 0.08410564810037613, + "m": 0.9428284764289856 + }, + { + "p": 0.04274098202586174, + "m": 0.517054557800293 + }, + { + "p": 0.07477404922246933, + "m": 1.0 + }, + { + "p": 0.1113855391740799, + "m": 1.0 + }, + { + "p": 0.040077634155750275, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.1426303386688232, + "val_loss": 0.9892759919166565, + "acc": 68.9, + "time": 251.7089780489914, + "param": [ + { + "p": 0.2749144732952118, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052265942096710205, + "m": 1.0 + }, + { + "p": 0.1005365177989006, + "m": 0.0014004278928041458 + }, + { + "p": 0.018424220383167267, + "m": 0.784875750541687 + }, + { + "p": 0.03995976969599724, + "m": 0.9920674562454224 + }, + { + "p": 0.08492403477430344, + "m": 0.0 + }, + { + "p": 0.020418141037225723, + "m": 0.9475172162055969 + }, + { + "p": 0.041987597942352295, + "m": 0.41074055433273315 + }, + { + "p": 0.08705385029315948, + "m": 0.9489838480949402 + }, + { + "p": 0.050640203058719635, + "m": 0.5406621694564819 + }, + { + "p": 0.07010086625814438, + "m": 1.0 + }, + { + "p": 0.11210842430591583, + "m": 1.0 + }, + { + "p": 0.04666583985090256, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.0449490547180176, + "val_loss": 0.9595733284950256, + "acc": 69.51, + "time": 254.7849431121722, + "param": [ + { + "p": 0.2828250825405121, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04457629472017288, + "m": 1.0 + }, + { + "p": 0.10670287162065506, + "m": 0.0 + }, + { + "p": 0.025803180411458015, + "m": 0.7914307117462158 + }, + { + "p": 0.0485367514193058, + "m": 0.9846915602684021 + }, + { + "p": 0.07848632335662842, + "m": 0.0 + }, + { + "p": 0.008701799437403679, + "m": 0.9531040787696838 + }, + { + "p": 0.041397564113140106, + "m": 0.4096131920814514 + }, + { + "p": 0.09058429300785065, + "m": 0.9474769830703735 + }, + { + "p": 0.05090799555182457, + "m": 0.5567062497138977 + }, + { + "p": 0.06349624693393707, + "m": 1.0 + }, + { + "p": 0.1163591742515564, + "m": 1.0 + }, + { + "p": 0.041622377932071686, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.2930999994277954, + "val_loss": 0.782127857208252, + "acc": 69.49, + "time": 250.76838651066646, + "param": [ + { + "p": 0.3275754451751709, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03321699798107147, + "m": 1.0 + }, + { + "p": 0.11774621158838272, + "m": 0.0 + }, + { + "p": 0.006477794144302607, + "m": 0.8178941607475281 + }, + { + "p": 0.04383763298392296, + "m": 0.9663365483283997 + }, + { + "p": 0.08006129413843155, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.934788167476654 + }, + { + "p": 0.03593527898192406, + "m": 0.39724433422088623 + }, + { + "p": 0.10024978965520859, + "m": 0.9318881630897522 + }, + { + "p": 0.052939273416996, + "m": 0.5641829967498779 + }, + { + "p": 0.052378274500370026, + "m": 1.0 + }, + { + "p": 0.1262200027704239, + "m": 1.0 + }, + { + "p": 0.023361993953585625, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.043553113937378, + "val_loss": 0.8943894505500793, + "acc": 69.29, + "time": 253.63707613991573, + "param": [ + { + "p": 0.3653656244277954, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018009116873145103, + "m": 1.0 + }, + { + "p": 0.11776041239500046, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8172324299812317 + }, + { + "p": 0.04282550886273384, + "m": 0.9881149530410767 + }, + { + "p": 0.0843280777335167, + "m": 0.003736501559615135 + }, + { + "p": 0.0, + "m": 0.8944910168647766 + }, + { + "p": 0.025724446401000023, + "m": 0.3831528127193451 + }, + { + "p": 0.11486278474330902, + "m": 0.9248634576797485 + }, + { + "p": 0.05271654576063156, + "m": 0.5747016072273254 + }, + { + "p": 0.05079231038689613, + "m": 1.0 + }, + { + "p": 0.12761512398719788, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.5999728441238403, + "val_loss": 0.8876919746398926, + "acc": 68.81, + "time": 254.06063501304016, + "param": [ + { + "p": 0.354377806186676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01606997847557068, + "m": 1.0 + }, + { + "p": 0.11454732716083527, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8108375072479248 + }, + { + "p": 0.04260479286313057, + "m": 1.0 + }, + { + "p": 0.08926033228635788, + "m": 0.0312955267727375 + }, + { + "p": 0.0002452477638144046, + "m": 0.8714184165000916 + }, + { + "p": 0.03154463693499565, + "m": 0.36717545986175537 + }, + { + "p": 0.1215936690568924, + "m": 0.9188786745071411 + }, + { + "p": 0.052585478872060776, + "m": 0.5686770677566528 + }, + { + "p": 0.04664894565939903, + "m": 1.0 + }, + { + "p": 0.130521759390831, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.258972406387329, + "val_loss": 1.0222299098968506, + "acc": 68.67, + "time": 258.1808420140296, + "param": [ + { + "p": 0.3461213707923889, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01093350350856781, + "m": 1.0 + }, + { + "p": 0.10876680910587311, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7977129220962524 + }, + { + "p": 0.04277782887220383, + "m": 1.0 + }, + { + "p": 0.0991797149181366, + "m": 0.0012339877430349588 + }, + { + "p": 0.0010975974146276712, + "m": 0.8507757782936096 + }, + { + "p": 0.028249239549040794, + "m": 0.33421555161476135 + }, + { + "p": 0.12250902503728867, + "m": 0.904276430606842 + }, + { + "p": 0.053576454520225525, + "m": 0.5487197041511536 + }, + { + "p": 0.04468008875846863, + "m": 1.0 + }, + { + "p": 0.13945703208446503, + "m": 1.0 + }, + { + "p": 0.0026513058692216873, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.3029983043670654, + "val_loss": 0.870999813079834, + "acc": 69.45, + "time": 254.2179370811209, + "param": [ + { + "p": 0.3251619040966034, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014288210310041904, + "m": 1.0 + }, + { + "p": 0.10165025293827057, + "m": 0.0 + }, + { + "p": 0.002368922345340252, + "m": 0.765501856803894 + }, + { + "p": 0.042157843708992004, + "m": 0.999225914478302 + }, + { + "p": 0.09368802607059479, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8323879241943359 + }, + { + "p": 0.03509093075990677, + "m": 0.32215267419815063 + }, + { + "p": 0.12330817431211472, + "m": 0.9077509045600891 + }, + { + "p": 0.06415212154388428, + "m": 0.5373493432998657 + }, + { + "p": 0.04500184208154678, + "m": 1.0 + }, + { + "p": 0.1480855494737625, + "m": 1.0 + }, + { + "p": 0.005046170670539141, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.0314757823944092, + "val_loss": 0.8561394810676575, + "acc": 69.43, + "time": 253.19439834542572, + "param": [ + { + "p": 0.3057289719581604, + "m": 1.0 + }, + { + "p": 0.004648828878998756, + "m": 1.0 + }, + { + "p": 0.014162955805659294, + "m": 1.0 + }, + { + "p": 0.10917448997497559, + "m": 0.0 + }, + { + "p": 0.0016434553544968367, + "m": 0.717988133430481 + }, + { + "p": 0.039581235498189926, + "m": 1.0 + }, + { + "p": 0.08596689999103546, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8280447721481323 + }, + { + "p": 0.03173130005598068, + "m": 0.31217896938323975 + }, + { + "p": 0.12256338447332382, + "m": 0.9143935441970825 + }, + { + "p": 0.07165399938821793, + "m": 0.5385681986808777 + }, + { + "p": 0.04079969599843025, + "m": 1.0 + }, + { + "p": 0.15214146673679352, + "m": 1.0 + }, + { + "p": 0.0202032383531332, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.1914478540420532, + "val_loss": 0.7918750047683716, + "acc": 69.31, + "time": 252.26434749690816, + "param": [ + { + "p": 0.3105390667915344, + "m": 1.0 + }, + { + "p": 0.006074331235140562, + "m": 1.0 + }, + { + "p": 0.011495782993733883, + "m": 1.0 + }, + { + "p": 0.12453053146600723, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6867004036903381 + }, + { + "p": 0.025419611483812332, + "m": 1.0 + }, + { + "p": 0.08490360528230667, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7967880964279175 + }, + { + "p": 0.023953622207045555, + "m": 0.29671338200569153 + }, + { + "p": 0.11771924048662186, + "m": 0.9251075387001038 + }, + { + "p": 0.07375304400920868, + "m": 0.5364953875541687 + }, + { + "p": 0.03946450352668762, + "m": 1.0 + }, + { + "p": 0.15813980996608734, + "m": 1.0 + }, + { + "p": 0.024006860330700874, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.1626859903335571, + "val_loss": 0.8776723742485046, + "acc": 69.21, + "time": 254.42268998315558, + "param": [ + { + "p": 0.30263301730155945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01899508200585842, + "m": 1.0 + }, + { + "p": 0.1302296221256256, + "m": 0.0 + }, + { + "p": 0.008283033035695553, + "m": 0.6764222979545593 + }, + { + "p": 0.022774789482355118, + "m": 1.0 + }, + { + "p": 0.08591300994157791, + "m": 0.0 + }, + { + "p": 0.003895050147548318, + "m": 0.7664415836334229 + }, + { + "p": 0.021442577242851257, + "m": 0.27978214621543884 + }, + { + "p": 0.11159925162792206, + "m": 0.9194865226745605 + }, + { + "p": 0.06972922384738922, + "m": 0.5411487817764282 + }, + { + "p": 0.04712722823023796, + "m": 1.0 + }, + { + "p": 0.16322019696235657, + "m": 1.0 + }, + { + "p": 0.014157849363982677, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.1906696557998657, + "val_loss": 0.9179561734199524, + "acc": 69.23, + "time": 253.987191576045, + "param": [ + { + "p": 0.2728811502456665, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02706306055188179, + "m": 1.0 + }, + { + "p": 0.12446747720241547, + "m": 0.0 + }, + { + "p": 0.018880154937505722, + "m": 0.6793741583824158 + }, + { + "p": 0.03063298389315605, + "m": 0.9991765022277832 + }, + { + "p": 0.08092519640922546, + "m": 0.0 + }, + { + "p": 0.006753463763743639, + "m": 0.7629381418228149 + }, + { + "p": 0.02903384529054165, + "m": 0.26475590467453003 + }, + { + "p": 0.11111263185739517, + "m": 0.9371020793914795 + }, + { + "p": 0.070500448346138, + "m": 0.540300190448761 + }, + { + "p": 0.0577433705329895, + "m": 1.0 + }, + { + "p": 0.15547925233840942, + "m": 1.0 + }, + { + "p": 0.01452687755227089, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.2069892883300781, + "val_loss": 0.8951849341392517, + "acc": 69.94, + "time": 256.62661327281967, + "param": [ + { + "p": 0.2571612298488617, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026039574295282364, + "m": 1.0 + }, + { + "p": 0.1224779561161995, + "m": 0.019387943670153618 + }, + { + "p": 0.024746298789978027, + "m": 0.6821364760398865 + }, + { + "p": 0.031200768426060677, + "m": 0.9943259954452515 + }, + { + "p": 0.07707767188549042, + "m": 0.0 + }, + { + "p": 0.001535800052806735, + "m": 0.7548972964286804 + }, + { + "p": 0.0387478731572628, + "m": 0.2473255842924118 + }, + { + "p": 0.11335945874452591, + "m": 0.9570942521095276 + }, + { + "p": 0.06609273701906204, + "m": 0.5409215092658997 + }, + { + "p": 0.06643683463335037, + "m": 1.0 + }, + { + "p": 0.15421177446842194, + "m": 1.0 + }, + { + "p": 0.020912067964673042, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.1155261993408203, + "val_loss": 0.8999451994895935, + "acc": 70.48, + "time": 254.4084114250727, + "param": [ + { + "p": 0.21975338459014893, + "m": 1.0 + }, + { + "p": 0.0028150102589279413, + "m": 1.0 + }, + { + "p": 0.031381405889987946, + "m": 1.0 + }, + { + "p": 0.1178169697523117, + "m": 0.0 + }, + { + "p": 0.03401729464530945, + "m": 0.6873466968536377 + }, + { + "p": 0.025283845141530037, + "m": 1.0 + }, + { + "p": 0.07694778591394424, + "m": 0.0 + }, + { + "p": 0.011164271272718906, + "m": 0.7246200442314148 + }, + { + "p": 0.05046079680323601, + "m": 0.22449348866939545 + }, + { + "p": 0.11661586910486221, + "m": 0.9596497416496277 + }, + { + "p": 0.06664521992206573, + "m": 0.5572677850723267 + }, + { + "p": 0.07456715404987335, + "m": 1.0 + }, + { + "p": 0.14738254249095917, + "m": 1.0 + }, + { + "p": 0.02514842338860035, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.0357539653778076, + "val_loss": 0.8443619608879089, + "acc": 70.23, + "time": 254.58697809418663, + "param": [ + { + "p": 0.20313923060894012, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030407091602683067, + "m": 1.0 + }, + { + "p": 0.11088300496339798, + "m": 0.0 + }, + { + "p": 0.026789501309394836, + "m": 0.6817941665649414 + }, + { + "p": 0.026652460917830467, + "m": 0.999548077583313 + }, + { + "p": 0.07860022783279419, + "m": 2.594356374174822e-05 + }, + { + "p": 0.011869063600897789, + "m": 0.6856982111930847 + }, + { + "p": 0.057512521743774414, + "m": 0.213292196393013 + }, + { + "p": 0.12011288851499557, + "m": 0.9605066776275635 + }, + { + "p": 0.06945226341485977, + "m": 0.566163182258606 + }, + { + "p": 0.08063878864049911, + "m": 1.0 + }, + { + "p": 0.14397777616977692, + "m": 1.0 + }, + { + "p": 0.039965201169252396, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.1899548768997192, + "val_loss": 0.8301405310630798, + "acc": 70.32, + "time": 255.05661698803306, + "param": [ + { + "p": 0.1825864166021347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03975890576839447, + "m": 1.0 + }, + { + "p": 0.10063870996236801, + "m": 0.0029122454579919577 + }, + { + "p": 0.021784773096442223, + "m": 0.6862756609916687 + }, + { + "p": 0.01956314593553543, + "m": 0.9873929619789124 + }, + { + "p": 0.0824950784444809, + "m": 0.0 + }, + { + "p": 0.01688004843890667, + "m": 0.662533700466156 + }, + { + "p": 0.07223784923553467, + "m": 0.20808196067810059 + }, + { + "p": 0.12639561295509338, + "m": 0.9483662843704224 + }, + { + "p": 0.07100497931241989, + "m": 0.5690560936927795 + }, + { + "p": 0.08752939850091934, + "m": 1.0 + }, + { + "p": 0.13260339200496674, + "m": 1.0 + }, + { + "p": 0.04652173072099686, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.0429117679595947, + "val_loss": 0.8752655982971191, + "acc": 70.17, + "time": 253.31063839886338, + "param": [ + { + "p": 0.17301316559314728, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052979521453380585, + "m": 1.0 + }, + { + "p": 0.10211291909217834, + "m": 0.0 + }, + { + "p": 0.01365621481090784, + "m": 0.6611773371696472 + }, + { + "p": 0.012578731402754784, + "m": 0.9879187941551208 + }, + { + "p": 0.08992844074964523, + "m": 0.0 + }, + { + "p": 0.01086646318435669, + "m": 0.638855516910553 + }, + { + "p": 0.08631099760532379, + "m": 0.17126910388469696 + }, + { + "p": 0.12401022017002106, + "m": 0.9327912926673889 + }, + { + "p": 0.07631965726613998, + "m": 0.5777305364608765 + }, + { + "p": 0.09256449341773987, + "m": 1.0 + }, + { + "p": 0.13322527706623077, + "m": 1.0 + }, + { + "p": 0.032433923333883286, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.111958622932434, + "val_loss": 0.851188063621521, + "acc": 70.62, + "time": 254.46153216483071, + "param": [ + { + "p": 0.15748323500156403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.057844553142786026, + "m": 1.0 + }, + { + "p": 0.09925946593284607, + "m": 0.005975790787488222 + }, + { + "p": 0.013651794753968716, + "m": 0.6267348527908325 + }, + { + "p": 0.01250959001481533, + "m": 1.0 + }, + { + "p": 0.09918998181819916, + "m": 0.0 + }, + { + "p": 0.0004885967937298119, + "m": 0.5995402932167053 + }, + { + "p": 0.09142033755779266, + "m": 0.15344423055648804 + }, + { + "p": 0.11452686041593552, + "m": 0.9255529046058655 + }, + { + "p": 0.08406122028827667, + "m": 0.5854490995407104 + }, + { + "p": 0.10069961100816727, + "m": 1.0 + }, + { + "p": 0.12390273064374924, + "m": 1.0 + }, + { + "p": 0.044961974024772644, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.2497296333312988, + "val_loss": 0.9229564070701599, + "acc": 70.39, + "time": 253.3704850692302, + "param": [ + { + "p": 0.15057116746902466, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06598103046417236, + "m": 1.0 + }, + { + "p": 0.09168616682291031, + "m": 0.01571688801050186 + }, + { + "p": 0.016697317361831665, + "m": 0.6149283051490784 + }, + { + "p": 0.011543972417712212, + "m": 1.0 + }, + { + "p": 0.10991715639829636, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.575920581817627 + }, + { + "p": 0.10017266869544983, + "m": 0.1555607169866562 + }, + { + "p": 0.11582953482866287, + "m": 0.9263015985488892 + }, + { + "p": 0.09091634303331375, + "m": 0.596237301826477 + }, + { + "p": 0.09129313379526138, + "m": 1.0 + }, + { + "p": 0.10638678073883057, + "m": 1.0 + }, + { + "p": 0.049004726111888885, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.1192814111709595, + "val_loss": 0.9058496952056885, + "acc": 70.17, + "time": 251.21179943019524, + "param": [ + { + "p": 0.16220982372760773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06983990967273712, + "m": 1.0 + }, + { + "p": 0.09020489454269409, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6023092865943909 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1175680086016655, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5680906772613525 + }, + { + "p": 0.11455278098583221, + "m": 0.1474689543247223 + }, + { + "p": 0.12681879103183746, + "m": 0.925403356552124 + }, + { + "p": 0.10451916605234146, + "m": 0.6065877079963684 + }, + { + "p": 0.08270613849163055, + "m": 1.0 + }, + { + "p": 0.10549917072057724, + "m": 1.0 + }, + { + "p": 0.026081349700689316, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.9718276858329773, + "val_loss": 0.9445996284484863, + "acc": 70.68, + "time": 252.34158157324418, + "param": [ + { + "p": 0.1570747047662735, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07718416303396225, + "m": 1.0 + }, + { + "p": 0.0881865993142128, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5662431120872498 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12426391988992691, + "m": 0.0013796890852972865 + }, + { + "p": 0.008482699282467365, + "m": 0.567642867565155 + }, + { + "p": 0.1213444173336029, + "m": 0.1166798323392868 + }, + { + "p": 0.12288264185190201, + "m": 0.9106469750404358 + }, + { + "p": 0.10514700412750244, + "m": 0.6234394907951355 + }, + { + "p": 0.07357532531023026, + "m": 1.0 + }, + { + "p": 0.10868868231773376, + "m": 1.0 + }, + { + "p": 0.013169821351766586, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.4048993587493896, + "val_loss": 0.9604193568229675, + "acc": 70.02, + "time": 257.1047942866571, + "param": [ + { + "p": 0.14561450481414795, + "m": 1.0 + }, + { + "p": 0.0017018960788846016, + "m": 1.0 + }, + { + "p": 0.07683389633893967, + "m": 1.0 + }, + { + "p": 0.08137459307909012, + "m": 0.0 + }, + { + "p": 0.0004202924610581249, + "m": 0.5403160452842712 + }, + { + "p": 0.005879187490791082, + "m": 0.9653700590133667 + }, + { + "p": 0.13401567935943604, + "m": 0.017575498670339584 + }, + { + "p": 0.0, + "m": 0.5528949499130249 + }, + { + "p": 0.12844571471214294, + "m": 0.10808347910642624 + }, + { + "p": 0.117983378469944, + "m": 0.8912888169288635 + }, + { + "p": 0.10734940320253372, + "m": 0.6272818446159363 + }, + { + "p": 0.07787976413965225, + "m": 1.0 + }, + { + "p": 0.1188427060842514, + "m": 1.0 + }, + { + "p": 0.0036590024828910828, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.095468521118164, + "val_loss": 0.9833202958106995, + "acc": 70.77, + "time": 253.9662421150133, + "param": [ + { + "p": 0.12426337599754333, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07498575747013092, + "m": 1.0 + }, + { + "p": 0.07562662661075592, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5281694531440735 + }, + { + "p": 0.0214516781270504, + "m": 0.9356042742729187 + }, + { + "p": 0.1261926293373108, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5442103147506714 + }, + { + "p": 0.13753394782543182, + "m": 0.09674540907144547 + }, + { + "p": 0.11277812719345093, + "m": 0.8775155544281006 + }, + { + "p": 0.11049476265907288, + "m": 0.6061522364616394 + }, + { + "p": 0.08933005481958389, + "m": 1.0 + }, + { + "p": 0.12351834028959274, + "m": 1.0 + }, + { + "p": 0.003824656130746007, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.0627111196517944, + "val_loss": 0.8073366284370422, + "acc": 70.34, + "time": 251.72711548395455, + "param": [ + { + "p": 0.10802696645259857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06417262554168701, + "m": 1.0 + }, + { + "p": 0.08006106317043304, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.552808403968811 + }, + { + "p": 0.03421194106340408, + "m": 0.9184674620628357 + }, + { + "p": 0.1247120052576065, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5359156131744385 + }, + { + "p": 0.13594447076320648, + "m": 0.08212734758853912 + }, + { + "p": 0.11515452712774277, + "m": 0.8759618401527405 + }, + { + "p": 0.09586984664201736, + "m": 0.6002867817878723 + }, + { + "p": 0.10338254272937775, + "m": 1.0 + }, + { + "p": 0.1257113665342331, + "m": 1.0 + }, + { + "p": 0.012752704322338104, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.180747628211975, + "val_loss": 1.0364301204681396, + "acc": 70.37, + "time": 254.98562574293464, + "param": [ + { + "p": 0.10970257967710495, + "m": 1.0 + }, + { + "p": 0.006820442620664835, + "m": 1.0 + }, + { + "p": 0.06076323986053467, + "m": 1.0 + }, + { + "p": 0.08882474154233932, + "m": 0.004984659142792225 + }, + { + "p": 0.0, + "m": 0.5651086568832397 + }, + { + "p": 0.03876229003071785, + "m": 0.9134407043457031 + }, + { + "p": 0.1307569444179535, + "m": 0.0 + }, + { + "p": 0.000668905908241868, + "m": 0.5139167904853821 + }, + { + "p": 0.1209854856133461, + "m": 0.12024784833192825 + }, + { + "p": 0.11647722870111465, + "m": 0.8799435496330261 + }, + { + "p": 0.0832352489233017, + "m": 0.6157922148704529 + }, + { + "p": 0.10804744064807892, + "m": 1.0 + }, + { + "p": 0.12004708498716354, + "m": 1.0 + }, + { + "p": 0.014908346347510815, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.9790313243865967, + "val_loss": 1.0053749084472656, + "acc": 70.59, + "time": 253.8097950462252, + "param": [ + { + "p": 0.10775578767061234, + "m": 1.0 + }, + { + "p": 0.01653163693845272, + "m": 1.0 + }, + { + "p": 0.07157381623983383, + "m": 1.0 + }, + { + "p": 0.10016056150197983, + "m": 0.0 + }, + { + "p": 0.0049021607264876366, + "m": 0.58376145362854 + }, + { + "p": 0.04093163087964058, + "m": 0.9132983684539795 + }, + { + "p": 0.12482409179210663, + "m": 0.0 + }, + { + "p": 0.0024863481521606445, + "m": 0.4950900375843048 + }, + { + "p": 0.0943542867898941, + "m": 0.13838155567646027 + }, + { + "p": 0.1188260167837143, + "m": 0.8850833773612976 + }, + { + "p": 0.07945993542671204, + "m": 0.6366734504699707 + }, + { + "p": 0.10848741233348846, + "m": 1.0 + }, + { + "p": 0.10274074226617813, + "m": 1.0 + }, + { + "p": 0.02696557529270649, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.1123443841934204, + "val_loss": 0.8354286551475525, + "acc": 70.33, + "time": 252.52690278505906, + "param": [ + { + "p": 0.10455375909805298, + "m": 1.0 + }, + { + "p": 0.017838235944509506, + "m": 1.0 + }, + { + "p": 0.07714413106441498, + "m": 1.0 + }, + { + "p": 0.09818689525127411, + "m": 0.0 + }, + { + "p": 0.010354001075029373, + "m": 0.5709496736526489 + }, + { + "p": 0.052947722375392914, + "m": 0.8848423957824707 + }, + { + "p": 0.1146952211856842, + "m": 0.0017148713814094663 + }, + { + "p": 0.0, + "m": 0.46342626214027405 + }, + { + "p": 0.09199399501085281, + "m": 0.12820635735988617 + }, + { + "p": 0.11590132862329483, + "m": 0.8930161595344543 + }, + { + "p": 0.07887689024209976, + "m": 0.6616541743278503 + }, + { + "p": 0.11099917441606522, + "m": 1.0 + }, + { + "p": 0.09185004979372025, + "m": 1.0 + }, + { + "p": 0.03465855494141579, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.0796273946762085, + "val_loss": 0.827508270740509, + "acc": 70.72, + "time": 255.29540135106072, + "param": [ + { + "p": 0.10315143316984177, + "m": 1.0 + }, + { + "p": 0.017609015107154846, + "m": 1.0 + }, + { + "p": 0.07450195401906967, + "m": 1.0 + }, + { + "p": 0.10141927003860474, + "m": 0.003471897915005684 + }, + { + "p": 0.006991497240960598, + "m": 0.5513390302658081 + }, + { + "p": 0.06511486321687698, + "m": 0.8576551675796509 + }, + { + "p": 0.10170527547597885, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.4537148177623749 + }, + { + "p": 0.09121976047754288, + "m": 0.10257866233587265 + }, + { + "p": 0.11947271972894669, + "m": 0.9039462208747864 + }, + { + "p": 0.08086550980806351, + "m": 0.6689597368240356 + }, + { + "p": 0.11590250581502914, + "m": 1.0 + }, + { + "p": 0.08403854817152023, + "m": 1.0 + }, + { + "p": 0.03800767660140991, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.3181201219558716, + "val_loss": 0.945624589920044, + "acc": 71.17, + "time": 253.26450956705958, + "param": [ + { + "p": 0.10375025868415833, + "m": 1.0 + }, + { + "p": 0.01002106349915266, + "m": 1.0 + }, + { + "p": 0.07016769796609879, + "m": 1.0 + }, + { + "p": 0.10404811799526215, + "m": 0.0 + }, + { + "p": 0.00512959947809577, + "m": 0.5456846356391907 + }, + { + "p": 0.07349180430173874, + "m": 0.788811206817627 + }, + { + "p": 0.09556630253791809, + "m": 0.0038076092023402452 + }, + { + "p": 0.0, + "m": 0.45021507143974304 + }, + { + "p": 0.08173380047082901, + "m": 0.06013231724500656 + }, + { + "p": 0.12746921181678772, + "m": 0.9136658906936646 + }, + { + "p": 0.08107113838195801, + "m": 0.6603379845619202 + }, + { + "p": 0.12454211711883545, + "m": 1.0 + }, + { + "p": 0.0782642513513565, + "m": 1.0 + }, + { + "p": 0.04474463686347008, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.988645613193512, + "val_loss": 0.8679583668708801, + "acc": 71.43, + "time": 256.57172934059054, + "param": [ + { + "p": 0.10439775139093399, + "m": 1.0 + }, + { + "p": 0.0037491237744688988, + "m": 1.0 + }, + { + "p": 0.0801122710108757, + "m": 1.0 + }, + { + "p": 0.10871570557355881, + "m": 0.0 + }, + { + "p": 0.015497839078307152, + "m": 0.523346483707428 + }, + { + "p": 0.08829528838396072, + "m": 0.7317222952842712 + }, + { + "p": 0.08344307541847229, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.4164775311946869 + }, + { + "p": 0.04801085218787193, + "m": 0.06112965568900108 + }, + { + "p": 0.13832026720046997, + "m": 0.9282227158546448 + }, + { + "p": 0.0807049423456192, + "m": 0.6694608926773071 + }, + { + "p": 0.13914531469345093, + "m": 1.0 + }, + { + "p": 0.06644860655069351, + "m": 1.0 + }, + { + "p": 0.043158989399671555, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.1616097688674927, + "val_loss": 1.022674798965454, + "acc": 70.85, + "time": 254.07363474089652, + "param": [ + { + "p": 0.10173780471086502, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08724507689476013, + "m": 1.0 + }, + { + "p": 0.11094371229410172, + "m": 0.0031455280259251595 + }, + { + "p": 0.015140850096940994, + "m": 0.4754578769207001 + }, + { + "p": 0.10661625862121582, + "m": 0.6624499559402466 + }, + { + "p": 0.07671336829662323, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.3695864677429199 + }, + { + "p": 0.029265480116009712, + "m": 0.13298216462135315 + }, + { + "p": 0.13737884163856506, + "m": 0.9250735640525818 + }, + { + "p": 0.07399239391088486, + "m": 0.6839016079902649 + }, + { + "p": 0.15298055112361908, + "m": 1.0 + }, + { + "p": 0.05240902677178383, + "m": 1.0 + }, + { + "p": 0.05557652935385704, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.21297287940979, + "val_loss": 0.8176217675209045, + "acc": 70.94, + "time": 253.5453524319455, + "param": [ + { + "p": 0.09945324808359146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09079791605472565, + "m": 1.0 + }, + { + "p": 0.11286582797765732, + "m": 0.0 + }, + { + "p": 0.009863726794719696, + "m": 0.47410619258880615 + }, + { + "p": 0.1123020276427269, + "m": 0.5978018045425415 + }, + { + "p": 0.07039334625005722, + "m": 0.04386407136917114 + }, + { + "p": 0.00012507506471592933, + "m": 0.3196939527988434 + }, + { + "p": 0.03401155397295952, + "m": 0.15864858031272888 + }, + { + "p": 0.14211677014827728, + "m": 0.9344276189804077 + }, + { + "p": 0.06372104585170746, + "m": 0.6807116270065308 + }, + { + "p": 0.17194408178329468, + "m": 1.0 + }, + { + "p": 0.03649832680821419, + "m": 1.0 + }, + { + "p": 0.05590701475739479, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.0798401832580566, + "val_loss": 0.8351927995681763, + "acc": 71.1, + "time": 254.35335899004713, + "param": [ + { + "p": 0.11406422406435013, + "m": 1.0 + }, + { + "p": 0.006495391018688679, + "m": 1.0 + }, + { + "p": 0.08036887645721436, + "m": 1.0 + }, + { + "p": 0.11389727890491486, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.49262717366218567 + }, + { + "p": 0.09873635321855545, + "m": 0.5116972327232361 + }, + { + "p": 0.06917649507522583, + "m": 0.08292464911937714 + }, + { + "p": 0.006599774584174156, + "m": 0.31353530287742615 + }, + { + "p": 0.03801557421684265, + "m": 0.14670152962207794 + }, + { + "p": 0.14014482498168945, + "m": 0.9384029507637024 + }, + { + "p": 0.055373549461364746, + "m": 0.691161572933197 + }, + { + "p": 0.18089942634105682, + "m": 1.0 + }, + { + "p": 0.03286946937441826, + "m": 1.0 + }, + { + "p": 0.06335878372192383, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.2651841640472412, + "val_loss": 0.7915705442428589, + "acc": 70.57, + "time": 258.62972007505596, + "param": [ + { + "p": 0.1337287724018097, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06162998825311661, + "m": 1.0 + }, + { + "p": 0.12296333909034729, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.4527544379234314 + }, + { + "p": 0.07780838757753372, + "m": 0.4672548174858093 + }, + { + "p": 0.05389997363090515, + "m": 0.07594487071037292 + }, + { + "p": 0.004674130119383335, + "m": 0.3037739098072052 + }, + { + "p": 0.036924585700035095, + "m": 0.11984890699386597 + }, + { + "p": 0.16106706857681274, + "m": 0.9310270547866821 + }, + { + "p": 0.03728875517845154, + "m": 0.6677317023277283 + }, + { + "p": 0.2119588553905487, + "m": 1.0 + }, + { + "p": 0.022021474316716194, + "m": 1.0 + }, + { + "p": 0.07603470236063004, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.8070093393325806, + "val_loss": 0.802878201007843, + "acc": 70.58, + "time": 254.58849868131801, + "param": [ + { + "p": 0.13138970732688904, + "m": 1.0 + }, + { + "p": 0.00215920340269804, + "m": 1.0 + }, + { + "p": 0.0433654747903347, + "m": 1.0 + }, + { + "p": 0.12223508208990097, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.41009533405303955 + }, + { + "p": 0.07078686356544495, + "m": 0.41338756680488586 + }, + { + "p": 0.04398953914642334, + "m": 0.042210958898067474 + }, + { + "p": 0.006391776259988546, + "m": 0.3083406686782837 + }, + { + "p": 0.06290632486343384, + "m": 0.08315165340900421 + }, + { + "p": 0.17037373781204224, + "m": 0.9197010397911072 + }, + { + "p": 0.0396813303232193, + "m": 0.6432169675827026 + }, + { + "p": 0.20926256477832794, + "m": 1.0 + }, + { + "p": 0.01749916933476925, + "m": 1.0 + }, + { + "p": 0.0799591988325119, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.1791023015975952, + "val_loss": 1.05741286277771, + "acc": 70.98, + "time": 253.57208290463313, + "param": [ + { + "p": 0.12779684364795685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033738140016794205, + "m": 1.0 + }, + { + "p": 0.12055284529924393, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.36587202548980713 + }, + { + "p": 0.05976761505007744, + "m": 0.3586745858192444 + }, + { + "p": 0.039092570543289185, + "m": 0.02396283484995365 + }, + { + "p": 0.0, + "m": 0.2972143292427063 + }, + { + "p": 0.09552258998155594, + "m": 0.05284139886498451 + }, + { + "p": 0.17931567132472992, + "m": 0.9253703355789185 + }, + { + "p": 0.039055097848176956, + "m": 0.6204816102981567 + }, + { + "p": 0.20858252048492432, + "m": 1.0 + }, + { + "p": 0.0113372802734375, + "m": 1.0 + }, + { + "p": 0.08523877710103989, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.038264274597168, + "val_loss": 1.0217419862747192, + "acc": 70.05, + "time": 254.35524737415835, + "param": [ + { + "p": 0.13285990059375763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026984013617038727, + "m": 1.0 + }, + { + "p": 0.12842580676078796, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.3741568922996521 + }, + { + "p": 0.05392950028181076, + "m": 0.3327120542526245 + }, + { + "p": 0.03236347436904907, + "m": 0.03859219700098038 + }, + { + "p": 0.0, + "m": 0.3174116313457489 + }, + { + "p": 0.11066699773073196, + "m": 0.0 + }, + { + "p": 0.1864572912454605, + "m": 0.9183313250541687 + }, + { + "p": 0.01829681545495987, + "m": 0.6167685985565186 + }, + { + "p": 0.2213142216205597, + "m": 1.0 + }, + { + "p": 0.0036138249561190605, + "m": 1.0 + }, + { + "p": 0.08508811891078949, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.173232913017273, + "val_loss": 0.9142690896987915, + "acc": 69.83, + "time": 257.8223781050183, + "param": [ + { + "p": 0.14435169100761414, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018414821475744247, + "m": 1.0 + }, + { + "p": 0.12527765333652496, + "m": 0.00036852280027233064 + }, + { + "p": 0.0009521052124910057, + "m": 0.36827483773231506 + }, + { + "p": 0.03789575397968292, + "m": 0.3254222869873047 + }, + { + "p": 0.025162680074572563, + "m": 0.029341183602809906 + }, + { + "p": 0.0019521387293934822, + "m": 0.3317524194717407 + }, + { + "p": 0.12072344869375229, + "m": 0.04680516943335533 + }, + { + "p": 0.19224096834659576, + "m": 0.9328756332397461 + }, + { + "p": 0.0, + "m": 0.6262539029121399 + }, + { + "p": 0.2471729964017868, + "m": 1.0 + }, + { + "p": 0.008289909921586514, + "m": 1.0 + }, + { + "p": 0.07756584882736206, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.1694692373275757, + "val_loss": 0.8169723749160767, + "acc": 71.11, + "time": 255.44874394126236, + "param": [ + { + "p": 0.15216639637947083, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02040564827620983, + "m": 1.0 + }, + { + "p": 0.12239796668291092, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.3210768401622772 + }, + { + "p": 0.020018646493554115, + "m": 0.34526050090789795 + }, + { + "p": 0.014271088875830173, + "m": 0.0029726428911089897 + }, + { + "p": 0.0, + "m": 0.3322172164916992 + }, + { + "p": 0.12439967691898346, + "m": 0.10201533138751984 + }, + { + "p": 0.20202866196632385, + "m": 0.9358723163604736 + }, + { + "p": 0.0, + "m": 0.6503960490226746 + }, + { + "p": 0.27369922399520874, + "m": 1.0 + }, + { + "p": 0.005358988419175148, + "m": 1.0 + }, + { + "p": 0.06525379419326782, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.9032999277114868, + "val_loss": 0.8254077434539795, + "acc": 70.5, + "time": 253.57654738239944, + "param": [ + { + "p": 0.15732020139694214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04026572406291962, + "m": 1.0 + }, + { + "p": 0.12440568953752518, + "m": 0.0 + }, + { + "p": 0.019805502146482468, + "m": 0.2969842851161957 + }, + { + "p": 0.016721460968255997, + "m": 0.34445375204086304 + }, + { + "p": 0.01074419915676117, + "m": 0.029848119243979454 + }, + { + "p": 0.007135194260627031, + "m": 0.3081851899623871 + }, + { + "p": 0.11924702674150467, + "m": 0.10938621312379837 + }, + { + "p": 0.1836090385913849, + "m": 0.9469297528266907 + }, + { + "p": 3.961429320042953e-05, + "m": 0.6670573353767395 + }, + { + "p": 0.2594735622406006, + "m": 0.9894775748252869 + }, + { + "p": 0.007259533274918795, + "m": 1.0 + }, + { + "p": 0.05397338420152664, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.9976122975349426, + "val_loss": 0.9236395359039307, + "acc": 70.78, + "time": 253.36880685342476, + "param": [ + { + "p": 0.15777474641799927, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049120400100946426, + "m": 1.0 + }, + { + "p": 0.11654955893754959, + "m": 0.0 + }, + { + "p": 0.03986995294690132, + "m": 0.2669760286808014 + }, + { + "p": 0.02325744926929474, + "m": 0.3169960677623749 + }, + { + "p": 0.010334988124668598, + "m": 0.01092252042144537 + }, + { + "p": 0.0128468107432127, + "m": 0.31446975469589233 + }, + { + "p": 0.1262924075126648, + "m": 0.08493299782276154 + }, + { + "p": 0.1603703796863556, + "m": 0.9549787640571594 + }, + { + "p": 0.0, + "m": 0.6553979516029358 + }, + { + "p": 0.2384202927350998, + "m": 1.0 + }, + { + "p": 0.021886080503463745, + "m": 1.0 + }, + { + "p": 0.04327696934342384, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.8307974338531494, + "val_loss": 0.788888692855835, + "acc": 71.17, + "time": 255.25797054776922, + "param": [ + { + "p": 0.17458371818065643, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033109650015830994, + "m": 1.0 + }, + { + "p": 0.11579374223947525, + "m": 0.0 + }, + { + "p": 0.03910699859261513, + "m": 0.15928499400615692 + }, + { + "p": 0.01699083484709263, + "m": 0.28513550758361816 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.005885121878236532, + "m": 0.29362642765045166 + }, + { + "p": 0.1331014186143875, + "m": 0.07307727634906769 + }, + { + "p": 0.16222742199897766, + "m": 0.941242516040802 + }, + { + "p": 0.000786313321441412, + "m": 0.6442269086837769 + }, + { + "p": 0.24206289649009705, + "m": 1.0 + }, + { + "p": 0.024531366303563118, + "m": 1.0 + }, + { + "p": 0.051820483058691025, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.0061253309249878, + "val_loss": 1.0817197561264038, + "acc": 70.41, + "time": 254.40438434807584, + "param": [ + { + "p": 0.16337323188781738, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03686481714248657, + "m": 1.0 + }, + { + "p": 0.10984989255666733, + "m": 0.0 + }, + { + "p": 0.04062579944729805, + "m": 0.08722151815891266 + }, + { + "p": 0.031415291130542755, + "m": 0.2386864870786667 + }, + { + "p": 0.0, + "m": 0.00968239177018404 + }, + { + "p": 0.007813158445060253, + "m": 0.2515263557434082 + }, + { + "p": 0.13335172832012177, + "m": 0.04493051767349243 + }, + { + "p": 0.16388890147209167, + "m": 0.921484112739563 + }, + { + "p": 0.011724382638931274, + "m": 0.6448857188224792 + }, + { + "p": 0.21590527892112732, + "m": 1.0 + }, + { + "p": 0.020817968994379044, + "m": 1.0 + }, + { + "p": 0.06436950713396072, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.078047513961792, + "val_loss": 0.9106385111808777, + "acc": 71.54, + "time": 255.28918841294944, + "param": [ + { + "p": 0.15760621428489685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03737994655966759, + "m": 1.0 + }, + { + "p": 0.11182878166437149, + "m": 0.0 + }, + { + "p": 0.02898644469678402, + "m": 0.003617809619754553 + }, + { + "p": 0.04894699528813362, + "m": 0.12614819407463074 + }, + { + "p": 0.0, + "m": 0.021884946152567863 + }, + { + "p": 0.009121430106461048, + "m": 0.22729186713695526 + }, + { + "p": 0.13522440195083618, + "m": 0.04725441336631775 + }, + { + "p": 0.18134275078773499, + "m": 0.930321991443634 + }, + { + "p": 0.0013782840687781572, + "m": 0.6508251428604126 + }, + { + "p": 0.20580841600894928, + "m": 1.0 + }, + { + "p": 0.012864611111581326, + "m": 1.0 + }, + { + "p": 0.06951169669628143, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.8451233506202698, + "val_loss": 0.996776282787323, + "acc": 71.53, + "time": 255.19715572195128, + "param": [ + { + "p": 0.13912782073020935, + "m": 1.0 + }, + { + "p": 0.00338932522572577, + "m": 1.0 + }, + { + "p": 0.03937395662069321, + "m": 1.0 + }, + { + "p": 0.10467717051506042, + "m": 0.0 + }, + { + "p": 0.024811608716845512, + "m": 0.0 + }, + { + "p": 0.05246325954794884, + "m": 0.06134197115898132 + }, + { + "p": 0.000642653729300946, + "m": 0.018179843202233315 + }, + { + "p": 0.0, + "m": 0.1555263251066208 + }, + { + "p": 0.12930962443351746, + "m": 0.0014843364479020238 + }, + { + "p": 0.19247017800807953, + "m": 0.9436438679695129 + }, + { + "p": 0.0, + "m": 0.6444324254989624 + }, + { + "p": 0.2050190418958664, + "m": 1.0 + }, + { + "p": 0.020570943132042885, + "m": 1.0 + }, + { + "p": 0.08814439177513123, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.8783689737319946, + "val_loss": 0.8372092843055725, + "acc": 70.84, + "time": 255.07765589887276, + "param": [ + { + "p": 0.12238720059394836, + "m": 1.0 + }, + { + "p": 0.01416273694485426, + "m": 1.0 + }, + { + "p": 0.03850556164979935, + "m": 1.0 + }, + { + "p": 0.09832549840211868, + "m": 0.0 + }, + { + "p": 0.019723448902368546, + "m": 0.0 + }, + { + "p": 0.03355466201901436, + "m": 0.0 + }, + { + "p": 0.0055556148290634155, + "m": 0.012256335467100143 + }, + { + "p": 0.0, + "m": 0.09902963787317276 + }, + { + "p": 0.13140985369682312, + "m": 0.03745953366160393 + }, + { + "p": 0.18989646434783936, + "m": 0.939400315284729 + }, + { + "p": 0.0, + "m": 0.6315412521362305 + }, + { + "p": 0.2028351128101349, + "m": 1.0 + }, + { + "p": 0.029033035039901733, + "m": 1.0 + }, + { + "p": 0.11461082845926285, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.7742659449577332, + "val_loss": 0.8370417356491089, + "acc": 70.59, + "time": 260.7161005111411, + "param": [ + { + "p": 0.1314629167318344, + "m": 1.0 + }, + { + "p": 0.004043852910399437, + "m": 1.0 + }, + { + "p": 0.03639703989028931, + "m": 1.0 + }, + { + "p": 0.10891653597354889, + "m": 0.0 + }, + { + "p": 0.00979964341968298, + "m": 0.0 + }, + { + "p": 0.014471638947725296, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.05611860752105713 + }, + { + "p": 0.1368502378463745, + "m": 0.10372154414653778 + }, + { + "p": 0.21449577808380127, + "m": 0.9293563365936279 + }, + { + "p": 0.0, + "m": 0.6250219941139221 + }, + { + "p": 0.2079624980688095, + "m": 0.9953799843788147 + }, + { + "p": 0.0008113897638395429, + "m": 1.0 + }, + { + "p": 0.13478849828243256, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.8147971034049988, + "val_loss": 0.8483418822288513, + "acc": 70.37, + "time": 256.53932115482166, + "param": [ + { + "p": 0.1276119500398636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04360250383615494, + "m": 1.0 + }, + { + "p": 0.09424740821123123, + "m": 0.0 + }, + { + "p": 0.0, + "m": 9.485188638791442e-05 + }, + { + "p": 0.0, + "m": 0.0006018612766638398 + }, + { + "p": 0.0, + "m": 0.020211324095726013 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.1489768773317337, + "m": 0.11739744991064072 + }, + { + "p": 0.23215746879577637, + "m": 0.9052750468254089 + }, + { + "p": 0.0, + "m": 0.6173308491706848 + }, + { + "p": 0.20861360430717468, + "m": 0.9843029975891113 + }, + { + "p": 0.0002118226111633703, + "m": 1.0 + }, + { + "p": 0.14457829296588898, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.8027491569519043, + "val_loss": 0.9876072406768799, + "acc": 71.53, + "time": 257.25325000006706, + "param": [ + { + "p": 0.1247362345457077, + "m": 1.0 + }, + { + "p": 0.0010490341810509562, + "m": 1.0 + }, + { + "p": 0.061071280390024185, + "m": 1.0 + }, + { + "p": 0.08220973610877991, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.026807516813278198 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.004503208678215742, + "m": 0.05383722856640816 + }, + { + "p": 0.0005130418576300144, + "m": 0.0 + }, + { + "p": 0.15685585141181946, + "m": 0.1170293539762497 + }, + { + "p": 0.22023378312587738, + "m": 0.9000067114830017 + }, + { + "p": 0.0004715331888291985, + "m": 0.6040162444114685 + }, + { + "p": 0.19835324585437775, + "m": 0.9836022257804871 + }, + { + "p": 0.009569266811013222, + "m": 1.0 + }, + { + "p": 0.14043372869491577, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.8034025430679321, + "val_loss": 1.0059598684310913, + "acc": 70.9, + "time": 253.25018634507433, + "param": [ + { + "p": 0.11797527968883514, + "m": 1.0 + }, + { + "p": 0.022218186408281326, + "m": 1.0 + }, + { + "p": 0.07335785031318665, + "m": 1.0 + }, + { + "p": 0.07397761195898056, + "m": 0.0 + }, + { + "p": 0.008874556981027126, + "m": 0.013915331102907658 + }, + { + "p": 0.0003502544423099607, + "m": 0.0 + }, + { + "p": 0.016123130917549133, + "m": 0.06944183260202408 + }, + { + "p": 0.007192790508270264, + "m": 0.00958421640098095 + }, + { + "p": 0.14514172077178955, + "m": 0.1159248873591423 + }, + { + "p": 0.19630494713783264, + "m": 0.8978635668754578 + }, + { + "p": 0.006206651218235493, + "m": 0.6100953817367554 + }, + { + "p": 0.1891791820526123, + "m": 0.9863221049308777 + }, + { + "p": 0.017132950946688652, + "m": 1.0 + }, + { + "p": 0.12596489489078522, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.6604557633399963, + "val_loss": 0.9688596725463867, + "acc": 70.44, + "time": 257.174374951981, + "param": [ + { + "p": 0.12461402267217636, + "m": 1.0 + }, + { + "p": 0.0120145408436656, + "m": 1.0 + }, + { + "p": 0.0864708349108696, + "m": 1.0 + }, + { + "p": 0.07455367594957352, + "m": 0.0036589070223271847 + }, + { + "p": 0.0024819239042699337, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0020930911414325237 + }, + { + "p": 0.012684877030551434, + "m": 0.05194893106818199 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.15483437478542328, + "m": 0.10855059325695038 + }, + { + "p": 0.1939031034708023, + "m": 0.8745787739753723 + }, + { + "p": 0.0, + "m": 0.6034348607063293 + }, + { + "p": 0.20135653018951416, + "m": 0.9990972876548767 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1370861679315567, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json new file mode 100644 index 0000000..458d2fa --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 71.51, + "Time": [ + 127.0859845759906, + 4.279883105268303 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2494635581970215, + "val_loss": 2.2897918224334717, + "acc": 15.0, + "time": 133.48318112501875, + "param": [ + { + "p": 0.10011998564004898, + "m": 1.0 + }, + { + "p": 0.06936103105545044, + "m": 1.0 + }, + { + "p": 0.07197806239128113, + "m": 1.0 + }, + { + "p": 0.06523586809635162, + "m": 1.0 + }, + { + "p": 0.08575982600450516, + "m": 1.0 + }, + { + "p": 0.06245066970586777, + "m": 1.0 + }, + { + "p": 0.06759313493967056, + "m": 1.0 + }, + { + "p": 0.05432946979999542, + "m": 1.0 + }, + { + "p": 0.05677875503897667, + "m": 1.0 + }, + { + "p": 0.09884677082300186, + "m": 1.0 + }, + { + "p": 0.06288256496191025, + "m": 1.0 + }, + { + "p": 0.052052415907382965, + "m": 1.0 + }, + { + "p": 0.08125150203704834, + "m": 1.0 + }, + { + "p": 0.07135993987321854, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.26894474029541, + "val_loss": 2.1704251766204834, + "acc": 19.95, + "time": 130.10186920687556, + "param": [ + { + "p": 0.10216519236564636, + "m": 1.0 + }, + { + "p": 0.06783796101808548, + "m": 1.0 + }, + { + "p": 0.07816291600465775, + "m": 1.0 + }, + { + "p": 0.0694996565580368, + "m": 1.0 + }, + { + "p": 0.10330948233604431, + "m": 1.0 + }, + { + "p": 0.05071265995502472, + "m": 1.0 + }, + { + "p": 0.07353824377059937, + "m": 1.0 + }, + { + "p": 0.05561105161905289, + "m": 1.0 + }, + { + "p": 0.057421207427978516, + "m": 1.0 + }, + { + "p": 0.0932697281241417, + "m": 1.0 + }, + { + "p": 0.06743733584880829, + "m": 1.0 + }, + { + "p": 0.05444008484482765, + "m": 1.0 + }, + { + "p": 0.09869682043790817, + "m": 1.0 + }, + { + "p": 0.027897685766220093, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.216569423675537, + "val_loss": 2.0850985050201416, + "acc": 23.48, + "time": 126.4796576211229, + "param": [ + { + "p": 0.09576215595006943, + "m": 1.0 + }, + { + "p": 0.058486998081207275, + "m": 1.0 + }, + { + "p": 0.07498422265052795, + "m": 1.0 + }, + { + "p": 0.09624307602643967, + "m": 1.0 + }, + { + "p": 0.14282344281673431, + "m": 1.0 + }, + { + "p": 0.026017917320132256, + "m": 1.0 + }, + { + "p": 0.07592463493347168, + "m": 1.0 + }, + { + "p": 0.04153900220990181, + "m": 1.0 + }, + { + "p": 0.06777051091194153, + "m": 1.0 + }, + { + "p": 0.09668855369091034, + "m": 1.0 + }, + { + "p": 0.06057138741016388, + "m": 1.0 + }, + { + "p": 0.05283987522125244, + "m": 1.0 + }, + { + "p": 0.11034813523292542, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.2105557918548584, + "val_loss": 2.0118601322174072, + "acc": 28.2, + "time": 125.93063745601103, + "param": [ + { + "p": 0.08241381496191025, + "m": 1.0 + }, + { + "p": 0.05072353780269623, + "m": 1.0 + }, + { + "p": 0.07057908177375793, + "m": 1.0 + }, + { + "p": 0.12659282982349396, + "m": 1.0 + }, + { + "p": 0.18194647133350372, + "m": 1.0 + }, + { + "p": 0.016659272834658623, + "m": 1.0 + }, + { + "p": 0.07836557179689407, + "m": 1.0 + }, + { + "p": 0.014200522564351559, + "m": 1.0 + }, + { + "p": 0.07672058790922165, + "m": 1.0 + }, + { + "p": 0.08406933397054672, + "m": 1.0 + }, + { + "p": 0.05436594784259796, + "m": 1.0 + }, + { + "p": 0.03720710426568985, + "m": 1.0 + }, + { + "p": 0.12615597248077393, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.017890214920044, + "val_loss": 1.9534472227096558, + "acc": 30.78, + "time": 124.75394266285002, + "param": [ + { + "p": 0.07763604074716568, + "m": 1.0 + }, + { + "p": 0.03604324534535408, + "m": 1.0 + }, + { + "p": 0.0696156919002533, + "m": 1.0 + }, + { + "p": 0.14554788172245026, + "m": 1.0 + }, + { + "p": 0.1929977834224701, + "m": 1.0 + }, + { + "p": 0.01940484158694744, + "m": 1.0 + }, + { + "p": 0.08530865609645844, + "m": 1.0 + }, + { + "p": 0.0015502616297453642, + "m": 1.0 + }, + { + "p": 0.07726380228996277, + "m": 1.0 + }, + { + "p": 0.07219115644693375, + "m": 1.0 + }, + { + "p": 0.035336196422576904, + "m": 1.0 + }, + { + "p": 0.038107652217149734, + "m": 1.0 + }, + { + "p": 0.14899685978889465, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.160963535308838, + "val_loss": 1.8974413871765137, + "acc": 30.35, + "time": 132.49839899828658, + "param": [ + { + "p": 0.10310627520084381, + "m": 1.0 + }, + { + "p": 0.044202569872140884, + "m": 1.0 + }, + { + "p": 0.07715782523155212, + "m": 1.0 + }, + { + "p": 0.13731256127357483, + "m": 1.0 + }, + { + "p": 0.1454888880252838, + "m": 1.0 + }, + { + "p": 0.03911667689681053, + "m": 1.0 + }, + { + "p": 0.08896192908287048, + "m": 1.0 + }, + { + "p": 0.0021260916255414486, + "m": 1.0 + }, + { + "p": 0.07011982053518295, + "m": 1.0 + }, + { + "p": 0.06160179525613785, + "m": 1.0 + }, + { + "p": 0.02440772019326687, + "m": 1.0 + }, + { + "p": 0.05640418082475662, + "m": 1.0 + }, + { + "p": 0.14999373257160187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 2.0840108394622803, + "val_loss": 1.8116233348846436, + "acc": 33.33, + "time": 121.37051190808415, + "param": [ + { + "p": 0.1258818507194519, + "m": 1.0 + }, + { + "p": 0.02576197125017643, + "m": 1.0 + }, + { + "p": 0.07543926686048508, + "m": 1.0 + }, + { + "p": 0.14964526891708374, + "m": 1.0 + }, + { + "p": 0.1432107836008072, + "m": 1.0 + }, + { + "p": 0.04279536008834839, + "m": 1.0 + }, + { + "p": 0.08786961436271667, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.056991495192050934, + "m": 1.0 + }, + { + "p": 0.05992548540234566, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.061831165105104446, + "m": 1.0 + }, + { + "p": 0.17064771056175232, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.8643344640731812, + "val_loss": 1.7633793354034424, + "acc": 38.12, + "time": 123.37699400214478, + "param": [ + { + "p": 0.15572094917297363, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06067797541618347, + "m": 1.0 + }, + { + "p": 0.17162379622459412, + "m": 1.0 + }, + { + "p": 0.1468660682439804, + "m": 1.0 + }, + { + "p": 0.044464316219091415, + "m": 1.0 + }, + { + "p": 0.06939931958913803, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03604278340935707, + "m": 1.0 + }, + { + "p": 0.035178400576114655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0563424713909626, + "m": 1.0 + }, + { + "p": 0.22368387877941132, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.208065986633301, + "val_loss": 1.7099682092666626, + "acc": 36.41, + "time": 122.49659530306235, + "param": [ + { + "p": 0.17498041689395905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04535265639424324, + "m": 1.0 + }, + { + "p": 0.1875317245721817, + "m": 1.0 + }, + { + "p": 0.15833328664302826, + "m": 1.0 + }, + { + "p": 0.010638280771672726, + "m": 1.0 + }, + { + "p": 0.06200004369020462, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012919452041387558, + "m": 1.0 + }, + { + "p": 0.029434064403176308, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05998178571462631, + "m": 1.0 + }, + { + "p": 0.2588282525539398, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 2.0401315689086914, + "val_loss": 1.7106608152389526, + "acc": 37.05, + "time": 125.87472895113751, + "param": [ + { + "p": 0.1982773244380951, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0362456850707531, + "m": 1.0 + }, + { + "p": 0.19470436871051788, + "m": 1.0 + }, + { + "p": 0.15247981250286102, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.060344621539115906, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016780419275164604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05922611057758331, + "m": 1.0 + }, + { + "p": 0.28194165229797363, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 2.260188341140747, + "val_loss": 1.677733302116394, + "acc": 39.61, + "time": 121.55757472105324, + "param": [ + { + "p": 0.20650598406791687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03436904028058052, + "m": 1.0 + }, + { + "p": 0.18586811423301697, + "m": 1.0 + }, + { + "p": 0.13692021369934082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06767407059669495, + "m": 1.0 + }, + { + "p": 0.0047789933159947395, + "m": 1.0 + }, + { + "p": 0.01015299092978239, + "m": 1.0 + }, + { + "p": 0.014407593756914139, + "m": 1.0 + }, + { + "p": 0.006991891656070948, + "m": 1.0 + }, + { + "p": 0.05997312813997269, + "m": 1.0 + }, + { + "p": 0.2723580300807953, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.7469860315322876, + "val_loss": 1.6389039754867554, + "acc": 38.45, + "time": 125.22367829596624, + "param": [ + { + "p": 0.20381854474544525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024610528722405434, + "m": 1.0 + }, + { + "p": 0.16027706861495972, + "m": 1.0 + }, + { + "p": 0.13305337727069855, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08054392784833908, + "m": 1.0 + }, + { + "p": 0.008663698099553585, + "m": 1.0 + }, + { + "p": 0.02884901501238346, + "m": 1.0 + }, + { + "p": 0.026277419179677963, + "m": 1.0 + }, + { + "p": 0.025797095149755478, + "m": 1.0 + }, + { + "p": 0.06793257594108582, + "m": 1.0 + }, + { + "p": 0.24017669260501862, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 2.0439233779907227, + "val_loss": 1.5850977897644043, + "acc": 43.08, + "time": 137.0517146619968, + "param": [ + { + "p": 0.20794996619224548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024833299219608307, + "m": 1.0 + }, + { + "p": 0.1444978564977646, + "m": 1.0 + }, + { + "p": 0.1259407252073288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07451213896274567, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04334939271211624, + "m": 1.0 + }, + { + "p": 0.03498454391956329, + "m": 1.0 + }, + { + "p": 0.03696725517511368, + "m": 1.0 + }, + { + "p": 0.08374817669391632, + "m": 1.0 + }, + { + "p": 0.223216712474823, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.887426733970642, + "val_loss": 1.624170184135437, + "acc": 42.72, + "time": 121.83501626411453, + "param": [ + { + "p": 0.22568611800670624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14547879993915558, + "m": 1.0 + }, + { + "p": 0.14515340328216553, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04994143545627594, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0431026816368103, + "m": 1.0 + }, + { + "p": 0.04963624104857445, + "m": 1.0 + }, + { + "p": 0.0171417947858572, + "m": 1.0 + }, + { + "p": 0.09309765696525574, + "m": 1.0 + }, + { + "p": 0.23076188564300537, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.8077292442321777, + "val_loss": 1.5936170816421509, + "acc": 43.54, + "time": 128.9149603950791, + "param": [ + { + "p": 0.24248817563056946, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1491335779428482, + "m": 1.0 + }, + { + "p": 0.1688063144683838, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.029854800552129745, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025210710242390633, + "m": 1.0 + }, + { + "p": 0.0477013923227787, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08917143940925598, + "m": 1.0 + }, + { + "p": 0.24763348698616028, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 2.045551300048828, + "val_loss": 1.4380234479904175, + "acc": 45.57, + "time": 122.18408735282719, + "param": [ + { + "p": 0.244631826877594, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009851316921412945, + "m": 1.0 + }, + { + "p": 0.14735637605190277, + "m": 1.0 + }, + { + "p": 0.16218318045139313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02704806812107563, + "m": 1.0 + }, + { + "p": 0.007319907192140818, + "m": 1.0 + }, + { + "p": 0.013156473636627197, + "m": 1.0 + }, + { + "p": 0.058856453746557236, + "m": 1.0 + }, + { + "p": 0.003850560402497649, + "m": 1.0 + }, + { + "p": 0.08279714733362198, + "m": 1.0 + }, + { + "p": 0.24294878542423248, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.8428634405136108, + "val_loss": 1.4732213020324707, + "acc": 45.62, + "time": 126.30130818067119, + "param": [ + { + "p": 0.24819183349609375, + "m": 1.0 + }, + { + "p": 0.0001531815796624869, + "m": 1.0 + }, + { + "p": 0.015598145313560963, + "m": 1.0 + }, + { + "p": 0.1444927603006363, + "m": 1.0 + }, + { + "p": 0.15092600882053375, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05079101398587227, + "m": 1.0 + }, + { + "p": 0.01383814588189125, + "m": 1.0 + }, + { + "p": 0.004410328343510628, + "m": 1.0 + }, + { + "p": 0.05648207664489746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07583094388246536, + "m": 1.0 + }, + { + "p": 0.23928557336330414, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.7504667043685913, + "val_loss": 1.5509387254714966, + "acc": 45.64, + "time": 124.08893643319607, + "param": [ + { + "p": 0.27188336849212646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14948493242263794, + "m": 1.0 + }, + { + "p": 0.15150491893291473, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06033496931195259, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05088311433792114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06960751116275787, + "m": 1.0 + }, + { + "p": 0.24630114436149597, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.668952465057373, + "val_loss": 1.4268176555633545, + "acc": 47.98, + "time": 127.2343799220398, + "param": [ + { + "p": 0.30786532163619995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13476328551769257, + "m": 1.0 + }, + { + "p": 0.1500888466835022, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05481370538473129, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03132237493991852, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05081263557076454, + "m": 1.0 + }, + { + "p": 0.27033373713493347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.6964950561523438, + "val_loss": 1.5274449586868286, + "acc": 45.72, + "time": 136.08313501719385, + "param": [ + { + "p": 0.32632148265838623, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003482501721009612, + "m": 1.0 + }, + { + "p": 0.12459978461265564, + "m": 1.0 + }, + { + "p": 0.13998733460903168, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05550402030348778, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0008678939193487167, + "m": 1.0 + }, + { + "p": 0.019235415384173393, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04151572659611702, + "m": 1.0 + }, + { + "p": 0.2884857952594757, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.976701021194458, + "val_loss": 1.4904319047927856, + "acc": 49.43, + "time": 134.74829005030915, + "param": [ + { + "p": 0.3149207532405853, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005629293620586395, + "m": 1.0 + }, + { + "p": 0.12577679753303528, + "m": 1.0 + }, + { + "p": 0.1221957728266716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.061484839767217636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0048187533393502235, + "m": 1.0 + }, + { + "p": 0.03386814519762993, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.034852463752031326, + "m": 1.0 + }, + { + "p": 0.2964531481266022, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.8951152563095093, + "val_loss": 1.4302836656570435, + "acc": 49.2, + "time": 127.3738316851668, + "param": [ + { + "p": 0.2929270267486572, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011947202496230602, + "m": 1.0 + }, + { + "p": 0.12028120458126068, + "m": 1.0 + }, + { + "p": 0.11095680296421051, + "m": 1.0 + }, + { + "p": 0.008254931308329105, + "m": 1.0 + }, + { + "p": 0.07423859089612961, + "m": 1.0 + }, + { + "p": 0.009326071478426456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046989258378744125, + "m": 1.0 + }, + { + "p": 0.004552561789751053, + "m": 1.0 + }, + { + "p": 0.03024950996041298, + "m": 1.0 + }, + { + "p": 0.29027679562568665, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.7673354148864746, + "val_loss": 1.4063265323638916, + "acc": 48.63, + "time": 136.16162979602814, + "param": [ + { + "p": 0.26104557514190674, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03207739442586899, + "m": 1.0 + }, + { + "p": 0.09998838603496552, + "m": 1.0 + }, + { + "p": 0.09562133997678757, + "m": 1.0 + }, + { + "p": 0.02669704705476761, + "m": 1.0 + }, + { + "p": 0.07039282470941544, + "m": 1.0 + }, + { + "p": 0.021047912538051605, + "m": 1.0 + }, + { + "p": 0.011916249059140682, + "m": 1.0 + }, + { + "p": 0.06862177699804306, + "m": 1.0 + }, + { + "p": 0.020050598308444023, + "m": 1.0 + }, + { + "p": 0.036772456020116806, + "m": 1.0 + }, + { + "p": 0.25576844811439514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.5570043325424194, + "val_loss": 1.3562299013137817, + "acc": 51.04, + "time": 123.61003644578159, + "param": [ + { + "p": 0.25116124749183655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04754970967769623, + "m": 1.0 + }, + { + "p": 0.08696582913398743, + "m": 1.0 + }, + { + "p": 0.09143835306167603, + "m": 1.0 + }, + { + "p": 0.03666137531399727, + "m": 1.0 + }, + { + "p": 0.06501968204975128, + "m": 1.0 + }, + { + "p": 0.024272896349430084, + "m": 1.0 + }, + { + "p": 0.015435988083481789, + "m": 1.0 + }, + { + "p": 0.08012595027685165, + "m": 1.0 + }, + { + "p": 0.023116830736398697, + "m": 1.0 + }, + { + "p": 0.04212035983800888, + "m": 1.0 + }, + { + "p": 0.23613175749778748, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.9002116918563843, + "val_loss": 1.4007411003112793, + "acc": 51.04, + "time": 126.99136928282678, + "param": [ + { + "p": 0.25795263051986694, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05220600217580795, + "m": 1.0 + }, + { + "p": 0.0906674787402153, + "m": 1.0 + }, + { + "p": 0.08580028265714645, + "m": 1.0 + }, + { + "p": 0.02299525961279869, + "m": 1.0 + }, + { + "p": 0.05678281933069229, + "m": 1.0 + }, + { + "p": 0.024804772809147835, + "m": 1.0 + }, + { + "p": 0.00047159878886304796, + "m": 1.0 + }, + { + "p": 0.08948516100645065, + "m": 1.0 + }, + { + "p": 0.01836956851184368, + "m": 1.0 + }, + { + "p": 0.04408346489071846, + "m": 1.0 + }, + { + "p": 0.2563810348510742, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.5418199300765991, + "val_loss": 1.3236899375915527, + "acc": 51.92, + "time": 124.5487722242251, + "param": [ + { + "p": 0.23621982336044312, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05883233994245529, + "m": 1.0 + }, + { + "p": 0.09199497103691101, + "m": 1.0 + }, + { + "p": 0.06980474293231964, + "m": 1.0 + }, + { + "p": 0.03631395846605301, + "m": 1.0 + }, + { + "p": 0.05216360092163086, + "m": 1.0 + }, + { + "p": 0.02338971570134163, + "m": 1.0 + }, + { + "p": 0.004381072241812944, + "m": 1.0 + }, + { + "p": 0.09586193412542343, + "m": 1.0 + }, + { + "p": 0.016334185376763344, + "m": 1.0 + }, + { + "p": 0.06002267077565193, + "m": 1.0 + }, + { + "p": 0.25468096137046814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.7402801513671875, + "val_loss": 1.431849718093872, + "acc": 50.25, + "time": 121.7192745860666, + "param": [ + { + "p": 0.23343823850154877, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07251293212175369, + "m": 1.0 + }, + { + "p": 0.09261788427829742, + "m": 1.0 + }, + { + "p": 0.06452956050634384, + "m": 1.0 + }, + { + "p": 0.02093113213777542, + "m": 1.0 + }, + { + "p": 0.04485200718045235, + "m": 1.0 + }, + { + "p": 0.031723421066999435, + "m": 1.0 + }, + { + "p": 0.012477087788283825, + "m": 1.0 + }, + { + "p": 0.09379430115222931, + "m": 1.0 + }, + { + "p": 0.018943525850772858, + "m": 1.0 + }, + { + "p": 0.05867009609937668, + "m": 1.0 + }, + { + "p": 0.25550976395606995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.826082468032837, + "val_loss": 1.319977045059204, + "acc": 52.6, + "time": 124.82036623265594, + "param": [ + { + "p": 0.23838353157043457, + "m": 1.0 + }, + { + "p": 5.6876942835515365e-05, + "m": 1.0 + }, + { + "p": 0.07875118404626846, + "m": 1.0 + }, + { + "p": 0.08943712711334229, + "m": 1.0 + }, + { + "p": 0.06959524005651474, + "m": 1.0 + }, + { + "p": 0.00394618883728981, + "m": 1.0 + }, + { + "p": 0.03740773722529411, + "m": 1.0 + }, + { + "p": 0.03765337914228439, + "m": 1.0 + }, + { + "p": 0.012985024601221085, + "m": 1.0 + }, + { + "p": 0.0993277058005333, + "m": 1.0 + }, + { + "p": 0.029417933896183968, + "m": 1.0 + }, + { + "p": 0.05747440457344055, + "m": 1.0 + }, + { + "p": 0.24556368589401245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.5109810829162598, + "val_loss": 1.3947609663009644, + "acc": 53.3, + "time": 132.05111936386675, + "param": [ + { + "p": 0.24414241313934326, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08168579638004303, + "m": 1.0 + }, + { + "p": 0.08783211559057236, + "m": 1.0 + }, + { + "p": 0.058173809200525284, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.031090348958969116, + "m": 1.0 + }, + { + "p": 0.036603737622499466, + "m": 1.0 + }, + { + "p": 0.014100625179708004, + "m": 1.0 + }, + { + "p": 0.10587954521179199, + "m": 1.0 + }, + { + "p": 0.038649484515190125, + "m": 1.0 + }, + { + "p": 0.05791343003511429, + "m": 1.0 + }, + { + "p": 0.2439286708831787, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.9016834497451782, + "val_loss": 1.407080888748169, + "acc": 52.02, + "time": 129.6120271650143, + "param": [ + { + "p": 0.22385495901107788, + "m": 1.0 + }, + { + "p": 0.0012736422941088676, + "m": 1.0 + }, + { + "p": 0.07921025902032852, + "m": 1.0 + }, + { + "p": 0.08874369412660599, + "m": 1.0 + }, + { + "p": 0.05144013091921806, + "m": 1.0 + }, + { + "p": 0.0047723413445055485, + "m": 1.0 + }, + { + "p": 0.03254350274801254, + "m": 1.0 + }, + { + "p": 0.042040981352329254, + "m": 1.0 + }, + { + "p": 0.023331552743911743, + "m": 1.0 + }, + { + "p": 0.11117520183324814, + "m": 1.0 + }, + { + "p": 0.05269923433661461, + "m": 1.0 + }, + { + "p": 0.06606289744377136, + "m": 1.0 + }, + { + "p": 0.22277149558067322, + "m": 1.0 + }, + { + "p": 8.013713522814214e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.749346375465393, + "val_loss": 1.3077263832092285, + "acc": 51.32, + "time": 121.27260449202731, + "param": [ + { + "p": 0.20542392134666443, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07584746927022934, + "m": 1.0 + }, + { + "p": 0.08437615633010864, + "m": 1.0 + }, + { + "p": 0.047226615250110626, + "m": 1.0 + }, + { + "p": 0.007448440417647362, + "m": 1.0 + }, + { + "p": 0.04847544804215431, + "m": 1.0 + }, + { + "p": 0.04294171556830406, + "m": 1.0 + }, + { + "p": 0.032244980335235596, + "m": 1.0 + }, + { + "p": 0.11606285721063614, + "m": 1.0 + }, + { + "p": 0.05827292054891586, + "m": 1.0 + }, + { + "p": 0.07715167105197906, + "m": 1.0 + }, + { + "p": 0.2045278251171112, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.583688497543335, + "val_loss": 1.3102941513061523, + "acc": 54.66, + "time": 121.61385217914358, + "param": [ + { + "p": 0.17903700470924377, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.086737722158432, + "m": 1.0 + }, + { + "p": 0.0768093392252922, + "m": 1.0 + }, + { + "p": 0.05135520547628403, + "m": 1.0 + }, + { + "p": 0.008277981542050838, + "m": 1.0 + }, + { + "p": 0.06048954650759697, + "m": 1.0 + }, + { + "p": 0.051626767963171005, + "m": 1.0 + }, + { + "p": 0.04410113766789436, + "m": 1.0 + }, + { + "p": 0.11642790585756302, + "m": 1.0 + }, + { + "p": 0.06535740941762924, + "m": 1.0 + }, + { + "p": 0.07742097228765488, + "m": 1.0 + }, + { + "p": 0.18235903978347778, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.7615015506744385, + "val_loss": 1.1968880891799927, + "acc": 55.24, + "time": 123.8867144617252, + "param": [ + { + "p": 0.1705012023448944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10362672060728073, + "m": 1.0 + }, + { + "p": 0.07175192981958389, + "m": 1.0 + }, + { + "p": 0.038256801664829254, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07236849516630173, + "m": 1.0 + }, + { + "p": 0.054958947002887726, + "m": 1.0 + }, + { + "p": 0.05492021515965462, + "m": 1.0 + }, + { + "p": 0.12196653336286545, + "m": 1.0 + }, + { + "p": 0.05741022154688835, + "m": 1.0 + }, + { + "p": 0.06843925267457962, + "m": 1.0 + }, + { + "p": 0.18579967319965363, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.5094233751296997, + "val_loss": 1.2109229564666748, + "acc": 56.32, + "time": 121.31274756789207, + "param": [ + { + "p": 0.17920398712158203, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11474516987800598, + "m": 1.0 + }, + { + "p": 0.06190088763833046, + "m": 1.0 + }, + { + "p": 0.029788881540298462, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08351736515760422, + "m": 1.0 + }, + { + "p": 0.05670075863599777, + "m": 1.0 + }, + { + "p": 0.050821129232645035, + "m": 1.0 + }, + { + "p": 0.12797820568084717, + "m": 1.0 + }, + { + "p": 0.03974296152591705, + "m": 1.0 + }, + { + "p": 0.061836451292037964, + "m": 1.0 + }, + { + "p": 0.19376413524150848, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.5104010105133057, + "val_loss": 1.2587218284606934, + "acc": 54.86, + "time": 130.27778251189739, + "param": [ + { + "p": 0.18625392019748688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12022726982831955, + "m": 1.0 + }, + { + "p": 0.05562744662165642, + "m": 1.0 + }, + { + "p": 0.02227170765399933, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08733516186475754, + "m": 1.0 + }, + { + "p": 0.06759095937013626, + "m": 1.0 + }, + { + "p": 0.039970409125089645, + "m": 1.0 + }, + { + "p": 0.13136355578899384, + "m": 1.0 + }, + { + "p": 0.02623063698410988, + "m": 1.0 + }, + { + "p": 0.05835200101137161, + "m": 1.0 + }, + { + "p": 0.20477688312530518, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.5907018184661865, + "val_loss": 1.2553622722625732, + "acc": 56.26, + "time": 130.98817733069882, + "param": [ + { + "p": 0.20440275967121124, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12184733897447586, + "m": 1.0 + }, + { + "p": 0.039710406213998795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08348144590854645, + "m": 1.0 + }, + { + "p": 0.07235514372587204, + "m": 1.0 + }, + { + "p": 0.03695722296833992, + "m": 1.0 + }, + { + "p": 0.13959388434886932, + "m": 1.0 + }, + { + "p": 0.013942546211183071, + "m": 1.0 + }, + { + "p": 0.054179880768060684, + "m": 1.0 + }, + { + "p": 0.23352937400341034, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.6896522045135498, + "val_loss": 1.3436602354049683, + "acc": 54.41, + "time": 121.39923364808783, + "param": [ + { + "p": 0.2240273356437683, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12567737698554993, + "m": 1.0 + }, + { + "p": 0.024570953100919724, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07043859362602234, + "m": 1.0 + }, + { + "p": 0.06916730105876923, + "m": 1.0 + }, + { + "p": 0.026391327381134033, + "m": 1.0 + }, + { + "p": 0.1504603624343872, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049627773463726044, + "m": 1.0 + }, + { + "p": 0.25963902473449707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.6150877475738525, + "val_loss": 1.2745215892791748, + "acc": 54.5, + "time": 132.6409404813312, + "param": [ + { + "p": 0.24698717892169952, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13338638842105865, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04871275648474693, + "m": 1.0 + }, + { + "p": 0.05792034789919853, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16370174288749695, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03894956782460213, + "m": 1.0 + }, + { + "p": 0.31034204363822937, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.5169135332107544, + "val_loss": 1.1834832429885864, + "acc": 58.31, + "time": 129.22168224398047, + "param": [ + { + "p": 0.24782438576221466, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13463622331619263, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03327179700136185, + "m": 1.0 + }, + { + "p": 0.037893861532211304, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16844509541988373, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03180711716413498, + "m": 1.0 + }, + { + "p": 0.346121609210968, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.8410587310791016, + "val_loss": 1.2215169668197632, + "acc": 56.54, + "time": 124.80352132720873, + "param": [ + { + "p": 0.24634993076324463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13969165086746216, + "m": 1.0 + }, + { + "p": 0.0006761004915460944, + "m": 1.0 + }, + { + "p": 9.243448585039005e-05, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025208355858922005, + "m": 1.0 + }, + { + "p": 0.020305585116147995, + "m": 1.0 + }, + { + "p": 5.461453110910952e-05, + "m": 1.0 + }, + { + "p": 0.1702183187007904, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028513353317975998, + "m": 1.0 + }, + { + "p": 0.36888960003852844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.3259824514389038, + "val_loss": 1.21634042263031, + "acc": 57.01, + "time": 123.50084648374468, + "param": [ + { + "p": 0.2495778352022171, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14293667674064636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015561784617602825, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17923231422901154, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018540307879447937, + "m": 1.0 + }, + { + "p": 0.39415109157562256, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.3000036478042603, + "val_loss": 1.2729606628417969, + "acc": 57.59, + "time": 127.74263730831444, + "param": [ + { + "p": 0.25381776690483093, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1407599002122879, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01950373873114586, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1854361891746521, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0024969419464468956, + "m": 1.0 + }, + { + "p": 0.39798545837402344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.4121371507644653, + "val_loss": 1.1815178394317627, + "acc": 58.47, + "time": 131.23222063295543, + "param": [ + { + "p": 0.24786046147346497, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14189118146896362, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0006368033937178552, + "m": 1.0 + }, + { + "p": 0.018517574295401573, + "m": 1.0 + }, + { + "p": 0.007501201704144478, + "m": 1.0 + }, + { + "p": 0.006215929053723812, + "m": 1.0 + }, + { + "p": 0.17797711491584778, + "m": 1.0 + }, + { + "p": 0.0006265906267799437, + "m": 1.0 + }, + { + "p": 0.010975057259202003, + "m": 1.0 + }, + { + "p": 0.3877980709075928, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.736220359802246, + "val_loss": 1.1872175931930542, + "acc": 57.69, + "time": 138.64082412421703, + "param": [ + { + "p": 0.24173499643802643, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1402435153722763, + "m": 1.0 + }, + { + "p": 0.00019619413069449365, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011214766651391983, + "m": 1.0 + }, + { + "p": 0.028034187853336334, + "m": 1.0 + }, + { + "p": 0.012151705101132393, + "m": 1.0 + }, + { + "p": 0.014688343740999699, + "m": 1.0 + }, + { + "p": 0.1685267984867096, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024586379528045654, + "m": 1.0 + }, + { + "p": 0.35862311720848083, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.377097725868225, + "val_loss": 1.1657320261001587, + "acc": 59.12, + "time": 131.97893803892657, + "param": [ + { + "p": 0.23291181027889252, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13248920440673828, + "m": 1.0 + }, + { + "p": 0.007651031482964754, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018139269202947617, + "m": 1.0 + }, + { + "p": 0.036551766097545624, + "m": 1.0 + }, + { + "p": 0.018733562901616096, + "m": 1.0 + }, + { + "p": 0.025639882311224937, + "m": 1.0 + }, + { + "p": 0.15842880308628082, + "m": 1.0 + }, + { + "p": 0.003745368216186762, + "m": 1.0 + }, + { + "p": 0.035418178886175156, + "m": 1.0 + }, + { + "p": 0.3302910029888153, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.6842727661132812, + "val_loss": 1.0783933401107788, + "acc": 59.83, + "time": 123.58358286786824, + "param": [ + { + "p": 0.21786119043827057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12927797436714172, + "m": 1.0 + }, + { + "p": 0.007769944611936808, + "m": 1.0 + }, + { + "p": 0.0007958128699101508, + "m": 1.0 + }, + { + "p": 0.0327276848256588, + "m": 1.0 + }, + { + "p": 0.03851144015789032, + "m": 1.0 + }, + { + "p": 0.021260112524032593, + "m": 1.0 + }, + { + "p": 0.04033266007900238, + "m": 1.0 + }, + { + "p": 0.14599189162254333, + "m": 1.0 + }, + { + "p": 0.020598795264959335, + "m": 1.0 + }, + { + "p": 0.04579784348607063, + "m": 1.0 + }, + { + "p": 0.2990747392177582, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.6784908771514893, + "val_loss": 1.1280056238174438, + "acc": 59.93, + "time": 127.65609297715127, + "param": [ + { + "p": 0.22249139845371246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13282041251659393, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0351669043302536, + "m": 1.0 + }, + { + "p": 0.029974382370710373, + "m": 1.0 + }, + { + "p": 0.015458405017852783, + "m": 1.0 + }, + { + "p": 0.04315439239144325, + "m": 1.0 + }, + { + "p": 0.14384117722511292, + "m": 1.0 + }, + { + "p": 0.016935549676418304, + "m": 1.0 + }, + { + "p": 0.06553557515144348, + "m": 1.0 + }, + { + "p": 0.2946218252182007, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.4528014659881592, + "val_loss": 1.1444947719573975, + "acc": 61.16, + "time": 127.55541272787377, + "param": [ + { + "p": 0.26051026582717896, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15154346823692322, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0049576242454349995, + "m": 1.0 + }, + { + "p": 0.002134846057742834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02272861823439598, + "m": 1.0 + }, + { + "p": 0.14949677884578705, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06599082797765732, + "m": 1.0 + }, + { + "p": 0.3426375687122345, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.341362476348877, + "val_loss": 1.0907504558563232, + "acc": 61.76, + "time": 127.20156477298588, + "param": [ + { + "p": 0.2697920799255371, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15997613966464996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001873828936368227, + "m": 1.0 + }, + { + "p": 0.0012944325571879745, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012779505923390388, + "m": 1.0 + }, + { + "p": 0.14217537641525269, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.058798156678676605, + "m": 1.0 + }, + { + "p": 0.3523818552494049, + "m": 1.0 + }, + { + "p": 0.0009285611449740827, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.5958563089370728, + "val_loss": 1.08100163936615, + "acc": 60.27, + "time": 125.8472855668515, + "param": [ + { + "p": 0.25692862272262573, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16372473537921906, + "m": 1.0 + }, + { + "p": 0.0017702614422887564, + "m": 1.0 + }, + { + "p": 0.007676474284380674, + "m": 1.0 + }, + { + "p": 0.000918082776479423, + "m": 1.0 + }, + { + "p": 0.008179550059139729, + "m": 1.0 + }, + { + "p": 0.0009413431980647147, + "m": 1.0 + }, + { + "p": 0.015627192333340645, + "m": 1.0 + }, + { + "p": 0.13329555094242096, + "m": 1.0 + }, + { + "p": 0.003168189898133278, + "m": 1.0 + }, + { + "p": 0.06427989900112152, + "m": 1.0 + }, + { + "p": 0.3434901535511017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.5071194171905518, + "val_loss": 1.089799404144287, + "acc": 60.99, + "time": 131.5677466476336, + "param": [ + { + "p": 0.22497811913490295, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15985311567783356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019229106605052948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024381065741181374, + "m": 1.0 + }, + { + "p": 0.004215443041175604, + "m": 1.0 + }, + { + "p": 0.026476018130779266, + "m": 1.0 + }, + { + "p": 0.1309078484773636, + "m": 1.0 + }, + { + "p": 0.018286924809217453, + "m": 1.0 + }, + { + "p": 0.07018298655748367, + "m": 1.0 + }, + { + "p": 0.31542956829071045, + "m": 1.0 + }, + { + "p": 0.006059860810637474, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.404795527458191, + "val_loss": 1.1207982301712036, + "acc": 61.84, + "time": 133.76303359912708, + "param": [ + { + "p": 0.20597518980503082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15664030611515045, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016305960714817047, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03366279974579811, + "m": 1.0 + }, + { + "p": 0.009270111098885536, + "m": 1.0 + }, + { + "p": 0.041189372539520264, + "m": 1.0 + }, + { + "p": 0.12548357248306274, + "m": 1.0 + }, + { + "p": 0.032604001462459564, + "m": 1.0 + }, + { + "p": 0.0741843655705452, + "m": 1.0 + }, + { + "p": 0.2987077236175537, + "m": 1.0 + }, + { + "p": 0.005976596847176552, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.4630807638168335, + "val_loss": 1.193760871887207, + "acc": 60.33, + "time": 135.49835512740538, + "param": [ + { + "p": 0.19814544916152954, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15026848018169403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02234107255935669, + "m": 1.0 + }, + { + "p": 0.004794951528310776, + "m": 1.0 + }, + { + "p": 0.0364963673055172, + "m": 1.0 + }, + { + "p": 0.02583603374660015, + "m": 1.0 + }, + { + "p": 0.045410629361867905, + "m": 1.0 + }, + { + "p": 0.11814257502555847, + "m": 1.0 + }, + { + "p": 0.040215928107500076, + "m": 1.0 + }, + { + "p": 0.0727580264210701, + "m": 1.0 + }, + { + "p": 0.2797355353832245, + "m": 1.0 + }, + { + "p": 0.005855008494108915, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.501497507095337, + "val_loss": 1.1814601421356201, + "acc": 58.51, + "time": 128.00962891429663, + "param": [ + { + "p": 0.20632188022136688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15260480344295502, + "m": 1.0 + }, + { + "p": 0.007742639165371656, + "m": 1.0 + }, + { + "p": 0.014973406679928303, + "m": 1.0 + }, + { + "p": 0.004345507360994816, + "m": 1.0 + }, + { + "p": 0.04874848946928978, + "m": 1.0 + }, + { + "p": 0.03181862831115723, + "m": 1.0 + }, + { + "p": 0.04551238194108009, + "m": 1.0 + }, + { + "p": 0.11698131263256073, + "m": 1.0 + }, + { + "p": 0.039364151656627655, + "m": 1.0 + }, + { + "p": 0.06341845542192459, + "m": 1.0 + }, + { + "p": 0.2681683301925659, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.4494397640228271, + "val_loss": 1.1410685777664185, + "acc": 60.94, + "time": 122.99242809182033, + "param": [ + { + "p": 0.22440506517887115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17030411958694458, + "m": 1.0 + }, + { + "p": 0.0010915511520579457, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05365322530269623, + "m": 1.0 + }, + { + "p": 0.028870651498436928, + "m": 1.0 + }, + { + "p": 0.04172937944531441, + "m": 1.0 + }, + { + "p": 0.12139927595853806, + "m": 1.0 + }, + { + "p": 0.031887322664260864, + "m": 1.0 + }, + { + "p": 0.0505257248878479, + "m": 1.0 + }, + { + "p": 0.2761337161064148, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.409543752670288, + "val_loss": 1.0532965660095215, + "acc": 61.41, + "time": 132.94812627881765, + "param": [ + { + "p": 0.22038567066192627, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16407674551010132, + "m": 1.0 + }, + { + "p": 0.015750154852867126, + "m": 1.0 + }, + { + "p": 0.003283020108938217, + "m": 1.0 + }, + { + "p": 0.0036549794021993876, + "m": 1.0 + }, + { + "p": 0.0640057623386383, + "m": 1.0 + }, + { + "p": 0.031551964581012726, + "m": 1.0 + }, + { + "p": 0.046064797788858414, + "m": 1.0 + }, + { + "p": 0.11244310438632965, + "m": 1.0 + }, + { + "p": 0.03033859096467495, + "m": 1.0 + }, + { + "p": 0.049937255680561066, + "m": 1.0 + }, + { + "p": 0.2585079073905945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.2953662872314453, + "val_loss": 1.1199536323547363, + "acc": 62.31, + "time": 124.03555145906284, + "param": [ + { + "p": 0.23019962012767792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1668325662612915, + "m": 1.0 + }, + { + "p": 0.012052307836711407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0001528154534753412, + "m": 1.0 + }, + { + "p": 0.06771020591259003, + "m": 1.0 + }, + { + "p": 0.026260973885655403, + "m": 1.0 + }, + { + "p": 0.038441020995378494, + "m": 1.0 + }, + { + "p": 0.11299843341112137, + "m": 1.0 + }, + { + "p": 0.020609907805919647, + "m": 1.0 + }, + { + "p": 0.04735099896788597, + "m": 1.0 + }, + { + "p": 0.277391254901886, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.3721418380737305, + "val_loss": 0.9813380837440491, + "acc": 62.87, + "time": 131.29550556326285, + "param": [ + { + "p": 0.23629465699195862, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1713874340057373, + "m": 1.0 + }, + { + "p": 0.007258997764438391, + "m": 1.0 + }, + { + "p": 0.0004613492055796087, + "m": 1.0 + }, + { + "p": 0.001059114234521985, + "m": 1.0 + }, + { + "p": 0.05285874381661415, + "m": 1.0 + }, + { + "p": 0.02122284471988678, + "m": 1.0 + }, + { + "p": 0.03988071158528328, + "m": 1.0 + }, + { + "p": 0.11536265164613724, + "m": 1.0 + }, + { + "p": 0.015505003742873669, + "m": 1.0 + }, + { + "p": 0.05021265894174576, + "m": 1.0 + }, + { + "p": 0.2884957492351532, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.3367339372634888, + "val_loss": 1.1568864583969116, + "acc": 60.54, + "time": 123.97491667419672, + "param": [ + { + "p": 0.24639339745044708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.171553373336792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009685005992650986, + "m": 1.0 + }, + { + "p": 0.033673156052827835, + "m": 1.0 + }, + { + "p": 0.011556822806596756, + "m": 1.0 + }, + { + "p": 0.0417516827583313, + "m": 1.0 + }, + { + "p": 0.12340838462114334, + "m": 1.0 + }, + { + "p": 0.009601925499737263, + "m": 1.0 + }, + { + "p": 0.04677649587392807, + "m": 1.0 + }, + { + "p": 0.30559980869293213, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.316124439239502, + "val_loss": 1.0892939567565918, + "acc": 63.02, + "time": 123.8608603538014, + "param": [ + { + "p": 0.247130885720253, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17047351598739624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023409182205796242, + "m": 1.0 + }, + { + "p": 0.030928179621696472, + "m": 1.0 + }, + { + "p": 0.01611465774476528, + "m": 1.0 + }, + { + "p": 0.05421122536063194, + "m": 1.0 + }, + { + "p": 0.11521051079034805, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045254793018102646, + "m": 1.0 + }, + { + "p": 0.2972670793533325, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.4275710582733154, + "val_loss": 1.1271668672561646, + "acc": 62.17, + "time": 132.5743195861578, + "param": [ + { + "p": 0.25241726636886597, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17283126711845398, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02354924939572811, + "m": 1.0 + }, + { + "p": 0.02661166898906231, + "m": 1.0 + }, + { + "p": 0.010783876292407513, + "m": 1.0 + }, + { + "p": 0.06640548259019852, + "m": 1.0 + }, + { + "p": 0.10146631300449371, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049014125019311905, + "m": 1.0 + }, + { + "p": 0.2969207167625427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.4409339427947998, + "val_loss": 0.9830904006958008, + "acc": 64.14, + "time": 130.14961655298248, + "param": [ + { + "p": 0.2606975734233856, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18815098702907562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00040389716741628945, + "m": 1.0 + }, + { + "p": 0.03778829053044319, + "m": 1.0 + }, + { + "p": 0.00635243346914649, + "m": 1.0 + }, + { + "p": 0.07532355934381485, + "m": 1.0 + }, + { + "p": 0.09153076261281967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03904273733496666, + "m": 1.0 + }, + { + "p": 0.3007097542285919, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.3153858184814453, + "val_loss": 1.0279996395111084, + "acc": 63.22, + "time": 129.96991035109386, + "param": [ + { + "p": 0.25906553864479065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1915641576051712, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.000699149037245661, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049538277089595795, + "m": 1.0 + }, + { + "p": 0.012286667712032795, + "m": 1.0 + }, + { + "p": 0.07350797951221466, + "m": 1.0 + }, + { + "p": 0.0807185247540474, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.037118107080459595, + "m": 1.0 + }, + { + "p": 0.2955015301704407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.2092558145523071, + "val_loss": 0.9907296895980835, + "acc": 63.84, + "time": 123.89754875283688, + "param": [ + { + "p": 0.2601154148578644, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19301378726959229, + "m": 1.0 + }, + { + "p": 0.0017872131429612637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001869988045655191, + "m": 1.0 + }, + { + "p": 0.05788891017436981, + "m": 1.0 + }, + { + "p": 0.02548355981707573, + "m": 1.0 + }, + { + "p": 0.06628023087978363, + "m": 1.0 + }, + { + "p": 0.06864597648382187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0346040278673172, + "m": 1.0 + }, + { + "p": 0.2903110086917877, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.2924456596374512, + "val_loss": 1.0239311456680298, + "acc": 63.85, + "time": 123.95297466032207, + "param": [ + { + "p": 0.2639342248439789, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19903145730495453, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04179758206009865, + "m": 1.0 + }, + { + "p": 0.04005788266658783, + "m": 1.0 + }, + { + "p": 0.057897817343473434, + "m": 1.0 + }, + { + "p": 0.07290951907634735, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027638033032417297, + "m": 1.0 + }, + { + "p": 0.29673346877098083, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.4351022243499756, + "val_loss": 1.0447428226470947, + "acc": 63.77, + "time": 125.55720209982246, + "param": [ + { + "p": 0.25611430406570435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20725056529045105, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001708503346890211, + "m": 1.0 + }, + { + "p": 0.0015166867524385452, + "m": 1.0 + }, + { + "p": 0.01875815913081169, + "m": 1.0 + }, + { + "p": 0.047918651252985, + "m": 1.0 + }, + { + "p": 0.047478578984737396, + "m": 1.0 + }, + { + "p": 0.08389126509428024, + "m": 1.0 + }, + { + "p": 0.003519844263792038, + "m": 1.0 + }, + { + "p": 0.027760140597820282, + "m": 1.0 + }, + { + "p": 0.3009645938873291, + "m": 1.0 + }, + { + "p": 0.0031187646090984344, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.4235024452209473, + "val_loss": 0.9601620435714722, + "acc": 63.57, + "time": 137.46001596702263, + "param": [ + { + "p": 0.24969056248664856, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20769169926643372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007311949506402016, + "m": 1.0 + }, + { + "p": 0.00547827547416091, + "m": 1.0 + }, + { + "p": 0.010641073808073997, + "m": 1.0 + }, + { + "p": 0.05864105001091957, + "m": 1.0 + }, + { + "p": 0.044164177030324936, + "m": 1.0 + }, + { + "p": 0.09514950215816498, + "m": 1.0 + }, + { + "p": 0.0003386583994142711, + "m": 1.0 + }, + { + "p": 0.02077353000640869, + "m": 1.0 + }, + { + "p": 0.2956981658935547, + "m": 1.0 + }, + { + "p": 0.004421419929713011, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.2486950159072876, + "val_loss": 0.9130299091339111, + "acc": 64.15, + "time": 128.96496551902965, + "param": [ + { + "p": 0.2498074322938919, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20604996383190155, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013658464886248112, + "m": 1.0 + }, + { + "p": 0.012033470906317234, + "m": 1.0 + }, + { + "p": 0.0036863822024315596, + "m": 1.0 + }, + { + "p": 0.05923917144536972, + "m": 1.0 + }, + { + "p": 0.033721767365932465, + "m": 1.0 + }, + { + "p": 0.10851357877254486, + "m": 1.0 + }, + { + "p": 0.0003934345440939069, + "m": 1.0 + }, + { + "p": 0.01444731280207634, + "m": 1.0 + }, + { + "p": 0.29844900965690613, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.2636353969573975, + "val_loss": 1.059441328048706, + "acc": 65.14, + "time": 121.96067413780838, + "param": [ + { + "p": 0.25652411580085754, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21443581581115723, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006095598917454481, + "m": 1.0 + }, + { + "p": 0.015629630535840988, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048631876707077026, + "m": 1.0 + }, + { + "p": 0.026265824213624, + "m": 1.0 + }, + { + "p": 0.12286575138568878, + "m": 1.0 + }, + { + "p": 0.005010523833334446, + "m": 1.0 + }, + { + "p": 0.014585216529667377, + "m": 1.0 + }, + { + "p": 0.28995558619499207, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.40359365940094, + "val_loss": 1.1174918413162231, + "acc": 64.46, + "time": 122.2819609711878, + "param": [ + { + "p": 0.24202591180801392, + "m": 1.0 + }, + { + "p": 0.0003737666120287031, + "m": 1.0 + }, + { + "p": 0.20242556929588318, + "m": 1.0 + }, + { + "p": 0.0036826245486736298, + "m": 1.0 + }, + { + "p": 0.007921596057713032, + "m": 1.0 + }, + { + "p": 0.03233448788523674, + "m": 1.0 + }, + { + "p": 0.008591096848249435, + "m": 1.0 + }, + { + "p": 0.03905748203396797, + "m": 1.0 + }, + { + "p": 0.02368203178048134, + "m": 1.0 + }, + { + "p": 0.13422855734825134, + "m": 1.0 + }, + { + "p": 0.02245090901851654, + "m": 1.0 + }, + { + "p": 0.025575190782546997, + "m": 1.0 + }, + { + "p": 0.25380992889404297, + "m": 1.0 + }, + { + "p": 0.0038408904802054167, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.6759246587753296, + "val_loss": 0.9827725291252136, + "acc": 64.51, + "time": 124.90426137112081, + "param": [ + { + "p": 0.1986202746629715, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17356348037719727, + "m": 1.0 + }, + { + "p": 0.026370037347078323, + "m": 1.0 + }, + { + "p": 0.0238695926964283, + "m": 1.0 + }, + { + "p": 0.045051705092191696, + "m": 1.0 + }, + { + "p": 0.03408172354102135, + "m": 1.0 + }, + { + "p": 0.04072843864560127, + "m": 1.0 + }, + { + "p": 0.03652064502239227, + "m": 1.0 + }, + { + "p": 0.13031816482543945, + "m": 1.0 + }, + { + "p": 0.03749484568834305, + "m": 1.0 + }, + { + "p": 0.0479816310107708, + "m": 1.0 + }, + { + "p": 0.19865530729293823, + "m": 1.0 + }, + { + "p": 0.0067441752180457115, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.3210058212280273, + "val_loss": 1.0693145990371704, + "acc": 64.59, + "time": 123.42874079523608, + "param": [ + { + "p": 0.18979397416114807, + "m": 1.0 + }, + { + "p": 0.00044709909707307816, + "m": 1.0 + }, + { + "p": 0.16768385469913483, + "m": 1.0 + }, + { + "p": 0.03128612041473389, + "m": 1.0 + }, + { + "p": 0.02553459070622921, + "m": 1.0 + }, + { + "p": 0.053556691855192184, + "m": 1.0 + }, + { + "p": 0.041739027947187424, + "m": 1.0 + }, + { + "p": 0.03348894044756889, + "m": 1.0 + }, + { + "p": 0.0451020784676075, + "m": 1.0 + }, + { + "p": 0.1350257843732834, + "m": 1.0 + }, + { + "p": 0.03957033529877663, + "m": 1.0 + }, + { + "p": 0.05141659080982208, + "m": 1.0 + }, + { + "p": 0.1853548288345337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.2839618921279907, + "val_loss": 1.0644176006317139, + "acc": 64.36, + "time": 123.59484348865226, + "param": [ + { + "p": 0.18591688573360443, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17208094894886017, + "m": 1.0 + }, + { + "p": 0.026920268312096596, + "m": 1.0 + }, + { + "p": 0.021106109023094177, + "m": 1.0 + }, + { + "p": 0.05199339613318443, + "m": 1.0 + }, + { + "p": 0.032229579985141754, + "m": 1.0 + }, + { + "p": 0.02862035669386387, + "m": 1.0 + }, + { + "p": 0.049912482500076294, + "m": 1.0 + }, + { + "p": 0.14293593168258667, + "m": 1.0 + }, + { + "p": 0.03459899500012398, + "m": 1.0 + }, + { + "p": 0.06075271591544151, + "m": 1.0 + }, + { + "p": 0.19293232262134552, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.3056117296218872, + "val_loss": 0.9090356230735779, + "acc": 65.64, + "time": 124.41013620886952, + "param": [ + { + "p": 0.21676106750965118, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2038717120885849, + "m": 1.0 + }, + { + "p": 0.006244829390197992, + "m": 1.0 + }, + { + "p": 0.015042214654386044, + "m": 1.0 + }, + { + "p": 0.02973785810172558, + "m": 1.0 + }, + { + "p": 0.011810670606791973, + "m": 1.0 + }, + { + "p": 0.004260039888322353, + "m": 1.0 + }, + { + "p": 0.04392027482390404, + "m": 1.0 + }, + { + "p": 0.16070438921451569, + "m": 1.0 + }, + { + "p": 0.025115899741649628, + "m": 1.0 + }, + { + "p": 0.06993497908115387, + "m": 1.0 + }, + { + "p": 0.2125961184501648, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.4640625715255737, + "val_loss": 1.0853703022003174, + "acc": 65.77, + "time": 122.00290143489838, + "param": [ + { + "p": 0.2541062533855438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23645417392253876, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02654510922729969, + "m": 1.0 + }, + { + "p": 0.16885444521903992, + "m": 1.0 + }, + { + "p": 0.0006365500739775598, + "m": 1.0 + }, + { + "p": 0.0797341987490654, + "m": 1.0 + }, + { + "p": 0.23366928100585938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.478706955909729, + "val_loss": 1.0484129190444946, + "acc": 65.85, + "time": 129.3967720461078, + "param": [ + { + "p": 0.26259082555770874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2462480664253235, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013728364370763302, + "m": 1.0 + }, + { + "p": 0.1615501344203949, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08620696514844894, + "m": 1.0 + }, + { + "p": 0.22967563569545746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.4533437490463257, + "val_loss": 0.9805532693862915, + "acc": 63.75, + "time": 137.95393128693104, + "param": [ + { + "p": 0.2628174126148224, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2547137141227722, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0017030485905706882, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0003115372091997415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15494076907634735, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09700972586870193, + "m": 1.0 + }, + { + "p": 0.22850385308265686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.2241674661636353, + "val_loss": 0.8724159598350525, + "acc": 65.38, + "time": 128.2736233859323, + "param": [ + { + "p": 0.2646195590496063, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.259167343378067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005610733758658171, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14015603065490723, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10644716769456863, + "m": 1.0 + }, + { + "p": 0.22399908304214478, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.2142990827560425, + "val_loss": 1.0479503870010376, + "acc": 63.44, + "time": 127.16587885003537, + "param": [ + { + "p": 0.27106815576553345, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.27328795194625854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13006684184074402, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10038351267576218, + "m": 1.0 + }, + { + "p": 0.22519353032112122, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.4858148097991943, + "val_loss": 1.0151976346969604, + "acc": 64.83, + "time": 124.36962019000202, + "param": [ + { + "p": 0.2759746015071869, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2811634838581085, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12301009148359299, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0924331322312355, + "m": 1.0 + }, + { + "p": 0.22741875052452087, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.3237075805664062, + "val_loss": 1.0199096202850342, + "acc": 65.42, + "time": 124.06208636192605, + "param": [ + { + "p": 0.2789746820926666, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2777291536331177, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0002966478350572288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0005727235111407936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11565349996089935, + "m": 1.0 + }, + { + "p": 0.0002980522403959185, + "m": 1.0 + }, + { + "p": 0.09268313646316528, + "m": 1.0 + }, + { + "p": 0.23379215598106384, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.3863964080810547, + "val_loss": 0.9186909794807434, + "acc": 65.74, + "time": 121.16735423915088, + "param": [ + { + "p": 0.28026095032691956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28470003604888916, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11211851239204407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0857369527220726, + "m": 1.0 + }, + { + "p": 0.23718352615833282, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.2775903940200806, + "val_loss": 0.8976017236709595, + "acc": 66.28, + "time": 131.08876783167943, + "param": [ + { + "p": 0.27648627758026123, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2899268865585327, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0012443821178749204, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11046907305717468, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08548521250486374, + "m": 1.0 + }, + { + "p": 0.23638825118541718, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.2224760055541992, + "val_loss": 1.033775806427002, + "acc": 67.06, + "time": 131.0459340531379, + "param": [ + { + "p": 0.25709661841392517, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2748386859893799, + "m": 1.0 + }, + { + "p": 0.0001526388368802145, + "m": 1.0 + }, + { + "p": 0.010307357646524906, + "m": 1.0 + }, + { + "p": 0.00866288784891367, + "m": 1.0 + }, + { + "p": 0.004914111457765102, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006019119638949633, + "m": 1.0 + }, + { + "p": 0.10853331536054611, + "m": 1.0 + }, + { + "p": 0.007553388364613056, + "m": 1.0 + }, + { + "p": 0.1004558876156807, + "m": 1.0 + }, + { + "p": 0.22146596014499664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.2690150737762451, + "val_loss": 0.914262592792511, + "acc": 66.6, + "time": 131.03248569602147, + "param": [ + { + "p": 0.23413905501365662, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2535549998283386, + "m": 1.0 + }, + { + "p": 0.00021096490672789514, + "m": 1.0 + }, + { + "p": 0.018450947478413582, + "m": 1.0 + }, + { + "p": 0.020986691117286682, + "m": 1.0 + }, + { + "p": 0.012901508249342442, + "m": 1.0 + }, + { + "p": 0.004345182329416275, + "m": 1.0 + }, + { + "p": 0.011559681035578251, + "m": 1.0 + }, + { + "p": 0.09940652549266815, + "m": 1.0 + }, + { + "p": 0.01717877946794033, + "m": 1.0 + }, + { + "p": 0.11481613665819168, + "m": 1.0 + }, + { + "p": 0.21244950592517853, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.4826980829238892, + "val_loss": 0.9778314232826233, + "acc": 66.12, + "time": 127.46274776896462, + "param": [ + { + "p": 0.2299685925245285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24328039586544037, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013416809029877186, + "m": 1.0 + }, + { + "p": 0.025691106915473938, + "m": 1.0 + }, + { + "p": 0.015093798749148846, + "m": 1.0 + }, + { + "p": 0.009459511376917362, + "m": 1.0 + }, + { + "p": 0.01135715190321207, + "m": 1.0 + }, + { + "p": 0.09989020228385925, + "m": 1.0 + }, + { + "p": 0.020405668765306473, + "m": 1.0 + }, + { + "p": 0.12160685658454895, + "m": 1.0 + }, + { + "p": 0.20982986688613892, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.3335168361663818, + "val_loss": 0.9284283518791199, + "acc": 66.85, + "time": 127.50894127320498, + "param": [ + { + "p": 0.2515425980091095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2696308493614197, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017158685252070427, + "m": 1.0 + }, + { + "p": 0.0001606510631972924, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0012521413154900074, + "m": 1.0 + }, + { + "p": 0.09922050684690475, + "m": 1.0 + }, + { + "p": 0.0058105518110096455, + "m": 1.0 + }, + { + "p": 0.13112092018127441, + "m": 1.0 + }, + { + "p": 0.22410304844379425, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.256339430809021, + "val_loss": 0.9171370267868042, + "acc": 65.42, + "time": 134.6500167180784, + "param": [ + { + "p": 0.256740927696228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28146639466285706, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005247245077043772, + "m": 1.0 + }, + { + "p": 0.00606551393866539, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09414719045162201, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12946435809135437, + "m": 1.0 + }, + { + "p": 0.2268683910369873, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.3036749362945557, + "val_loss": 0.9855383038520813, + "acc": 66.83, + "time": 123.4386026058346, + "param": [ + { + "p": 0.2527084946632385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28095459938049316, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007537526544183493, + "m": 1.0 + }, + { + "p": 0.02495589107275009, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00018427707254886627, + "m": 1.0 + }, + { + "p": 0.07565087080001831, + "m": 1.0 + }, + { + "p": 0.002261749468743801, + "m": 1.0 + }, + { + "p": 0.12941771745681763, + "m": 1.0 + }, + { + "p": 0.2263287454843521, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.3341472148895264, + "val_loss": 0.9095266461372375, + "acc": 67.55, + "time": 125.31792840873823, + "param": [ + { + "p": 0.2431022971868515, + "m": 1.0 + }, + { + "p": 0.0004650209448300302, + "m": 1.0 + }, + { + "p": 0.2730954587459564, + "m": 1.0 + }, + { + "p": 0.009890683926641941, + "m": 1.0 + }, + { + "p": 0.012607332319021225, + "m": 1.0 + }, + { + "p": 0.0041786860674619675, + "m": 1.0 + }, + { + "p": 0.03962845727801323, + "m": 1.0 + }, + { + "p": 0.006738591007888317, + "m": 1.0 + }, + { + "p": 0.006531448569148779, + "m": 1.0 + }, + { + "p": 0.05547293275594711, + "m": 1.0 + }, + { + "p": 0.001510674599558115, + "m": 1.0 + }, + { + "p": 0.13364166021347046, + "m": 1.0 + }, + { + "p": 0.2131367027759552, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.2347179651260376, + "val_loss": 0.9658823609352112, + "acc": 67.04, + "time": 123.18067347072065, + "param": [ + { + "p": 0.22165831923484802, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23717652261257172, + "m": 1.0 + }, + { + "p": 0.03193164989352226, + "m": 1.0 + }, + { + "p": 0.019730137661099434, + "m": 1.0 + }, + { + "p": 0.0299819428473711, + "m": 1.0 + }, + { + "p": 0.04908427968621254, + "m": 1.0 + }, + { + "p": 0.015514228492975235, + "m": 1.0 + }, + { + "p": 0.016207760199904442, + "m": 1.0 + }, + { + "p": 0.05450007691979408, + "m": 1.0 + }, + { + "p": 0.005006394814699888, + "m": 1.0 + }, + { + "p": 0.13111692667007446, + "m": 1.0 + }, + { + "p": 0.1874697506427765, + "m": 1.0 + }, + { + "p": 0.0006220215582288802, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.3047469854354858, + "val_loss": 0.9259870648384094, + "acc": 67.46, + "time": 128.94902416411787, + "param": [ + { + "p": 0.20192988216876984, + "m": 1.0 + }, + { + "p": 4.582569090416655e-05, + "m": 1.0 + }, + { + "p": 0.21290722489356995, + "m": 1.0 + }, + { + "p": 0.04637178033590317, + "m": 1.0 + }, + { + "p": 0.01772809773683548, + "m": 1.0 + }, + { + "p": 0.04441770538687706, + "m": 1.0 + }, + { + "p": 0.05677923187613487, + "m": 1.0 + }, + { + "p": 0.015293675474822521, + "m": 1.0 + }, + { + "p": 0.016484681516885757, + "m": 1.0 + }, + { + "p": 0.05538854002952576, + "m": 1.0 + }, + { + "p": 0.01565290242433548, + "m": 1.0 + }, + { + "p": 0.1332693099975586, + "m": 1.0 + }, + { + "p": 0.17764510214328766, + "m": 1.0 + }, + { + "p": 0.0060859681107103825, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.4303873777389526, + "val_loss": 0.8736903071403503, + "acc": 67.73, + "time": 136.24897372629493, + "param": [ + { + "p": 0.16863392293453217, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17374391853809357, + "m": 1.0 + }, + { + "p": 0.05756053701043129, + "m": 1.0 + }, + { + "p": 0.04764607921242714, + "m": 1.0 + }, + { + "p": 0.05907394364476204, + "m": 1.0 + }, + { + "p": 0.06877800822257996, + "m": 1.0 + }, + { + "p": 0.03191821277141571, + "m": 1.0 + }, + { + "p": 0.02709083817899227, + "m": 1.0 + }, + { + "p": 0.05560852587223053, + "m": 1.0 + }, + { + "p": 0.02148459106683731, + "m": 1.0 + }, + { + "p": 0.12919259071350098, + "m": 1.0 + }, + { + "p": 0.15213608741760254, + "m": 1.0 + }, + { + "p": 0.007132755126804113, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.5173535346984863, + "val_loss": 0.841721773147583, + "acc": 67.79, + "time": 124.46349455974996, + "param": [ + { + "p": 0.14367875456809998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.153625950217247, + "m": 1.0 + }, + { + "p": 0.07067304104566574, + "m": 1.0 + }, + { + "p": 0.062278177589178085, + "m": 1.0 + }, + { + "p": 0.06695921719074249, + "m": 1.0 + }, + { + "p": 0.06998078525066376, + "m": 1.0 + }, + { + "p": 0.04303212836384773, + "m": 1.0 + }, + { + "p": 0.03233378380537033, + "m": 1.0 + }, + { + "p": 0.05340047553181648, + "m": 1.0 + }, + { + "p": 0.024794165045022964, + "m": 1.0 + }, + { + "p": 0.13138189911842346, + "m": 1.0 + }, + { + "p": 0.13798289000988007, + "m": 1.0 + }, + { + "p": 0.009878613986074924, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.2277672290802002, + "val_loss": 0.878091037273407, + "acc": 67.96, + "time": 122.23437196109444, + "param": [ + { + "p": 0.13137546181678772, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14283257722854614, + "m": 1.0 + }, + { + "p": 0.06865690648555756, + "m": 1.0 + }, + { + "p": 0.05979495123028755, + "m": 1.0 + }, + { + "p": 0.07895232737064362, + "m": 1.0 + }, + { + "p": 0.06577926874160767, + "m": 1.0 + }, + { + "p": 0.04324868693947792, + "m": 1.0 + }, + { + "p": 0.04073958098888397, + "m": 1.0 + }, + { + "p": 0.05673931911587715, + "m": 1.0 + }, + { + "p": 0.03551635891199112, + "m": 1.0 + }, + { + "p": 0.1310998499393463, + "m": 1.0 + }, + { + "p": 0.13044944405555725, + "m": 1.0 + }, + { + "p": 0.014815276488661766, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.353079915046692, + "val_loss": 0.9407541155815125, + "acc": 66.83, + "time": 130.7068700059317, + "param": [ + { + "p": 0.14119404554367065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13696041703224182, + "m": 1.0 + }, + { + "p": 0.05701666697859764, + "m": 1.0 + }, + { + "p": 0.05889264866709709, + "m": 1.0 + }, + { + "p": 0.08472660183906555, + "m": 1.0 + }, + { + "p": 0.0627361536026001, + "m": 1.0 + }, + { + "p": 0.044880516827106476, + "m": 1.0 + }, + { + "p": 0.04242821782827377, + "m": 1.0 + }, + { + "p": 0.058010898530483246, + "m": 1.0 + }, + { + "p": 0.04005320742726326, + "m": 1.0 + }, + { + "p": 0.13016283512115479, + "m": 1.0 + }, + { + "p": 0.1349409967660904, + "m": 1.0 + }, + { + "p": 0.007996776141226292, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.2644329071044922, + "val_loss": 0.9446263909339905, + "acc": 68.53, + "time": 132.58188174199313, + "param": [ + { + "p": 0.153497114777565, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13671837747097015, + "m": 1.0 + }, + { + "p": 0.0313737578690052, + "m": 1.0 + }, + { + "p": 0.049503784626722336, + "m": 1.0 + }, + { + "p": 0.08408369868993759, + "m": 1.0 + }, + { + "p": 0.05558405816555023, + "m": 1.0 + }, + { + "p": 0.05585022643208504, + "m": 1.0 + }, + { + "p": 0.03751362860202789, + "m": 1.0 + }, + { + "p": 0.07165230065584183, + "m": 1.0 + }, + { + "p": 0.036499444395303726, + "m": 1.0 + }, + { + "p": 0.13612884283065796, + "m": 1.0 + }, + { + "p": 0.14628195762634277, + "m": 1.0 + }, + { + "p": 0.005312914960086346, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.2424594163894653, + "val_loss": 1.0123651027679443, + "acc": 67.52, + "time": 127.13906752271578, + "param": [ + { + "p": 0.1566108763217926, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1529403030872345, + "m": 1.0 + }, + { + "p": 0.008838874287903309, + "m": 1.0 + }, + { + "p": 0.04494113847613335, + "m": 1.0 + }, + { + "p": 0.08222071081399918, + "m": 1.0 + }, + { + "p": 0.05496452748775482, + "m": 1.0 + }, + { + "p": 0.05648690462112427, + "m": 1.0 + }, + { + "p": 0.02283070795238018, + "m": 1.0 + }, + { + "p": 0.08176162838935852, + "m": 1.0 + }, + { + "p": 0.029645921662449837, + "m": 1.0 + }, + { + "p": 0.1468692272901535, + "m": 1.0 + }, + { + "p": 0.1618891954421997, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.153696060180664, + "val_loss": 0.9332306981086731, + "acc": 67.69, + "time": 129.28989856876433, + "param": [ + { + "p": 0.17115411162376404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16199548542499542, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02698996104300022, + "m": 1.0 + }, + { + "p": 0.08195806294679642, + "m": 1.0 + }, + { + "p": 0.05314642935991287, + "m": 1.0 + }, + { + "p": 0.04938178509473801, + "m": 1.0 + }, + { + "p": 0.014013874344527721, + "m": 1.0 + }, + { + "p": 0.08665831387042999, + "m": 1.0 + }, + { + "p": 0.018693091347813606, + "m": 1.0 + }, + { + "p": 0.15895411372184753, + "m": 1.0 + }, + { + "p": 0.17705467343330383, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.2978554964065552, + "val_loss": 0.9349775314331055, + "acc": 67.08, + "time": 122.25646037887782, + "param": [ + { + "p": 0.18659088015556335, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1740143895149231, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010011212900280952, + "m": 1.0 + }, + { + "p": 0.06794649362564087, + "m": 1.0 + }, + { + "p": 0.04660639539361, + "m": 1.0 + }, + { + "p": 0.046639665961265564, + "m": 1.0 + }, + { + "p": 0.00868675485253334, + "m": 1.0 + }, + { + "p": 0.09847623109817505, + "m": 1.0 + }, + { + "p": 0.005607590079307556, + "m": 1.0 + }, + { + "p": 0.1700323075056076, + "m": 1.0 + }, + { + "p": 0.18538810312747955, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.2399141788482666, + "val_loss": 0.838034451007843, + "acc": 66.02, + "time": 129.24878751579672, + "param": [ + { + "p": 0.193956658244133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17282165586948395, + "m": 1.0 + }, + { + "p": 0.002181377960368991, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05801595002412796, + "m": 1.0 + }, + { + "p": 0.0379813015460968, + "m": 1.0 + }, + { + "p": 0.054873477667570114, + "m": 1.0 + }, + { + "p": 0.010668477974832058, + "m": 1.0 + }, + { + "p": 0.1012129858136177, + "m": 1.0 + }, + { + "p": 0.005023083183914423, + "m": 1.0 + }, + { + "p": 0.1781652271747589, + "m": 1.0 + }, + { + "p": 0.1850997656583786, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.40278959274292, + "val_loss": 0.8148548603057861, + "acc": 68.65, + "time": 123.67108599515632, + "param": [ + { + "p": 0.19579803943634033, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15124817192554474, + "m": 1.0 + }, + { + "p": 0.0029955897480249405, + "m": 1.0 + }, + { + "p": 0.005557365249842405, + "m": 1.0 + }, + { + "p": 0.0583687350153923, + "m": 1.0 + }, + { + "p": 0.05181814730167389, + "m": 1.0 + }, + { + "p": 0.06390976160764694, + "m": 1.0 + }, + { + "p": 0.011036813259124756, + "m": 1.0 + }, + { + "p": 0.09482850134372711, + "m": 1.0 + }, + { + "p": 0.009659968316555023, + "m": 1.0 + }, + { + "p": 0.17132149636745453, + "m": 1.0 + }, + { + "p": 0.1834574192762375, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.4220433235168457, + "val_loss": 0.9457348585128784, + "acc": 68.22, + "time": 127.94750658003613, + "param": [ + { + "p": 0.1999129056930542, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14592187106609344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012462169863283634, + "m": 1.0 + }, + { + "p": 0.054069023579359055, + "m": 1.0 + }, + { + "p": 0.0581335686147213, + "m": 1.0 + }, + { + "p": 0.06414962559938431, + "m": 1.0 + }, + { + "p": 0.005199464038014412, + "m": 1.0 + }, + { + "p": 0.08769858628511429, + "m": 1.0 + }, + { + "p": 0.015394444577395916, + "m": 1.0 + }, + { + "p": 0.17086033523082733, + "m": 1.0 + }, + { + "p": 0.18619799613952637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.2072864770889282, + "val_loss": 0.8645497560501099, + "acc": 68.35, + "time": 122.46694047097117, + "param": [ + { + "p": 0.20315580070018768, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1440155953168869, + "m": 1.0 + }, + { + "p": 0.0009770927717909217, + "m": 1.0 + }, + { + "p": 0.02105044573545456, + "m": 1.0 + }, + { + "p": 0.04911276325583458, + "m": 1.0 + }, + { + "p": 0.05623467639088631, + "m": 1.0 + }, + { + "p": 0.0654544085264206, + "m": 1.0 + }, + { + "p": 0.0001337189896730706, + "m": 1.0 + }, + { + "p": 0.0828235000371933, + "m": 1.0 + }, + { + "p": 0.01933325082063675, + "m": 1.0 + }, + { + "p": 0.17293642461299896, + "m": 1.0 + }, + { + "p": 0.1845794916152954, + "m": 1.0 + }, + { + "p": 0.00019286706810817122, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.2425217628479004, + "val_loss": 0.8592199683189392, + "acc": 68.07, + "time": 126.49115897482261, + "param": [ + { + "p": 0.19198322296142578, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14186511933803558, + "m": 1.0 + }, + { + "p": 0.00595452543348074, + "m": 1.0 + }, + { + "p": 0.03940362483263016, + "m": 1.0 + }, + { + "p": 0.040904510766267776, + "m": 1.0 + }, + { + "p": 0.06214391067624092, + "m": 1.0 + }, + { + "p": 0.060431987047195435, + "m": 1.0 + }, + { + "p": 0.0029312993865460157, + "m": 1.0 + }, + { + "p": 0.08073194324970245, + "m": 1.0 + }, + { + "p": 0.030162611976265907, + "m": 1.0 + }, + { + "p": 0.16567008197307587, + "m": 1.0 + }, + { + "p": 0.1778171807527542, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.2967556715011597, + "val_loss": 0.9163753986358643, + "acc": 68.12, + "time": 123.34873066097498, + "param": [ + { + "p": 0.17501233518123627, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13932429254055023, + "m": 1.0 + }, + { + "p": 0.0012889876961708069, + "m": 1.0 + }, + { + "p": 0.05918256565928459, + "m": 1.0 + }, + { + "p": 0.04386977478861809, + "m": 1.0 + }, + { + "p": 0.06714595854282379, + "m": 1.0 + }, + { + "p": 0.05184955522418022, + "m": 1.0 + }, + { + "p": 0.008999436162412167, + "m": 1.0 + }, + { + "p": 0.08027487993240356, + "m": 1.0 + }, + { + "p": 0.04464790225028992, + "m": 1.0 + }, + { + "p": 0.15980538725852966, + "m": 1.0 + }, + { + "p": 0.1685989499092102, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.376064419746399, + "val_loss": 0.881907045841217, + "acc": 68.16, + "time": 129.22815289814025, + "param": [ + { + "p": 0.15845760703086853, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13273712992668152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0728522539138794, + "m": 1.0 + }, + { + "p": 0.05374971404671669, + "m": 1.0 + }, + { + "p": 0.06901279836893082, + "m": 1.0 + }, + { + "p": 0.05657755583524704, + "m": 1.0 + }, + { + "p": 0.023066755384206772, + "m": 1.0 + }, + { + "p": 0.08273391425609589, + "m": 1.0 + }, + { + "p": 0.050046298652887344, + "m": 1.0 + }, + { + "p": 0.1424184888601303, + "m": 1.0 + }, + { + "p": 0.158347487449646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.227263331413269, + "val_loss": 0.9653268456459045, + "acc": 68.81, + "time": 123.32492926670238, + "param": [ + { + "p": 0.15734077990055084, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12949401140213013, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07413966953754425, + "m": 1.0 + }, + { + "p": 0.06050718575716019, + "m": 1.0 + }, + { + "p": 0.0726654976606369, + "m": 1.0 + }, + { + "p": 0.05387658625841141, + "m": 1.0 + }, + { + "p": 0.024631617590785027, + "m": 1.0 + }, + { + "p": 0.09498247504234314, + "m": 1.0 + }, + { + "p": 0.04847482591867447, + "m": 1.0 + }, + { + "p": 0.1316569745540619, + "m": 1.0 + }, + { + "p": 0.1522303819656372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.3471934795379639, + "val_loss": 0.807368278503418, + "acc": 67.76, + "time": 124.65626020310447, + "param": [ + { + "p": 0.16024889051914215, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1257377713918686, + "m": 1.0 + }, + { + "p": 0.0009113430860452354, + "m": 1.0 + }, + { + "p": 0.08673917502164841, + "m": 1.0 + }, + { + "p": 0.053499266505241394, + "m": 1.0 + }, + { + "p": 0.06685973703861237, + "m": 1.0 + }, + { + "p": 0.05131898075342178, + "m": 1.0 + }, + { + "p": 0.028795400634407997, + "m": 1.0 + }, + { + "p": 0.09655237197875977, + "m": 1.0 + }, + { + "p": 0.05138592794537544, + "m": 1.0 + }, + { + "p": 0.12457822263240814, + "m": 1.0 + }, + { + "p": 0.15337292850017548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.2373722791671753, + "val_loss": 0.9796083569526672, + "acc": 67.41, + "time": 131.58083873894066, + "param": [ + { + "p": 0.16727374494075775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12273414433002472, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09659524261951447, + "m": 1.0 + }, + { + "p": 0.04868025332689285, + "m": 1.0 + }, + { + "p": 0.053169768303632736, + "m": 1.0 + }, + { + "p": 0.03190343827009201, + "m": 1.0 + }, + { + "p": 0.056377019733190536, + "m": 1.0 + }, + { + "p": 0.09250219166278839, + "m": 1.0 + }, + { + "p": 0.05009836331009865, + "m": 1.0 + }, + { + "p": 0.12540669739246368, + "m": 1.0 + }, + { + "p": 0.15525907278060913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.3737757205963135, + "val_loss": 0.8496496677398682, + "acc": 68.89, + "time": 129.08225204469636, + "param": [ + { + "p": 0.16136549413204193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1290484517812729, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09129934012889862, + "m": 1.0 + }, + { + "p": 0.048866305500268936, + "m": 1.0 + }, + { + "p": 0.04809626191854477, + "m": 1.0 + }, + { + "p": 0.020666880533099174, + "m": 1.0 + }, + { + "p": 0.06982260942459106, + "m": 1.0 + }, + { + "p": 0.10667688399553299, + "m": 1.0 + }, + { + "p": 0.0465058758854866, + "m": 1.0 + }, + { + "p": 0.12686990201473236, + "m": 1.0 + }, + { + "p": 0.15078194439411163, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.3666863441467285, + "val_loss": 0.7933580875396729, + "acc": 69.09, + "time": 129.1950446041301, + "param": [ + { + "p": 0.15212367475032806, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13584274053573608, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09242770075798035, + "m": 1.0 + }, + { + "p": 0.05134573578834534, + "m": 1.0 + }, + { + "p": 0.04263495281338692, + "m": 1.0 + }, + { + "p": 0.006799872033298016, + "m": 1.0 + }, + { + "p": 0.07149053364992142, + "m": 1.0 + }, + { + "p": 0.10908819735050201, + "m": 1.0 + }, + { + "p": 0.047101181000471115, + "m": 1.0 + }, + { + "p": 0.1333518773317337, + "m": 1.0 + }, + { + "p": 0.1539876013994217, + "m": 1.0 + }, + { + "p": 0.0038059118669480085, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.2623692750930786, + "val_loss": 0.8452168703079224, + "acc": 69.77, + "time": 120.44949698494747, + "param": [ + { + "p": 0.15015460550785065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14710621535778046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09021329134702682, + "m": 1.0 + }, + { + "p": 0.04333420470356941, + "m": 1.0 + }, + { + "p": 0.035726435482501984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06009311228990555, + "m": 1.0 + }, + { + "p": 0.12040271610021591, + "m": 1.0 + }, + { + "p": 0.04423656687140465, + "m": 1.0 + }, + { + "p": 0.14611752331256866, + "m": 1.0 + }, + { + "p": 0.1626153439283371, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.2990033626556396, + "val_loss": 0.8942187428474426, + "acc": 69.44, + "time": 126.13120463164523, + "param": [ + { + "p": 0.15438362956047058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14868655800819397, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07582929730415344, + "m": 1.0 + }, + { + "p": 0.02257731556892395, + "m": 1.0 + }, + { + "p": 0.025264305993914604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.051718324422836304, + "m": 1.0 + }, + { + "p": 0.1295614242553711, + "m": 1.0 + }, + { + "p": 0.035447318106889725, + "m": 1.0 + }, + { + "p": 0.167393296957016, + "m": 1.0 + }, + { + "p": 0.1891385316848755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.3169941902160645, + "val_loss": 0.9640527367591858, + "acc": 68.55, + "time": 128.31161565892398, + "param": [ + { + "p": 0.16220001876354218, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15854789316654205, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06132254749536514, + "m": 1.0 + }, + { + "p": 0.017299501225352287, + "m": 1.0 + }, + { + "p": 0.008427862077951431, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030404718592762947, + "m": 1.0 + }, + { + "p": 0.13082417845726013, + "m": 1.0 + }, + { + "p": 0.0386759489774704, + "m": 1.0 + }, + { + "p": 0.18288590013980865, + "m": 1.0 + }, + { + "p": 0.20941145718097687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.1123707294464111, + "val_loss": 0.9313112497329712, + "acc": 69.41, + "time": 127.59621919877827, + "param": [ + { + "p": 0.1695433109998703, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14987969398498535, + "m": 1.0 + }, + { + "p": 0.0047499616630375385, + "m": 1.0 + }, + { + "p": 0.06542424857616425, + "m": 1.0 + }, + { + "p": 0.03685842081904411, + "m": 1.0 + }, + { + "p": 0.0018831045599654317, + "m": 1.0 + }, + { + "p": 0.004220001865178347, + "m": 1.0 + }, + { + "p": 0.010489500127732754, + "m": 1.0 + }, + { + "p": 0.12689371407032013, + "m": 1.0 + }, + { + "p": 0.04104398563504219, + "m": 1.0 + }, + { + "p": 0.17366017401218414, + "m": 1.0 + }, + { + "p": 0.21535389125347137, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.528123140335083, + "val_loss": 1.0250154733657837, + "acc": 68.24, + "time": 121.37381666107103, + "param": [ + { + "p": 0.18283171951770782, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13220512866973877, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07064847648143768, + "m": 1.0 + }, + { + "p": 0.05383509024977684, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1265328824520111, + "m": 1.0 + }, + { + "p": 0.04321061447262764, + "m": 1.0 + }, + { + "p": 0.1775222271680832, + "m": 1.0 + }, + { + "p": 0.21321387588977814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.2622119188308716, + "val_loss": 0.8841814398765564, + "acc": 68.86, + "time": 127.1843009009026, + "param": [ + { + "p": 0.18620623648166656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11186449974775314, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07567166537046432, + "m": 1.0 + }, + { + "p": 0.053658273071050644, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009251298615708947, + "m": 1.0 + }, + { + "p": 0.13114038109779358, + "m": 1.0 + }, + { + "p": 0.045659348368644714, + "m": 1.0 + }, + { + "p": 0.17718008160591125, + "m": 1.0 + }, + { + "p": 0.2176944464445114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.5011944770812988, + "val_loss": 0.8592295050621033, + "acc": 68.18, + "time": 130.11028365930542, + "param": [ + { + "p": 0.19106054306030273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0948222354054451, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08187022060155869, + "m": 1.0 + }, + { + "p": 0.046890925616025925, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009691112791188061, + "m": 1.0 + }, + { + "p": 0.12689460813999176, + "m": 1.0 + }, + { + "p": 0.041163112968206406, + "m": 1.0 + }, + { + "p": 0.17584694921970367, + "m": 1.0 + }, + { + "p": 0.24048225581645966, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.317012906074524, + "val_loss": 0.749043345451355, + "acc": 69.66, + "time": 125.42139766691253, + "param": [ + { + "p": 0.18786484003067017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08928467333316803, + "m": 1.0 + }, + { + "p": 0.0015360071556642652, + "m": 1.0 + }, + { + "p": 0.08287303149700165, + "m": 1.0 + }, + { + "p": 0.04204881191253662, + "m": 1.0 + }, + { + "p": 0.0010392682161182165, + "m": 1.0 + }, + { + "p": 0.0015936460113152862, + "m": 1.0 + }, + { + "p": 0.013641547411680222, + "m": 1.0 + }, + { + "p": 0.12459428608417511, + "m": 1.0 + }, + { + "p": 0.03602421283721924, + "m": 1.0 + }, + { + "p": 0.1781379133462906, + "m": 1.0 + }, + { + "p": 0.2413618266582489, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.3827794790267944, + "val_loss": 0.7145711779594421, + "acc": 69.23, + "time": 128.2210909561254, + "param": [ + { + "p": 0.19676919281482697, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08192010223865509, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08067558705806732, + "m": 1.0 + }, + { + "p": 0.03331928327679634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0008120399434119463, + "m": 1.0 + }, + { + "p": 0.026168841868638992, + "m": 1.0 + }, + { + "p": 0.12781661748886108, + "m": 1.0 + }, + { + "p": 0.015676209703087807, + "m": 1.0 + }, + { + "p": 0.18744635581970215, + "m": 1.0 + }, + { + "p": 0.24939580261707306, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.2406896352767944, + "val_loss": 0.7150384783744812, + "acc": 69.47, + "time": 129.19817298976704, + "param": [ + { + "p": 0.19121503829956055, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08149178326129913, + "m": 1.0 + }, + { + "p": 0.0040162065997719765, + "m": 1.0 + }, + { + "p": 0.08231136202812195, + "m": 1.0 + }, + { + "p": 0.033451661467552185, + "m": 1.0 + }, + { + "p": 0.007247413974255323, + "m": 1.0 + }, + { + "p": 0.0016618557274341583, + "m": 1.0 + }, + { + "p": 0.03669195994734764, + "m": 1.0 + }, + { + "p": 0.12181117385625839, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19815748929977417, + "m": 1.0 + }, + { + "p": 0.24194402992725372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.3774160146713257, + "val_loss": 0.8163370490074158, + "acc": 69.65, + "time": 124.9108234369196, + "param": [ + { + "p": 0.16875793039798737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09152058511972427, + "m": 1.0 + }, + { + "p": 0.007887193001806736, + "m": 1.0 + }, + { + "p": 0.07955548167228699, + "m": 1.0 + }, + { + "p": 0.037614449858665466, + "m": 1.0 + }, + { + "p": 0.01850331388413906, + "m": 1.0 + }, + { + "p": 0.0006196724134497344, + "m": 1.0 + }, + { + "p": 0.05042475461959839, + "m": 1.0 + }, + { + "p": 0.11429646611213684, + "m": 1.0 + }, + { + "p": 0.0005330144194886088, + "m": 1.0 + }, + { + "p": 0.19159798324108124, + "m": 1.0 + }, + { + "p": 0.2347455471754074, + "m": 1.0 + }, + { + "p": 0.003943685442209244, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.9533913731575012, + "val_loss": 0.9217584133148193, + "acc": 68.83, + "time": 131.5163464639336, + "param": [ + { + "p": 0.1535036712884903, + "m": 1.0 + }, + { + "p": 3.165872840327211e-05, + "m": 1.0 + }, + { + "p": 0.09499754756689072, + "m": 1.0 + }, + { + "p": 0.003039022209122777, + "m": 1.0 + }, + { + "p": 0.0830126404762268, + "m": 1.0 + }, + { + "p": 0.050787802785634995, + "m": 1.0 + }, + { + "p": 0.020581459626555443, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06420917063951492, + "m": 1.0 + }, + { + "p": 0.10918793827295303, + "m": 1.0 + }, + { + "p": 0.00865496601909399, + "m": 1.0 + }, + { + "p": 0.1838073879480362, + "m": 1.0 + }, + { + "p": 0.220209538936615, + "m": 1.0 + }, + { + "p": 0.007977180182933807, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.3738360404968262, + "val_loss": 0.7920127511024475, + "acc": 69.86, + "time": 123.01347356522456, + "param": [ + { + "p": 0.14957940578460693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10833321511745453, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07659947127103806, + "m": 1.0 + }, + { + "p": 0.05274943634867668, + "m": 1.0 + }, + { + "p": 0.016796808689832687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.054668936878442764, + "m": 1.0 + }, + { + "p": 0.1092526763677597, + "m": 1.0 + }, + { + "p": 0.013264218345284462, + "m": 1.0 + }, + { + "p": 0.18948571383953094, + "m": 1.0 + }, + { + "p": 0.2292701005935669, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.5425313711166382, + "val_loss": 0.8219099640846252, + "acc": 70.04, + "time": 121.40609467728063, + "param": [ + { + "p": 0.16157235205173492, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10703694075345993, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05774305388331413, + "m": 1.0 + }, + { + "p": 0.048028577119112015, + "m": 1.0 + }, + { + "p": 0.011030047200620174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.041041456162929535, + "m": 1.0 + }, + { + "p": 0.11632643640041351, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2035159021615982, + "m": 1.0 + }, + { + "p": 0.253705233335495, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.2122114896774292, + "val_loss": 0.8223212957382202, + "acc": 69.71, + "time": 121.82532468577847, + "param": [ + { + "p": 0.18327189981937408, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09950386732816696, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03457687422633171, + "m": 1.0 + }, + { + "p": 0.03571874275803566, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020679563283920288, + "m": 1.0 + }, + { + "p": 0.12181013077497482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21570350229740143, + "m": 1.0 + }, + { + "p": 0.28873544931411743, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.200576901435852, + "val_loss": 0.858013391494751, + "acc": 68.23, + "time": 127.21226191427559, + "param": [ + { + "p": 0.1884450763463974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08778730779886246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022554919123649597, + "m": 1.0 + }, + { + "p": 0.021346479654312134, + "m": 1.0 + }, + { + "p": 0.00033879830152727664, + "m": 1.0 + }, + { + "p": 0.0025309345219284296, + "m": 1.0 + }, + { + "p": 0.01433489378541708, + "m": 1.0 + }, + { + "p": 0.12904000282287598, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22624309360980988, + "m": 1.0 + }, + { + "p": 0.30737847089767456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.1949743032455444, + "val_loss": 0.8596287965774536, + "acc": 68.85, + "time": 129.77197840623558, + "param": [ + { + "p": 0.1867765337228775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08266845345497131, + "m": 1.0 + }, + { + "p": 0.00016909491387195885, + "m": 1.0 + }, + { + "p": 0.010992437601089478, + "m": 1.0 + }, + { + "p": 0.010145056992769241, + "m": 1.0 + }, + { + "p": 0.008412531577050686, + "m": 1.0 + }, + { + "p": 0.014322830364108086, + "m": 1.0 + }, + { + "p": 0.02195526659488678, + "m": 1.0 + }, + { + "p": 0.1330089569091797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2295619398355484, + "m": 1.0 + }, + { + "p": 0.3019869327545166, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.301499605178833, + "val_loss": 0.7881416082382202, + "acc": 69.47, + "time": 133.88843624619767, + "param": [ + { + "p": 0.1881195455789566, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07915331423282623, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0005715211154893041, + "m": 1.0 + }, + { + "p": 0.0023916587233543396, + "m": 1.0 + }, + { + "p": 0.009261850267648697, + "m": 1.0 + }, + { + "p": 0.02292872592806816, + "m": 1.0 + }, + { + "p": 0.025559432804584503, + "m": 1.0 + }, + { + "p": 0.1266508847475052, + "m": 1.0 + }, + { + "p": 0.00311186071485281, + "m": 1.0 + }, + { + "p": 0.23941688239574432, + "m": 1.0 + }, + { + "p": 0.3018607795238495, + "m": 1.0 + }, + { + "p": 0.0009734822669997811, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.1993762254714966, + "val_loss": 0.79742032289505, + "acc": 69.77, + "time": 130.8842817437835, + "param": [ + { + "p": 0.1849449723958969, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.085006944835186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0032900937367230654, + "m": 1.0 + }, + { + "p": 0.004987289663404226, + "m": 1.0 + }, + { + "p": 0.012038246728479862, + "m": 1.0 + }, + { + "p": 0.036063384264707565, + "m": 1.0 + }, + { + "p": 0.023494161665439606, + "m": 1.0 + }, + { + "p": 0.12636031210422516, + "m": 1.0 + }, + { + "p": 0.0027332287281751633, + "m": 1.0 + }, + { + "p": 0.23575398325920105, + "m": 1.0 + }, + { + "p": 0.2843039929866791, + "m": 1.0 + }, + { + "p": 0.001023401040583849, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.405709147453308, + "val_loss": 0.802320122718811, + "acc": 69.77, + "time": 133.07668859697878, + "param": [ + { + "p": 0.19400763511657715, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08365897089242935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0038588414900004864, + "m": 1.0 + }, + { + "p": 0.017146768048405647, + "m": 1.0 + }, + { + "p": 0.04341187700629234, + "m": 1.0 + }, + { + "p": 0.025541840121150017, + "m": 1.0 + }, + { + "p": 0.1255033016204834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2397906333208084, + "m": 1.0 + }, + { + "p": 0.2670800983905792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.0698288679122925, + "val_loss": 0.787150502204895, + "acc": 70.63, + "time": 128.65286899125203, + "param": [ + { + "p": 0.20174333453178406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0701814517378807, + "m": 1.0 + }, + { + "p": 0.0010505100945010781, + "m": 1.0 + }, + { + "p": 0.0012185689993202686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016425928100943565, + "m": 1.0 + }, + { + "p": 0.05484696105122566, + "m": 1.0 + }, + { + "p": 0.026614559814333916, + "m": 1.0 + }, + { + "p": 0.1247464194893837, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24899259209632874, + "m": 1.0 + }, + { + "p": 0.2535618245601654, + "m": 1.0 + }, + { + "p": 0.000617806741502136, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.160645604133606, + "val_loss": 0.858391523361206, + "acc": 70.28, + "time": 123.99898221390322, + "param": [ + { + "p": 0.1912819743156433, + "m": 1.0 + }, + { + "p": 0.008636915124952793, + "m": 1.0 + }, + { + "p": 0.06264197826385498, + "m": 1.0 + }, + { + "p": 0.007768209557980299, + "m": 1.0 + }, + { + "p": 0.010128544643521309, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025013571605086327, + "m": 1.0 + }, + { + "p": 0.06369779258966446, + "m": 1.0 + }, + { + "p": 0.023868270218372345, + "m": 1.0 + }, + { + "p": 0.11923044174909592, + "m": 1.0 + }, + { + "p": 0.009406959637999535, + "m": 1.0 + }, + { + "p": 0.23944790661334991, + "m": 1.0 + }, + { + "p": 0.22792886197566986, + "m": 1.0 + }, + { + "p": 0.01094863098114729, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.2126736640930176, + "val_loss": 0.9018596410751343, + "acc": 69.79, + "time": 125.67694826796651, + "param": [ + { + "p": 0.18456131219863892, + "m": 1.0 + }, + { + "p": 0.0073313661850988865, + "m": 1.0 + }, + { + "p": 0.06632496416568756, + "m": 1.0 + }, + { + "p": 0.006566610652953386, + "m": 1.0 + }, + { + "p": 0.021425148472189903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04427708685398102, + "m": 1.0 + }, + { + "p": 0.06455525755882263, + "m": 1.0 + }, + { + "p": 0.02137826755642891, + "m": 1.0 + }, + { + "p": 0.12169113755226135, + "m": 1.0 + }, + { + "p": 0.011134612374007702, + "m": 1.0 + }, + { + "p": 0.2248571664094925, + "m": 1.0 + }, + { + "p": 0.2067655324935913, + "m": 1.0 + }, + { + "p": 0.01913163624703884, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.0729022026062012, + "val_loss": 0.8514979481697083, + "acc": 69.95, + "time": 125.5141154518351, + "param": [ + { + "p": 0.1828511357307434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07711812853813171, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025592520833015442, + "m": 1.0 + }, + { + "p": 0.0020984106231480837, + "m": 1.0 + }, + { + "p": 0.04660281911492348, + "m": 1.0 + }, + { + "p": 0.06209094449877739, + "m": 1.0 + }, + { + "p": 0.019692784175276756, + "m": 1.0 + }, + { + "p": 0.13563932478427887, + "m": 1.0 + }, + { + "p": 0.013777757994830608, + "m": 1.0 + }, + { + "p": 0.21549195051193237, + "m": 1.0 + }, + { + "p": 0.20101182162761688, + "m": 1.0 + }, + { + "p": 0.01803239993751049, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.2412346601486206, + "val_loss": 0.7771840691566467, + "acc": 70.54, + "time": 126.6623959238641, + "param": [ + { + "p": 0.20489118993282318, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08715846389532089, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0029747984372079372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02191229723393917, + "m": 1.0 + }, + { + "p": 0.055264342576265335, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1577533781528473, + "m": 1.0 + }, + { + "p": 0.0013552862219512463, + "m": 1.0 + }, + { + "p": 0.236240416765213, + "m": 1.0 + }, + { + "p": 0.22956210374832153, + "m": 1.0 + }, + { + "p": 0.0028877360746264458, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.0270901918411255, + "val_loss": 0.8345462679862976, + "acc": 70.13, + "time": 124.000618618913, + "param": [ + { + "p": 0.20283040404319763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08488693833351135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009125719079747796, + "m": 1.0 + }, + { + "p": 0.003682434791699052, + "m": 1.0 + }, + { + "p": 0.0517011433839798, + "m": 1.0 + }, + { + "p": 0.0007293957751244307, + "m": 1.0 + }, + { + "p": 0.1638193279504776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2470698207616806, + "m": 1.0 + }, + { + "p": 0.24436794221401215, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.1219615936279297, + "val_loss": 0.7905500531196594, + "acc": 70.25, + "time": 126.932992588263, + "param": [ + { + "p": 0.19541746377944946, + "m": 1.0 + }, + { + "p": 0.0004713393864221871, + "m": 1.0 + }, + { + "p": 0.08480241894721985, + "m": 1.0 + }, + { + "p": 0.0003192687872797251, + "m": 1.0 + }, + { + "p": 0.0026268502697348595, + "m": 1.0 + }, + { + "p": 0.002827050630003214, + "m": 1.0 + }, + { + "p": 0.004012595396488905, + "m": 1.0 + }, + { + "p": 0.05140386521816254, + "m": 1.0 + }, + { + "p": 0.007710289675742388, + "m": 1.0 + }, + { + "p": 0.15960010886192322, + "m": 1.0 + }, + { + "p": 0.008709426037967205, + "m": 1.0 + }, + { + "p": 0.24439868330955505, + "m": 1.0 + }, + { + "p": 0.23306983709335327, + "m": 1.0 + }, + { + "p": 0.004630830604583025, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.9558214545249939, + "val_loss": 0.9515586495399475, + "acc": 70.3, + "time": 128.13623957382515, + "param": [ + { + "p": 0.20651403069496155, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0809907391667366, + "m": 1.0 + }, + { + "p": 0.0009966951329261065, + "m": 1.0 + }, + { + "p": 0.013575232587754726, + "m": 1.0 + }, + { + "p": 0.0032109858002513647, + "m": 1.0 + }, + { + "p": 0.004119922872632742, + "m": 1.0 + }, + { + "p": 0.043578315526247025, + "m": 1.0 + }, + { + "p": 0.010555900633335114, + "m": 1.0 + }, + { + "p": 0.16006474196910858, + "m": 1.0 + }, + { + "p": 0.012465409003198147, + "m": 1.0 + }, + { + "p": 0.24656659364700317, + "m": 1.0 + }, + { + "p": 0.21736140549182892, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.1745754480361938, + "val_loss": 0.8723495602607727, + "acc": 69.97, + "time": 123.82031384110451, + "param": [ + { + "p": 0.2036893516778946, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08324603736400604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025631846860051155, + "m": 1.0 + }, + { + "p": 0.009009196422994137, + "m": 1.0 + }, + { + "p": 0.008225378580391407, + "m": 1.0 + }, + { + "p": 0.03550172224640846, + "m": 1.0 + }, + { + "p": 0.01877226121723652, + "m": 1.0 + }, + { + "p": 0.15639261901378632, + "m": 1.0 + }, + { + "p": 0.022407356649637222, + "m": 1.0 + }, + { + "p": 0.2364046424627304, + "m": 1.0 + }, + { + "p": 0.20071958005428314, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.20912766456604, + "val_loss": 0.8773195147514343, + "acc": 70.51, + "time": 122.08463203161955, + "param": [ + { + "p": 0.22493335604667664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07983438670635223, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020946500822901726, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023212537169456482, + "m": 1.0 + }, + { + "p": 0.16276000440120697, + "m": 1.0 + }, + { + "p": 0.01091548427939415, + "m": 1.0 + }, + { + "p": 0.25450560450553894, + "m": 1.0 + }, + { + "p": 0.22289212048053741, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.2389980554580688, + "val_loss": 0.9958459734916687, + "acc": 69.4, + "time": 121.29184128670022, + "param": [ + { + "p": 0.21774636209011078, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07372243702411652, + "m": 1.0 + }, + { + "p": 0.0009303130209445953, + "m": 1.0 + }, + { + "p": 0.03162389621138573, + "m": 1.0 + }, + { + "p": 0.0031478467863053083, + "m": 1.0 + }, + { + "p": 0.006102917715907097, + "m": 1.0 + }, + { + "p": 0.0018274654867127538, + "m": 1.0 + }, + { + "p": 0.025359846651554108, + "m": 1.0 + }, + { + "p": 0.1516953557729721, + "m": 1.0 + }, + { + "p": 0.014936113730072975, + "m": 1.0 + }, + { + "p": 0.2478748857975006, + "m": 1.0 + }, + { + "p": 0.2218676507472992, + "m": 1.0 + }, + { + "p": 0.0031649493612349033, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.4096081256866455, + "val_loss": 0.8139254450798035, + "acc": 70.66, + "time": 121.10181910498068, + "param": [ + { + "p": 0.1842016726732254, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06817066669464111, + "m": 1.0 + }, + { + "p": 0.017668459564447403, + "m": 1.0 + }, + { + "p": 0.05084040388464928, + "m": 1.0 + }, + { + "p": 0.019975708797574043, + "m": 1.0 + }, + { + "p": 0.01851905882358551, + "m": 1.0 + }, + { + "p": 0.015749597921967506, + "m": 1.0 + }, + { + "p": 0.03071158565580845, + "m": 1.0 + }, + { + "p": 0.13574782013893127, + "m": 1.0 + }, + { + "p": 0.024529848247766495, + "m": 1.0 + }, + { + "p": 0.21579425036907196, + "m": 1.0 + }, + { + "p": 0.19236652553081512, + "m": 1.0 + }, + { + "p": 0.025724327191710472, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.1212780475616455, + "val_loss": 0.7663535475730896, + "acc": 70.81, + "time": 134.94583510700613, + "param": [ + { + "p": 0.16491736471652985, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07286740839481354, + "m": 1.0 + }, + { + "p": 0.036449916660785675, + "m": 1.0 + }, + { + "p": 0.05238626152276993, + "m": 1.0 + }, + { + "p": 0.03254370391368866, + "m": 1.0 + }, + { + "p": 0.0202445387840271, + "m": 1.0 + }, + { + "p": 0.03068343736231327, + "m": 1.0 + }, + { + "p": 0.040588509291410446, + "m": 1.0 + }, + { + "p": 0.11991041153669357, + "m": 1.0 + }, + { + "p": 0.03548439219594002, + "m": 1.0 + }, + { + "p": 0.19177427887916565, + "m": 1.0 + }, + { + "p": 0.1702517718076706, + "m": 1.0 + }, + { + "p": 0.03189790993928909, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.2116203308105469, + "val_loss": 0.8319024443626404, + "acc": 70.98, + "time": 124.6242062090896, + "param": [ + { + "p": 0.1613653302192688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09141155332326889, + "m": 1.0 + }, + { + "p": 0.026088187471032143, + "m": 1.0 + }, + { + "p": 0.041428618133068085, + "m": 1.0 + }, + { + "p": 0.03318873420357704, + "m": 1.0 + }, + { + "p": 0.011885385029017925, + "m": 1.0 + }, + { + "p": 0.04661133885383606, + "m": 1.0 + }, + { + "p": 0.042257387191057205, + "m": 1.0 + }, + { + "p": 0.12405557930469513, + "m": 1.0 + }, + { + "p": 0.03791530802845955, + "m": 1.0 + }, + { + "p": 0.18471191823482513, + "m": 1.0 + }, + { + "p": 0.17570048570632935, + "m": 1.0 + }, + { + "p": 0.023380117490887642, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.4851899147033691, + "val_loss": 0.8857001662254333, + "acc": 70.74, + "time": 123.5002604117617, + "param": [ + { + "p": 0.1610712707042694, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1128731444478035, + "m": 1.0 + }, + { + "p": 0.021194040775299072, + "m": 1.0 + }, + { + "p": 0.02468053251504898, + "m": 1.0 + }, + { + "p": 0.03186005726456642, + "m": 1.0 + }, + { + "p": 0.00211355765350163, + "m": 1.0 + }, + { + "p": 0.04856664314866066, + "m": 1.0 + }, + { + "p": 0.04571644216775894, + "m": 1.0 + }, + { + "p": 0.12781189382076263, + "m": 1.0 + }, + { + "p": 0.04338705167174339, + "m": 1.0 + }, + { + "p": 0.1847819983959198, + "m": 1.0 + }, + { + "p": 0.1726769506931305, + "m": 1.0 + }, + { + "p": 0.023266399279236794, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.1182337999343872, + "val_loss": 0.8577476739883423, + "acc": 71.51, + "time": 122.27736267074943, + "param": [ + { + "p": 0.16039994359016418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11477982252836227, + "m": 1.0 + }, + { + "p": 0.022182421758770943, + "m": 1.0 + }, + { + "p": 0.014404864981770515, + "m": 1.0 + }, + { + "p": 0.03130793198943138, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.044144246727228165, + "m": 1.0 + }, + { + "p": 0.05630388855934143, + "m": 1.0 + }, + { + "p": 0.1247941330075264, + "m": 1.0 + }, + { + "p": 0.05742160603404045, + "m": 1.0 + }, + { + "p": 0.179727703332901, + "m": 1.0 + }, + { + "p": 0.16131553053855896, + "m": 1.0 + }, + { + "p": 0.03321794420480728, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.1451401710510254, + "val_loss": 0.9390389919281006, + "acc": 70.59, + "time": 128.1790485298261, + "param": [ + { + "p": 0.14360472559928894, + "m": 1.0 + }, + { + "p": 0.004815365187823772, + "m": 1.0 + }, + { + "p": 0.10200344771146774, + "m": 1.0 + }, + { + "p": 0.03812824562191963, + "m": 1.0 + }, + { + "p": 0.01865219697356224, + "m": 1.0 + }, + { + "p": 0.04021986946463585, + "m": 1.0 + }, + { + "p": 0.0018549805972725153, + "m": 1.0 + }, + { + "p": 0.043395210057497025, + "m": 1.0 + }, + { + "p": 0.07926399260759354, + "m": 1.0 + }, + { + "p": 0.11801717430353165, + "m": 1.0 + }, + { + "p": 0.07054678350687027, + "m": 1.0 + }, + { + "p": 0.16822107136249542, + "m": 1.0 + }, + { + "p": 0.13234157860279083, + "m": 1.0 + }, + { + "p": 0.03893537446856499, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.3205355405807495, + "val_loss": 0.8296513557434082, + "acc": 70.07, + "time": 124.8758900994435, + "param": [ + { + "p": 0.1379367858171463, + "m": 1.0 + }, + { + "p": 0.004497494548559189, + "m": 1.0 + }, + { + "p": 0.1043224111199379, + "m": 1.0 + }, + { + "p": 0.04166098311543465, + "m": 1.0 + }, + { + "p": 0.011610135436058044, + "m": 1.0 + }, + { + "p": 0.05315052717924118, + "m": 1.0 + }, + { + "p": 5.346776742953807e-05, + "m": 1.0 + }, + { + "p": 0.05257193371653557, + "m": 1.0 + }, + { + "p": 0.08392854034900665, + "m": 1.0 + }, + { + "p": 0.11827724426984787, + "m": 1.0 + }, + { + "p": 0.08306464552879333, + "m": 1.0 + }, + { + "p": 0.1617089807987213, + "m": 1.0 + }, + { + "p": 0.11616317927837372, + "m": 1.0 + }, + { + "p": 0.031053652986884117, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json new file mode 100644 index 0000000..7094f75 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 72.2, + "Time": [ + 126.40226575997659, + 4.717383835046552 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.214780569076538, + "val_loss": 2.299762010574341, + "acc": 10.91, + "time": 121.65926414821297, + "param": [ + { + "p": 0.07856855541467667, + "m": 1.0 + }, + { + "p": 0.11978782713413239, + "m": 1.0 + }, + { + "p": 0.08149228245019913, + "m": 1.0 + }, + { + "p": 0.10278981178998947, + "m": 1.0 + }, + { + "p": 0.11550314724445343, + "m": 1.0 + }, + { + "p": 0.04087618365883827, + "m": 1.0 + }, + { + "p": 0.07415629923343658, + "m": 1.0 + }, + { + "p": 0.07165651768445969, + "m": 1.0 + }, + { + "p": 0.046516645699739456, + "m": 1.0 + }, + { + "p": 0.07278398424386978, + "m": 1.0 + }, + { + "p": 0.047569356858730316, + "m": 1.0 + }, + { + "p": 0.02853994630277157, + "m": 1.0 + }, + { + "p": 0.049722813069820404, + "m": 1.0 + }, + { + "p": 0.07003659009933472, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.259385585784912, + "val_loss": 2.272547721862793, + "acc": 13.77, + "time": 132.76487235492095, + "param": [ + { + "p": 0.09457303583621979, + "m": 1.0 + }, + { + "p": 0.10577764362096786, + "m": 1.0 + }, + { + "p": 0.0837913304567337, + "m": 1.0 + }, + { + "p": 0.10145913064479828, + "m": 1.0 + }, + { + "p": 0.10589750111103058, + "m": 1.0 + }, + { + "p": 0.047065429389476776, + "m": 1.0 + }, + { + "p": 0.08519372344017029, + "m": 1.0 + }, + { + "p": 0.08596330136060715, + "m": 1.0 + }, + { + "p": 0.029018759727478027, + "m": 1.0 + }, + { + "p": 0.08719945698976517, + "m": 1.0 + }, + { + "p": 0.049640554934740067, + "m": 1.0 + }, + { + "p": 0.05407346785068512, + "m": 1.0 + }, + { + "p": 0.0442563071846962, + "m": 1.0 + }, + { + "p": 0.026090342551469803, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.2639050483703613, + "val_loss": 2.0798306465148926, + "acc": 24.09, + "time": 135.23439994687214, + "param": [ + { + "p": 0.08674553781747818, + "m": 1.0 + }, + { + "p": 0.08596106618642807, + "m": 1.0 + }, + { + "p": 0.08298616111278534, + "m": 1.0 + }, + { + "p": 0.06992305815219879, + "m": 1.0 + }, + { + "p": 0.10327068716287613, + "m": 1.0 + }, + { + "p": 0.06247350946068764, + "m": 1.0 + }, + { + "p": 0.07944430410861969, + "m": 1.0 + }, + { + "p": 0.10425332188606262, + "m": 1.0 + }, + { + "p": 0.04274699464440346, + "m": 1.0 + }, + { + "p": 0.0871029943227768, + "m": 1.0 + }, + { + "p": 0.06729943305253983, + "m": 1.0 + }, + { + "p": 0.07109609991312027, + "m": 1.0 + }, + { + "p": 0.05564836412668228, + "m": 1.0 + }, + { + "p": 0.0010484884260222316, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.3293988704681396, + "val_loss": 2.078035354614258, + "acc": 24.82, + "time": 123.4115710798651, + "param": [ + { + "p": 0.09969062358140945, + "m": 1.0 + }, + { + "p": 0.058299388736486435, + "m": 1.0 + }, + { + "p": 0.07034271210432053, + "m": 1.0 + }, + { + "p": 0.03356477990746498, + "m": 1.0 + }, + { + "p": 0.14304271340370178, + "m": 1.0 + }, + { + "p": 0.012376041151583195, + "m": 1.0 + }, + { + "p": 0.07031717151403427, + "m": 1.0 + }, + { + "p": 0.1556703895330429, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0820889100432396, + "m": 1.0 + }, + { + "p": 0.07570583373308182, + "m": 1.0 + }, + { + "p": 0.08768324553966522, + "m": 1.0 + }, + { + "p": 0.11121821403503418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.135205030441284, + "val_loss": 2.0039846897125244, + "acc": 28.63, + "time": 133.44170161802322, + "param": [ + { + "p": 0.09650499373674393, + "m": 1.0 + }, + { + "p": 0.014790227636694908, + "m": 1.0 + }, + { + "p": 0.05439826846122742, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21216031908988953, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04358426854014397, + "m": 1.0 + }, + { + "p": 0.23319539427757263, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.073987677693367, + "m": 1.0 + }, + { + "p": 0.054719433188438416, + "m": 1.0 + }, + { + "p": 0.0781070664525032, + "m": 1.0 + }, + { + "p": 0.13855229318141937, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.0960357189178467, + "val_loss": 1.8768526315689087, + "acc": 30.51, + "time": 123.63429604005069, + "param": [ + { + "p": 0.08338804543018341, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04548638314008713, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25843408703804016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027218811213970184, + "m": 1.0 + }, + { + "p": 0.26066046953201294, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.057088665664196014, + "m": 1.0 + }, + { + "p": 0.03610410541296005, + "m": 1.0 + }, + { + "p": 0.07964286208152771, + "m": 1.0 + }, + { + "p": 0.1519765406847, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.9696630239486694, + "val_loss": 1.7942395210266113, + "acc": 34.13, + "time": 127.58403094299138, + "param": [ + { + "p": 0.08364351093769073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052643466740846634, + "m": 1.0 + }, + { + "p": 0.003714104415848851, + "m": 1.0 + }, + { + "p": 0.2732008397579193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009722200222313404, + "m": 1.0 + }, + { + "p": 0.2673356235027313, + "m": 1.0 + }, + { + "p": 0.0004803331976290792, + "m": 1.0 + }, + { + "p": 0.040281765162944794, + "m": 1.0 + }, + { + "p": 0.011247524991631508, + "m": 1.0 + }, + { + "p": 0.10462260991334915, + "m": 1.0 + }, + { + "p": 0.1531081348657608, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.80125892162323, + "val_loss": 1.8486031293869019, + "acc": 35.9, + "time": 132.72837205510587, + "param": [ + { + "p": 0.09809676557779312, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04856079816818237, + "m": 1.0 + }, + { + "p": 0.02513912133872509, + "m": 1.0 + }, + { + "p": 0.25926706194877625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0087131317704916, + "m": 1.0 + }, + { + "p": 0.25319525599479675, + "m": 1.0 + }, + { + "p": 0.0007888729451224208, + "m": 1.0 + }, + { + "p": 0.026544587686657906, + "m": 1.0 + }, + { + "p": 0.02323862910270691, + "m": 1.0 + }, + { + "p": 0.12701909244060516, + "m": 1.0 + }, + { + "p": 0.12943661212921143, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.9353382587432861, + "val_loss": 1.7422767877578735, + "acc": 38.29, + "time": 134.14887630892918, + "param": [ + { + "p": 0.10152984410524368, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06657808274030685, + "m": 1.0 + }, + { + "p": 0.05046077072620392, + "m": 1.0 + }, + { + "p": 0.22004571557044983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03135857358574867, + "m": 1.0 + }, + { + "p": 0.21962778270244598, + "m": 1.0 + }, + { + "p": 0.004646603949368, + "m": 1.0 + }, + { + "p": 0.02528391405940056, + "m": 1.0 + }, + { + "p": 0.0409303717315197, + "m": 1.0 + }, + { + "p": 0.11995497345924377, + "m": 1.0 + }, + { + "p": 0.11958345770835876, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.851818323135376, + "val_loss": 1.6429424285888672, + "acc": 39.62, + "time": 122.83245880482718, + "param": [ + { + "p": 0.11419761180877686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07545706629753113, + "m": 1.0 + }, + { + "p": 0.03843160346150398, + "m": 1.0 + }, + { + "p": 0.1974131017923355, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049104489386081696, + "m": 1.0 + }, + { + "p": 0.20380866527557373, + "m": 1.0 + }, + { + "p": 0.008807015605270863, + "m": 1.0 + }, + { + "p": 0.03119480237364769, + "m": 1.0 + }, + { + "p": 0.046978313475847244, + "m": 1.0 + }, + { + "p": 0.12231612205505371, + "m": 1.0 + }, + { + "p": 0.11229105293750763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.9628115892410278, + "val_loss": 1.7365130186080933, + "acc": 38.76, + "time": 122.21220687916502, + "param": [ + { + "p": 0.11225573718547821, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08615896850824356, + "m": 1.0 + }, + { + "p": 0.02618677355349064, + "m": 1.0 + }, + { + "p": 0.17280276119709015, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06958066672086716, + "m": 1.0 + }, + { + "p": 0.18271423876285553, + "m": 1.0 + }, + { + "p": 0.019223526120185852, + "m": 1.0 + }, + { + "p": 0.04088198021054268, + "m": 1.0 + }, + { + "p": 0.044181939214468, + "m": 1.0 + }, + { + "p": 0.11908908933401108, + "m": 1.0 + }, + { + "p": 0.12692435085773468, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.9792901277542114, + "val_loss": 1.6363390684127808, + "acc": 41.43, + "time": 123.22059231391177, + "param": [ + { + "p": 0.11542460322380066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09678729623556137, + "m": 1.0 + }, + { + "p": 0.012002128176391125, + "m": 1.0 + }, + { + "p": 0.15928524732589722, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06883798539638519, + "m": 1.0 + }, + { + "p": 0.18539899587631226, + "m": 1.0 + }, + { + "p": 0.014311548322439194, + "m": 1.0 + }, + { + "p": 0.04333261772990227, + "m": 1.0 + }, + { + "p": 0.02474926970899105, + "m": 1.0 + }, + { + "p": 0.13144271075725555, + "m": 1.0 + }, + { + "p": 0.14842760562896729, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.796817421913147, + "val_loss": 1.6673202514648438, + "acc": 42.23, + "time": 129.94746915902942, + "param": [ + { + "p": 0.11156882345676422, + "m": 1.0 + }, + { + "p": 0.0005233145784586668, + "m": 1.0 + }, + { + "p": 0.10622937232255936, + "m": 1.0 + }, + { + "p": 0.021406276151537895, + "m": 1.0 + }, + { + "p": 0.1325334906578064, + "m": 1.0 + }, + { + "p": 0.00020080276590306312, + "m": 1.0 + }, + { + "p": 0.07352081686258316, + "m": 1.0 + }, + { + "p": 0.16905149817466736, + "m": 1.0 + }, + { + "p": 0.019158078357577324, + "m": 1.0 + }, + { + "p": 0.06284581124782562, + "m": 1.0 + }, + { + "p": 0.00755680026486516, + "m": 1.0 + }, + { + "p": 0.12832999229431152, + "m": 1.0 + }, + { + "p": 0.16696655750274658, + "m": 1.0 + }, + { + "p": 0.00010832097905222327, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.8772579431533813, + "val_loss": 1.5696011781692505, + "acc": 42.17, + "time": 120.80223110876977, + "param": [ + { + "p": 0.11008647084236145, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11391183733940125, + "m": 1.0 + }, + { + "p": 0.01836567558348179, + "m": 1.0 + }, + { + "p": 0.12050803750753403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07242009043693542, + "m": 1.0 + }, + { + "p": 0.16078107059001923, + "m": 1.0 + }, + { + "p": 0.01993129402399063, + "m": 1.0 + }, + { + "p": 0.07000444829463959, + "m": 1.0 + }, + { + "p": 0.00026317857555113733, + "m": 1.0 + }, + { + "p": 0.1390572339296341, + "m": 1.0 + }, + { + "p": 0.17467062175273895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.9779702425003052, + "val_loss": 1.5059996843338013, + "acc": 44.07, + "time": 123.39256957592443, + "param": [ + { + "p": 0.10661134123802185, + "m": 1.0 + }, + { + "p": 6.623274384764954e-05, + "m": 1.0 + }, + { + "p": 0.10833590477705002, + "m": 1.0 + }, + { + "p": 0.015253795310854912, + "m": 1.0 + }, + { + "p": 0.11798056960105896, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0792267769575119, + "m": 1.0 + }, + { + "p": 0.1373361200094223, + "m": 1.0 + }, + { + "p": 0.033048953860998154, + "m": 1.0 + }, + { + "p": 0.0689801499247551, + "m": 1.0 + }, + { + "p": 0.004242597613483667, + "m": 1.0 + }, + { + "p": 0.1482548862695694, + "m": 1.0 + }, + { + "p": 0.17479892075061798, + "m": 1.0 + }, + { + "p": 0.0058637987822294235, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.8851511478424072, + "val_loss": 1.5663347244262695, + "acc": 43.91, + "time": 123.85876352293417, + "param": [ + { + "p": 0.11232022196054459, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10271883755922318, + "m": 1.0 + }, + { + "p": 0.006460567004978657, + "m": 1.0 + }, + { + "p": 0.11769310384988785, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07753285020589828, + "m": 1.0 + }, + { + "p": 0.1184716522693634, + "m": 1.0 + }, + { + "p": 0.03714428469538689, + "m": 1.0 + }, + { + "p": 0.07746956497430801, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1625736653804779, + "m": 1.0 + }, + { + "p": 0.18761524558067322, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.6357688903808594, + "val_loss": 1.6350994110107422, + "acc": 44.93, + "time": 127.45065893093124, + "param": [ + { + "p": 0.11635962873697281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09664181619882584, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10200873762369156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0770358294248581, + "m": 1.0 + }, + { + "p": 0.11088287830352783, + "m": 1.0 + }, + { + "p": 0.014585542492568493, + "m": 1.0 + }, + { + "p": 0.07731413841247559, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17922353744506836, + "m": 1.0 + }, + { + "p": 0.22594791650772095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.7226482629776, + "val_loss": 1.4751907587051392, + "acc": 45.78, + "time": 128.62022805958986, + "param": [ + { + "p": 0.11191536486148834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09179750829935074, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09435385465621948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08167432993650436, + "m": 1.0 + }, + { + "p": 0.09956610202789307, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0640406683087349, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19582359492778778, + "m": 1.0 + }, + { + "p": 0.26082858443260193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.856827974319458, + "val_loss": 1.365926742553711, + "acc": 48.06, + "time": 135.45862417621538, + "param": [ + { + "p": 0.1010466143488884, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09503336995840073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08846132457256317, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07561541348695755, + "m": 1.0 + }, + { + "p": 0.0825856477022171, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05433254688978195, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2079191356897354, + "m": 1.0 + }, + { + "p": 0.2950059175491333, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.8123745918273926, + "val_loss": 1.3467093706130981, + "acc": 48.14, + "time": 124.40973808197305, + "param": [ + { + "p": 0.09313210844993591, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09423861652612686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07598480582237244, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06186739727854729, + "m": 1.0 + }, + { + "p": 0.07318033277988434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.041485290974378586, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22375370562076569, + "m": 1.0 + }, + { + "p": 0.3363577425479889, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.614419937133789, + "val_loss": 1.5091434717178345, + "acc": 45.71, + "time": 124.93350850092247, + "param": [ + { + "p": 0.0906505212187767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08910629898309708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04830440133810043, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0373881496489048, + "m": 1.0 + }, + { + "p": 0.04591619595885277, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02591545507311821, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2632128596305847, + "m": 1.0 + }, + { + "p": 0.3995060920715332, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.4966307878494263, + "val_loss": 1.3270225524902344, + "acc": 47.1, + "time": 122.05625757202506, + "param": [ + { + "p": 0.0888921245932579, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08289080113172531, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023892927914857864, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01706368289887905, + "m": 1.0 + }, + { + "p": 0.03974781185388565, + "m": 1.0 + }, + { + "p": 0.0009910047519952059, + "m": 1.0 + }, + { + "p": 0.011384849436581135, + "m": 1.0 + }, + { + "p": 0.0030108457431197166, + "m": 1.0 + }, + { + "p": 0.29335057735443115, + "m": 1.0 + }, + { + "p": 0.4387754201889038, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.7183401584625244, + "val_loss": 1.3344014883041382, + "acc": 50.68, + "time": 120.20152860321105, + "param": [ + { + "p": 0.08853930979967117, + "m": 1.0 + }, + { + "p": 0.0030847513116896152, + "m": 1.0 + }, + { + "p": 0.08308371901512146, + "m": 1.0 + }, + { + "p": 0.01369297131896019, + "m": 1.0 + }, + { + "p": 0.035397160798311234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045347969979047775, + "m": 1.0 + }, + { + "p": 0.057631123811006546, + "m": 1.0 + }, + { + "p": 0.013919621706008911, + "m": 1.0 + }, + { + "p": 0.029080480337142944, + "m": 1.0 + }, + { + "p": 0.03239281475543976, + "m": 1.0 + }, + { + "p": 0.23959290981292725, + "m": 1.0 + }, + { + "p": 0.35823720693588257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.584877610206604, + "val_loss": 1.4432920217514038, + "acc": 49.29, + "time": 123.77693445701152, + "param": [ + { + "p": 0.08782245218753815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08312064409255981, + "m": 1.0 + }, + { + "p": 0.014500338584184647, + "m": 1.0 + }, + { + "p": 0.022239571437239647, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04153326153755188, + "m": 1.0 + }, + { + "p": 0.06366970390081406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025003740563988686, + "m": 1.0 + }, + { + "p": 0.041646577417850494, + "m": 1.0 + }, + { + "p": 0.24452780187129974, + "m": 1.0 + }, + { + "p": 0.37593594193458557, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.7764408588409424, + "val_loss": 1.385137677192688, + "acc": 49.26, + "time": 124.37101412611082, + "param": [ + { + "p": 0.0752219408750534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08805906772613525, + "m": 1.0 + }, + { + "p": 0.003817407414317131, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0021377045195549726, + "m": 1.0 + }, + { + "p": 0.06213060021400452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0017556669190526009, + "m": 1.0 + }, + { + "p": 0.02937587909400463, + "m": 1.0 + }, + { + "p": 0.27963411808013916, + "m": 1.0 + }, + { + "p": 0.45786765217781067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.5800704956054688, + "val_loss": 1.3987007141113281, + "acc": 50.66, + "time": 134.46709894994274, + "param": [ + { + "p": 0.057202182710170746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08084511011838913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06380513310432434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014231754466891289, + "m": 1.0 + }, + { + "p": 0.2932937443256378, + "m": 1.0 + }, + { + "p": 0.49062207341194153, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.739897608757019, + "val_loss": 1.3577229976654053, + "acc": 51.17, + "time": 137.37031288491562, + "param": [ + { + "p": 0.047246430069208145, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07755453139543533, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0007581192767247558, + "m": 1.0 + }, + { + "p": 0.05896027386188507, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0003509523521643132, + "m": 1.0 + }, + { + "p": 0.2986668348312378, + "m": 1.0 + }, + { + "p": 0.5164628624916077, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.679237961769104, + "val_loss": 1.2874029874801636, + "acc": 53.46, + "time": 132.55030879890546, + "param": [ + { + "p": 0.04891042038798332, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07738479226827621, + "m": 1.0 + }, + { + "p": 0.003944373689591885, + "m": 1.0 + }, + { + "p": 0.0023363034706562757, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01871406100690365, + "m": 1.0 + }, + { + "p": 0.05787036940455437, + "m": 1.0 + }, + { + "p": 0.0022084068041294813, + "m": 1.0 + }, + { + "p": 0.012927348725497723, + "m": 1.0 + }, + { + "p": 0.009287658147513866, + "m": 1.0 + }, + { + "p": 0.2810267508029938, + "m": 1.0 + }, + { + "p": 0.4853894114494324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.6385282278060913, + "val_loss": 1.4235808849334717, + "acc": 52.98, + "time": 123.00242930464447, + "param": [ + { + "p": 0.05358767881989479, + "m": 1.0 + }, + { + "p": 0.0010720675345510244, + "m": 1.0 + }, + { + "p": 0.07733882963657379, + "m": 1.0 + }, + { + "p": 0.031193150207400322, + "m": 1.0 + }, + { + "p": 0.007083981763571501, + "m": 1.0 + }, + { + "p": 0.009496382437646389, + "m": 1.0 + }, + { + "p": 0.04223025590181351, + "m": 1.0 + }, + { + "p": 0.06447867304086685, + "m": 1.0 + }, + { + "p": 0.016606824472546577, + "m": 1.0 + }, + { + "p": 0.02809108793735504, + "m": 1.0 + }, + { + "p": 0.0329730361700058, + "m": 1.0 + }, + { + "p": 0.23585323989391327, + "m": 1.0 + }, + { + "p": 0.39370855689048767, + "m": 1.0 + }, + { + "p": 0.006286109331995249, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.8414112329483032, + "val_loss": 1.3989498615264893, + "acc": 52.9, + "time": 122.82649737596512, + "param": [ + { + "p": 0.05479167774319649, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07578933238983154, + "m": 1.0 + }, + { + "p": 0.029749643057584763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01063884049654007, + "m": 1.0 + }, + { + "p": 0.038720086216926575, + "m": 1.0 + }, + { + "p": 0.048940084874629974, + "m": 1.0 + }, + { + "p": 0.017791645601391792, + "m": 1.0 + }, + { + "p": 0.023420365527272224, + "m": 1.0 + }, + { + "p": 0.03406190499663353, + "m": 1.0 + }, + { + "p": 0.2559666931629181, + "m": 1.0 + }, + { + "p": 0.40854647755622864, + "m": 1.0 + }, + { + "p": 0.0015832908684387803, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.4587366580963135, + "val_loss": 1.2774840593338013, + "acc": 54.09, + "time": 131.91338979592547, + "param": [ + { + "p": 0.058258600533008575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07728831470012665, + "m": 1.0 + }, + { + "p": 0.013517760671675205, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010497384704649448, + "m": 1.0 + }, + { + "p": 0.02973674237728119, + "m": 1.0 + }, + { + "p": 0.03122422657907009, + "m": 1.0 + }, + { + "p": 0.01415446400642395, + "m": 1.0 + }, + { + "p": 0.01597411558032036, + "m": 1.0 + }, + { + "p": 0.0316217802464962, + "m": 1.0 + }, + { + "p": 0.2772684395313263, + "m": 1.0 + }, + { + "p": 0.44045811891555786, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.5980979204177856, + "val_loss": 1.3959388732910156, + "acc": 53.91, + "time": 127.72375776292756, + "param": [ + { + "p": 0.06437283754348755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08497560024261475, + "m": 1.0 + }, + { + "p": 0.00937892496585846, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004879924934357405, + "m": 1.0 + }, + { + "p": 0.01814848557114601, + "m": 1.0 + }, + { + "p": 0.025230443105101585, + "m": 1.0 + }, + { + "p": 0.01301982719451189, + "m": 1.0 + }, + { + "p": 0.015385651960968971, + "m": 1.0 + }, + { + "p": 0.025591131299734116, + "m": 1.0 + }, + { + "p": 0.2864122986793518, + "m": 1.0 + }, + { + "p": 0.45260488986968994, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.512593388557434, + "val_loss": 1.3571604490280151, + "acc": 51.75, + "time": 121.2802323573269, + "param": [ + { + "p": 0.07402543723583221, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09232135862112045, + "m": 1.0 + }, + { + "p": 0.0011296141892671585, + "m": 1.0 + }, + { + "p": 0.000346366228768602, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011497090570628643, + "m": 1.0 + }, + { + "p": 0.019411984831094742, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02186906896531582, + "m": 1.0 + }, + { + "p": 0.01784146949648857, + "m": 1.0 + }, + { + "p": 0.29375770688056946, + "m": 1.0 + }, + { + "p": 0.4677998721599579, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.4479620456695557, + "val_loss": 1.208913803100586, + "acc": 54.81, + "time": 121.78173370007426, + "param": [ + { + "p": 0.08263286203145981, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1015109196305275, + "m": 1.0 + }, + { + "p": 0.009449681267142296, + "m": 1.0 + }, + { + "p": 0.008549554273486137, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022242026403546333, + "m": 1.0 + }, + { + "p": 0.03470234200358391, + "m": 1.0 + }, + { + "p": 0.007936022244393826, + "m": 1.0 + }, + { + "p": 0.04039914533495903, + "m": 1.0 + }, + { + "p": 0.020565638318657875, + "m": 1.0 + }, + { + "p": 0.2570986747741699, + "m": 1.0 + }, + { + "p": 0.412612646818161, + "m": 1.0 + }, + { + "p": 0.002300579333677888, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.5206719636917114, + "val_loss": 1.14087975025177, + "acc": 56.68, + "time": 124.0589501671493, + "param": [ + { + "p": 0.0882028266787529, + "m": 1.0 + }, + { + "p": 0.0005014773923903704, + "m": 1.0 + }, + { + "p": 0.10355278849601746, + "m": 1.0 + }, + { + "p": 0.01415226049721241, + "m": 1.0 + }, + { + "p": 0.01808551698923111, + "m": 1.0 + }, + { + "p": 0.008006357587873936, + "m": 1.0 + }, + { + "p": 0.02867952547967434, + "m": 1.0 + }, + { + "p": 0.048185061663389206, + "m": 1.0 + }, + { + "p": 0.027778385207057, + "m": 1.0 + }, + { + "p": 0.04858412966132164, + "m": 1.0 + }, + { + "p": 0.03123546577990055, + "m": 1.0 + }, + { + "p": 0.22246555984020233, + "m": 1.0 + }, + { + "p": 0.36057060956954956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.481113076210022, + "val_loss": 1.237496256828308, + "acc": 56.46, + "time": 122.50206013768911, + "param": [ + { + "p": 0.08591516315937042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09890151023864746, + "m": 1.0 + }, + { + "p": 0.014020301401615143, + "m": 1.0 + }, + { + "p": 0.026314573362469673, + "m": 1.0 + }, + { + "p": 0.006276862695813179, + "m": 1.0 + }, + { + "p": 0.03833312168717384, + "m": 1.0 + }, + { + "p": 0.05794662982225418, + "m": 1.0 + }, + { + "p": 0.0344255194067955, + "m": 1.0 + }, + { + "p": 0.058723002672195435, + "m": 1.0 + }, + { + "p": 0.03597678989171982, + "m": 1.0 + }, + { + "p": 0.2102278470993042, + "m": 1.0 + }, + { + "p": 0.3329385817050934, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.6877219676971436, + "val_loss": 1.227798581123352, + "acc": 53.58, + "time": 123.11317847995088, + "param": [ + { + "p": 0.08507458120584488, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10207229107618332, + "m": 1.0 + }, + { + "p": 0.019231170415878296, + "m": 1.0 + }, + { + "p": 0.0226291511207819, + "m": 1.0 + }, + { + "p": 0.00037205766420811415, + "m": 1.0 + }, + { + "p": 0.04486735910177231, + "m": 1.0 + }, + { + "p": 0.06079981103539467, + "m": 1.0 + }, + { + "p": 0.03394385427236557, + "m": 1.0 + }, + { + "p": 0.06224960461258888, + "m": 1.0 + }, + { + "p": 0.04234740883111954, + "m": 1.0 + }, + { + "p": 0.20173631608486176, + "m": 1.0 + }, + { + "p": 0.3246763348579407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.5858923196792603, + "val_loss": 1.2265405654907227, + "acc": 57.05, + "time": 122.28854722203687, + "param": [ + { + "p": 0.07548690587282181, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11410865187644958, + "m": 1.0 + }, + { + "p": 0.014382083900272846, + "m": 1.0 + }, + { + "p": 0.009222064167261124, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03410772234201431, + "m": 1.0 + }, + { + "p": 0.05331049859523773, + "m": 1.0 + }, + { + "p": 0.03288095444440842, + "m": 1.0 + }, + { + "p": 0.05879931524395943, + "m": 1.0 + }, + { + "p": 0.037069063633680344, + "m": 1.0 + }, + { + "p": 0.21429090201854706, + "m": 1.0 + }, + { + "p": 0.3563418984413147, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.5437722206115723, + "val_loss": 1.1614238023757935, + "acc": 56.27, + "time": 130.59046833310276, + "param": [ + { + "p": 0.0738048106431961, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12423474341630936, + "m": 1.0 + }, + { + "p": 0.0029997210949659348, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028594156727194786, + "m": 1.0 + }, + { + "p": 0.04365791752934456, + "m": 1.0 + }, + { + "p": 0.025295961648225784, + "m": 1.0 + }, + { + "p": 0.0633595883846283, + "m": 1.0 + }, + { + "p": 0.029862593859434128, + "m": 1.0 + }, + { + "p": 0.22199013829231262, + "m": 1.0 + }, + { + "p": 0.3862003982067108, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.5796847343444824, + "val_loss": 1.2684428691864014, + "acc": 56.13, + "time": 129.4068298758939, + "param": [ + { + "p": 0.07128386199474335, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12224975973367691, + "m": 1.0 + }, + { + "p": 0.005175952799618244, + "m": 1.0 + }, + { + "p": 0.004045830573886633, + "m": 1.0 + }, + { + "p": 0.0032754165586084127, + "m": 1.0 + }, + { + "p": 0.03397631272673607, + "m": 1.0 + }, + { + "p": 0.043457821011543274, + "m": 1.0 + }, + { + "p": 0.031020144000649452, + "m": 1.0 + }, + { + "p": 0.07565031945705414, + "m": 1.0 + }, + { + "p": 0.042691342532634735, + "m": 1.0 + }, + { + "p": 0.20061738789081573, + "m": 1.0 + }, + { + "p": 0.3665558695793152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.528859257698059, + "val_loss": 1.2881038188934326, + "acc": 57.36, + "time": 135.3460585810244, + "param": [ + { + "p": 0.06965603679418564, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12546156346797943, + "m": 1.0 + }, + { + "p": 0.003144624410197139, + "m": 1.0 + }, + { + "p": 0.009071859531104565, + "m": 1.0 + }, + { + "p": 0.007228877395391464, + "m": 1.0 + }, + { + "p": 0.03807806223630905, + "m": 1.0 + }, + { + "p": 0.05130254477262497, + "m": 1.0 + }, + { + "p": 0.03660385683178902, + "m": 1.0 + }, + { + "p": 0.08741946518421173, + "m": 1.0 + }, + { + "p": 0.059662915766239166, + "m": 1.0 + }, + { + "p": 0.1784953773021698, + "m": 1.0 + }, + { + "p": 0.3259417414665222, + "m": 1.0 + }, + { + "p": 0.007933122105896473, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.8777108192443848, + "val_loss": 1.1598236560821533, + "acc": 58.84, + "time": 121.50904222903773, + "param": [ + { + "p": 0.06380920857191086, + "m": 1.0 + }, + { + "p": 0.002406925428658724, + "m": 1.0 + }, + { + "p": 0.1201368197798729, + "m": 1.0 + }, + { + "p": 0.01897687092423439, + "m": 1.0 + }, + { + "p": 0.03434467315673828, + "m": 1.0 + }, + { + "p": 0.019248276948928833, + "m": 1.0 + }, + { + "p": 0.048406779766082764, + "m": 1.0 + }, + { + "p": 0.056668318808078766, + "m": 1.0 + }, + { + "p": 0.04880230128765106, + "m": 1.0 + }, + { + "p": 0.0935925543308258, + "m": 1.0 + }, + { + "p": 0.0700467899441719, + "m": 1.0 + }, + { + "p": 0.14766260981559753, + "m": 1.0 + }, + { + "p": 0.2552673816680908, + "m": 1.0 + }, + { + "p": 0.0206304844468832, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.394398808479309, + "val_loss": 1.158361792564392, + "acc": 59.19, + "time": 123.82035283697769, + "param": [ + { + "p": 0.07267741113901138, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1160028800368309, + "m": 1.0 + }, + { + "p": 0.02087142877280712, + "m": 1.0 + }, + { + "p": 0.04303181543946266, + "m": 1.0 + }, + { + "p": 0.02015719935297966, + "m": 1.0 + }, + { + "p": 0.0614229254424572, + "m": 1.0 + }, + { + "p": 0.06959366798400879, + "m": 1.0 + }, + { + "p": 0.05393010750412941, + "m": 1.0 + }, + { + "p": 0.09039938449859619, + "m": 1.0 + }, + { + "p": 0.07174897193908691, + "m": 1.0 + }, + { + "p": 0.1370096206665039, + "m": 1.0 + }, + { + "p": 0.2225697785615921, + "m": 1.0 + }, + { + "p": 0.020584899932146072, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.5708227157592773, + "val_loss": 1.148025631904602, + "acc": 60.34, + "time": 125.27548632118851, + "param": [ + { + "p": 0.07574816793203354, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12863992154598236, + "m": 1.0 + }, + { + "p": 0.01301642321050167, + "m": 1.0 + }, + { + "p": 0.04921704903244972, + "m": 1.0 + }, + { + "p": 0.0021230829879641533, + "m": 1.0 + }, + { + "p": 0.049944229423999786, + "m": 1.0 + }, + { + "p": 0.06852488964796066, + "m": 1.0 + }, + { + "p": 0.04577897861599922, + "m": 1.0 + }, + { + "p": 0.09850193560123444, + "m": 1.0 + }, + { + "p": 0.06100250035524368, + "m": 1.0 + }, + { + "p": 0.1523570716381073, + "m": 1.0 + }, + { + "p": 0.25514575839042664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.637213110923767, + "val_loss": 1.1416597366333008, + "acc": 59.5, + "time": 126.78889890294522, + "param": [ + { + "p": 0.08107660710811615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1517547070980072, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04354701563715935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019529901444911957, + "m": 1.0 + }, + { + "p": 0.038211889564991, + "m": 1.0 + }, + { + "p": 0.015485769137740135, + "m": 1.0 + }, + { + "p": 0.11493368446826935, + "m": 1.0 + }, + { + "p": 0.04718591272830963, + "m": 1.0 + }, + { + "p": 0.1670898050069809, + "m": 1.0 + }, + { + "p": 0.3211847245693207, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.322330117225647, + "val_loss": 1.268073320388794, + "acc": 59.62, + "time": 120.63395107118413, + "param": [ + { + "p": 0.0898435190320015, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15853935480117798, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02796129137277603, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018010159954428673, + "m": 1.0 + }, + { + "p": 0.020126691088080406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13072264194488525, + "m": 1.0 + }, + { + "p": 0.04318704083561897, + "m": 1.0 + }, + { + "p": 0.15839669108390808, + "m": 1.0 + }, + { + "p": 0.3532126843929291, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.621620774269104, + "val_loss": 1.1200065612792969, + "acc": 59.3, + "time": 125.76186937699094, + "param": [ + { + "p": 0.09578870981931686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1637689173221588, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00658850884065032, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011134925298392773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14090776443481445, + "m": 1.0 + }, + { + "p": 0.03359106928110123, + "m": 1.0 + }, + { + "p": 0.1563357412815094, + "m": 1.0 + }, + { + "p": 0.39188435673713684, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.547132968902588, + "val_loss": 1.1593384742736816, + "acc": 58.54, + "time": 126.4486039490439, + "param": [ + { + "p": 0.09790084511041641, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16763463616371155, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006046431139111519, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1466701328754425, + "m": 1.0 + }, + { + "p": 0.03568188101053238, + "m": 1.0 + }, + { + "p": 0.14807350933551788, + "m": 1.0 + }, + { + "p": 0.3979925215244293, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.2575141191482544, + "val_loss": 1.17117440700531, + "acc": 59.69, + "time": 122.73622644226998, + "param": [ + { + "p": 0.09717145562171936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17947442829608917, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14496108889579773, + "m": 1.0 + }, + { + "p": 0.032213613390922546, + "m": 1.0 + }, + { + "p": 0.13683831691741943, + "m": 1.0 + }, + { + "p": 0.40934112668037415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.4709455966949463, + "val_loss": 1.173028588294983, + "acc": 59.96, + "time": 122.6823465898633, + "param": [ + { + "p": 0.1058458462357521, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18493710458278656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007982984185218811, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13574786484241486, + "m": 1.0 + }, + { + "p": 0.026639746502041817, + "m": 1.0 + }, + { + "p": 0.12825839221477509, + "m": 1.0 + }, + { + "p": 0.41058817505836487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.6113700866699219, + "val_loss": 1.0514529943466187, + "acc": 60.39, + "time": 121.26437133271247, + "param": [ + { + "p": 0.11539693921804428, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1821509748697281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02632816694676876, + "m": 1.0 + }, + { + "p": 9.985287761082873e-05, + "m": 1.0 + }, + { + "p": 0.13072514533996582, + "m": 1.0 + }, + { + "p": 0.02283240109682083, + "m": 1.0 + }, + { + "p": 0.1254454255104065, + "m": 1.0 + }, + { + "p": 0.39702108502388, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.2571614980697632, + "val_loss": 1.1575757265090942, + "acc": 61.27, + "time": 130.17998331366107, + "param": [ + { + "p": 0.11904111504554749, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18183307349681854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028069892898201942, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1322135180234909, + "m": 1.0 + }, + { + "p": 0.018419431522488594, + "m": 1.0 + }, + { + "p": 0.12232929468154907, + "m": 1.0 + }, + { + "p": 0.39809370040893555, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.5515177249908447, + "val_loss": 1.0673023462295532, + "acc": 61.97, + "time": 125.3692499329336, + "param": [ + { + "p": 0.117850162088871, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18266116082668304, + "m": 1.0 + }, + { + "p": 0.002328240079805255, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006893649231642485, + "m": 1.0 + }, + { + "p": 0.004001181107014418, + "m": 1.0 + }, + { + "p": 0.024043815210461617, + "m": 1.0 + }, + { + "p": 0.007578272372484207, + "m": 1.0 + }, + { + "p": 0.12921534478664398, + "m": 1.0 + }, + { + "p": 0.020482629537582397, + "m": 1.0 + }, + { + "p": 0.11991392076015472, + "m": 1.0 + }, + { + "p": 0.38503164052963257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.6736446619033813, + "val_loss": 0.9895986914634705, + "acc": 62.06, + "time": 127.09186448715627, + "param": [ + { + "p": 0.11720932275056839, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17941497266292572, + "m": 1.0 + }, + { + "p": 0.009111052379012108, + "m": 1.0 + }, + { + "p": 0.0010381836909800768, + "m": 1.0 + }, + { + "p": 0.013061913661658764, + "m": 1.0 + }, + { + "p": 0.015256169252097607, + "m": 1.0 + }, + { + "p": 0.035590969026088715, + "m": 1.0 + }, + { + "p": 0.01570509374141693, + "m": 1.0 + }, + { + "p": 0.11339376866817474, + "m": 1.0 + }, + { + "p": 0.02776920609176159, + "m": 1.0 + }, + { + "p": 0.11855876445770264, + "m": 1.0 + }, + { + "p": 0.34671592712402344, + "m": 1.0 + }, + { + "p": 0.007174672093242407, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.628031849861145, + "val_loss": 1.061605453491211, + "acc": 62.73, + "time": 124.88564656116068, + "param": [ + { + "p": 0.11702267080545425, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17113225162029266, + "m": 1.0 + }, + { + "p": 0.01676945760846138, + "m": 1.0 + }, + { + "p": 0.0037490283139050007, + "m": 1.0 + }, + { + "p": 0.030630601570010185, + "m": 1.0 + }, + { + "p": 0.024293962866067886, + "m": 1.0 + }, + { + "p": 0.049486592411994934, + "m": 1.0 + }, + { + "p": 0.019832294434309006, + "m": 1.0 + }, + { + "p": 0.09861480444669724, + "m": 1.0 + }, + { + "p": 0.030580779537558556, + "m": 1.0 + }, + { + "p": 0.12633191049098969, + "m": 1.0 + }, + { + "p": 0.302120178937912, + "m": 1.0 + }, + { + "p": 0.00943541619926691, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.1552071571350098, + "val_loss": 1.1276700496673584, + "acc": 62.94, + "time": 122.03669584728777, + "param": [ + { + "p": 0.1303596794605255, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18695946037769318, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02437351457774639, + "m": 1.0 + }, + { + "p": 0.024212315678596497, + "m": 1.0 + }, + { + "p": 0.04287388548254967, + "m": 1.0 + }, + { + "p": 0.003875656984746456, + "m": 1.0 + }, + { + "p": 0.09973405301570892, + "m": 1.0 + }, + { + "p": 0.010825397446751595, + "m": 1.0 + }, + { + "p": 0.14965461194515228, + "m": 1.0 + }, + { + "p": 0.3271314799785614, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.4396377801895142, + "val_loss": 1.1090704202651978, + "acc": 61.82, + "time": 126.49904359690845, + "param": [ + { + "p": 0.1443202942609787, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19038569927215576, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011885237880051136, + "m": 1.0 + }, + { + "p": 0.025349566712975502, + "m": 1.0 + }, + { + "p": 0.049048375338315964, + "m": 1.0 + }, + { + "p": 0.00011368080595275387, + "m": 1.0 + }, + { + "p": 0.09839370101690292, + "m": 1.0 + }, + { + "p": 0.0010886399541050196, + "m": 1.0 + }, + { + "p": 0.14825622737407684, + "m": 1.0 + }, + { + "p": 0.33115851879119873, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.5839214324951172, + "val_loss": 1.022135853767395, + "acc": 62.19, + "time": 127.7863167989999, + "param": [ + { + "p": 0.14630568027496338, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17535929381847382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0015706743579357862, + "m": 1.0 + }, + { + "p": 0.032250456511974335, + "m": 1.0 + }, + { + "p": 0.04689890891313553, + "m": 1.0 + }, + { + "p": 0.06598153710365295, + "m": 1.0 + }, + { + "p": 0.013119175098836422, + "m": 1.0 + }, + { + "p": 0.09359721094369888, + "m": 1.0 + }, + { + "p": 0.013432644307613373, + "m": 1.0 + }, + { + "p": 0.1267869919538498, + "m": 1.0 + }, + { + "p": 0.28469741344451904, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.4582473039627075, + "val_loss": 1.0520671606063843, + "acc": 63.13, + "time": 130.72033986402676, + "param": [ + { + "p": 0.1414880007505417, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15606938302516937, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01249698642641306, + "m": 1.0 + }, + { + "p": 0.04497414082288742, + "m": 1.0 + }, + { + "p": 0.05047309398651123, + "m": 1.0 + }, + { + "p": 0.08380939066410065, + "m": 1.0 + }, + { + "p": 0.016499318182468414, + "m": 1.0 + }, + { + "p": 0.09108280390501022, + "m": 1.0 + }, + { + "p": 0.026107938960194588, + "m": 1.0 + }, + { + "p": 0.10618409514427185, + "m": 1.0 + }, + { + "p": 0.2708148956298828, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.443482518196106, + "val_loss": 1.1097041368484497, + "acc": 61.88, + "time": 125.83487562695518, + "param": [ + { + "p": 0.13841743767261505, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1555003970861435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014050280675292015, + "m": 1.0 + }, + { + "p": 0.04407220333814621, + "m": 1.0 + }, + { + "p": 0.052969738841056824, + "m": 1.0 + }, + { + "p": 0.09149632602930069, + "m": 1.0 + }, + { + "p": 0.007369141560047865, + "m": 1.0 + }, + { + "p": 0.08615629374980927, + "m": 1.0 + }, + { + "p": 0.034210506826639175, + "m": 1.0 + }, + { + "p": 0.10297942906618118, + "m": 1.0 + }, + { + "p": 0.2727782428264618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.5571686029434204, + "val_loss": 1.0958272218704224, + "acc": 62.37, + "time": 124.65842632576823, + "param": [ + { + "p": 0.13114911317825317, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15246541798114777, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0015523057663813233, + "m": 1.0 + }, + { + "p": 0.0442117378115654, + "m": 1.0 + }, + { + "p": 0.05157371237874031, + "m": 1.0 + }, + { + "p": 0.08419006317853928, + "m": 1.0 + }, + { + "p": 0.012798232957720757, + "m": 1.0 + }, + { + "p": 0.08436117321252823, + "m": 1.0 + }, + { + "p": 0.04770670831203461, + "m": 1.0 + }, + { + "p": 0.10239723324775696, + "m": 1.0 + }, + { + "p": 0.2875942289829254, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.5266859531402588, + "val_loss": 1.0487327575683594, + "acc": 63.92, + "time": 136.9938113791868, + "param": [ + { + "p": 0.1287841647863388, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15016640722751617, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00018448485934641212, + "m": 1.0 + }, + { + "p": 0.04838727042078972, + "m": 1.0 + }, + { + "p": 0.05336873233318329, + "m": 1.0 + }, + { + "p": 0.07809919118881226, + "m": 1.0 + }, + { + "p": 0.015821309760212898, + "m": 1.0 + }, + { + "p": 0.08589499443769455, + "m": 1.0 + }, + { + "p": 0.04154564067721367, + "m": 1.0 + }, + { + "p": 0.103182353079319, + "m": 1.0 + }, + { + "p": 0.29456546902656555, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.5014599561691284, + "val_loss": 1.0239962339401245, + "acc": 62.63, + "time": 128.4935304261744, + "param": [ + { + "p": 0.1439550220966339, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16058401763439178, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03845842182636261, + "m": 1.0 + }, + { + "p": 0.03358565643429756, + "m": 1.0 + }, + { + "p": 0.06259785592556, + "m": 1.0 + }, + { + "p": 0.019722556695342064, + "m": 1.0 + }, + { + "p": 0.08208610117435455, + "m": 1.0 + }, + { + "p": 0.04403341934084892, + "m": 1.0 + }, + { + "p": 0.11170705407857895, + "m": 1.0 + }, + { + "p": 0.3032698929309845, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.269555687904358, + "val_loss": 1.0408538579940796, + "acc": 62.66, + "time": 121.69176738290116, + "param": [ + { + "p": 0.1538066864013672, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17100656032562256, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0054239192977547646, + "m": 1.0 + }, + { + "p": 0.0170698594301939, + "m": 1.0 + }, + { + "p": 0.022859247401356697, + "m": 1.0 + }, + { + "p": 0.05282825976610184, + "m": 1.0 + }, + { + "p": 0.020030712708830833, + "m": 1.0 + }, + { + "p": 0.08317722380161285, + "m": 1.0 + }, + { + "p": 0.04845542088150978, + "m": 1.0 + }, + { + "p": 0.11745933443307877, + "m": 1.0 + }, + { + "p": 0.30788278579711914, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.3977622985839844, + "val_loss": 1.0143502950668335, + "acc": 63.52, + "time": 133.42738374881446, + "param": [ + { + "p": 0.1689414381980896, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1746288686990738, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0039332471787929535, + "m": 1.0 + }, + { + "p": 0.003939451649785042, + "m": 1.0 + }, + { + "p": 0.014994419179856777, + "m": 1.0 + }, + { + "p": 0.052156783640384674, + "m": 1.0 + }, + { + "p": 0.02152453362941742, + "m": 1.0 + }, + { + "p": 0.08174946904182434, + "m": 1.0 + }, + { + "p": 0.05418126657605171, + "m": 1.0 + }, + { + "p": 0.11741761863231659, + "m": 1.0 + }, + { + "p": 0.30653294920921326, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.3505337238311768, + "val_loss": 1.0297346115112305, + "acc": 64.02, + "time": 136.30858094617724, + "param": [ + { + "p": 0.18143083155155182, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17384372651576996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0024672814179211855, + "m": 1.0 + }, + { + "p": 0.0029238471761345863, + "m": 1.0 + }, + { + "p": 0.04641715809702873, + "m": 1.0 + }, + { + "p": 0.021706363186240196, + "m": 1.0 + }, + { + "p": 0.0786060020327568, + "m": 1.0 + }, + { + "p": 0.057355739176273346, + "m": 1.0 + }, + { + "p": 0.11958509683609009, + "m": 1.0 + }, + { + "p": 0.3156639337539673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.487018346786499, + "val_loss": 1.0595539808273315, + "acc": 63.23, + "time": 127.16159167001024, + "param": [ + { + "p": 0.1866770088672638, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1718083769083023, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0005751677672378719, + "m": 1.0 + }, + { + "p": 0.03722241148352623, + "m": 1.0 + }, + { + "p": 0.01942559704184532, + "m": 1.0 + }, + { + "p": 0.07946720719337463, + "m": 1.0 + }, + { + "p": 0.05304236337542534, + "m": 1.0 + }, + { + "p": 0.12352214753627777, + "m": 1.0 + }, + { + "p": 0.3282597064971924, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.5623722076416016, + "val_loss": 1.0295826196670532, + "acc": 64.35, + "time": 133.49675379088148, + "param": [ + { + "p": 0.1830182522535324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17311079800128937, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0013827735092490911, + "m": 1.0 + }, + { + "p": 0.0022972365841269493, + "m": 1.0 + }, + { + "p": 0.041176170110702515, + "m": 1.0 + }, + { + "p": 0.012665373273193836, + "m": 1.0 + }, + { + "p": 0.07938679307699203, + "m": 1.0 + }, + { + "p": 0.057466719299554825, + "m": 1.0 + }, + { + "p": 0.12756501138210297, + "m": 1.0 + }, + { + "p": 0.3219308853149414, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.2465276718139648, + "val_loss": 1.13140869140625, + "acc": 63.5, + "time": 124.51228961721063, + "param": [ + { + "p": 0.18222320079803467, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1627669334411621, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006798230577260256, + "m": 1.0 + }, + { + "p": 0.0074678706005215645, + "m": 1.0 + }, + { + "p": 0.04142938181757927, + "m": 1.0 + }, + { + "p": 0.01443708036094904, + "m": 1.0 + }, + { + "p": 0.07791078090667725, + "m": 1.0 + }, + { + "p": 0.06541813164949417, + "m": 1.0 + }, + { + "p": 0.13107627630233765, + "m": 1.0 + }, + { + "p": 0.3104720711708069, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.3012416362762451, + "val_loss": 1.0026429891586304, + "acc": 63.95, + "time": 129.56070065312088, + "param": [ + { + "p": 0.18642430007457733, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16899921000003815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02764575183391571, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06221076846122742, + "m": 1.0 + }, + { + "p": 0.07093585282564163, + "m": 1.0 + }, + { + "p": 0.13666781783103943, + "m": 1.0 + }, + { + "p": 0.3471163213253021, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.2360470294952393, + "val_loss": 1.0551178455352783, + "acc": 64.09, + "time": 122.63299841526896, + "param": [ + { + "p": 0.18967534601688385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1753864586353302, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009930286556482315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04479973018169403, + "m": 1.0 + }, + { + "p": 0.05941350758075714, + "m": 1.0 + }, + { + "p": 0.14452511072158813, + "m": 1.0 + }, + { + "p": 0.3762696385383606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.3303254842758179, + "val_loss": 0.9879868626594543, + "acc": 65.53, + "time": 120.57908376585692, + "param": [ + { + "p": 0.19755622744560242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1743820756673813, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03261522203683853, + "m": 1.0 + }, + { + "p": 0.05723104253411293, + "m": 1.0 + }, + { + "p": 0.14797043800354004, + "m": 1.0 + }, + { + "p": 0.3902449905872345, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.0451265573501587, + "val_loss": 1.0536866188049316, + "acc": 63.12, + "time": 121.59094101004303, + "param": [ + { + "p": 0.20027048885822296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17335475981235504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024206919595599174, + "m": 1.0 + }, + { + "p": 0.058095987886190414, + "m": 1.0 + }, + { + "p": 0.15183007717132568, + "m": 1.0 + }, + { + "p": 0.39224177598953247, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.9331103563308716, + "val_loss": 1.0822014808654785, + "acc": 63.32, + "time": 123.93591931229457, + "param": [ + { + "p": 0.20561768114566803, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16625358164310455, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014616700820624828, + "m": 1.0 + }, + { + "p": 0.058504145592451096, + "m": 1.0 + }, + { + "p": 0.15272271633148193, + "m": 1.0 + }, + { + "p": 0.4022851884365082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.1858792304992676, + "val_loss": 1.0197885036468506, + "acc": 64.61, + "time": 132.8112288257107, + "param": [ + { + "p": 0.2004660665988922, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15856561064720154, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04780648276209831, + "m": 1.0 + }, + { + "p": 0.15728376805782318, + "m": 1.0 + }, + { + "p": 0.43587806820869446, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.2181326150894165, + "val_loss": 0.8666286468505859, + "acc": 65.71, + "time": 125.12149870209396, + "param": [ + { + "p": 0.20418472588062286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14281995594501495, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 9.570435213390738e-05, + "m": 1.0 + }, + { + "p": 0.00028058531461283565, + "m": 1.0 + }, + { + "p": 0.0008019910892471671, + "m": 1.0 + }, + { + "p": 0.04046528786420822, + "m": 1.0 + }, + { + "p": 0.1586403250694275, + "m": 1.0 + }, + { + "p": 0.45271140336990356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.3532605171203613, + "val_loss": 1.0633752346038818, + "acc": 64.92, + "time": 123.0581761538051, + "param": [ + { + "p": 0.2012823224067688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13304966688156128, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00034966267412528396, + "m": 1.0 + }, + { + "p": 0.0004111059242859483, + "m": 1.0 + }, + { + "p": 0.0016228028107434511, + "m": 1.0 + }, + { + "p": 0.000620922539383173, + "m": 1.0 + }, + { + "p": 0.005459110252559185, + "m": 1.0 + }, + { + "p": 0.034466106444597244, + "m": 1.0 + }, + { + "p": 0.16217416524887085, + "m": 1.0 + }, + { + "p": 0.45992472767829895, + "m": 1.0 + }, + { + "p": 0.0006394075462594628, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.4356951713562012, + "val_loss": 0.9281327128410339, + "acc": 65.45, + "time": 131.4148896029219, + "param": [ + { + "p": 0.18030641973018646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1294093281030655, + "m": 1.0 + }, + { + "p": 0.004703172016888857, + "m": 1.0 + }, + { + "p": 0.003769516246393323, + "m": 1.0 + }, + { + "p": 0.0032288357615470886, + "m": 1.0 + }, + { + "p": 0.01203862950205803, + "m": 1.0 + }, + { + "p": 0.014387442730367184, + "m": 1.0 + }, + { + "p": 0.008881200104951859, + "m": 1.0 + }, + { + "p": 0.015640057623386383, + "m": 1.0 + }, + { + "p": 0.03295108675956726, + "m": 1.0 + }, + { + "p": 0.15962450206279755, + "m": 1.0 + }, + { + "p": 0.431570827960968, + "m": 1.0 + }, + { + "p": 0.003488998394459486, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.4491208791732788, + "val_loss": 1.0006765127182007, + "acc": 66.52, + "time": 133.5270422641188, + "param": [ + { + "p": 0.17199411988258362, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.126559779047966, + "m": 1.0 + }, + { + "p": 0.007988235913217068, + "m": 1.0 + }, + { + "p": 0.008003764785826206, + "m": 1.0 + }, + { + "p": 0.011303951032459736, + "m": 1.0 + }, + { + "p": 0.024427320808172226, + "m": 1.0 + }, + { + "p": 0.01301486324518919, + "m": 1.0 + }, + { + "p": 0.019507769495248795, + "m": 1.0 + }, + { + "p": 0.021177664399147034, + "m": 1.0 + }, + { + "p": 0.03592066466808319, + "m": 1.0 + }, + { + "p": 0.1464146375656128, + "m": 1.0 + }, + { + "p": 0.406053751707077, + "m": 1.0 + }, + { + "p": 0.007633386179804802, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.2891480922698975, + "val_loss": 0.9535017609596252, + "acc": 66.27, + "time": 122.7683552657254, + "param": [ + { + "p": 0.16975976526737213, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1317695826292038, + "m": 1.0 + }, + { + "p": 0.006378467660397291, + "m": 1.0 + }, + { + "p": 0.012536821886897087, + "m": 1.0 + }, + { + "p": 0.016652625054121017, + "m": 1.0 + }, + { + "p": 0.034216709434986115, + "m": 1.0 + }, + { + "p": 0.013766258023679256, + "m": 1.0 + }, + { + "p": 0.02827572077512741, + "m": 1.0 + }, + { + "p": 0.037219755351543427, + "m": 1.0 + }, + { + "p": 0.04280738905072212, + "m": 1.0 + }, + { + "p": 0.1357756406068802, + "m": 1.0 + }, + { + "p": 0.3680002987384796, + "m": 1.0 + }, + { + "p": 0.002841033972799778, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.4342100620269775, + "val_loss": 0.8301828503608704, + "acc": 66.09, + "time": 127.58529922738671, + "param": [ + { + "p": 0.16883128881454468, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12615539133548737, + "m": 1.0 + }, + { + "p": 0.00975781586021185, + "m": 1.0 + }, + { + "p": 0.005813868250697851, + "m": 1.0 + }, + { + "p": 0.02221078611910343, + "m": 1.0 + }, + { + "p": 0.042892538011074066, + "m": 1.0 + }, + { + "p": 0.022321553900837898, + "m": 1.0 + }, + { + "p": 0.03474313020706177, + "m": 1.0 + }, + { + "p": 0.04485263302922249, + "m": 1.0 + }, + { + "p": 0.056476425379514694, + "m": 1.0 + }, + { + "p": 0.13279394805431366, + "m": 1.0 + }, + { + "p": 0.33302441239356995, + "m": 1.0 + }, + { + "p": 0.0001261624856851995, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.241833209991455, + "val_loss": 0.9360693097114563, + "acc": 66.94, + "time": 136.77687168167904, + "param": [ + { + "p": 0.16787485778331757, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12564833462238312, + "m": 1.0 + }, + { + "p": 0.011162237264215946, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015132712200284004, + "m": 1.0 + }, + { + "p": 0.04440288245677948, + "m": 1.0 + }, + { + "p": 0.020227545872330666, + "m": 1.0 + }, + { + "p": 0.04597343131899834, + "m": 1.0 + }, + { + "p": 0.04942601919174194, + "m": 1.0 + }, + { + "p": 0.07214926183223724, + "m": 1.0 + }, + { + "p": 0.12487990409135818, + "m": 1.0 + }, + { + "p": 0.31832221150398254, + "m": 1.0 + }, + { + "p": 0.004800486844033003, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.2233322858810425, + "val_loss": 1.006651759147644, + "acc": 67.3, + "time": 124.01691243890673, + "param": [ + { + "p": 0.1766999512910843, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13057047128677368, + "m": 1.0 + }, + { + "p": 0.0007193674682639539, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0030568649526685476, + "m": 1.0 + }, + { + "p": 0.05691568925976753, + "m": 1.0 + }, + { + "p": 0.007307085674256086, + "m": 1.0 + }, + { + "p": 0.05017787218093872, + "m": 1.0 + }, + { + "p": 0.04922066628932953, + "m": 1.0 + }, + { + "p": 0.07460775226354599, + "m": 1.0 + }, + { + "p": 0.12435557693243027, + "m": 1.0 + }, + { + "p": 0.32636862993240356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.3693057298660278, + "val_loss": 0.9752902984619141, + "acc": 62.82, + "time": 121.25135605828837, + "param": [ + { + "p": 0.15880610048770905, + "m": 1.0 + }, + { + "p": 9.094284905586392e-05, + "m": 1.0 + }, + { + "p": 0.12753121554851532, + "m": 1.0 + }, + { + "p": 0.00845870841294527, + "m": 1.0 + }, + { + "p": 0.009864128194749355, + "m": 1.0 + }, + { + "p": 0.007022436708211899, + "m": 1.0 + }, + { + "p": 0.06677115708589554, + "m": 1.0 + }, + { + "p": 0.020659642294049263, + "m": 1.0 + }, + { + "p": 0.05011675879359245, + "m": 1.0 + }, + { + "p": 0.04916704073548317, + "m": 1.0 + }, + { + "p": 0.07800290733575821, + "m": 1.0 + }, + { + "p": 0.1149996817111969, + "m": 1.0 + }, + { + "p": 0.2944489121437073, + "m": 1.0 + }, + { + "p": 0.014060331508517265, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.4219894409179688, + "val_loss": 0.9259617328643799, + "acc": 66.16, + "time": 124.17006591707468, + "param": [ + { + "p": 0.16235366463661194, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13145047426223755, + "m": 1.0 + }, + { + "p": 0.013320515863597393, + "m": 1.0 + }, + { + "p": 0.018779516220092773, + "m": 1.0 + }, + { + "p": 0.01298453751951456, + "m": 1.0 + }, + { + "p": 0.05930028483271599, + "m": 1.0 + }, + { + "p": 0.02968245930969715, + "m": 1.0 + }, + { + "p": 0.04636521637439728, + "m": 1.0 + }, + { + "p": 0.05614236369729042, + "m": 1.0 + }, + { + "p": 0.0761481299996376, + "m": 1.0 + }, + { + "p": 0.11072823405265808, + "m": 1.0 + }, + { + "p": 0.2735742926597595, + "m": 1.0 + }, + { + "p": 0.009170365519821644, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.3538234233856201, + "val_loss": 0.9690963625907898, + "acc": 66.49, + "time": 120.08989862399176, + "param": [ + { + "p": 0.1815977543592453, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14752721786499023, + "m": 1.0 + }, + { + "p": 0.0044753896072506905, + "m": 1.0 + }, + { + "p": 0.009251661598682404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0538242943584919, + "m": 1.0 + }, + { + "p": 0.030738741159439087, + "m": 1.0 + }, + { + "p": 0.03739871084690094, + "m": 1.0 + }, + { + "p": 0.0471993125975132, + "m": 1.0 + }, + { + "p": 0.07902569323778152, + "m": 1.0 + }, + { + "p": 0.11451268941164017, + "m": 1.0 + }, + { + "p": 0.2944485545158386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.064242959022522, + "val_loss": 0.9510800242424011, + "acc": 67.54, + "time": 120.81172920018435, + "param": [ + { + "p": 0.192258819937706, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16267885267734528, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004784832708537579, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0324784554541111, + "m": 1.0 + }, + { + "p": 0.036285821348428726, + "m": 1.0 + }, + { + "p": 0.02871919795870781, + "m": 1.0 + }, + { + "p": 0.02929154969751835, + "m": 1.0 + }, + { + "p": 0.08583958446979523, + "m": 1.0 + }, + { + "p": 0.12111897021532059, + "m": 1.0 + }, + { + "p": 0.3065439462661743, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.527171015739441, + "val_loss": 0.9572128057479858, + "acc": 66.63, + "time": 133.25102582480758, + "param": [ + { + "p": 0.20494675636291504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15970028936862946, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0007655195659026504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011142504401504993, + "m": 1.0 + }, + { + "p": 0.048191137611866, + "m": 1.0 + }, + { + "p": 0.022970251739025116, + "m": 1.0 + }, + { + "p": 0.023205548524856567, + "m": 1.0 + }, + { + "p": 0.09155450016260147, + "m": 1.0 + }, + { + "p": 0.12344317138195038, + "m": 1.0 + }, + { + "p": 0.3140803277492523, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.5187960863113403, + "val_loss": 1.029185175895691, + "acc": 67.42, + "time": 135.92433849303052, + "param": [ + { + "p": 0.21599005162715912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14619751274585724, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00045765595859847963, + "m": 1.0 + }, + { + "p": 8.583140152040869e-05, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05764231085777283, + "m": 1.0 + }, + { + "p": 0.02716987207531929, + "m": 1.0 + }, + { + "p": 0.02312566712498665, + "m": 1.0 + }, + { + "p": 0.09734566509723663, + "m": 1.0 + }, + { + "p": 0.12017346918582916, + "m": 1.0 + }, + { + "p": 0.3118119537830353, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.0482630729675293, + "val_loss": 0.7969799041748047, + "acc": 67.75, + "time": 124.14566390309483, + "param": [ + { + "p": 0.2108607441186905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1354014277458191, + "m": 1.0 + }, + { + "p": 0.005437780637294054, + "m": 1.0 + }, + { + "p": 0.013667027465999126, + "m": 1.0 + }, + { + "p": 0.003392882877960801, + "m": 1.0 + }, + { + "p": 0.008149804547429085, + "m": 1.0 + }, + { + "p": 0.05921059101819992, + "m": 1.0 + }, + { + "p": 0.035150185227394104, + "m": 1.0 + }, + { + "p": 0.024261195212602615, + "m": 1.0 + }, + { + "p": 0.1003890335559845, + "m": 1.0 + }, + { + "p": 0.11052974313497543, + "m": 1.0 + }, + { + "p": 0.28469493985176086, + "m": 1.0 + }, + { + "p": 0.008854647167026997, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.3131563663482666, + "val_loss": 1.0229068994522095, + "acc": 67.15, + "time": 123.38183370279148, + "param": [ + { + "p": 0.20640265941619873, + "m": 1.0 + }, + { + "p": 0.000783378432970494, + "m": 1.0 + }, + { + "p": 0.14154356718063354, + "m": 1.0 + }, + { + "p": 0.006903109140694141, + "m": 1.0 + }, + { + "p": 0.029778966680169106, + "m": 1.0 + }, + { + "p": 0.0032674737740308046, + "m": 1.0 + }, + { + "p": 0.01595190167427063, + "m": 1.0 + }, + { + "p": 0.05288532003760338, + "m": 1.0 + }, + { + "p": 0.03539988026022911, + "m": 1.0 + }, + { + "p": 0.02287318930029869, + "m": 1.0 + }, + { + "p": 0.10712047666311264, + "m": 1.0 + }, + { + "p": 0.09594361484050751, + "m": 1.0 + }, + { + "p": 0.2693847715854645, + "m": 1.0 + }, + { + "p": 0.011761745437979698, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.5069016218185425, + "val_loss": 0.9158873558044434, + "acc": 67.59, + "time": 126.39249299885705, + "param": [ + { + "p": 0.21474136412143707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.155292347073555, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04075228422880173, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01250640768557787, + "m": 1.0 + }, + { + "p": 0.047958288341760635, + "m": 1.0 + }, + { + "p": 0.029526881873607635, + "m": 1.0 + }, + { + "p": 0.013926992192864418, + "m": 1.0 + }, + { + "p": 0.1097411960363388, + "m": 1.0 + }, + { + "p": 0.0954735279083252, + "m": 1.0 + }, + { + "p": 0.2800806760787964, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.3565462827682495, + "val_loss": 0.9690356254577637, + "acc": 67.61, + "time": 130.58786238823086, + "param": [ + { + "p": 0.22582125663757324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15650951862335205, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04524090886116028, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018339181318879128, + "m": 1.0 + }, + { + "p": 0.0421573631465435, + "m": 1.0 + }, + { + "p": 0.01652063988149166, + "m": 1.0 + }, + { + "p": 0.0006283869734033942, + "m": 1.0 + }, + { + "p": 0.11327172070741653, + "m": 1.0 + }, + { + "p": 0.08631932735443115, + "m": 1.0 + }, + { + "p": 0.2951917350292206, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.4233415126800537, + "val_loss": 0.8593755960464478, + "acc": 68.04, + "time": 136.0916939987801, + "param": [ + { + "p": 0.24225105345249176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17325665056705475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.031829047948122025, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008781233802437782, + "m": 1.0 + }, + { + "p": 0.02438860759139061, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11361570656299591, + "m": 1.0 + }, + { + "p": 0.08011125028133392, + "m": 1.0 + }, + { + "p": 0.32576650381088257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.1868678331375122, + "val_loss": 0.9442920684814453, + "acc": 66.75, + "time": 130.37016553571448, + "param": [ + { + "p": 0.2562568783760071, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18801791965961456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0001343281037406996, + "m": 1.0 + }, + { + "p": 0.10760344564914703, + "m": 1.0 + }, + { + "p": 0.0732884332537651, + "m": 1.0 + }, + { + "p": 0.3746989369392395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.2128337621688843, + "val_loss": 0.8700534105300903, + "acc": 67.09, + "time": 125.14993215817958, + "param": [ + { + "p": 0.2516789436340332, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18588469922542572, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 7.719204586464912e-05, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0024620939511805773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10170737653970718, + "m": 1.0 + }, + { + "p": 0.0751374140381813, + "m": 1.0 + }, + { + "p": 0.3830522298812866, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.4789059162139893, + "val_loss": 0.905535101890564, + "acc": 66.87, + "time": 125.27476125396788, + "param": [ + { + "p": 0.24344773590564728, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18652275204658508, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0030129149090498686, + "m": 1.0 + }, + { + "p": 0.0009247647831216455, + "m": 1.0 + }, + { + "p": 0.00818804930895567, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09392888098955154, + "m": 1.0 + }, + { + "p": 0.07169747352600098, + "m": 1.0 + }, + { + "p": 0.39227744936943054, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.2630163431167603, + "val_loss": 0.967166543006897, + "acc": 67.56, + "time": 125.03002215363085, + "param": [ + { + "p": 0.2396751344203949, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18979112803936005, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00016001051699277014, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09322953969240189, + "m": 1.0 + }, + { + "p": 0.06647098809480667, + "m": 1.0 + }, + { + "p": 0.41067320108413696, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.404531717300415, + "val_loss": 0.9273403882980347, + "acc": 67.84, + "time": 121.72319033229724, + "param": [ + { + "p": 0.2292843461036682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19817225635051727, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003204239998012781, + "m": 1.0 + }, + { + "p": 0.004857026971876621, + "m": 1.0 + }, + { + "p": 0.0006042500608600676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0012286239070817828, + "m": 1.0 + }, + { + "p": 0.08493054658174515, + "m": 1.0 + }, + { + "p": 0.0607430636882782, + "m": 1.0 + }, + { + "p": 0.4143100082874298, + "m": 1.0 + }, + { + "p": 0.002665701787918806, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.3600194454193115, + "val_loss": 0.8905941843986511, + "acc": 66.38, + "time": 120.87541243014857, + "param": [ + { + "p": 0.22598505020141602, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1930108219385147, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013767080381512642, + "m": 1.0 + }, + { + "p": 0.0066544185392558575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004249595571309328, + "m": 1.0 + }, + { + "p": 0.07330823689699173, + "m": 1.0 + }, + { + "p": 0.059316571801900864, + "m": 1.0 + }, + { + "p": 0.42370814085006714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.4061815738677979, + "val_loss": 0.8524966835975647, + "acc": 68.16, + "time": 123.99481548368931, + "param": [ + { + "p": 0.21295835077762604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1710403561592102, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001373004401102662, + "m": 1.0 + }, + { + "p": 0.02931702882051468, + "m": 1.0 + }, + { + "p": 0.013951603323221207, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010490103624761105, + "m": 1.0 + }, + { + "p": 0.020337039604783058, + "m": 1.0 + }, + { + "p": 0.07334545254707336, + "m": 1.0 + }, + { + "p": 0.06554840505123138, + "m": 1.0 + }, + { + "p": 0.40098556876182556, + "m": 1.0 + }, + { + "p": 0.0006530251121148467, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.1660432815551758, + "val_loss": 0.870832085609436, + "acc": 68.11, + "time": 121.33365218434483, + "param": [ + { + "p": 0.21314667165279388, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16450224816799164, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.029744554311037064, + "m": 1.0 + }, + { + "p": 0.00825247447937727, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005249003879725933, + "m": 1.0 + }, + { + "p": 0.020198462530970573, + "m": 1.0 + }, + { + "p": 0.06844940036535263, + "m": 1.0 + }, + { + "p": 0.06343378871679306, + "m": 1.0 + }, + { + "p": 0.42702335119247437, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.1967039108276367, + "val_loss": 0.9412542581558228, + "acc": 67.08, + "time": 126.61526887584478, + "param": [ + { + "p": 0.21533869206905365, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1636391133069992, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022871216759085655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0005717920721508563, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019138306379318237, + "m": 1.0 + }, + { + "p": 0.05220644921064377, + "m": 1.0 + }, + { + "p": 0.05196085572242737, + "m": 1.0 + }, + { + "p": 0.47427356243133545, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.2335751056671143, + "val_loss": 0.7941017746925354, + "acc": 68.1, + "time": 126.77391374111176, + "param": [ + { + "p": 0.20413738489151, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.154785618185997, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0050203208811581135, + "m": 1.0 + }, + { + "p": 0.029184633865952492, + "m": 1.0 + }, + { + "p": 0.003012096742168069, + "m": 1.0 + }, + { + "p": 0.0031230926979333162, + "m": 1.0 + }, + { + "p": 0.006782804615795612, + "m": 1.0 + }, + { + "p": 0.03188071772456169, + "m": 1.0 + }, + { + "p": 0.05377727746963501, + "m": 1.0 + }, + { + "p": 0.05324326828122139, + "m": 1.0 + }, + { + "p": 0.45505276322364807, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.0694218873977661, + "val_loss": 0.9386223554611206, + "acc": 68.26, + "time": 123.49189194804057, + "param": [ + { + "p": 0.18791106343269348, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14005215466022491, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013389681465923786, + "m": 1.0 + }, + { + "p": 0.027224043384194374, + "m": 1.0 + }, + { + "p": 0.014735380187630653, + "m": 1.0 + }, + { + "p": 0.01026077289134264, + "m": 1.0 + }, + { + "p": 0.010082818567752838, + "m": 1.0 + }, + { + "p": 0.041624534875154495, + "m": 1.0 + }, + { + "p": 0.07037835568189621, + "m": 1.0 + }, + { + "p": 0.05898690223693848, + "m": 1.0 + }, + { + "p": 0.4253543019294739, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.1531611680984497, + "val_loss": 0.8477574586868286, + "acc": 69.01, + "time": 122.79436431499198, + "param": [ + { + "p": 0.17713457345962524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12757259607315063, + "m": 1.0 + }, + { + "p": 0.003409293480217457, + "m": 1.0 + }, + { + "p": 0.0324108861386776, + "m": 1.0 + }, + { + "p": 0.03656511381268501, + "m": 1.0 + }, + { + "p": 0.022797269746661186, + "m": 1.0 + }, + { + "p": 0.0036195702850818634, + "m": 1.0 + }, + { + "p": 0.005899182520806789, + "m": 1.0 + }, + { + "p": 0.04303751513361931, + "m": 1.0 + }, + { + "p": 0.08318700641393661, + "m": 1.0 + }, + { + "p": 0.06949397921562195, + "m": 1.0 + }, + { + "p": 0.3948729932308197, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.1866177320480347, + "val_loss": 0.8758981227874756, + "acc": 68.84, + "time": 124.48507915297523, + "param": [ + { + "p": 0.1679960936307907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1245979517698288, + "m": 1.0 + }, + { + "p": 0.007660599425435066, + "m": 1.0 + }, + { + "p": 0.044434674084186554, + "m": 1.0 + }, + { + "p": 0.03584487363696098, + "m": 1.0 + }, + { + "p": 0.015540141612291336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01868527941405773, + "m": 1.0 + }, + { + "p": 0.04077110439538956, + "m": 1.0 + }, + { + "p": 0.083172507584095, + "m": 1.0 + }, + { + "p": 0.08549484610557556, + "m": 1.0 + }, + { + "p": 0.3758019506931305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.0480906963348389, + "val_loss": 0.7721013426780701, + "acc": 68.77, + "time": 125.53185232309625, + "param": [ + { + "p": 0.17448724806308746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1335359364748001, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03643936663866043, + "m": 1.0 + }, + { + "p": 0.015727251768112183, + "m": 1.0 + }, + { + "p": 0.009737522341310978, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03347083181142807, + "m": 1.0 + }, + { + "p": 0.032726261764764786, + "m": 1.0 + }, + { + "p": 0.07843588292598724, + "m": 1.0 + }, + { + "p": 0.09876889735460281, + "m": 1.0 + }, + { + "p": 0.3866707682609558, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.4574339389801025, + "val_loss": 0.8700809478759766, + "acc": 69.13, + "time": 121.39850325416774, + "param": [ + { + "p": 0.18430635333061218, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1309056580066681, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027273859828710556, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014260461553931236, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03921172395348549, + "m": 1.0 + }, + { + "p": 0.01796267367899418, + "m": 1.0 + }, + { + "p": 0.07022403925657272, + "m": 1.0 + }, + { + "p": 0.1059853583574295, + "m": 1.0 + }, + { + "p": 0.409869909286499, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.4755902290344238, + "val_loss": 0.9915779829025269, + "acc": 68.13, + "time": 122.64122389722615, + "param": [ + { + "p": 0.16662128269672394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1267382651567459, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019893771037459373, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023661676794290543, + "m": 1.0 + }, + { + "p": 0.014498254284262657, + "m": 1.0 + }, + { + "p": 0.033591315150260925, + "m": 1.0 + }, + { + "p": 0.027360349893569946, + "m": 1.0 + }, + { + "p": 0.06815024465322495, + "m": 1.0 + }, + { + "p": 0.11630985885858536, + "m": 1.0 + }, + { + "p": 0.4029112756252289, + "m": 1.0 + }, + { + "p": 0.000263737776549533, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.2998909950256348, + "val_loss": 0.9767773151397705, + "acc": 69.03, + "time": 135.6753370729275, + "param": [ + { + "p": 0.1517970860004425, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1316249519586563, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02235403284430504, + "m": 1.0 + }, + { + "p": 0.0168132521212101, + "m": 1.0 + }, + { + "p": 0.016682786867022514, + "m": 1.0 + }, + { + "p": 0.04033687338232994, + "m": 1.0 + }, + { + "p": 0.06297352910041809, + "m": 1.0 + }, + { + "p": 0.12827694416046143, + "m": 1.0 + }, + { + "p": 0.429140567779541, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.152000904083252, + "val_loss": 0.8706009984016418, + "acc": 69.34, + "time": 123.39970436505973, + "param": [ + { + "p": 0.12880538403987885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12962539494037628, + "m": 1.0 + }, + { + "p": 0.0048181358724832535, + "m": 1.0 + }, + { + "p": 0.002046736655756831, + "m": 1.0 + }, + { + "p": 0.0007342734606936574, + "m": 1.0 + }, + { + "p": 0.03064698725938797, + "m": 1.0 + }, + { + "p": 0.020186103880405426, + "m": 1.0 + }, + { + "p": 0.026676759123802185, + "m": 1.0 + }, + { + "p": 0.047811973839998245, + "m": 1.0 + }, + { + "p": 0.06355031579732895, + "m": 1.0 + }, + { + "p": 0.13106189668178558, + "m": 1.0 + }, + { + "p": 0.4083206355571747, + "m": 1.0 + }, + { + "p": 0.005715426057577133, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.3985967636108398, + "val_loss": 0.8698540329933167, + "acc": 68.86, + "time": 124.23194800177589, + "param": [ + { + "p": 0.12109599262475967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13978905975818634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04528321698307991, + "m": 1.0 + }, + { + "p": 0.02409306913614273, + "m": 1.0 + }, + { + "p": 0.026757942512631416, + "m": 1.0 + }, + { + "p": 0.04265006259083748, + "m": 1.0 + }, + { + "p": 0.05033855140209198, + "m": 1.0 + }, + { + "p": 0.13592103123664856, + "m": 1.0 + }, + { + "p": 0.4097922444343567, + "m": 1.0 + }, + { + "p": 0.004278769250959158, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.5349451303482056, + "val_loss": 0.8589840531349182, + "acc": 68.3, + "time": 132.04428536677733, + "param": [ + { + "p": 0.12200950086116791, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.147714763879776, + "m": 1.0 + }, + { + "p": 0.0007332963868975639, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006751358043402433, + "m": 1.0 + }, + { + "p": 0.056645408272743225, + "m": 1.0 + }, + { + "p": 0.02105361595749855, + "m": 1.0 + }, + { + "p": 0.02123120054602623, + "m": 1.0 + }, + { + "p": 0.04605133831501007, + "m": 1.0 + }, + { + "p": 0.03630034253001213, + "m": 1.0 + }, + { + "p": 0.13091976940631866, + "m": 1.0 + }, + { + "p": 0.40633246302604675, + "m": 1.0 + }, + { + "p": 0.004256887827068567, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.44089674949646, + "val_loss": 0.750931978225708, + "acc": 69.98, + "time": 127.57722224481404, + "param": [ + { + "p": 0.12899789214134216, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15484115481376648, + "m": 1.0 + }, + { + "p": 0.004722269251942635, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0061009288765490055, + "m": 1.0 + }, + { + "p": 0.05479728430509567, + "m": 1.0 + }, + { + "p": 0.020684650167822838, + "m": 1.0 + }, + { + "p": 0.01988864690065384, + "m": 1.0 + }, + { + "p": 0.04264356195926666, + "m": 1.0 + }, + { + "p": 0.02686048485338688, + "m": 1.0 + }, + { + "p": 0.13582251965999603, + "m": 1.0 + }, + { + "p": 0.4046405851840973, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.2309576272964478, + "val_loss": 0.8218141198158264, + "acc": 69.43, + "time": 126.81600101897493, + "param": [ + { + "p": 0.13728871941566467, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16747184097766876, + "m": 1.0 + }, + { + "p": 0.0035162728745490313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009827121160924435, + "m": 1.0 + }, + { + "p": 0.04856986925005913, + "m": 1.0 + }, + { + "p": 0.007449019700288773, + "m": 1.0 + }, + { + "p": 0.023868419229984283, + "m": 1.0 + }, + { + "p": 0.04403357207775116, + "m": 1.0 + }, + { + "p": 0.015966178849339485, + "m": 1.0 + }, + { + "p": 0.1342150717973709, + "m": 1.0 + }, + { + "p": 0.40779390931129456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.196726679801941, + "val_loss": 0.8593218922615051, + "acc": 67.63, + "time": 123.98734364798293, + "param": [ + { + "p": 0.13857950270175934, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.174189493060112, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005433983169496059, + "m": 1.0 + }, + { + "p": 0.039000265300273895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022313417866826057, + "m": 1.0 + }, + { + "p": 0.04282362759113312, + "m": 1.0 + }, + { + "p": 0.009438366629183292, + "m": 1.0 + }, + { + "p": 0.13180355727672577, + "m": 1.0 + }, + { + "p": 0.436417818069458, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.1855442523956299, + "val_loss": 0.7543452382087708, + "acc": 69.54, + "time": 120.97899925103411, + "param": [ + { + "p": 0.13950814306735992, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17917746305465698, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010198395699262619, + "m": 1.0 + }, + { + "p": 0.032348133623600006, + "m": 1.0 + }, + { + "p": 0.00039197260048240423, + "m": 1.0 + }, + { + "p": 0.017937475815415382, + "m": 1.0 + }, + { + "p": 0.041184596717357635, + "m": 1.0 + }, + { + "p": 0.010272245854139328, + "m": 1.0 + }, + { + "p": 0.1248587965965271, + "m": 1.0 + }, + { + "p": 0.4441228210926056, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.2869644165039062, + "val_loss": 0.8012855648994446, + "acc": 68.6, + "time": 129.6161264050752, + "param": [ + { + "p": 0.1478099673986435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17454572021961212, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0018429437186568975, + "m": 1.0 + }, + { + "p": 0.014174734242260456, + "m": 1.0 + }, + { + "p": 0.03343609347939491, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023634906858205795, + "m": 1.0 + }, + { + "p": 0.04830629751086235, + "m": 1.0 + }, + { + "p": 0.018500594422221184, + "m": 1.0 + }, + { + "p": 0.11732824891805649, + "m": 1.0 + }, + { + "p": 0.42042049765586853, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.1061245203018188, + "val_loss": 0.8094857931137085, + "acc": 69.15, + "time": 123.49325157888234, + "param": [ + { + "p": 0.15307651460170746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16659241914749146, + "m": 1.0 + }, + { + "p": 0.002098984317854047, + "m": 1.0 + }, + { + "p": 0.002285490743815899, + "m": 1.0 + }, + { + "p": 0.021040938794612885, + "m": 1.0 + }, + { + "p": 0.02753501757979393, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03724370896816254, + "m": 1.0 + }, + { + "p": 0.05946827679872513, + "m": 1.0 + }, + { + "p": 0.027719669044017792, + "m": 1.0 + }, + { + "p": 0.10686095803976059, + "m": 1.0 + }, + { + "p": 0.3960780203342438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.2103816270828247, + "val_loss": 0.8952925801277161, + "acc": 68.65, + "time": 134.63390551740304, + "param": [ + { + "p": 0.153981015086174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17873923480510712, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016254127025604248, + "m": 1.0 + }, + { + "p": 0.0064015984535217285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.041479453444480896, + "m": 1.0 + }, + { + "p": 0.0660591647028923, + "m": 1.0 + }, + { + "p": 0.025072114542126656, + "m": 1.0 + }, + { + "p": 0.09281513094902039, + "m": 1.0 + }, + { + "p": 0.4191981852054596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.3819494247436523, + "val_loss": 0.9687058329582214, + "acc": 69.4, + "time": 137.5382554200478, + "param": [ + { + "p": 0.16155247390270233, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18688783049583435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008871839381754398, + "m": 1.0 + }, + { + "p": 0.009467314928770065, + "m": 1.0 + }, + { + "p": 0.005948290228843689, + "m": 1.0 + }, + { + "p": 0.0011571577051654458, + "m": 1.0 + }, + { + "p": 0.030755313113331795, + "m": 1.0 + }, + { + "p": 0.07744602859020233, + "m": 1.0 + }, + { + "p": 0.01681065373122692, + "m": 1.0 + }, + { + "p": 0.07983020693063736, + "m": 1.0 + }, + { + "p": 0.4210625886917114, + "m": 1.0 + }, + { + "p": 0.00021036341786384583, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.169650673866272, + "val_loss": 0.873343288898468, + "acc": 69.87, + "time": 127.07677387399599, + "param": [ + { + "p": 0.1640617996454239, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19373472034931183, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01089424081146717, + "m": 1.0 + }, + { + "p": 0.011990053579211235, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004972789436578751, + "m": 1.0 + }, + { + "p": 0.020555146038532257, + "m": 1.0 + }, + { + "p": 0.08699673414230347, + "m": 1.0 + }, + { + "p": 0.009731066413223743, + "m": 1.0 + }, + { + "p": 0.06826689094305038, + "m": 1.0 + }, + { + "p": 0.42879658937454224, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.2999111413955688, + "val_loss": 0.8330482244491577, + "acc": 68.98, + "time": 121.77024239394814, + "param": [ + { + "p": 0.17016437649726868, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2047853320837021, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0028305468149483204, + "m": 1.0 + }, + { + "p": 0.0008201028686016798, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001088478835299611, + "m": 1.0 + }, + { + "p": 0.013238321989774704, + "m": 1.0 + }, + { + "p": 0.09765966236591339, + "m": 1.0 + }, + { + "p": 0.0011086576851084828, + "m": 1.0 + }, + { + "p": 0.059445492923259735, + "m": 1.0 + }, + { + "p": 0.4488590657711029, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.4283866882324219, + "val_loss": 0.8690080046653748, + "acc": 69.61, + "time": 127.67690397007391, + "param": [ + { + "p": 0.1628199964761734, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19067935645580292, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002704858547076583, + "m": 1.0 + }, + { + "p": 0.018207957968115807, + "m": 1.0 + }, + { + "p": 0.003940309397876263, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03229094296693802, + "m": 1.0 + }, + { + "p": 0.09835261106491089, + "m": 1.0 + }, + { + "p": 0.025679169222712517, + "m": 1.0 + }, + { + "p": 0.06777887791395187, + "m": 1.0 + }, + { + "p": 0.3975459337234497, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.2242215871810913, + "val_loss": 0.9633112549781799, + "acc": 68.78, + "time": 121.59640017803758, + "param": [ + { + "p": 0.15575739741325378, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18282407522201538, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028089992702007294, + "m": 1.0 + }, + { + "p": 2.8193739126436412e-05, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03599454089999199, + "m": 1.0 + }, + { + "p": 0.09556737542152405, + "m": 1.0 + }, + { + "p": 0.03785812109708786, + "m": 1.0 + }, + { + "p": 0.06326949596405029, + "m": 1.0 + }, + { + "p": 0.4006107449531555, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.113312840461731, + "val_loss": 0.8971505761146545, + "acc": 69.14, + "time": 128.41298164287582, + "param": [ + { + "p": 0.1361895650625229, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1788887083530426, + "m": 1.0 + }, + { + "p": 0.0035781392361968756, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030786529183387756, + "m": 1.0 + }, + { + "p": 0.004251434933394194, + "m": 1.0 + }, + { + "p": 0.0006803616997785866, + "m": 1.0 + }, + { + "p": 0.03180182725191116, + "m": 1.0 + }, + { + "p": 0.09724915772676468, + "m": 1.0 + }, + { + "p": 0.0484732910990715, + "m": 1.0 + }, + { + "p": 0.07610216736793518, + "m": 1.0 + }, + { + "p": 0.3918589651584625, + "m": 1.0 + }, + { + "p": 0.00013991033483762294, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.4949417114257812, + "val_loss": 0.8754756450653076, + "acc": 70.08, + "time": 123.31548367114738, + "param": [ + { + "p": 0.11936870962381363, + "m": 1.0 + }, + { + "p": 0.002041055355221033, + "m": 1.0 + }, + { + "p": 0.1628568321466446, + "m": 1.0 + }, + { + "p": 0.019437255337834358, + "m": 1.0 + }, + { + "p": 0.013868970796465874, + "m": 1.0 + }, + { + "p": 0.04223177582025528, + "m": 1.0 + }, + { + "p": 0.012804307043552399, + "m": 1.0 + }, + { + "p": 0.016246141865849495, + "m": 1.0 + }, + { + "p": 0.03343545272946358, + "m": 1.0 + }, + { + "p": 0.09342639148235321, + "m": 1.0 + }, + { + "p": 0.0638449490070343, + "m": 1.0 + }, + { + "p": 0.08769923448562622, + "m": 1.0 + }, + { + "p": 0.3316563069820404, + "m": 1.0 + }, + { + "p": 0.0010826130164787173, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.1197307109832764, + "val_loss": 0.7914811372756958, + "acc": 70.53, + "time": 130.48173215799034, + "param": [ + { + "p": 0.11383885145187378, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15752635896205902, + "m": 1.0 + }, + { + "p": 0.014602233655750751, + "m": 1.0 + }, + { + "p": 0.02438439428806305, + "m": 1.0 + }, + { + "p": 0.05476370453834534, + "m": 1.0 + }, + { + "p": 0.005330326501280069, + "m": 1.0 + }, + { + "p": 0.02333950065076351, + "m": 1.0 + }, + { + "p": 0.030405476689338684, + "m": 1.0 + }, + { + "p": 0.0940651223063469, + "m": 1.0 + }, + { + "p": 0.06648152321577072, + "m": 1.0 + }, + { + "p": 0.10247858613729477, + "m": 1.0 + }, + { + "p": 0.31278395652770996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.5269505977630615, + "val_loss": 0.7759482264518738, + "acc": 70.05, + "time": 125.9237247928977, + "param": [ + { + "p": 0.1098160669207573, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15040959417819977, + "m": 1.0 + }, + { + "p": 0.003478040685877204, + "m": 1.0 + }, + { + "p": 0.02944270335137844, + "m": 1.0 + }, + { + "p": 0.06872965395450592, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02713066153228283, + "m": 1.0 + }, + { + "p": 0.035803940147161484, + "m": 1.0 + }, + { + "p": 0.08987348526716232, + "m": 1.0 + }, + { + "p": 0.06720515340566635, + "m": 1.0 + }, + { + "p": 0.10461603850126266, + "m": 1.0 + }, + { + "p": 0.3116995394229889, + "m": 1.0 + }, + { + "p": 0.0017951905028894544, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.3249260187149048, + "val_loss": 0.8216031193733215, + "acc": 69.8, + "time": 121.75003216415644, + "param": [ + { + "p": 0.10275464504957199, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12766128778457642, + "m": 1.0 + }, + { + "p": 0.012140787206590176, + "m": 1.0 + }, + { + "p": 0.03496319055557251, + "m": 1.0 + }, + { + "p": 0.08465372771024704, + "m": 1.0 + }, + { + "p": 0.007847010158002377, + "m": 1.0 + }, + { + "p": 0.03028593584895134, + "m": 1.0 + }, + { + "p": 0.06082586199045181, + "m": 1.0 + }, + { + "p": 0.08906151354312897, + "m": 1.0 + }, + { + "p": 0.08108052611351013, + "m": 1.0 + }, + { + "p": 0.0946301594376564, + "m": 1.0 + }, + { + "p": 0.26436278223991394, + "m": 1.0 + }, + { + "p": 0.009732598438858986, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.4229955673217773, + "val_loss": 0.7612296938896179, + "acc": 70.76, + "time": 127.90535836294293, + "param": [ + { + "p": 0.10112954676151276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11365554481744766, + "m": 1.0 + }, + { + "p": 0.01039839070290327, + "m": 1.0 + }, + { + "p": 0.042040444910526276, + "m": 1.0 + }, + { + "p": 0.08895162492990494, + "m": 1.0 + }, + { + "p": 0.01678956113755703, + "m": 1.0 + }, + { + "p": 0.022562535479664803, + "m": 1.0 + }, + { + "p": 0.08308518677949905, + "m": 1.0 + }, + { + "p": 0.09463677555322647, + "m": 1.0 + }, + { + "p": 0.09000236541032791, + "m": 1.0 + }, + { + "p": 0.09626077115535736, + "m": 1.0 + }, + { + "p": 0.23531211912631989, + "m": 1.0 + }, + { + "p": 0.005175170488655567, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.3512063026428223, + "val_loss": 0.795670747756958, + "acc": 70.82, + "time": 122.08412938704714, + "param": [ + { + "p": 0.09568551182746887, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09958410263061523, + "m": 1.0 + }, + { + "p": 0.015249666757881641, + "m": 1.0 + }, + { + "p": 0.049490612000226974, + "m": 1.0 + }, + { + "p": 0.08790383487939835, + "m": 1.0 + }, + { + "p": 0.027941692620515823, + "m": 1.0 + }, + { + "p": 0.026684600859880447, + "m": 1.0 + }, + { + "p": 0.09371908754110336, + "m": 1.0 + }, + { + "p": 0.1029507964849472, + "m": 1.0 + }, + { + "p": 0.09475590288639069, + "m": 1.0 + }, + { + "p": 0.09564584493637085, + "m": 1.0 + }, + { + "p": 0.20982791483402252, + "m": 1.0 + }, + { + "p": 0.0005603671888820827, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.2313039302825928, + "val_loss": 0.8468494415283203, + "acc": 70.44, + "time": 132.6596208368428, + "param": [ + { + "p": 0.09024584293365479, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10285628587007523, + "m": 1.0 + }, + { + "p": 0.008507722988724709, + "m": 1.0 + }, + { + "p": 0.04585523530840874, + "m": 1.0 + }, + { + "p": 0.08150842785835266, + "m": 1.0 + }, + { + "p": 0.028060657903552055, + "m": 1.0 + }, + { + "p": 0.016790028661489487, + "m": 1.0 + }, + { + "p": 0.09573792666196823, + "m": 1.0 + }, + { + "p": 0.11079356074333191, + "m": 1.0 + }, + { + "p": 0.09887387603521347, + "m": 1.0 + }, + { + "p": 0.10022836178541183, + "m": 1.0 + }, + { + "p": 0.2205420732498169, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.0583817958831787, + "val_loss": 0.8815942406654358, + "acc": 70.28, + "time": 134.8970425920561, + "param": [ + { + "p": 0.08075881749391556, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11111531406641006, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04419584944844246, + "m": 1.0 + }, + { + "p": 0.08653698861598969, + "m": 1.0 + }, + { + "p": 0.028779342770576477, + "m": 1.0 + }, + { + "p": 0.017143527045845985, + "m": 1.0 + }, + { + "p": 0.09123939275741577, + "m": 1.0 + }, + { + "p": 0.10468129813671112, + "m": 1.0 + }, + { + "p": 0.10120125859975815, + "m": 1.0 + }, + { + "p": 0.10436222702264786, + "m": 1.0 + }, + { + "p": 0.22998589277267456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.3840715885162354, + "val_loss": 0.8217407464981079, + "acc": 70.52, + "time": 130.1408254969865, + "param": [ + { + "p": 0.07817098498344421, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11587291955947876, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.038722697645425797, + "m": 1.0 + }, + { + "p": 0.08704870939254761, + "m": 1.0 + }, + { + "p": 0.035152170807123184, + "m": 1.0 + }, + { + "p": 0.010608013719320297, + "m": 1.0 + }, + { + "p": 0.09660455584526062, + "m": 1.0 + }, + { + "p": 0.08880974352359772, + "m": 1.0 + }, + { + "p": 0.09667821228504181, + "m": 1.0 + }, + { + "p": 0.10800539702177048, + "m": 1.0 + }, + { + "p": 0.244326651096344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.1861639022827148, + "val_loss": 0.7702184319496155, + "acc": 71.12, + "time": 121.08607986802235, + "param": [ + { + "p": 0.092259980738163, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10938938707113266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027090514078736305, + "m": 1.0 + }, + { + "p": 0.07825793325901031, + "m": 1.0 + }, + { + "p": 0.03786119073629379, + "m": 1.0 + }, + { + "p": 0.001828352571465075, + "m": 1.0 + }, + { + "p": 0.11065295338630676, + "m": 1.0 + }, + { + "p": 0.08188248425722122, + "m": 1.0 + }, + { + "p": 0.10173413902521133, + "m": 1.0 + }, + { + "p": 0.10625055432319641, + "m": 1.0 + }, + { + "p": 0.25279250741004944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.2055952548980713, + "val_loss": 0.8076570630073547, + "acc": 70.22, + "time": 121.2924892893061, + "param": [ + { + "p": 0.11088678985834122, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0919906422495842, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01729721575975418, + "m": 1.0 + }, + { + "p": 0.07299589365720749, + "m": 1.0 + }, + { + "p": 0.03629082813858986, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12084779888391495, + "m": 1.0 + }, + { + "p": 0.06686513125896454, + "m": 1.0 + }, + { + "p": 0.12137793749570847, + "m": 1.0 + }, + { + "p": 0.10827748477458954, + "m": 1.0 + }, + { + "p": 0.25317031145095825, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.3232284784317017, + "val_loss": 0.8096075654029846, + "acc": 70.33, + "time": 121.12308481195942, + "param": [ + { + "p": 0.11699443310499191, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08768640458583832, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005415053106844425, + "m": 1.0 + }, + { + "p": 0.07273761183023453, + "m": 1.0 + }, + { + "p": 0.01930117793381214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1302601397037506, + "m": 1.0 + }, + { + "p": 0.06011335179209709, + "m": 1.0 + }, + { + "p": 0.13843604922294617, + "m": 1.0 + }, + { + "p": 0.10685058683156967, + "m": 1.0 + }, + { + "p": 0.26060721278190613, + "m": 1.0 + }, + { + "p": 0.0015980064636096358, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.9826151728630066, + "val_loss": 0.9980746507644653, + "acc": 70.97, + "time": 121.68994391197339, + "param": [ + { + "p": 0.12426430732011795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08212435245513916, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08703672885894775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0032946434803307056, + "m": 1.0 + }, + { + "p": 0.1256030946969986, + "m": 1.0 + }, + { + "p": 0.05878405272960663, + "m": 1.0 + }, + { + "p": 0.13523679971694946, + "m": 1.0 + }, + { + "p": 0.10985633730888367, + "m": 1.0 + }, + { + "p": 0.26530739665031433, + "m": 1.0 + }, + { + "p": 0.00849231332540512, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.4076080322265625, + "val_loss": 0.811497688293457, + "acc": 71.68, + "time": 128.22822088422254, + "param": [ + { + "p": 0.12158902734518051, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07157864421606064, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0016916187014430761, + "m": 1.0 + }, + { + "p": 0.10038363188505173, + "m": 1.0 + }, + { + "p": 0.0009063235484063625, + "m": 1.0 + }, + { + "p": 0.002531072124838829, + "m": 1.0 + }, + { + "p": 0.11845530569553375, + "m": 1.0 + }, + { + "p": 0.06877240538597107, + "m": 1.0 + }, + { + "p": 0.12064038217067719, + "m": 1.0 + }, + { + "p": 0.11488594859838486, + "m": 1.0 + }, + { + "p": 0.2620583474636078, + "m": 1.0 + }, + { + "p": 0.016507280990481377, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.3560945987701416, + "val_loss": 0.8305551409721375, + "acc": 70.29, + "time": 122.13569518411532, + "param": [ + { + "p": 0.12127094715833664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08298729360103607, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.000829809345304966, + "m": 1.0 + }, + { + "p": 0.10224262624979019, + "m": 1.0 + }, + { + "p": 0.007448199670761824, + "m": 1.0 + }, + { + "p": 0.006259338464587927, + "m": 1.0 + }, + { + "p": 0.10998502373695374, + "m": 1.0 + }, + { + "p": 0.07172515988349915, + "m": 1.0 + }, + { + "p": 0.10878202319145203, + "m": 1.0 + }, + { + "p": 0.12148495018482208, + "m": 1.0 + }, + { + "p": 0.2463165819644928, + "m": 1.0 + }, + { + "p": 0.02066798135638237, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.2938973903656006, + "val_loss": 0.9433425068855286, + "acc": 70.77, + "time": 122.0252301171422, + "param": [ + { + "p": 0.11831019073724747, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09644176065921783, + "m": 1.0 + }, + { + "p": 0.005212792195379734, + "m": 1.0 + }, + { + "p": 0.01593422144651413, + "m": 1.0 + }, + { + "p": 0.09839965403079987, + "m": 1.0 + }, + { + "p": 0.019994420930743217, + "m": 1.0 + }, + { + "p": 0.016365522518754005, + "m": 1.0 + }, + { + "p": 0.10396390408277512, + "m": 1.0 + }, + { + "p": 0.07683982700109482, + "m": 1.0 + }, + { + "p": 0.09934341907501221, + "m": 1.0 + }, + { + "p": 0.1183125376701355, + "m": 1.0 + }, + { + "p": 0.2160712331533432, + "m": 1.0 + }, + { + "p": 0.014810537919402122, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.3000741004943848, + "val_loss": 0.8546855449676514, + "acc": 71.23, + "time": 122.88809619983658, + "param": [ + { + "p": 0.11956137418746948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10347530990839005, + "m": 1.0 + }, + { + "p": 0.00021172899869270623, + "m": 1.0 + }, + { + "p": 0.03262726962566376, + "m": 1.0 + }, + { + "p": 0.10510390996932983, + "m": 1.0 + }, + { + "p": 0.038159776479005814, + "m": 1.0 + }, + { + "p": 0.020773589611053467, + "m": 1.0 + }, + { + "p": 0.09609014540910721, + "m": 1.0 + }, + { + "p": 0.0873163640499115, + "m": 1.0 + }, + { + "p": 0.08630996197462082, + "m": 1.0 + }, + { + "p": 0.10945550352334976, + "m": 1.0 + }, + { + "p": 0.19353412091732025, + "m": 1.0 + }, + { + "p": 0.007380903698503971, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.2366807460784912, + "val_loss": 0.9173241257667542, + "acc": 71.55, + "time": 125.12815596815199, + "param": [ + { + "p": 0.12242545187473297, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10547490417957306, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03702223673462868, + "m": 1.0 + }, + { + "p": 0.11091798543930054, + "m": 1.0 + }, + { + "p": 0.046867985278367996, + "m": 1.0 + }, + { + "p": 0.016609661281108856, + "m": 1.0 + }, + { + "p": 0.0880449041724205, + "m": 1.0 + }, + { + "p": 0.09500936418771744, + "m": 1.0 + }, + { + "p": 0.07934535294771194, + "m": 1.0 + }, + { + "p": 0.10233405977487564, + "m": 1.0 + }, + { + "p": 0.19594813883304596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.9289817810058594, + "val_loss": 0.8802890777587891, + "acc": 71.08, + "time": 126.3319623908028, + "param": [ + { + "p": 0.11220203340053558, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10038702934980392, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04097406193614006, + "m": 1.0 + }, + { + "p": 0.10299188643693924, + "m": 1.0 + }, + { + "p": 0.06367283314466476, + "m": 1.0 + }, + { + "p": 0.02571040205657482, + "m": 1.0 + }, + { + "p": 0.08372196555137634, + "m": 1.0 + }, + { + "p": 0.093031145632267, + "m": 1.0 + }, + { + "p": 0.08433614671230316, + "m": 1.0 + }, + { + "p": 0.10439667105674744, + "m": 1.0 + }, + { + "p": 0.18857575953006744, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.4456086158752441, + "val_loss": 0.8941367864608765, + "acc": 71.51, + "time": 124.7503817640245, + "param": [ + { + "p": 0.11193587630987167, + "m": 1.0 + }, + { + "p": 0.0009327437146566808, + "m": 1.0 + }, + { + "p": 0.1018405631184578, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05874801054596901, + "m": 1.0 + }, + { + "p": 0.09616871178150177, + "m": 1.0 + }, + { + "p": 0.0775802955031395, + "m": 1.0 + }, + { + "p": 0.031493786722421646, + "m": 1.0 + }, + { + "p": 0.07943620532751083, + "m": 1.0 + }, + { + "p": 0.09363620728254318, + "m": 1.0 + }, + { + "p": 0.08401163667440414, + "m": 1.0 + }, + { + "p": 0.09800634533166885, + "m": 1.0 + }, + { + "p": 0.16620953381061554, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.1618142127990723, + "val_loss": 0.774590253829956, + "acc": 72.2, + "time": 121.80184494517744, + "param": [ + { + "p": 0.11053039878606796, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09879634529352188, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06559624522924423, + "m": 1.0 + }, + { + "p": 0.09874053299427032, + "m": 1.0 + }, + { + "p": 0.08390504121780396, + "m": 1.0 + }, + { + "p": 0.021726012229919434, + "m": 1.0 + }, + { + "p": 0.08009249716997147, + "m": 1.0 + }, + { + "p": 0.09955183416604996, + "m": 1.0 + }, + { + "p": 0.07685869932174683, + "m": 1.0 + }, + { + "p": 0.09979937225580215, + "m": 1.0 + }, + { + "p": 0.16440308094024658, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.1905415058135986, + "val_loss": 0.7006413340568542, + "acc": 71.18, + "time": 135.10746096493676, + "param": [ + { + "p": 0.10620186477899551, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09782928228378296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.062387872487306595, + "m": 1.0 + }, + { + "p": 0.10715586692094803, + "m": 1.0 + }, + { + "p": 0.08028256893157959, + "m": 1.0 + }, + { + "p": 0.013437849469482899, + "m": 1.0 + }, + { + "p": 0.0892525315284729, + "m": 1.0 + }, + { + "p": 0.11475154012441635, + "m": 1.0 + }, + { + "p": 0.07654539495706558, + "m": 1.0 + }, + { + "p": 0.09989359229803085, + "m": 1.0 + }, + { + "p": 0.1522616147994995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.4604625701904297, + "val_loss": 0.8881546258926392, + "acc": 71.62, + "time": 125.66233635414392, + "param": [ + { + "p": 0.10425949096679688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10977637767791748, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04853067547082901, + "m": 1.0 + }, + { + "p": 0.12141189724206924, + "m": 1.0 + }, + { + "p": 0.08346934616565704, + "m": 1.0 + }, + { + "p": 0.012639978900551796, + "m": 1.0 + }, + { + "p": 0.07555035501718521, + "m": 1.0 + }, + { + "p": 0.1174888014793396, + "m": 1.0 + }, + { + "p": 0.07855597883462906, + "m": 1.0 + }, + { + "p": 0.09894119948148727, + "m": 1.0 + }, + { + "p": 0.14937588572502136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json new file mode 100644 index 0000000..b61ad00 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix0.5-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 72.67, + "Time": [ + 127.36668351763859, + 4.908960421670671 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2631521224975586, + "val_loss": 2.2967519760131836, + "acc": 17.17, + "time": 125.78897813288495, + "param": [ + { + "p": 0.08012306690216064, + "m": 1.0 + }, + { + "p": 0.07041196525096893, + "m": 1.0 + }, + { + "p": 0.07392187416553497, + "m": 1.0 + }, + { + "p": 0.08407488465309143, + "m": 1.0 + }, + { + "p": 0.09678056091070175, + "m": 1.0 + }, + { + "p": 0.07498187571763992, + "m": 1.0 + }, + { + "p": 0.06585987657308578, + "m": 1.0 + }, + { + "p": 0.044878698885440826, + "m": 1.0 + }, + { + "p": 0.08715655654668808, + "m": 1.0 + }, + { + "p": 0.026311922818422318, + "m": 1.0 + }, + { + "p": 0.06810068339109421, + "m": 1.0 + }, + { + "p": 0.07837939262390137, + "m": 1.0 + }, + { + "p": 0.0626801922917366, + "m": 1.0 + }, + { + "p": 0.08633853495121002, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2927818298339844, + "val_loss": 2.2536604404449463, + "acc": 14.14, + "time": 128.0480550331995, + "param": [ + { + "p": 0.08176645636558533, + "m": 1.0 + }, + { + "p": 0.0788206085562706, + "m": 1.0 + }, + { + "p": 0.06112236902117729, + "m": 1.0 + }, + { + "p": 0.06212673708796501, + "m": 1.0 + }, + { + "p": 0.0969390869140625, + "m": 1.0 + }, + { + "p": 0.08190373331308365, + "m": 1.0 + }, + { + "p": 0.05821944773197174, + "m": 1.0 + }, + { + "p": 0.0591147318482399, + "m": 1.0 + }, + { + "p": 0.0828334167599678, + "m": 1.0 + }, + { + "p": 0.042115844786167145, + "m": 1.0 + }, + { + "p": 0.07391054928302765, + "m": 1.0 + }, + { + "p": 0.08289167284965515, + "m": 1.0 + }, + { + "p": 0.06904060393571854, + "m": 1.0 + }, + { + "p": 0.06919485330581665, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.202634811401367, + "val_loss": 2.1467649936676025, + "acc": 22.72, + "time": 130.10507925972342, + "param": [ + { + "p": 0.07903234660625458, + "m": 1.0 + }, + { + "p": 0.07644621282815933, + "m": 1.0 + }, + { + "p": 0.05221634730696678, + "m": 1.0 + }, + { + "p": 0.0796954482793808, + "m": 1.0 + }, + { + "p": 0.10074881464242935, + "m": 1.0 + }, + { + "p": 0.08901318907737732, + "m": 1.0 + }, + { + "p": 0.07451344281435013, + "m": 1.0 + }, + { + "p": 0.05758051574230194, + "m": 1.0 + }, + { + "p": 0.08672616630792618, + "m": 1.0 + }, + { + "p": 0.06915657967329025, + "m": 1.0 + }, + { + "p": 0.07315727323293686, + "m": 1.0 + }, + { + "p": 0.07877355813980103, + "m": 1.0 + }, + { + "p": 0.0758940652012825, + "m": 1.0 + }, + { + "p": 0.007045969367027283, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.1397643089294434, + "val_loss": 2.0794031620025635, + "acc": 25.98, + "time": 123.7848254260607, + "param": [ + { + "p": 0.07020886987447739, + "m": 1.0 + }, + { + "p": 0.07457937300205231, + "m": 1.0 + }, + { + "p": 0.04803229123353958, + "m": 1.0 + }, + { + "p": 0.08886530995368958, + "m": 1.0 + }, + { + "p": 0.11505260318517685, + "m": 1.0 + }, + { + "p": 0.1023290604352951, + "m": 1.0 + }, + { + "p": 0.07506148517131805, + "m": 1.0 + }, + { + "p": 0.03233963996171951, + "m": 1.0 + }, + { + "p": 0.11970899999141693, + "m": 1.0 + }, + { + "p": 0.04468750208616257, + "m": 1.0 + }, + { + "p": 0.041161321103572845, + "m": 1.0 + }, + { + "p": 0.10927966237068176, + "m": 1.0 + }, + { + "p": 0.0786939412355423, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.2948906421661377, + "val_loss": 2.0515878200531006, + "acc": 27.52, + "time": 123.53222527168691, + "param": [ + { + "p": 0.05717065557837486, + "m": 1.0 + }, + { + "p": 0.04631304740905762, + "m": 1.0 + }, + { + "p": 0.028679028153419495, + "m": 1.0 + }, + { + "p": 0.11289606988430023, + "m": 1.0 + }, + { + "p": 0.14259770512580872, + "m": 1.0 + }, + { + "p": 0.1102466881275177, + "m": 1.0 + }, + { + "p": 0.08241507411003113, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1391366869211197, + "m": 1.0 + }, + { + "p": 0.022620776668190956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1562470942735672, + "m": 1.0 + }, + { + "p": 0.10167720168828964, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.0293710231781006, + "val_loss": 2.0294997692108154, + "acc": 26.18, + "time": 125.31678949762136, + "param": [ + { + "p": 0.05441782623529434, + "m": 1.0 + }, + { + "p": 0.0011282420018687844, + "m": 1.0 + }, + { + "p": 0.0021504100877791643, + "m": 1.0 + }, + { + "p": 0.1248035654425621, + "m": 1.0 + }, + { + "p": 0.18189720809459686, + "m": 1.0 + }, + { + "p": 0.11034242808818817, + "m": 1.0 + }, + { + "p": 0.09138496220111847, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13127018511295319, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19713054597377777, + "m": 1.0 + }, + { + "p": 0.1054745763540268, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 2.011864185333252, + "val_loss": 1.8876444101333618, + "acc": 34.34, + "time": 123.30947954813018, + "param": [ + { + "p": 0.0631023719906807, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011847313493490219, + "m": 1.0 + }, + { + "p": 0.11995505541563034, + "m": 1.0 + }, + { + "p": 0.19000469148159027, + "m": 1.0 + }, + { + "p": 0.11348617821931839, + "m": 1.0 + }, + { + "p": 0.09145759791135788, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10146228224039078, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1961798518896103, + "m": 1.0 + }, + { + "p": 0.11250470578670502, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 2.124140977859497, + "val_loss": 1.865525722503662, + "acc": 33.63, + "time": 121.80036357603967, + "param": [ + { + "p": 0.049498021602630615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007778362836688757, + "m": 1.0 + }, + { + "p": 0.1091444194316864, + "m": 1.0 + }, + { + "p": 0.1989651322364807, + "m": 1.0 + }, + { + "p": 0.09793134033679962, + "m": 1.0 + }, + { + "p": 0.09642963856458664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09885582327842712, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2159639447927475, + "m": 1.0 + }, + { + "p": 0.1254332959651947, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.170957326889038, + "val_loss": 1.7718641757965088, + "acc": 37.56, + "time": 124.75143607193604, + "param": [ + { + "p": 0.010486661456525326, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09561146795749664, + "m": 1.0 + }, + { + "p": 0.23678717017173767, + "m": 1.0 + }, + { + "p": 0.06751389056444168, + "m": 1.0 + }, + { + "p": 0.0910218134522438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08717277646064758, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.26659464836120605, + "m": 1.0 + }, + { + "p": 0.1448114961385727, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8658469915390015, + "val_loss": 1.6701503992080688, + "acc": 40.03, + "time": 133.76931562414393, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014855881221592426, + "m": 1.0 + }, + { + "p": 0.08065298199653625, + "m": 1.0 + }, + { + "p": 0.25766971707344055, + "m": 1.0 + }, + { + "p": 0.01785440742969513, + "m": 1.0 + }, + { + "p": 0.07664383202791214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06475187093019485, + "m": 1.0 + }, + { + "p": 0.005670858081430197, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.31742721796035767, + "m": 1.0 + }, + { + "p": 0.16447320580482483, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 2.186687469482422, + "val_loss": 1.772857904434204, + "acc": 37.49, + "time": 125.04805222107098, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.034043293446302414, + "m": 1.0 + }, + { + "p": 0.06636666506528854, + "m": 1.0 + }, + { + "p": 0.24047017097473145, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05084587633609772, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0531589649617672, + "m": 1.0 + }, + { + "p": 0.022193634882569313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3544936180114746, + "m": 1.0 + }, + { + "p": 0.17842775583267212, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 2.227553129196167, + "val_loss": 1.7155251502990723, + "acc": 40.91, + "time": 121.48595321504399, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02659478224813938, + "m": 1.0 + }, + { + "p": 0.0487825945019722, + "m": 1.0 + }, + { + "p": 0.24206435680389404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01950373873114586, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04064727947115898, + "m": 1.0 + }, + { + "p": 0.017142528668045998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.41157352924346924, + "m": 1.0 + }, + { + "p": 0.1936911642551422, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.908136248588562, + "val_loss": 1.6478835344314575, + "acc": 41.68, + "time": 124.4140230580233, + "param": [ + { + "p": 0.003491876181215048, + "m": 1.0 + }, + { + "p": 0.0005055073415860534, + "m": 1.0 + }, + { + "p": 0.033194828778505325, + "m": 1.0 + }, + { + "p": 0.0383327342569828, + "m": 1.0 + }, + { + "p": 0.22394397854804993, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01292959600687027, + "m": 1.0 + }, + { + "p": 0.004747328814119101, + "m": 1.0 + }, + { + "p": 0.03413601964712143, + "m": 1.0 + }, + { + "p": 0.014791950583457947, + "m": 1.0 + }, + { + "p": 0.007077582646161318, + "m": 1.0 + }, + { + "p": 0.42013734579086304, + "m": 1.0 + }, + { + "p": 0.20561279356479645, + "m": 1.0 + }, + { + "p": 0.0010985485278069973, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.9365242719650269, + "val_loss": 1.6018345355987549, + "acc": 42.02, + "time": 125.67589678708464, + "param": [ + { + "p": 0.02287454903125763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048411235213279724, + "m": 1.0 + }, + { + "p": 0.049288731068372726, + "m": 1.0 + }, + { + "p": 0.17375372350215912, + "m": 1.0 + }, + { + "p": 0.0030003897845745087, + "m": 1.0 + }, + { + "p": 0.03178521618247032, + "m": 1.0 + }, + { + "p": 0.038076892495155334, + "m": 1.0 + }, + { + "p": 0.05710911378264427, + "m": 1.0 + }, + { + "p": 0.04052116349339485, + "m": 1.0 + }, + { + "p": 0.030772391706705093, + "m": 1.0 + }, + { + "p": 0.32545068860054016, + "m": 1.0 + }, + { + "p": 0.17340654134750366, + "m": 1.0 + }, + { + "p": 0.005549258086830378, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 2.0139052867889404, + "val_loss": 1.5274529457092285, + "acc": 42.85, + "time": 122.5658977269195, + "param": [ + { + "p": 0.03434668853878975, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06237604096531868, + "m": 1.0 + }, + { + "p": 0.04849753528833389, + "m": 1.0 + }, + { + "p": 0.14630015194416046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03949904814362526, + "m": 1.0 + }, + { + "p": 0.056338340044021606, + "m": 1.0 + }, + { + "p": 0.06509009003639221, + "m": 1.0 + }, + { + "p": 0.05165095999836922, + "m": 1.0 + }, + { + "p": 0.03834189847111702, + "m": 1.0 + }, + { + "p": 0.2876806855201721, + "m": 1.0 + }, + { + "p": 0.1698785275220871, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.835982322692871, + "val_loss": 1.5596312284469604, + "acc": 44.8, + "time": 128.66348415473476, + "param": [ + { + "p": 0.027914507314562798, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06818050891160965, + "m": 1.0 + }, + { + "p": 0.039864636957645416, + "m": 1.0 + }, + { + "p": 0.12480664253234863, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03938547521829605, + "m": 1.0 + }, + { + "p": 0.06717172265052795, + "m": 1.0 + }, + { + "p": 0.06387237459421158, + "m": 1.0 + }, + { + "p": 0.05569853633642197, + "m": 1.0 + }, + { + "p": 0.041715748608112335, + "m": 1.0 + }, + { + "p": 0.28929927945137024, + "m": 1.0 + }, + { + "p": 0.1820906102657318, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.6811110973358154, + "val_loss": 1.4882466793060303, + "acc": 46.5, + "time": 123.9418329782784, + "param": [ + { + "p": 0.021219631657004356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0670156478881836, + "m": 1.0 + }, + { + "p": 0.03016708604991436, + "m": 1.0 + }, + { + "p": 0.11356619745492935, + "m": 1.0 + }, + { + "p": 0.0014863800024613738, + "m": 1.0 + }, + { + "p": 0.04159874469041824, + "m": 1.0 + }, + { + "p": 0.07604460418224335, + "m": 1.0 + }, + { + "p": 0.06353786587715149, + "m": 1.0 + }, + { + "p": 0.06066545471549034, + "m": 1.0 + }, + { + "p": 0.047414448112249374, + "m": 1.0 + }, + { + "p": 0.2827673554420471, + "m": 1.0 + }, + { + "p": 0.1945166140794754, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.7069677114486694, + "val_loss": 1.3902637958526611, + "acc": 47.25, + "time": 139.97818993311375, + "param": [ + { + "p": 0.020340489223599434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07879410684108734, + "m": 1.0 + }, + { + "p": 0.02279728092253208, + "m": 1.0 + }, + { + "p": 0.10441815853118896, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0375809371471405, + "m": 1.0 + }, + { + "p": 0.0593363419175148, + "m": 1.0 + }, + { + "p": 0.04299221560359001, + "m": 1.0 + }, + { + "p": 0.061240583658218384, + "m": 1.0 + }, + { + "p": 0.041511934250593185, + "m": 1.0 + }, + { + "p": 0.3087392747402191, + "m": 1.0 + }, + { + "p": 0.2222486436367035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.7490506172180176, + "val_loss": 1.462903618812561, + "acc": 46.61, + "time": 134.7418654016219, + "param": [ + { + "p": 0.03491432964801788, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09149985760450363, + "m": 1.0 + }, + { + "p": 0.012605473399162292, + "m": 1.0 + }, + { + "p": 0.093429796397686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0321681872010231, + "m": 1.0 + }, + { + "p": 0.04526519775390625, + "m": 1.0 + }, + { + "p": 0.02942987158894539, + "m": 1.0 + }, + { + "p": 0.07383716851472855, + "m": 1.0 + }, + { + "p": 0.03389091417193413, + "m": 1.0 + }, + { + "p": 0.3199630379676819, + "m": 1.0 + }, + { + "p": 0.2329961210489273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 2.0258328914642334, + "val_loss": 1.3772934675216675, + "acc": 48.4, + "time": 122.20172542100772, + "param": [ + { + "p": 0.034689683467149734, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10195501148700714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08194389939308167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020512321963906288, + "m": 1.0 + }, + { + "p": 0.027238722890615463, + "m": 1.0 + }, + { + "p": 0.014659116975963116, + "m": 1.0 + }, + { + "p": 0.08230095356702805, + "m": 1.0 + }, + { + "p": 0.02094910852611065, + "m": 1.0 + }, + { + "p": 0.3514047861099243, + "m": 1.0 + }, + { + "p": 0.26434633135795593, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.9673800468444824, + "val_loss": 1.3944149017333984, + "acc": 48.44, + "time": 138.00313193676993, + "param": [ + { + "p": 0.042668525129556656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11184623092412949, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06942121684551239, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00702627981081605, + "m": 1.0 + }, + { + "p": 0.014051646925508976, + "m": 1.0 + }, + { + "p": 0.009521138854324818, + "m": 1.0 + }, + { + "p": 0.088075652718544, + "m": 1.0 + }, + { + "p": 0.015237866900861263, + "m": 1.0 + }, + { + "p": 0.3590807318687439, + "m": 1.0 + }, + { + "p": 0.2830706536769867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.7869421243667603, + "val_loss": 1.5987181663513184, + "acc": 44.08, + "time": 131.87744071520865, + "param": [ + { + "p": 0.05592038854956627, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12266582995653152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05728837475180626, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0036819837987422943, + "m": 1.0 + }, + { + "p": 0.01290072686970234, + "m": 1.0 + }, + { + "p": 0.08669395744800568, + "m": 1.0 + }, + { + "p": 0.013777448795735836, + "m": 1.0 + }, + { + "p": 0.358207106590271, + "m": 1.0 + }, + { + "p": 0.2888641357421875, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.833559274673462, + "val_loss": 1.43104088306427, + "acc": 48.25, + "time": 133.02964189182967, + "param": [ + { + "p": 0.06157303974032402, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13146202266216278, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0368698425590992, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00016425212379544973, + "m": 1.0 + }, + { + "p": 0.0037623948883265257, + "m": 1.0 + }, + { + "p": 0.08444784581661224, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3730604350566864, + "m": 1.0 + }, + { + "p": 0.30866020917892456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.75411856174469, + "val_loss": 1.414745807647705, + "acc": 49.77, + "time": 120.77102890005335, + "param": [ + { + "p": 0.07904072850942612, + "m": 1.0 + }, + { + "p": 0.012846682220697403, + "m": 1.0 + }, + { + "p": 0.11905335634946823, + "m": 1.0 + }, + { + "p": 0.014534159563481808, + "m": 1.0 + }, + { + "p": 0.03145299851894379, + "m": 1.0 + }, + { + "p": 0.011268092319369316, + "m": 1.0 + }, + { + "p": 0.025714419782161713, + "m": 1.0 + }, + { + "p": 0.02796492911875248, + "m": 1.0 + }, + { + "p": 0.024935951456427574, + "m": 1.0 + }, + { + "p": 0.08338723331689835, + "m": 1.0 + }, + { + "p": 0.015538180246949196, + "m": 1.0 + }, + { + "p": 0.28987497091293335, + "m": 1.0 + }, + { + "p": 0.2507183849811554, + "m": 1.0 + }, + { + "p": 0.013669976964592934, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.6044180393218994, + "val_loss": 1.389336109161377, + "acc": 51.54, + "time": 131.9929401660338, + "param": [ + { + "p": 0.08855316787958145, + "m": 1.0 + }, + { + "p": 0.009004526771605015, + "m": 1.0 + }, + { + "p": 0.11400380730628967, + "m": 1.0 + }, + { + "p": 0.025342144072055817, + "m": 1.0 + }, + { + "p": 0.028238315135240555, + "m": 1.0 + }, + { + "p": 0.013355599716305733, + "m": 1.0 + }, + { + "p": 0.04335099831223488, + "m": 1.0 + }, + { + "p": 0.0539633147418499, + "m": 1.0 + }, + { + "p": 0.04375343769788742, + "m": 1.0 + }, + { + "p": 0.08489067107439041, + "m": 1.0 + }, + { + "p": 0.027028122916817665, + "m": 1.0 + }, + { + "p": 0.23803415894508362, + "m": 1.0 + }, + { + "p": 0.21373501420021057, + "m": 1.0 + }, + { + "p": 0.016746819019317627, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.8404842615127563, + "val_loss": 1.4015235900878906, + "acc": 51.21, + "time": 129.80923533532768, + "param": [ + { + "p": 0.09350499510765076, + "m": 1.0 + }, + { + "p": 0.0014706379733979702, + "m": 1.0 + }, + { + "p": 0.11261279881000519, + "m": 1.0 + }, + { + "p": 0.04075339064002037, + "m": 1.0 + }, + { + "p": 0.039492975920438766, + "m": 1.0 + }, + { + "p": 0.010730479843914509, + "m": 1.0 + }, + { + "p": 0.048105012625455856, + "m": 1.0 + }, + { + "p": 0.07254606485366821, + "m": 1.0 + }, + { + "p": 0.04573439061641693, + "m": 1.0 + }, + { + "p": 0.09157145023345947, + "m": 1.0 + }, + { + "p": 0.036214835941791534, + "m": 1.0 + }, + { + "p": 0.20628118515014648, + "m": 1.0 + }, + { + "p": 0.1901090145111084, + "m": 1.0 + }, + { + "p": 0.010872803628444672, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.6760594844818115, + "val_loss": 1.4927068948745728, + "acc": 51.36, + "time": 123.04998071212322, + "param": [ + { + "p": 0.08771983534097672, + "m": 1.0 + }, + { + "p": 0.002980949589982629, + "m": 1.0 + }, + { + "p": 0.11005686968564987, + "m": 1.0 + }, + { + "p": 0.05308464542031288, + "m": 1.0 + }, + { + "p": 0.04630917310714722, + "m": 1.0 + }, + { + "p": 0.018372736871242523, + "m": 1.0 + }, + { + "p": 0.04954212158918381, + "m": 1.0 + }, + { + "p": 0.08647999912500381, + "m": 1.0 + }, + { + "p": 0.04548245668411255, + "m": 1.0 + }, + { + "p": 0.09567096829414368, + "m": 1.0 + }, + { + "p": 0.049624040722846985, + "m": 1.0 + }, + { + "p": 0.16991984844207764, + "m": 1.0 + }, + { + "p": 0.16572879254817963, + "m": 1.0 + }, + { + "p": 0.01902760937809944, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.7573180198669434, + "val_loss": 1.3563790321350098, + "acc": 52.73, + "time": 130.12427451089025, + "param": [ + { + "p": 0.09268269687891006, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1166168823838234, + "m": 1.0 + }, + { + "p": 0.05237683653831482, + "m": 1.0 + }, + { + "p": 0.040923476219177246, + "m": 1.0 + }, + { + "p": 0.004791105166077614, + "m": 1.0 + }, + { + "p": 0.04815393313765526, + "m": 1.0 + }, + { + "p": 0.10297897458076477, + "m": 1.0 + }, + { + "p": 0.04283931851387024, + "m": 1.0 + }, + { + "p": 0.11158289760351181, + "m": 1.0 + }, + { + "p": 0.04864415153861046, + "m": 1.0 + }, + { + "p": 0.1559922695159912, + "m": 1.0 + }, + { + "p": 0.17366187274456024, + "m": 1.0 + }, + { + "p": 0.008755519986152649, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.7256543636322021, + "val_loss": 1.2636171579360962, + "acc": 54.48, + "time": 123.72009899094701, + "param": [ + { + "p": 0.0943637266755104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1282484531402588, + "m": 1.0 + }, + { + "p": 0.0377860851585865, + "m": 1.0 + }, + { + "p": 0.031066542491316795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0389501191675663, + "m": 1.0 + }, + { + "p": 0.11055545508861542, + "m": 1.0 + }, + { + "p": 0.045273974537849426, + "m": 1.0 + }, + { + "p": 0.12538088858127594, + "m": 1.0 + }, + { + "p": 0.04900338500738144, + "m": 1.0 + }, + { + "p": 0.1553613394498825, + "m": 1.0 + }, + { + "p": 0.18401005864143372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.76466965675354, + "val_loss": 1.3640246391296387, + "acc": 53.43, + "time": 122.99538728175685, + "param": [ + { + "p": 0.09074561297893524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13254857063293457, + "m": 1.0 + }, + { + "p": 0.02186700329184532, + "m": 1.0 + }, + { + "p": 0.012189842760562897, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03736116364598274, + "m": 1.0 + }, + { + "p": 0.10915526747703552, + "m": 1.0 + }, + { + "p": 0.05269237235188484, + "m": 1.0 + }, + { + "p": 0.14108745753765106, + "m": 1.0 + }, + { + "p": 0.062081970274448395, + "m": 1.0 + }, + { + "p": 0.15921007096767426, + "m": 1.0 + }, + { + "p": 0.18106070160865784, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.684885859489441, + "val_loss": 1.2523300647735596, + "acc": 53.99, + "time": 130.7557921060361, + "param": [ + { + "p": 0.08836911618709564, + "m": 1.0 + }, + { + "p": 0.004584422335028648, + "m": 1.0 + }, + { + "p": 0.13081564009189606, + "m": 1.0 + }, + { + "p": 0.019715862348675728, + "m": 1.0 + }, + { + "p": 0.008330466225743294, + "m": 1.0 + }, + { + "p": 0.0006051569944247603, + "m": 1.0 + }, + { + "p": 0.04601551219820976, + "m": 1.0 + }, + { + "p": 0.10261573642492294, + "m": 1.0 + }, + { + "p": 0.06079241260886192, + "m": 1.0 + }, + { + "p": 0.14512783288955688, + "m": 1.0 + }, + { + "p": 0.06649787724018097, + "m": 1.0 + }, + { + "p": 0.15802371501922607, + "m": 1.0 + }, + { + "p": 0.16850630939006805, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.9625320434570312, + "val_loss": 1.304349422454834, + "acc": 55.58, + "time": 127.7480505593121, + "param": [ + { + "p": 0.09355365484952927, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13778802752494812, + "m": 1.0 + }, + { + "p": 0.012324392795562744, + "m": 1.0 + }, + { + "p": 0.002128544496372342, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05502377822995186, + "m": 1.0 + }, + { + "p": 0.09411635994911194, + "m": 1.0 + }, + { + "p": 0.07013894617557526, + "m": 1.0 + }, + { + "p": 0.14462001621723175, + "m": 1.0 + }, + { + "p": 0.07200735062360764, + "m": 1.0 + }, + { + "p": 0.15211234986782074, + "m": 1.0 + }, + { + "p": 0.16618658602237701, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.6643091440200806, + "val_loss": 1.2419601678848267, + "acc": 55.35, + "time": 136.40471430309117, + "param": [ + { + "p": 0.10373841971158981, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14357683062553406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05841273441910744, + "m": 1.0 + }, + { + "p": 0.08974558115005493, + "m": 1.0 + }, + { + "p": 0.07146833837032318, + "m": 1.0 + }, + { + "p": 0.1432570070028305, + "m": 1.0 + }, + { + "p": 0.06728313863277435, + "m": 1.0 + }, + { + "p": 0.15709058940410614, + "m": 1.0 + }, + { + "p": 0.1654273420572281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.8880904912948608, + "val_loss": 1.2810449600219727, + "acc": 55.68, + "time": 136.85907738190144, + "param": [ + { + "p": 0.10170170664787292, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1509016901254654, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.054564282298088074, + "m": 1.0 + }, + { + "p": 0.08576767891645432, + "m": 1.0 + }, + { + "p": 0.06760463118553162, + "m": 1.0 + }, + { + "p": 0.15394553542137146, + "m": 1.0 + }, + { + "p": 0.06495878845453262, + "m": 1.0 + }, + { + "p": 0.1513582170009613, + "m": 1.0 + }, + { + "p": 0.1691974699497223, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.4773603677749634, + "val_loss": 1.1581048965454102, + "acc": 57.09, + "time": 130.22609350876883, + "param": [ + { + "p": 0.10216100513935089, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15067848563194275, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06088045984506607, + "m": 1.0 + }, + { + "p": 0.0803418979048729, + "m": 1.0 + }, + { + "p": 0.06434904038906097, + "m": 1.0 + }, + { + "p": 0.16602538526058197, + "m": 1.0 + }, + { + "p": 0.060299891978502274, + "m": 1.0 + }, + { + "p": 0.1438421607017517, + "m": 1.0 + }, + { + "p": 0.17142172157764435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.3948203325271606, + "val_loss": 1.2133578062057495, + "acc": 58.05, + "time": 129.17188092228025, + "param": [ + { + "p": 0.10245899856090546, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15410706400871277, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06240420788526535, + "m": 1.0 + }, + { + "p": 0.08585014939308167, + "m": 1.0 + }, + { + "p": 0.06078945845365524, + "m": 1.0 + }, + { + "p": 0.1684982180595398, + "m": 1.0 + }, + { + "p": 0.0537811815738678, + "m": 1.0 + }, + { + "p": 0.13956500589847565, + "m": 1.0 + }, + { + "p": 0.17254577577114105, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.4619191884994507, + "val_loss": 1.1152653694152832, + "acc": 57.73, + "time": 121.95137431379408, + "param": [ + { + "p": 0.09989123791456223, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1699601113796234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05483265221118927, + "m": 1.0 + }, + { + "p": 0.09109550714492798, + "m": 1.0 + }, + { + "p": 0.05315804481506348, + "m": 1.0 + }, + { + "p": 0.1723051220178604, + "m": 1.0 + }, + { + "p": 0.046779125928878784, + "m": 1.0 + }, + { + "p": 0.13621558248996735, + "m": 1.0 + }, + { + "p": 0.17576263844966888, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.45976984500885, + "val_loss": 1.3041523694992065, + "acc": 56.35, + "time": 121.27869131695479, + "param": [ + { + "p": 0.08819522708654404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19424501061439514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04382970929145813, + "m": 1.0 + }, + { + "p": 0.09229497611522675, + "m": 1.0 + }, + { + "p": 0.037769876420497894, + "m": 1.0 + }, + { + "p": 0.1868131458759308, + "m": 1.0 + }, + { + "p": 0.03017331101000309, + "m": 1.0 + }, + { + "p": 0.137569859623909, + "m": 1.0 + }, + { + "p": 0.18910890817642212, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.4878438711166382, + "val_loss": 1.1008776426315308, + "acc": 58.29, + "time": 127.84136759722605, + "param": [ + { + "p": 0.08119262754917145, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21513812243938446, + "m": 1.0 + }, + { + "p": 1.933353632921353e-05, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001863295678049326, + "m": 1.0 + }, + { + "p": 0.037406209856271744, + "m": 1.0 + }, + { + "p": 0.09010925889015198, + "m": 1.0 + }, + { + "p": 0.02691604569554329, + "m": 1.0 + }, + { + "p": 0.19709070026874542, + "m": 1.0 + }, + { + "p": 0.018604131415486336, + "m": 1.0 + }, + { + "p": 0.13716430962085724, + "m": 1.0 + }, + { + "p": 0.19449596107006073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.4677687883377075, + "val_loss": 1.1173735857009888, + "acc": 58.88, + "time": 127.78289037989452, + "param": [ + { + "p": 0.08630425482988358, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22246918082237244, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020421989262104034, + "m": 1.0 + }, + { + "p": 0.04453423619270325, + "m": 1.0 + }, + { + "p": 0.06553091108798981, + "m": 1.0 + }, + { + "p": 0.020570935681462288, + "m": 1.0 + }, + { + "p": 0.1967221051454544, + "m": 1.0 + }, + { + "p": 0.022272052243351936, + "m": 1.0 + }, + { + "p": 0.14185048639774323, + "m": 1.0 + }, + { + "p": 0.17932388186454773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.5890287160873413, + "val_loss": 1.2027268409729004, + "acc": 57.24, + "time": 131.9682713248767, + "param": [ + { + "p": 0.08696909993886948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22820153832435608, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027698857709765434, + "m": 1.0 + }, + { + "p": 0.058413587510585785, + "m": 1.0 + }, + { + "p": 0.04679371044039726, + "m": 1.0 + }, + { + "p": 0.018886948004364967, + "m": 1.0 + }, + { + "p": 0.1965629905462265, + "m": 1.0 + }, + { + "p": 0.0259017925709486, + "m": 1.0 + }, + { + "p": 0.1410408467054367, + "m": 1.0 + }, + { + "p": 0.16953065991401672, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.4872387647628784, + "val_loss": 1.183515191078186, + "acc": 58.62, + "time": 129.02431689482182, + "param": [ + { + "p": 0.08567430078983307, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24913166463375092, + "m": 1.0 + }, + { + "p": 0.0013990274164825678, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020047754049301147, + "m": 1.0 + }, + { + "p": 0.05687594786286354, + "m": 1.0 + }, + { + "p": 0.02611681818962097, + "m": 1.0 + }, + { + "p": 0.007635393179953098, + "m": 1.0 + }, + { + "p": 0.216923788189888, + "m": 1.0 + }, + { + "p": 0.0183611698448658, + "m": 1.0 + }, + { + "p": 0.1484988033771515, + "m": 1.0 + }, + { + "p": 0.16933533549308777, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.3591179847717285, + "val_loss": 1.147387146949768, + "acc": 60.39, + "time": 123.73475366318598, + "param": [ + { + "p": 0.08692485094070435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2587625980377197, + "m": 1.0 + }, + { + "p": 0.009238716214895248, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003654381725937128, + "m": 1.0 + }, + { + "p": 0.04945329949259758, + "m": 1.0 + }, + { + "p": 0.009192469529807568, + "m": 1.0 + }, + { + "p": 0.0005383157986216247, + "m": 1.0 + }, + { + "p": 0.2249489426612854, + "m": 1.0 + }, + { + "p": 0.013338858261704445, + "m": 1.0 + }, + { + "p": 0.16211667656898499, + "m": 1.0 + }, + { + "p": 0.18183089792728424, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.5647637844085693, + "val_loss": 1.0869101285934448, + "acc": 60.57, + "time": 125.9803170482628, + "param": [ + { + "p": 0.09029751271009445, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.257006973028183, + "m": 1.0 + }, + { + "p": 0.011876311153173447, + "m": 1.0 + }, + { + "p": 0.0007902514189481735, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046217501163482666, + "m": 1.0 + }, + { + "p": 0.004342003259807825, + "m": 1.0 + }, + { + "p": 0.002127988962456584, + "m": 1.0 + }, + { + "p": 0.22073332965373993, + "m": 1.0 + }, + { + "p": 0.015092035755515099, + "m": 1.0 + }, + { + "p": 0.17165441811084747, + "m": 1.0 + }, + { + "p": 0.1798616498708725, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.378706455230713, + "val_loss": 1.1903799772262573, + "acc": 59.23, + "time": 124.13841579901055, + "param": [ + { + "p": 0.09179463982582092, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2603931128978729, + "m": 1.0 + }, + { + "p": 0.010312683880329132, + "m": 1.0 + }, + { + "p": 0.00217647897079587, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04412113130092621, + "m": 1.0 + }, + { + "p": 0.000986320897936821, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22458449006080627, + "m": 1.0 + }, + { + "p": 0.00750829977914691, + "m": 1.0 + }, + { + "p": 0.1858234852552414, + "m": 1.0 + }, + { + "p": 0.1722993403673172, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.3609509468078613, + "val_loss": 1.2250945568084717, + "acc": 58.37, + "time": 122.90543027501553, + "param": [ + { + "p": 0.09887447953224182, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2719360589981079, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0007351536769419909, + "m": 1.0 + }, + { + "p": 0.041933756321668625, + "m": 1.0 + }, + { + "p": 0.0004742539313156158, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23147174715995789, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18449345231056213, + "m": 1.0 + }, + { + "p": 0.1700810194015503, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.448843002319336, + "val_loss": 1.053722858428955, + "acc": 59.89, + "time": 123.92311740433797, + "param": [ + { + "p": 0.11121747642755508, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.266970157623291, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0043519544415175915, + "m": 1.0 + }, + { + "p": 0.04400723800063133, + "m": 1.0 + }, + { + "p": 0.002124709775671363, + "m": 1.0 + }, + { + "p": 0.0027595104184001684, + "m": 1.0 + }, + { + "p": 0.23086178302764893, + "m": 1.0 + }, + { + "p": 0.0005688596284016967, + "m": 1.0 + }, + { + "p": 0.17549751698970795, + "m": 1.0 + }, + { + "p": 0.16164080798625946, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.3156991004943848, + "val_loss": 1.0220998525619507, + "acc": 60.53, + "time": 127.25955214491114, + "param": [ + { + "p": 0.12464570254087448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.27099794149398804, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05206767097115517, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22538280487060547, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17123232781887054, + "m": 1.0 + }, + { + "p": 0.1556735634803772, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.65456223487854, + "val_loss": 1.1438438892364502, + "acc": 61.19, + "time": 133.33725496195257, + "param": [ + { + "p": 0.13275273144245148, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2740201950073242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06622013449668884, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004404986742883921, + "m": 1.0 + }, + { + "p": 0.21387608349323273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1576426923274994, + "m": 1.0 + }, + { + "p": 0.15108315646648407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.6034799814224243, + "val_loss": 1.1123663187026978, + "acc": 60.33, + "time": 125.74136142013595, + "param": [ + { + "p": 0.13763488829135895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.26718971133232117, + "m": 1.0 + }, + { + "p": 0.00039515114622190595, + "m": 1.0 + }, + { + "p": 0.0039882967248559, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06819134950637817, + "m": 1.0 + }, + { + "p": 0.0024950006045401096, + "m": 1.0 + }, + { + "p": 0.018184468150138855, + "m": 1.0 + }, + { + "p": 0.20050325989723206, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15193946659564972, + "m": 1.0 + }, + { + "p": 0.14947836101055145, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.3852859735488892, + "val_loss": 1.200211763381958, + "acc": 61.89, + "time": 131.2886782316491, + "param": [ + { + "p": 0.13864994049072266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28098705410957336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06393387168645859, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014773082919418812, + "m": 1.0 + }, + { + "p": 0.19517160952091217, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1534660905599594, + "m": 1.0 + }, + { + "p": 0.15301835536956787, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.520829439163208, + "val_loss": 1.078902006149292, + "acc": 59.79, + "time": 134.21218197932467, + "param": [ + { + "p": 0.13498219847679138, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2732560336589813, + "m": 1.0 + }, + { + "p": 0.00245505734346807, + "m": 1.0 + }, + { + "p": 0.0030329797882586718, + "m": 1.0 + }, + { + "p": 0.002377702621743083, + "m": 1.0 + }, + { + "p": 0.06448926031589508, + "m": 1.0 + }, + { + "p": 0.0001486833207309246, + "m": 1.0 + }, + { + "p": 0.02534063719213009, + "m": 1.0 + }, + { + "p": 0.17889797687530518, + "m": 1.0 + }, + { + "p": 0.005561507306993008, + "m": 1.0 + }, + { + "p": 0.15417246520519257, + "m": 1.0 + }, + { + "p": 0.15528549253940582, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.2469369173049927, + "val_loss": 1.025626540184021, + "acc": 61.32, + "time": 122.24598417105153, + "param": [ + { + "p": 0.12979573011398315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2621435523033142, + "m": 1.0 + }, + { + "p": 0.014233079738914967, + "m": 1.0 + }, + { + "p": 0.01662839576601982, + "m": 1.0 + }, + { + "p": 0.0037239992525428534, + "m": 1.0 + }, + { + "p": 0.06374569982290268, + "m": 1.0 + }, + { + "p": 0.004336935933679342, + "m": 1.0 + }, + { + "p": 0.034474119544029236, + "m": 1.0 + }, + { + "p": 0.1661626249551773, + "m": 1.0 + }, + { + "p": 0.02005421556532383, + "m": 1.0 + }, + { + "p": 0.14408813416957855, + "m": 1.0 + }, + { + "p": 0.14061348140239716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.3471978902816772, + "val_loss": 0.9368956685066223, + "acc": 61.6, + "time": 125.1447025006637, + "param": [ + { + "p": 0.14460314810276031, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2834302484989166, + "m": 1.0 + }, + { + "p": 0.0019096863688901067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06381632387638092, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02674948237836361, + "m": 1.0 + }, + { + "p": 0.17084187269210815, + "m": 1.0 + }, + { + "p": 0.02556111477315426, + "m": 1.0 + }, + { + "p": 0.14853152632713318, + "m": 1.0 + }, + { + "p": 0.13455665111541748, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.6867918968200684, + "val_loss": 1.025028109550476, + "acc": 62.38, + "time": 131.80738872708753, + "param": [ + { + "p": 0.15114611387252808, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3075331747531891, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05550741031765938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021354947239160538, + "m": 1.0 + }, + { + "p": 0.17190289497375488, + "m": 1.0 + }, + { + "p": 0.019005991518497467, + "m": 1.0 + }, + { + "p": 0.1544530987739563, + "m": 1.0 + }, + { + "p": 0.11909632384777069, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.6000924110412598, + "val_loss": 1.0425310134887695, + "acc": 63.24, + "time": 121.34394515492022, + "param": [ + { + "p": 0.16543489694595337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3326367735862732, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.040828265249729156, + "m": 1.0 + }, + { + "p": 0.0004957356723025441, + "m": 1.0 + }, + { + "p": 0.012913181446492672, + "m": 1.0 + }, + { + "p": 0.17715328931808472, + "m": 1.0 + }, + { + "p": 0.005903059151023626, + "m": 1.0 + }, + { + "p": 0.15801504254341125, + "m": 1.0 + }, + { + "p": 0.10661973804235458, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.6634467840194702, + "val_loss": 0.9838120341300964, + "acc": 62.18, + "time": 124.30879849893972, + "param": [ + { + "p": 0.17638812959194183, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3537289500236511, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03233613446354866, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00013997149653732777, + "m": 1.0 + }, + { + "p": 0.1844528615474701, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15155133605003357, + "m": 1.0 + }, + { + "p": 0.1014026328921318, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.6661821603775024, + "val_loss": 0.9142745137214661, + "acc": 63.54, + "time": 130.6974309082143, + "param": [ + { + "p": 0.17701904475688934, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3574489653110504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.035235099494457245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18471993505954742, + "m": 1.0 + }, + { + "p": 0.002142698271200061, + "m": 1.0 + }, + { + "p": 0.1373341977596283, + "m": 1.0 + }, + { + "p": 0.10610005259513855, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.407033085823059, + "val_loss": 1.025252342224121, + "acc": 63.12, + "time": 123.35925528313965, + "param": [ + { + "p": 0.18046894669532776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.36392655968666077, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022453730925917625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19122891128063202, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.136079341173172, + "m": 1.0 + }, + { + "p": 0.10584250092506409, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.4971232414245605, + "val_loss": 1.0414643287658691, + "acc": 63.78, + "time": 122.00558490678668, + "param": [ + { + "p": 0.1872478574514389, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3589823246002197, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01377453375607729, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0015017534606158733, + "m": 1.0 + }, + { + "p": 0.19120977818965912, + "m": 1.0 + }, + { + "p": 0.0019934421870857477, + "m": 1.0 + }, + { + "p": 0.1420353800058365, + "m": 1.0 + }, + { + "p": 0.10325495898723602, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.2290548086166382, + "val_loss": 0.942408561706543, + "acc": 64.53, + "time": 133.69928900012746, + "param": [ + { + "p": 0.19187186658382416, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.35233232378959656, + "m": 1.0 + }, + { + "p": 0.0015720392111688852, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001216833246871829, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 1.0412413757876493e-05, + "m": 1.0 + }, + { + "p": 0.0017786368262022734, + "m": 1.0 + }, + { + "p": 0.19345445930957794, + "m": 1.0 + }, + { + "p": 0.004355126526206732, + "m": 1.0 + }, + { + "p": 0.15210531651973724, + "m": 1.0 + }, + { + "p": 0.10130298882722855, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.4118125438690186, + "val_loss": 1.0721888542175293, + "acc": 63.99, + "time": 121.68021889589727, + "param": [ + { + "p": 0.19373835623264313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3459526598453522, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0037156385369598866, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0015461406437680125, + "m": 1.0 + }, + { + "p": 0.0038424860686063766, + "m": 1.0 + }, + { + "p": 0.1919286698102951, + "m": 1.0 + }, + { + "p": 0.005448179319500923, + "m": 1.0 + }, + { + "p": 0.15244589745998383, + "m": 1.0 + }, + { + "p": 0.10138201713562012, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.4864938259124756, + "val_loss": 1.0084083080291748, + "acc": 63.96, + "time": 121.48864239407703, + "param": [ + { + "p": 0.1927865743637085, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.36403778195381165, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2071240395307541, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1440124362707138, + "m": 1.0 + }, + { + "p": 0.09203914552927017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.324887990951538, + "val_loss": 1.0637786388397217, + "acc": 63.06, + "time": 131.024569648318, + "param": [ + { + "p": 0.1882958561182022, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3738851249217987, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0014281001640483737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0006963234627619386, + "m": 1.0 + }, + { + "p": 0.20328447222709656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14541590213775635, + "m": 1.0 + }, + { + "p": 0.08699417859315872, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.284311294555664, + "val_loss": 0.9677573442459106, + "acc": 63.65, + "time": 132.3638284909539, + "param": [ + { + "p": 0.17995932698249817, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.34323644638061523, + "m": 1.0 + }, + { + "p": 0.0037361960858106613, + "m": 1.0 + }, + { + "p": 0.0026537287048995495, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020995212718844414, + "m": 1.0 + }, + { + "p": 0.0045250579714775085, + "m": 1.0 + }, + { + "p": 0.014000051654875278, + "m": 1.0 + }, + { + "p": 0.19606459140777588, + "m": 1.0 + }, + { + "p": 0.004709200467914343, + "m": 1.0 + }, + { + "p": 0.13355690240859985, + "m": 1.0 + }, + { + "p": 0.09656330943107605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.4672259092330933, + "val_loss": 0.9016271233558655, + "acc": 64.7, + "time": 136.1150311580859, + "param": [ + { + "p": 0.1713148057460785, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3061322271823883, + "m": 1.0 + }, + { + "p": 0.011898772791028023, + "m": 1.0 + }, + { + "p": 0.007322980556637049, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.038247738033533096, + "m": 1.0 + }, + { + "p": 0.012136915698647499, + "m": 1.0 + }, + { + "p": 0.03049728460609913, + "m": 1.0 + }, + { + "p": 0.18566004931926727, + "m": 1.0 + }, + { + "p": 0.010794863104820251, + "m": 1.0 + }, + { + "p": 0.12132185697555542, + "m": 1.0 + }, + { + "p": 0.10467257350683212, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.4561785459518433, + "val_loss": 0.8790640234947205, + "acc": 65.12, + "time": 133.22928875591606, + "param": [ + { + "p": 0.16306859254837036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28081443905830383, + "m": 1.0 + }, + { + "p": 0.014096440747380257, + "m": 1.0 + }, + { + "p": 0.014047358185052872, + "m": 1.0 + }, + { + "p": 0.0030362179968506098, + "m": 1.0 + }, + { + "p": 0.05224784463644028, + "m": 1.0 + }, + { + "p": 0.017473524436354637, + "m": 1.0 + }, + { + "p": 0.046897802501916885, + "m": 1.0 + }, + { + "p": 0.17851807177066803, + "m": 1.0 + }, + { + "p": 0.014159406535327435, + "m": 1.0 + }, + { + "p": 0.11045747250318527, + "m": 1.0 + }, + { + "p": 0.10518279671669006, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.1576703786849976, + "val_loss": 1.0786163806915283, + "acc": 64.9, + "time": 124.88387717073783, + "param": [ + { + "p": 0.15542225539684296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2664629817008972, + "m": 1.0 + }, + { + "p": 0.01702934131026268, + "m": 1.0 + }, + { + "p": 0.030149826779961586, + "m": 1.0 + }, + { + "p": 0.001115321065299213, + "m": 1.0 + }, + { + "p": 0.06121775507926941, + "m": 1.0 + }, + { + "p": 0.03248003497719765, + "m": 1.0 + }, + { + "p": 0.05601497367024422, + "m": 1.0 + }, + { + "p": 0.16427463293075562, + "m": 1.0 + }, + { + "p": 0.01845805160701275, + "m": 1.0 + }, + { + "p": 0.098418228328228, + "m": 1.0 + }, + { + "p": 0.09895651042461395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.4770385026931763, + "val_loss": 0.9902417063713074, + "acc": 64.85, + "time": 124.8490586867556, + "param": [ + { + "p": 0.16609814763069153, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28764569759368896, + "m": 1.0 + }, + { + "p": 0.01917836256325245, + "m": 1.0 + }, + { + "p": 0.03149310126900673, + "m": 1.0 + }, + { + "p": 0.0006613276200369, + "m": 1.0 + }, + { + "p": 0.05407733842730522, + "m": 1.0 + }, + { + "p": 0.027013439685106277, + "m": 1.0 + }, + { + "p": 0.05418487265706062, + "m": 1.0 + }, + { + "p": 0.16685158014297485, + "m": 1.0 + }, + { + "p": 0.008414113894104958, + "m": 1.0 + }, + { + "p": 0.09794257581233978, + "m": 1.0 + }, + { + "p": 0.08643942326307297, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.6838881969451904, + "val_loss": 1.0078295469284058, + "acc": 65.5, + "time": 128.76981944218278, + "param": [ + { + "p": 0.18469469249248505, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.32211822271347046, + "m": 1.0 + }, + { + "p": 0.011774888262152672, + "m": 1.0 + }, + { + "p": 0.01843666471540928, + "m": 1.0 + }, + { + "p": 0.0019494622247293591, + "m": 1.0 + }, + { + "p": 0.04726693779230118, + "m": 1.0 + }, + { + "p": 0.017404746264219284, + "m": 1.0 + }, + { + "p": 0.042736832052469254, + "m": 1.0 + }, + { + "p": 0.16939887404441833, + "m": 1.0 + }, + { + "p": 0.0016989146824926138, + "m": 1.0 + }, + { + "p": 0.09728085994720459, + "m": 1.0 + }, + { + "p": 0.08523890376091003, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.250502347946167, + "val_loss": 0.8970814943313599, + "acc": 66.23, + "time": 122.05698718409985, + "param": [ + { + "p": 0.19523175060749054, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.33774396777153015, + "m": 1.0 + }, + { + "p": 0.00675947917625308, + "m": 1.0 + }, + { + "p": 0.012305409647524357, + "m": 1.0 + }, + { + "p": 0.0028923475183546543, + "m": 1.0 + }, + { + "p": 0.03222304955124855, + "m": 1.0 + }, + { + "p": 0.008272291161119938, + "m": 1.0 + }, + { + "p": 0.04523177817463875, + "m": 1.0 + }, + { + "p": 0.17017586529254913, + "m": 1.0 + }, + { + "p": 0.005711776204407215, + "m": 1.0 + }, + { + "p": 0.09852150082588196, + "m": 1.0 + }, + { + "p": 0.08493075519800186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.57239830493927, + "val_loss": 1.1579936742782593, + "acc": 65.58, + "time": 123.93689921731129, + "param": [ + { + "p": 0.20176419615745544, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3383112847805023, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005189153365790844, + "m": 1.0 + }, + { + "p": 0.002896358259022236, + "m": 1.0 + }, + { + "p": 0.025514621287584305, + "m": 1.0 + }, + { + "p": 0.0023624617606401443, + "m": 1.0 + }, + { + "p": 0.05510798841714859, + "m": 1.0 + }, + { + "p": 0.17102442681789398, + "m": 1.0 + }, + { + "p": 0.010794734582304955, + "m": 1.0 + }, + { + "p": 0.09767007827758789, + "m": 1.0 + }, + { + "p": 0.0893646776676178, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.615098476409912, + "val_loss": 1.013428807258606, + "acc": 66.02, + "time": 121.58872686885297, + "param": [ + { + "p": 0.21163015067577362, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3643781840801239, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06172473728656769, + "m": 1.0 + }, + { + "p": 0.17549726366996765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0914040133357048, + "m": 1.0 + }, + { + "p": 0.09536565095186234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.3180279731750488, + "val_loss": 0.9459679126739502, + "acc": 65.36, + "time": 123.35000899340957, + "param": [ + { + "p": 0.20730063319206238, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.37258145213127136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06288301199674606, + "m": 1.0 + }, + { + "p": 0.1809060126543045, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08193719387054443, + "m": 1.0 + }, + { + "p": 0.09439171105623245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.4077510833740234, + "val_loss": 1.0002307891845703, + "acc": 64.42, + "time": 136.1539306268096, + "param": [ + { + "p": 0.20512108504772186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.37541890144348145, + "m": 1.0 + }, + { + "p": 6.0918540839338675e-05, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0003331672342028469, + "m": 1.0 + }, + { + "p": 0.0006300725508481264, + "m": 1.0 + }, + { + "p": 0.05979691073298454, + "m": 1.0 + }, + { + "p": 0.18083226680755615, + "m": 1.0 + }, + { + "p": 0.002572587924078107, + "m": 1.0 + }, + { + "p": 0.07856963574886322, + "m": 1.0 + }, + { + "p": 0.0966174304485321, + "m": 1.0 + }, + { + "p": 4.69752776552923e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.4207814931869507, + "val_loss": 0.9337286353111267, + "acc": 65.95, + "time": 136.41410501860082, + "param": [ + { + "p": 0.18509501218795776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3405240774154663, + "m": 1.0 + }, + { + "p": 0.0053273472003638744, + "m": 1.0 + }, + { + "p": 0.0061296578496694565, + "m": 1.0 + }, + { + "p": 8.61657736095367e-06, + "m": 1.0 + }, + { + "p": 0.004069287329912186, + "m": 1.0 + }, + { + "p": 0.008310765027999878, + "m": 1.0 + }, + { + "p": 0.07054531574249268, + "m": 1.0 + }, + { + "p": 0.1779409945011139, + "m": 1.0 + }, + { + "p": 0.010802116245031357, + "m": 1.0 + }, + { + "p": 0.08770623803138733, + "m": 1.0 + }, + { + "p": 0.09916480630636215, + "m": 1.0 + }, + { + "p": 0.004375702701508999, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.4236286878585815, + "val_loss": 0.9171386957168579, + "acc": 67.42, + "time": 124.14715261990204, + "param": [ + { + "p": 0.1643681824207306, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28614336252212524, + "m": 1.0 + }, + { + "p": 0.011034175753593445, + "m": 1.0 + }, + { + "p": 0.015004289336502552, + "m": 1.0 + }, + { + "p": 0.0023541769478470087, + "m": 1.0 + }, + { + "p": 0.014259278774261475, + "m": 1.0 + }, + { + "p": 0.01978459767997265, + "m": 1.0 + }, + { + "p": 0.08138298243284225, + "m": 1.0 + }, + { + "p": 0.16976596415042877, + "m": 1.0 + }, + { + "p": 0.029492612928152084, + "m": 1.0 + }, + { + "p": 0.09643968939781189, + "m": 1.0 + }, + { + "p": 0.10445243865251541, + "m": 1.0 + }, + { + "p": 0.005518259014934301, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.1992552280426025, + "val_loss": 0.9322317242622375, + "acc": 66.99, + "time": 124.96714004827663, + "param": [ + { + "p": 0.16244900226593018, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2724427878856659, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01952996663749218, + "m": 1.0 + }, + { + "p": 0.009334801696240902, + "m": 1.0 + }, + { + "p": 0.017020180821418762, + "m": 1.0 + }, + { + "p": 0.02571193128824234, + "m": 1.0 + }, + { + "p": 0.08382268995046616, + "m": 1.0 + }, + { + "p": 0.1778903603553772, + "m": 1.0 + }, + { + "p": 0.023183079436421394, + "m": 1.0 + }, + { + "p": 0.09696222096681595, + "m": 1.0 + }, + { + "p": 0.1116529181599617, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.1949340105056763, + "val_loss": 0.9752647876739502, + "acc": 66.42, + "time": 128.1315529420972, + "param": [ + { + "p": 0.17538803815841675, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28810015320777893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007458164356648922, + "m": 1.0 + }, + { + "p": 0.0006947964429855347, + "m": 1.0 + }, + { + "p": 0.008097064681351185, + "m": 1.0 + }, + { + "p": 0.021296756342053413, + "m": 1.0 + }, + { + "p": 0.07387744635343552, + "m": 1.0 + }, + { + "p": 0.21577177941799164, + "m": 1.0 + }, + { + "p": 0.0029020889196544886, + "m": 1.0 + }, + { + "p": 0.10084885358810425, + "m": 1.0 + }, + { + "p": 0.10556484758853912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.348163366317749, + "val_loss": 0.923157274723053, + "acc": 66.92, + "time": 121.5779007631354, + "param": [ + { + "p": 0.18542246520519257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2965103089809418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0067556919530034065, + "m": 1.0 + }, + { + "p": 0.07185819745063782, + "m": 1.0 + }, + { + "p": 0.2348996102809906, + "m": 1.0 + }, + { + "p": 0.0025203789118677378, + "m": 1.0 + }, + { + "p": 0.1049683541059494, + "m": 1.0 + }, + { + "p": 0.0970650166273117, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.1757863759994507, + "val_loss": 0.9726804494857788, + "acc": 66.54, + "time": 133.16205309098586, + "param": [ + { + "p": 0.18972530961036682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3140527009963989, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05248916521668434, + "m": 1.0 + }, + { + "p": 0.25144389271736145, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1008753627538681, + "m": 1.0 + }, + { + "p": 0.09141357243061066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.353169560432434, + "val_loss": 0.955340564250946, + "acc": 67.59, + "time": 129.2967218598351, + "param": [ + { + "p": 0.19600315392017365, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3265141546726227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.035437315702438354, + "m": 1.0 + }, + { + "p": 0.26822230219841003, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09765658527612686, + "m": 1.0 + }, + { + "p": 0.07616648823022842, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.4950579404830933, + "val_loss": 0.92327880859375, + "acc": 68.13, + "time": 124.69162010913715, + "param": [ + { + "p": 0.20392994582653046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3372264802455902, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023672541603446007, + "m": 1.0 + }, + { + "p": 0.288249135017395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09030018001794815, + "m": 1.0 + }, + { + "p": 0.056621696799993515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.567108392715454, + "val_loss": 0.9665119647979736, + "acc": 66.56, + "time": 127.22905450034887, + "param": [ + { + "p": 0.2096550613641739, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3658202588558197, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.31028518080711365, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07946117222309113, + "m": 1.0 + }, + { + "p": 0.03477834165096283, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.2256414890289307, + "val_loss": 0.9561541676521301, + "acc": 65.99, + "time": 121.311839513015, + "param": [ + { + "p": 0.21614252030849457, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.38928428292274475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3277421295642853, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05550677701830864, + "m": 1.0 + }, + { + "p": 0.011324344202876091, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.0127924680709839, + "val_loss": 0.9594268798828125, + "acc": 67.08, + "time": 122.32390485005453, + "param": [ + { + "p": 0.22168534994125366, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.40022993087768555, + "m": 1.0 + }, + { + "p": 0.000695123802870512, + "m": 1.0 + }, + { + "p": 0.003231621580198407, + "m": 1.0 + }, + { + "p": 0.0008925750153139234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00015623564831912518, + "m": 1.0 + }, + { + "p": 0.0001015526067931205, + "m": 1.0 + }, + { + "p": 0.33352720737457275, + "m": 1.0 + }, + { + "p": 0.0006735078059136868, + "m": 1.0 + }, + { + "p": 0.037682268768548965, + "m": 1.0 + }, + { + "p": 0.0011246106587350368, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.487734317779541, + "val_loss": 0.9372013211250305, + "acc": 68.13, + "time": 122.09998648799956, + "param": [ + { + "p": 0.210322767496109, + "m": 1.0 + }, + { + "p": 1.6493799193995073e-05, + "m": 1.0 + }, + { + "p": 0.3701804578304291, + "m": 1.0 + }, + { + "p": 0.0007876326562836766, + "m": 1.0 + }, + { + "p": 0.008852727711200714, + "m": 1.0 + }, + { + "p": 0.006116423290222883, + "m": 1.0 + }, + { + "p": 0.0016240448458120227, + "m": 1.0 + }, + { + "p": 0.010338185355067253, + "m": 1.0 + }, + { + "p": 0.005950972903519869, + "m": 1.0 + }, + { + "p": 0.30875909328460693, + "m": 1.0 + }, + { + "p": 0.018942970782518387, + "m": 1.0 + }, + { + "p": 0.03703515976667404, + "m": 1.0 + }, + { + "p": 0.019606024026870728, + "m": 1.0 + }, + { + "p": 0.001467030611820519, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.3969953060150146, + "val_loss": 0.875139594078064, + "acc": 67.26, + "time": 132.39309763722122, + "param": [ + { + "p": 0.17556342482566833, + "m": 1.0 + }, + { + "p": 0.00038927822606638074, + "m": 1.0 + }, + { + "p": 0.3019270896911621, + "m": 1.0 + }, + { + "p": 0.009812097996473312, + "m": 1.0 + }, + { + "p": 0.01720845326781273, + "m": 1.0 + }, + { + "p": 0.019510239362716675, + "m": 1.0 + }, + { + "p": 0.014876274392008781, + "m": 1.0 + }, + { + "p": 0.03505916893482208, + "m": 1.0 + }, + { + "p": 0.024305570870637894, + "m": 1.0 + }, + { + "p": 0.25482213497161865, + "m": 1.0 + }, + { + "p": 0.04579845070838928, + "m": 1.0 + }, + { + "p": 0.043622326105833054, + "m": 1.0 + }, + { + "p": 0.047284193336963654, + "m": 1.0 + }, + { + "p": 0.009821382351219654, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.2704535722732544, + "val_loss": 0.8467082977294922, + "acc": 68.14, + "time": 124.28825729107484, + "param": [ + { + "p": 0.1317444145679474, + "m": 1.0 + }, + { + "p": 0.0029762203339487314, + "m": 1.0 + }, + { + "p": 0.21054163575172424, + "m": 1.0 + }, + { + "p": 0.03495620936155319, + "m": 1.0 + }, + { + "p": 0.03351990133523941, + "m": 1.0 + }, + { + "p": 0.042342498898506165, + "m": 1.0 + }, + { + "p": 0.03873145207762718, + "m": 1.0 + }, + { + "p": 0.05842962488532066, + "m": 1.0 + }, + { + "p": 0.045687947422266006, + "m": 1.0 + }, + { + "p": 0.1857035756111145, + "m": 1.0 + }, + { + "p": 0.06831393390893936, + "m": 1.0 + }, + { + "p": 0.05615440756082535, + "m": 1.0 + }, + { + "p": 0.0690019428730011, + "m": 1.0 + }, + { + "p": 0.02189614064991474, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.4125161170959473, + "val_loss": 0.7951073050498962, + "acc": 68.57, + "time": 134.34310189215466, + "param": [ + { + "p": 0.10863543301820755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16950266063213348, + "m": 1.0 + }, + { + "p": 0.040794044733047485, + "m": 1.0 + }, + { + "p": 0.048529643565416336, + "m": 1.0 + }, + { + "p": 0.05406608805060387, + "m": 1.0 + }, + { + "p": 0.04560523480176926, + "m": 1.0 + }, + { + "p": 0.07560985535383224, + "m": 1.0 + }, + { + "p": 0.05401908978819847, + "m": 1.0 + }, + { + "p": 0.14926423132419586, + "m": 1.0 + }, + { + "p": 0.08609851449728012, + "m": 1.0 + }, + { + "p": 0.06657446175813675, + "m": 1.0 + }, + { + "p": 0.07449856400489807, + "m": 1.0 + }, + { + "p": 0.02680216357111931, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.2418445348739624, + "val_loss": 0.833142876625061, + "acc": 68.69, + "time": 124.11337066721171, + "param": [ + { + "p": 0.10304103791713715, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1552153080701828, + "m": 1.0 + }, + { + "p": 0.04978198930621147, + "m": 1.0 + }, + { + "p": 0.05221680924296379, + "m": 1.0 + }, + { + "p": 0.05452168360352516, + "m": 1.0 + }, + { + "p": 0.04800756648182869, + "m": 1.0 + }, + { + "p": 0.08517688512802124, + "m": 1.0 + }, + { + "p": 0.060233067721128464, + "m": 1.0 + }, + { + "p": 0.14253729581832886, + "m": 1.0 + }, + { + "p": 0.09432642161846161, + "m": 1.0 + }, + { + "p": 0.06707662343978882, + "m": 1.0 + }, + { + "p": 0.07531662285327911, + "m": 1.0 + }, + { + "p": 0.01254865899682045, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.2365286350250244, + "val_loss": 0.8415098190307617, + "acc": 68.58, + "time": 130.03115869686007, + "param": [ + { + "p": 0.10447408258914948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15928596258163452, + "m": 1.0 + }, + { + "p": 0.06111214682459831, + "m": 1.0 + }, + { + "p": 0.054748959839344025, + "m": 1.0 + }, + { + "p": 0.043401893228292465, + "m": 1.0 + }, + { + "p": 0.04540238529443741, + "m": 1.0 + }, + { + "p": 0.08741331100463867, + "m": 1.0 + }, + { + "p": 0.06842198967933655, + "m": 1.0 + }, + { + "p": 0.13986489176750183, + "m": 1.0 + }, + { + "p": 0.0953863114118576, + "m": 1.0 + }, + { + "p": 0.06276429444551468, + "m": 1.0 + }, + { + "p": 0.07492276281118393, + "m": 1.0 + }, + { + "p": 0.0028010455425828695, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.3067100048065186, + "val_loss": 0.9399562478065491, + "acc": 68.56, + "time": 124.01628495333716, + "param": [ + { + "p": 0.10368404537439346, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17483659088611603, + "m": 1.0 + }, + { + "p": 0.047502316534519196, + "m": 1.0 + }, + { + "p": 0.05274677649140358, + "m": 1.0 + }, + { + "p": 0.03226420655846596, + "m": 1.0 + }, + { + "p": 0.027831878513097763, + "m": 1.0 + }, + { + "p": 0.09213796257972717, + "m": 1.0 + }, + { + "p": 0.07982226461172104, + "m": 1.0 + }, + { + "p": 0.1464841663837433, + "m": 1.0 + }, + { + "p": 0.08716663718223572, + "m": 1.0 + }, + { + "p": 0.06433509290218353, + "m": 1.0 + }, + { + "p": 0.09118801355361938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.2771605253219604, + "val_loss": 0.9193955659866333, + "acc": 68.27, + "time": 121.09237291198224, + "param": [ + { + "p": 0.10205553472042084, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18967251479625702, + "m": 1.0 + }, + { + "p": 0.03256124258041382, + "m": 1.0 + }, + { + "p": 0.05173720791935921, + "m": 1.0 + }, + { + "p": 0.023155266419053078, + "m": 1.0 + }, + { + "p": 0.007336355280131102, + "m": 1.0 + }, + { + "p": 0.09379987418651581, + "m": 1.0 + }, + { + "p": 0.08433366566896439, + "m": 1.0 + }, + { + "p": 0.15779295563697815, + "m": 1.0 + }, + { + "p": 0.07614247500896454, + "m": 1.0 + }, + { + "p": 0.07029136270284653, + "m": 1.0 + }, + { + "p": 0.1111215278506279, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.2226383686065674, + "val_loss": 0.8929554224014282, + "acc": 67.74, + "time": 122.88127819309011, + "param": [ + { + "p": 0.11035340279340744, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.199361652135849, + "m": 1.0 + }, + { + "p": 0.015506387688219547, + "m": 1.0 + }, + { + "p": 0.04296068847179413, + "m": 1.0 + }, + { + "p": 0.0063193244859576225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09311763942241669, + "m": 1.0 + }, + { + "p": 0.09221024811267853, + "m": 1.0 + }, + { + "p": 0.17074406147003174, + "m": 1.0 + }, + { + "p": 0.0713195651769638, + "m": 1.0 + }, + { + "p": 0.06484309583902359, + "m": 1.0 + }, + { + "p": 0.13326393067836761, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.042261004447937, + "val_loss": 0.9561486840248108, + "acc": 69.77, + "time": 123.03538886783645, + "param": [ + { + "p": 0.12174254655838013, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19422785937786102, + "m": 1.0 + }, + { + "p": 0.012757490389049053, + "m": 1.0 + }, + { + "p": 0.03954717889428139, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0008676084107719362, + "m": 1.0 + }, + { + "p": 0.09606403112411499, + "m": 1.0 + }, + { + "p": 0.0855296179652214, + "m": 1.0 + }, + { + "p": 0.1781381070613861, + "m": 1.0 + }, + { + "p": 0.06722667068243027, + "m": 1.0 + }, + { + "p": 0.05789227783679962, + "m": 1.0 + }, + { + "p": 0.14592893421649933, + "m": 1.0 + }, + { + "p": 7.774570258334279e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.3150345087051392, + "val_loss": 0.8229112029075623, + "acc": 68.86, + "time": 127.65610183402896, + "param": [ + { + "p": 0.12567919492721558, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17978806793689728, + "m": 1.0 + }, + { + "p": 0.0034485268406569958, + "m": 1.0 + }, + { + "p": 0.04851686954498291, + "m": 1.0 + }, + { + "p": 0.004296442028135061, + "m": 1.0 + }, + { + "p": 0.01391970831900835, + "m": 1.0 + }, + { + "p": 0.09385187178850174, + "m": 1.0 + }, + { + "p": 0.08186784386634827, + "m": 1.0 + }, + { + "p": 0.16772262752056122, + "m": 1.0 + }, + { + "p": 0.07088789343833923, + "m": 1.0 + }, + { + "p": 0.05007573962211609, + "m": 1.0 + }, + { + "p": 0.14446412026882172, + "m": 1.0 + }, + { + "p": 0.015481111593544483, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.3072293996810913, + "val_loss": 0.8942675590515137, + "acc": 68.9, + "time": 122.14673585724086, + "param": [ + { + "p": 0.12368670105934143, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17565108835697174, + "m": 1.0 + }, + { + "p": 0.00019317367696203291, + "m": 1.0 + }, + { + "p": 0.0631684958934784, + "m": 1.0 + }, + { + "p": 0.008749202825129032, + "m": 1.0 + }, + { + "p": 0.023953521624207497, + "m": 1.0 + }, + { + "p": 0.09224390238523483, + "m": 1.0 + }, + { + "p": 0.07205619663000107, + "m": 1.0 + }, + { + "p": 0.15570507943630219, + "m": 1.0 + }, + { + "p": 0.07684415578842163, + "m": 1.0 + }, + { + "p": 0.041874147951602936, + "m": 1.0 + }, + { + "p": 0.14288070797920227, + "m": 1.0 + }, + { + "p": 0.022993579506874084, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.0537925958633423, + "val_loss": 0.8752939701080322, + "acc": 69.26, + "time": 129.6833197651431, + "param": [ + { + "p": 0.12993663549423218, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17909716069698334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0777490958571434, + "m": 1.0 + }, + { + "p": 0.0048824492841959, + "m": 1.0 + }, + { + "p": 0.023069093003869057, + "m": 1.0 + }, + { + "p": 0.10336095094680786, + "m": 1.0 + }, + { + "p": 0.06519370526075363, + "m": 1.0 + }, + { + "p": 0.14658956229686737, + "m": 1.0 + }, + { + "p": 0.08192533254623413, + "m": 1.0 + }, + { + "p": 0.03409600630402565, + "m": 1.0 + }, + { + "p": 0.1503995805978775, + "m": 1.0 + }, + { + "p": 0.003700357861816883, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.2335854768753052, + "val_loss": 0.8850259184837341, + "acc": 70.29, + "time": 129.93108047312126, + "param": [ + { + "p": 0.14769694209098816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17713914811611176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07474779337644577, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018300196155905724, + "m": 1.0 + }, + { + "p": 0.11434739083051682, + "m": 1.0 + }, + { + "p": 0.0661991536617279, + "m": 1.0 + }, + { + "p": 0.14004693925380707, + "m": 1.0 + }, + { + "p": 0.08719600737094879, + "m": 1.0 + }, + { + "p": 0.01749460957944393, + "m": 1.0 + }, + { + "p": 0.1568317860364914, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.3365615606307983, + "val_loss": 0.8084475994110107, + "acc": 70.01, + "time": 129.79749718727544, + "param": [ + { + "p": 0.1775602251291275, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18678751587867737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06420920044183731, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11191791296005249, + "m": 1.0 + }, + { + "p": 0.05537496134638786, + "m": 1.0 + }, + { + "p": 0.15283522009849548, + "m": 1.0 + }, + { + "p": 0.08396787941455841, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16734711825847626, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.2739808559417725, + "val_loss": 0.8117597103118896, + "acc": 70.01, + "time": 122.91120143095031, + "param": [ + { + "p": 0.20179064571857452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19373449683189392, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05038924515247345, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00042583458707667887, + "m": 1.0 + }, + { + "p": 0.094762422144413, + "m": 1.0 + }, + { + "p": 0.042402442544698715, + "m": 1.0 + }, + { + "p": 0.156982421875, + "m": 1.0 + }, + { + "p": 0.08234208077192307, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17717045545578003, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.208770751953125, + "val_loss": 0.806759774684906, + "acc": 69.27, + "time": 126.79000257188454, + "param": [ + { + "p": 0.20504391193389893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17979639768600464, + "m": 1.0 + }, + { + "p": 0.004218769259750843, + "m": 1.0 + }, + { + "p": 0.04649726301431656, + "m": 1.0 + }, + { + "p": 0.0030427060555666685, + "m": 1.0 + }, + { + "p": 0.0067629036493599415, + "m": 1.0 + }, + { + "p": 0.08467499911785126, + "m": 1.0 + }, + { + "p": 0.04824637994170189, + "m": 1.0 + }, + { + "p": 0.14672169089317322, + "m": 1.0 + }, + { + "p": 0.08591786026954651, + "m": 1.0 + }, + { + "p": 0.010242458432912827, + "m": 1.0 + }, + { + "p": 0.1756967008113861, + "m": 1.0 + }, + { + "p": 0.0031379677820950747, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.2082831859588623, + "val_loss": 0.889555037021637, + "acc": 68.91, + "time": 121.43698378000408, + "param": [ + { + "p": 0.21767793595790863, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17236383259296417, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033268339931964874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004653390496969223, + "m": 1.0 + }, + { + "p": 0.07906889170408249, + "m": 1.0 + }, + { + "p": 0.05579115450382233, + "m": 1.0 + }, + { + "p": 0.15540392696857452, + "m": 1.0 + }, + { + "p": 0.08510906994342804, + "m": 1.0 + }, + { + "p": 0.013514284044504166, + "m": 1.0 + }, + { + "p": 0.18230347335338593, + "m": 1.0 + }, + { + "p": 0.0008456860086880624, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.479966402053833, + "val_loss": 0.877505898475647, + "acc": 69.65, + "time": 121.5973432129249, + "param": [ + { + "p": 0.2187608927488327, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16788727045059204, + "m": 1.0 + }, + { + "p": 0.0010199153330177069, + "m": 1.0 + }, + { + "p": 0.02992929518222809, + "m": 1.0 + }, + { + "p": 0.006488324608653784, + "m": 1.0 + }, + { + "p": 0.005501415580511093, + "m": 1.0 + }, + { + "p": 0.07075747847557068, + "m": 1.0 + }, + { + "p": 0.05826113000512123, + "m": 1.0 + }, + { + "p": 0.16019085049629211, + "m": 1.0 + }, + { + "p": 0.07572660595178604, + "m": 1.0 + }, + { + "p": 0.016568738967180252, + "m": 1.0 + }, + { + "p": 0.18216562271118164, + "m": 1.0 + }, + { + "p": 0.006742444820702076, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.3549065589904785, + "val_loss": 1.0211068391799927, + "acc": 69.03, + "time": 134.8562770150602, + "param": [ + { + "p": 0.21583497524261475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15451113879680634, + "m": 1.0 + }, + { + "p": 0.013465674594044685, + "m": 1.0 + }, + { + "p": 0.029449278488755226, + "m": 1.0 + }, + { + "p": 0.008793454617261887, + "m": 1.0 + }, + { + "p": 0.002338745864108205, + "m": 1.0 + }, + { + "p": 0.05921049788594246, + "m": 1.0 + }, + { + "p": 0.03951094299554825, + "m": 1.0 + }, + { + "p": 0.17253020405769348, + "m": 1.0 + }, + { + "p": 0.07237095385789871, + "m": 1.0 + }, + { + "p": 0.04296819865703583, + "m": 1.0 + }, + { + "p": 0.18556998670101166, + "m": 1.0 + }, + { + "p": 0.003445911919698119, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.144086480140686, + "val_loss": 0.7767879366874695, + "acc": 69.75, + "time": 133.9475243529305, + "param": [ + { + "p": 0.23969385027885437, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1638127714395523, + "m": 1.0 + }, + { + "p": 0.0014100652188062668, + "m": 1.0 + }, + { + "p": 0.02021465077996254, + "m": 1.0 + }, + { + "p": 0.00224562780931592, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03396516665816307, + "m": 1.0 + }, + { + "p": 0.009841003455221653, + "m": 1.0 + }, + { + "p": 0.1961534470319748, + "m": 1.0 + }, + { + "p": 0.06956050544977188, + "m": 1.0 + }, + { + "p": 0.040027257055044174, + "m": 1.0 + }, + { + "p": 0.22307567298412323, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.3066179752349854, + "val_loss": 0.8283663392066956, + "acc": 68.77, + "time": 132.53464945405722, + "param": [ + { + "p": 0.2578123211860657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16301439702510834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013930242508649826, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0029819041956216097, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21188324689865112, + "m": 1.0 + }, + { + "p": 0.06183313578367233, + "m": 1.0 + }, + { + "p": 0.034031275659799576, + "m": 1.0 + }, + { + "p": 0.2545135021209717, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.1739567518234253, + "val_loss": 0.890906572341919, + "acc": 69.78, + "time": 129.4633932551369, + "param": [ + { + "p": 0.26557937264442444, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.160474956035614, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01671438291668892, + "m": 1.0 + }, + { + "p": 0.005986630916595459, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20374804735183716, + "m": 1.0 + }, + { + "p": 0.04531579837203026, + "m": 1.0 + }, + { + "p": 0.04068271070718765, + "m": 1.0 + }, + { + "p": 0.2614980638027191, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.387068748474121, + "val_loss": 0.8514752388000488, + "acc": 69.55, + "time": 132.3229847648181, + "param": [ + { + "p": 0.2683614492416382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1639152467250824, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011031570844352245, + "m": 1.0 + }, + { + "p": 0.01336916908621788, + "m": 1.0 + }, + { + "p": 0.0008008555159904063, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009408362209796906, + "m": 1.0 + }, + { + "p": 0.19404292106628418, + "m": 1.0 + }, + { + "p": 0.031713828444480896, + "m": 1.0 + }, + { + "p": 0.04000195115804672, + "m": 1.0 + }, + { + "p": 0.2673546075820923, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.4115407466888428, + "val_loss": 0.8927233815193176, + "acc": 67.7, + "time": 133.39425727678463, + "param": [ + { + "p": 0.2690086364746094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16755729913711548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011984613724052906, + "m": 1.0 + }, + { + "p": 0.014458765275776386, + "m": 1.0 + }, + { + "p": 0.002971248934045434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018392426893115044, + "m": 1.0 + }, + { + "p": 0.1879870742559433, + "m": 1.0 + }, + { + "p": 0.028652239590883255, + "m": 1.0 + }, + { + "p": 0.032667819410562515, + "m": 1.0 + }, + { + "p": 0.26631996035575867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.259469985961914, + "val_loss": 0.792235791683197, + "acc": 70.3, + "time": 124.85305029060692, + "param": [ + { + "p": 0.26466622948646545, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16966138780117035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013581637293100357, + "m": 1.0 + }, + { + "p": 0.01134677417576313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025498278439044952, + "m": 1.0 + }, + { + "p": 0.1867154985666275, + "m": 1.0 + }, + { + "p": 0.03919149562716484, + "m": 1.0 + }, + { + "p": 0.025878459215164185, + "m": 1.0 + }, + { + "p": 0.2634601891040802, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.1441402435302734, + "val_loss": 0.833970308303833, + "acc": 69.14, + "time": 123.73399749211967, + "param": [ + { + "p": 0.24922777712345123, + "m": 1.0 + }, + { + "p": 0.0023382233921438456, + "m": 1.0 + }, + { + "p": 0.1673590987920761, + "m": 1.0 + }, + { + "p": 0.005395133513957262, + "m": 1.0 + }, + { + "p": 0.021728776395320892, + "m": 1.0 + }, + { + "p": 0.011363883502781391, + "m": 1.0 + }, + { + "p": 0.008623335510492325, + "m": 1.0 + }, + { + "p": 0.011014045216143131, + "m": 1.0 + }, + { + "p": 0.026058852672576904, + "m": 1.0 + }, + { + "p": 0.18859383463859558, + "m": 1.0 + }, + { + "p": 0.03607237711548805, + "m": 1.0 + }, + { + "p": 0.02163301222026348, + "m": 1.0 + }, + { + "p": 0.2489774078130722, + "m": 1.0 + }, + { + "p": 0.0016142935492098331, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.9429978132247925, + "val_loss": 0.8540380001068115, + "acc": 70.87, + "time": 127.32947148196399, + "param": [ + { + "p": 0.23225034773349762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16182279586791992, + "m": 1.0 + }, + { + "p": 0.0092226043343544, + "m": 1.0 + }, + { + "p": 0.02637724205851555, + "m": 1.0 + }, + { + "p": 0.00970922689884901, + "m": 1.0 + }, + { + "p": 0.009611621499061584, + "m": 1.0 + }, + { + "p": 0.03002249263226986, + "m": 1.0 + }, + { + "p": 0.031440481543540955, + "m": 1.0 + }, + { + "p": 0.18914839625358582, + "m": 1.0 + }, + { + "p": 0.03949914500117302, + "m": 1.0 + }, + { + "p": 0.03649051859974861, + "m": 1.0 + }, + { + "p": 0.22440506517887115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.0665720701217651, + "val_loss": 0.7883532643318176, + "acc": 70.41, + "time": 123.24206164805219, + "param": [ + { + "p": 0.24756212532520294, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1715906262397766, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017691705375909805, + "m": 1.0 + }, + { + "p": 0.0007283979211933911, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015134110115468502, + "m": 1.0 + }, + { + "p": 0.033401280641555786, + "m": 1.0 + }, + { + "p": 0.20355620980262756, + "m": 1.0 + }, + { + "p": 0.04466096684336662, + "m": 1.0 + }, + { + "p": 0.02430059388279915, + "m": 1.0 + }, + { + "p": 0.2413739264011383, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.19316828250885, + "val_loss": 0.8369412422180176, + "acc": 71.01, + "time": 125.4887023777701, + "param": [ + { + "p": 0.22378185391426086, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1515607237815857, + "m": 1.0 + }, + { + "p": 0.007012893445789814, + "m": 1.0 + }, + { + "p": 0.01464980561286211, + "m": 1.0 + }, + { + "p": 0.01682465523481369, + "m": 1.0 + }, + { + "p": 0.0014342964859679341, + "m": 1.0 + }, + { + "p": 0.031831637024879456, + "m": 1.0 + }, + { + "p": 0.04473893344402313, + "m": 1.0 + }, + { + "p": 0.19153060019016266, + "m": 1.0 + }, + { + "p": 0.056399155408144, + "m": 1.0 + }, + { + "p": 0.025257185101509094, + "m": 1.0 + }, + { + "p": 0.2262347787618637, + "m": 1.0 + }, + { + "p": 0.008743496611714363, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.2804375886917114, + "val_loss": 0.8020174503326416, + "acc": 71.25, + "time": 130.17380137415603, + "param": [ + { + "p": 0.22963619232177734, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15735816955566406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019629916176199913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042731400579214096, + "m": 1.0 + }, + { + "p": 0.048916686326265335, + "m": 1.0 + }, + { + "p": 0.19909609854221344, + "m": 1.0 + }, + { + "p": 0.04971860721707344, + "m": 1.0 + }, + { + "p": 0.024082455784082413, + "m": 1.0 + }, + { + "p": 0.2288304567337036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.2308032512664795, + "val_loss": 0.8303093910217285, + "acc": 70.08, + "time": 120.59972446598113, + "param": [ + { + "p": 0.23346549272537231, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15657225251197815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01314240600913763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05330049246549606, + "m": 1.0 + }, + { + "p": 0.044760946184396744, + "m": 1.0 + }, + { + "p": 0.2043599784374237, + "m": 1.0 + }, + { + "p": 0.04310186952352524, + "m": 1.0 + }, + { + "p": 0.02461111545562744, + "m": 1.0 + }, + { + "p": 0.22668549418449402, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.1495254039764404, + "val_loss": 0.8480902910232544, + "acc": 70.0, + "time": 135.1011092173867, + "param": [ + { + "p": 0.2844424247741699, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17114828526973724, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.041261833161115646, + "m": 1.0 + }, + { + "p": 0.006564607843756676, + "m": 1.0 + }, + { + "p": 0.23212888836860657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003955927677452564, + "m": 1.0 + }, + { + "p": 0.260498046875, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.088035225868225, + "val_loss": 0.8005678653717041, + "acc": 70.58, + "time": 121.3538382453844, + "param": [ + { + "p": 0.3023904263973236, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1676250547170639, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01953103020787239, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2314600795507431, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2789934277534485, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.192726731300354, + "val_loss": 0.7890349626541138, + "acc": 70.71, + "time": 128.35020733904094, + "param": [ + { + "p": 0.30195239186286926, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15776167809963226, + "m": 1.0 + }, + { + "p": 0.005393901839852333, + "m": 1.0 + }, + { + "p": 0.00041215968667529523, + "m": 1.0 + }, + { + "p": 0.0009595344308763742, + "m": 1.0 + }, + { + "p": 0.009159327484667301, + "m": 1.0 + }, + { + "p": 0.02306329272687435, + "m": 1.0 + }, + { + "p": 0.005146555136889219, + "m": 1.0 + }, + { + "p": 0.2217104136943817, + "m": 1.0 + }, + { + "p": 0.003459352534264326, + "m": 1.0 + }, + { + "p": 0.004757701884955168, + "m": 1.0 + }, + { + "p": 0.2662237286567688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.3274396657943726, + "val_loss": 0.8382067084312439, + "acc": 70.92, + "time": 121.42232875106856, + "param": [ + { + "p": 0.28591734170913696, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14797848463058472, + "m": 1.0 + }, + { + "p": 0.011926690116524696, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0016264019068330526, + "m": 1.0 + }, + { + "p": 0.019491935148835182, + "m": 1.0 + }, + { + "p": 0.038764838129282, + "m": 1.0 + }, + { + "p": 0.015353556722402573, + "m": 1.0 + }, + { + "p": 0.21601900458335876, + "m": 1.0 + }, + { + "p": 0.005585181526839733, + "m": 1.0 + }, + { + "p": 0.014063728973269463, + "m": 1.0 + }, + { + "p": 0.2432727813720703, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.2238701581954956, + "val_loss": 0.8381249904632568, + "acc": 69.94, + "time": 136.56986377807334, + "param": [ + { + "p": 0.25836455821990967, + "m": 1.0 + }, + { + "p": 0.00033342899405397475, + "m": 1.0 + }, + { + "p": 0.12614837288856506, + "m": 1.0 + }, + { + "p": 0.012817121110856533, + "m": 1.0 + }, + { + "p": 0.0114957420155406, + "m": 1.0 + }, + { + "p": 0.021621964871883392, + "m": 1.0 + }, + { + "p": 0.026481440290808678, + "m": 1.0 + }, + { + "p": 0.046331871300935745, + "m": 1.0 + }, + { + "p": 0.03633023798465729, + "m": 1.0 + }, + { + "p": 0.19777074456214905, + "m": 1.0 + }, + { + "p": 0.01363338902592659, + "m": 1.0 + }, + { + "p": 0.029916856437921524, + "m": 1.0 + }, + { + "p": 0.21503925323486328, + "m": 1.0 + }, + { + "p": 0.0037150552961975336, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.4343019723892212, + "val_loss": 0.799582839012146, + "acc": 71.15, + "time": 122.4941719090566, + "param": [ + { + "p": 0.257828950881958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1165369302034378, + "m": 1.0 + }, + { + "p": 0.006486392114311457, + "m": 1.0 + }, + { + "p": 0.02573193982243538, + "m": 1.0 + }, + { + "p": 0.020783845335245132, + "m": 1.0 + }, + { + "p": 0.017744770273566246, + "m": 1.0 + }, + { + "p": 0.058474864810705185, + "m": 1.0 + }, + { + "p": 0.04877312853932381, + "m": 1.0 + }, + { + "p": 0.18507546186447144, + "m": 1.0 + }, + { + "p": 0.00029043073300272226, + "m": 1.0 + }, + { + "p": 0.053398389369249344, + "m": 1.0 + }, + { + "p": 0.19758418202400208, + "m": 1.0 + }, + { + "p": 0.0112907188013196, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.363453984260559, + "val_loss": 0.7380619049072266, + "acc": 71.33, + "time": 121.94877322390676, + "param": [ + { + "p": 0.27868226170539856, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10679896920919418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023678716272115707, + "m": 1.0 + }, + { + "p": 0.005218561738729477, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06813784688711166, + "m": 1.0 + }, + { + "p": 0.05487464368343353, + "m": 1.0 + }, + { + "p": 0.1893005520105362, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06323829293251038, + "m": 1.0 + }, + { + "p": 0.20920626819133759, + "m": 1.0 + }, + { + "p": 0.0008638433646410704, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.1193511486053467, + "val_loss": 0.8240338563919067, + "acc": 71.21, + "time": 135.51356834825128, + "param": [ + { + "p": 0.26412686705589294, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09070910513401031, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007950429804623127, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0729546993970871, + "m": 1.0 + }, + { + "p": 0.07276532799005508, + "m": 1.0 + }, + { + "p": 0.19287227094173431, + "m": 1.0 + }, + { + "p": 0.00536590488627553, + "m": 1.0 + }, + { + "p": 0.08317820727825165, + "m": 1.0 + }, + { + "p": 0.20736397802829742, + "m": 1.0 + }, + { + "p": 0.0027132092509418726, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.0052402019500732, + "val_loss": 0.7552913427352905, + "acc": 71.2, + "time": 134.55246172472835, + "param": [ + { + "p": 0.25581350922584534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07182051986455917, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003207652596756816, + "m": 1.0 + }, + { + "p": 0.07630017399787903, + "m": 1.0 + }, + { + "p": 0.08032824844121933, + "m": 1.0 + }, + { + "p": 0.19741517305374146, + "m": 1.0 + }, + { + "p": 0.009918815456330776, + "m": 1.0 + }, + { + "p": 0.09338648617267609, + "m": 1.0 + }, + { + "p": 0.21180936694145203, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.0668292045593262, + "val_loss": 0.868698239326477, + "acc": 71.25, + "time": 128.7001663064584, + "param": [ + { + "p": 0.2436467558145523, + "m": 1.0 + }, + { + "p": 0.0026494169142097235, + "m": 1.0 + }, + { + "p": 0.06026384234428406, + "m": 1.0 + }, + { + "p": 0.005167524330317974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005537046119570732, + "m": 1.0 + }, + { + "p": 0.0013670787448063493, + "m": 1.0 + }, + { + "p": 0.08061389625072479, + "m": 1.0 + }, + { + "p": 0.07346461713314056, + "m": 1.0 + }, + { + "p": 0.1942080408334732, + "m": 1.0 + }, + { + "p": 0.014137018471956253, + "m": 1.0 + }, + { + "p": 0.09930651634931564, + "m": 1.0 + }, + { + "p": 0.2144441157579422, + "m": 1.0 + }, + { + "p": 0.005194160155951977, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.1666563749313354, + "val_loss": 0.8975481390953064, + "acc": 69.98, + "time": 136.8355727819726, + "param": [ + { + "p": 0.22229725122451782, + "m": 1.0 + }, + { + "p": 0.005604946054518223, + "m": 1.0 + }, + { + "p": 0.07024804502725601, + "m": 1.0 + }, + { + "p": 0.018433507531881332, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008646631613373756, + "m": 1.0 + }, + { + "p": 0.003038806142285466, + "m": 1.0 + }, + { + "p": 0.08050088584423065, + "m": 1.0 + }, + { + "p": 0.0698687955737114, + "m": 1.0 + }, + { + "p": 0.17699328064918518, + "m": 1.0 + }, + { + "p": 0.021458132192492485, + "m": 1.0 + }, + { + "p": 0.09393780678510666, + "m": 1.0 + }, + { + "p": 0.20737101137638092, + "m": 1.0 + }, + { + "p": 0.021600911393761635, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.9191007614135742, + "val_loss": 0.7871056199073792, + "acc": 71.13, + "time": 122.04673170531169, + "param": [ + { + "p": 0.212679922580719, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07600519806146622, + "m": 1.0 + }, + { + "p": 0.02977585420012474, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01464895810931921, + "m": 1.0 + }, + { + "p": 0.004122762009501457, + "m": 1.0 + }, + { + "p": 0.07629314064979553, + "m": 1.0 + }, + { + "p": 0.05444248765707016, + "m": 1.0 + }, + { + "p": 0.18106040358543396, + "m": 1.0 + }, + { + "p": 0.014390944503247738, + "m": 1.0 + }, + { + "p": 0.09118583053350449, + "m": 1.0 + }, + { + "p": 0.21354183554649353, + "m": 1.0 + }, + { + "p": 0.03185264393687248, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.2487215995788574, + "val_loss": 0.741331934928894, + "acc": 72.13, + "time": 126.1257082959637, + "param": [ + { + "p": 0.23019397258758545, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07017788290977478, + "m": 1.0 + }, + { + "p": 0.029619283974170685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0697706937789917, + "m": 1.0 + }, + { + "p": 0.039190758019685745, + "m": 1.0 + }, + { + "p": 0.19718804955482483, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09088081121444702, + "m": 1.0 + }, + { + "p": 0.24518336355686188, + "m": 1.0 + }, + { + "p": 0.02779516763985157, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.409778118133545, + "val_loss": 0.7879366874694824, + "acc": 72.18, + "time": 129.4255420770496, + "param": [ + { + "p": 0.24136576056480408, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06202066317200661, + "m": 1.0 + }, + { + "p": 0.015401569195091724, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00294661708176136, + "m": 1.0 + }, + { + "p": 0.003496901597827673, + "m": 1.0 + }, + { + "p": 0.0642026960849762, + "m": 1.0 + }, + { + "p": 0.023289697244763374, + "m": 1.0 + }, + { + "p": 0.20693212747573853, + "m": 1.0 + }, + { + "p": 0.0005558914854191244, + "m": 1.0 + }, + { + "p": 0.08738226443529129, + "m": 1.0 + }, + { + "p": 0.26625147461891174, + "m": 1.0 + }, + { + "p": 0.026154424995183945, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.082543969154358, + "val_loss": 0.8804429173469543, + "acc": 71.09, + "time": 128.07052018586546, + "param": [ + { + "p": 0.2606596052646637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049123819917440414, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009163636714220047, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05448165908455849, + "m": 1.0 + }, + { + "p": 0.016505002975463867, + "m": 1.0 + }, + { + "p": 0.21498264372348785, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09727209061384201, + "m": 1.0 + }, + { + "p": 0.29217883944511414, + "m": 1.0 + }, + { + "p": 0.005632687825709581, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.9770064353942871, + "val_loss": 1.0074502229690552, + "acc": 70.16, + "time": 127.16515083517879, + "param": [ + { + "p": 0.2685067653656006, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03756534308195114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004614264238625765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05224768817424774, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.220711812376976, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09941710531711578, + "m": 1.0 + }, + { + "p": 0.31693699955940247, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.0848522186279297, + "val_loss": 0.8182569742202759, + "acc": 70.55, + "time": 125.83824962610379, + "param": [ + { + "p": 0.2603817582130432, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03590572625398636, + "m": 1.0 + }, + { + "p": 0.002391970716416836, + "m": 1.0 + }, + { + "p": 0.001721175154671073, + "m": 1.0 + }, + { + "p": 0.005388021934777498, + "m": 1.0 + }, + { + "p": 0.0013424167409539223, + "m": 1.0 + }, + { + "p": 0.05466914176940918, + "m": 1.0 + }, + { + "p": 0.006003051996231079, + "m": 1.0 + }, + { + "p": 0.20364679396152496, + "m": 1.0 + }, + { + "p": 0.009868602268397808, + "m": 1.0 + }, + { + "p": 0.10059353709220886, + "m": 1.0 + }, + { + "p": 0.31793975830078125, + "m": 1.0 + }, + { + "p": 0.0001480418286519125, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.9153047800064087, + "val_loss": 0.8591833710670471, + "acc": 70.33, + "time": 124.20722488220781, + "param": [ + { + "p": 0.2561240494251251, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030559444800019264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022525997832417488, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06025944650173187, + "m": 1.0 + }, + { + "p": 0.013460694812238216, + "m": 1.0 + }, + { + "p": 0.17934362590312958, + "m": 1.0 + }, + { + "p": 0.008946659043431282, + "m": 1.0 + }, + { + "p": 0.11052633821964264, + "m": 1.0 + }, + { + "p": 0.318253755569458, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.3162716627120972, + "val_loss": 0.8249562978744507, + "acc": 71.05, + "time": 124.90722846193239, + "param": [ + { + "p": 0.24486203491687775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03282768651843071, + "m": 1.0 + }, + { + "p": 0.006095705553889275, + "m": 1.0 + }, + { + "p": 0.009126774035394192, + "m": 1.0 + }, + { + "p": 0.038424186408519745, + "m": 1.0 + }, + { + "p": 0.0017074220813810825, + "m": 1.0 + }, + { + "p": 0.06326350569725037, + "m": 1.0 + }, + { + "p": 0.012218557298183441, + "m": 1.0 + }, + { + "p": 0.16306312382221222, + "m": 1.0 + }, + { + "p": 0.008395135402679443, + "m": 1.0 + }, + { + "p": 0.10537244379520416, + "m": 1.0 + }, + { + "p": 0.31464338302612305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.1480709314346313, + "val_loss": 0.9322357177734375, + "acc": 72.41, + "time": 125.71720175491646, + "param": [ + { + "p": 0.22010725736618042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04010631889104843, + "m": 1.0 + }, + { + "p": 0.018249835819005966, + "m": 1.0 + }, + { + "p": 0.018867390230298042, + "m": 1.0 + }, + { + "p": 0.04707997292280197, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0726802721619606, + "m": 1.0 + }, + { + "p": 0.02749348245561123, + "m": 1.0 + }, + { + "p": 0.1449464112520218, + "m": 1.0 + }, + { + "p": 0.014146809466183186, + "m": 1.0 + }, + { + "p": 0.10553368180990219, + "m": 1.0 + }, + { + "p": 0.2907885015010834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.1467512845993042, + "val_loss": 0.7996410131454468, + "acc": 70.76, + "time": 135.67965429462492, + "param": [ + { + "p": 0.20553499460220337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0382118783891201, + "m": 1.0 + }, + { + "p": 0.02744440920650959, + "m": 1.0 + }, + { + "p": 0.025729132816195488, + "m": 1.0 + }, + { + "p": 0.03976884111762047, + "m": 1.0 + }, + { + "p": 0.005737995263189077, + "m": 1.0 + }, + { + "p": 0.07963408529758453, + "m": 1.0 + }, + { + "p": 0.03383081406354904, + "m": 1.0 + }, + { + "p": 0.13609535992145538, + "m": 1.0 + }, + { + "p": 0.022787636145949364, + "m": 1.0 + }, + { + "p": 0.10967793315649033, + "m": 1.0 + }, + { + "p": 0.27501264214515686, + "m": 1.0 + }, + { + "p": 0.0005342090735211968, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.0250920057296753, + "val_loss": 0.8287939429283142, + "acc": 71.5, + "time": 120.81982112489641, + "param": [ + { + "p": 0.18477313220500946, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04722660034894943, + "m": 1.0 + }, + { + "p": 0.03253282234072685, + "m": 1.0 + }, + { + "p": 0.03165756165981293, + "m": 1.0 + }, + { + "p": 0.024639368057250977, + "m": 1.0 + }, + { + "p": 0.011662938632071018, + "m": 1.0 + }, + { + "p": 0.0750182494521141, + "m": 1.0 + }, + { + "p": 0.051852479577064514, + "m": 1.0 + }, + { + "p": 0.12996263802051544, + "m": 1.0 + }, + { + "p": 0.04795272648334503, + "m": 1.0 + }, + { + "p": 0.10963932424783707, + "m": 1.0 + }, + { + "p": 0.2530823051929474, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.073380708694458, + "val_loss": 0.8908578753471375, + "acc": 71.39, + "time": 122.98517784941941, + "param": [ + { + "p": 0.16791854798793793, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05349903926253319, + "m": 1.0 + }, + { + "p": 0.02068297378718853, + "m": 1.0 + }, + { + "p": 0.035944294184446335, + "m": 1.0 + }, + { + "p": 0.02598743326961994, + "m": 1.0 + }, + { + "p": 0.0335998609662056, + "m": 1.0 + }, + { + "p": 0.0720672458410263, + "m": 1.0 + }, + { + "p": 0.05882822349667549, + "m": 1.0 + }, + { + "p": 0.12950393557548523, + "m": 1.0 + }, + { + "p": 0.05951720476150513, + "m": 1.0 + }, + { + "p": 0.11426164209842682, + "m": 1.0 + }, + { + "p": 0.2280179262161255, + "m": 1.0 + }, + { + "p": 0.00017152883810922503, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.067003846168518, + "val_loss": 0.8546676635742188, + "acc": 71.33, + "time": 135.2090881979093, + "param": [ + { + "p": 0.1657015085220337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05650538578629494, + "m": 1.0 + }, + { + "p": 0.010880588553845882, + "m": 1.0 + }, + { + "p": 0.033238835632801056, + "m": 1.0 + }, + { + "p": 0.027577651664614677, + "m": 1.0 + }, + { + "p": 0.04683098569512367, + "m": 1.0 + }, + { + "p": 0.06895194202661514, + "m": 1.0 + }, + { + "p": 0.05298367887735367, + "m": 1.0 + }, + { + "p": 0.13905493915081024, + "m": 1.0 + }, + { + "p": 0.0585191510617733, + "m": 1.0 + }, + { + "p": 0.11298269033432007, + "m": 1.0 + }, + { + "p": 0.22613000869750977, + "m": 1.0 + }, + { + "p": 0.000642587838228792, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.2429451942443848, + "val_loss": 0.7660119533538818, + "acc": 72.24, + "time": 124.94394315220416, + "param": [ + { + "p": 0.17003028094768524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06425438821315765, + "m": 1.0 + }, + { + "p": 0.003760076127946377, + "m": 1.0 + }, + { + "p": 0.044414181262254715, + "m": 1.0 + }, + { + "p": 0.019985267892479897, + "m": 1.0 + }, + { + "p": 0.05029532313346863, + "m": 1.0 + }, + { + "p": 0.0584355890750885, + "m": 1.0 + }, + { + "p": 0.04533671960234642, + "m": 1.0 + }, + { + "p": 0.14095425605773926, + "m": 1.0 + }, + { + "p": 0.05583799630403519, + "m": 1.0 + }, + { + "p": 0.10959147661924362, + "m": 1.0 + }, + { + "p": 0.2371043711900711, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.2114341259002686, + "val_loss": 0.7520550489425659, + "acc": 71.18, + "time": 132.6732562892139, + "param": [ + { + "p": 0.1560712307691574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08625372499227524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06061861291527748, + "m": 1.0 + }, + { + "p": 0.023988420143723488, + "m": 1.0 + }, + { + "p": 0.05485866591334343, + "m": 1.0 + }, + { + "p": 0.04716728627681732, + "m": 1.0 + }, + { + "p": 0.046150241047143936, + "m": 1.0 + }, + { + "p": 0.13075223565101624, + "m": 1.0 + }, + { + "p": 0.0648084282875061, + "m": 1.0 + }, + { + "p": 0.10401193052530289, + "m": 1.0 + }, + { + "p": 0.22456827759742737, + "m": 1.0 + }, + { + "p": 0.000751011713873595, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.345101237297058, + "val_loss": 0.7213842868804932, + "acc": 72.07, + "time": 133.33937217015773, + "param": [ + { + "p": 0.1480543464422226, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10330748558044434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06979480385780334, + "m": 1.0 + }, + { + "p": 0.02319006435573101, + "m": 1.0 + }, + { + "p": 0.06383185088634491, + "m": 1.0 + }, + { + "p": 0.03795207291841507, + "m": 1.0 + }, + { + "p": 0.051399778574705124, + "m": 1.0 + }, + { + "p": 0.1234392374753952, + "m": 1.0 + }, + { + "p": 0.07290978729724884, + "m": 1.0 + }, + { + "p": 0.10374443978071213, + "m": 1.0 + }, + { + "p": 0.2023761123418808, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.1476020812988281, + "val_loss": 0.683793842792511, + "acc": 72.67, + "time": 127.46714011020958, + "param": [ + { + "p": 0.15474997460842133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1224379763007164, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0663626417517662, + "m": 1.0 + }, + { + "p": 0.011429374106228352, + "m": 1.0 + }, + { + "p": 0.06373707950115204, + "m": 1.0 + }, + { + "p": 0.03727584704756737, + "m": 1.0 + }, + { + "p": 0.05420680344104767, + "m": 1.0 + }, + { + "p": 0.1222362294793129, + "m": 1.0 + }, + { + "p": 0.07695536315441132, + "m": 1.0 + }, + { + "p": 0.10388272255659103, + "m": 1.0 + }, + { + "p": 0.18672606348991394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.0893973112106323, + "val_loss": 0.7910317182540894, + "acc": 72.01, + "time": 122.2752982401289, + "param": [ + { + "p": 0.1766299158334732, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13582947850227356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04425133764743805, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050649259239435196, + "m": 1.0 + }, + { + "p": 0.02880035527050495, + "m": 1.0 + }, + { + "p": 0.06363765895366669, + "m": 1.0 + }, + { + "p": 0.12696383893489838, + "m": 1.0 + }, + { + "p": 0.08379945904016495, + "m": 1.0 + }, + { + "p": 0.10635305941104889, + "m": 1.0 + }, + { + "p": 0.18308565020561218, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.3136727809906006, + "val_loss": 0.8518753051757812, + "acc": 72.4, + "time": 122.96793588576838, + "param": [ + { + "p": 0.20203115046024323, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14980442821979523, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014178949408233166, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023646365851163864, + "m": 1.0 + }, + { + "p": 0.011723976582288742, + "m": 1.0 + }, + { + "p": 0.07675307989120483, + "m": 1.0 + }, + { + "p": 0.1250087469816208, + "m": 1.0 + }, + { + "p": 0.08009197562932968, + "m": 1.0 + }, + { + "p": 0.11640393733978271, + "m": 1.0 + }, + { + "p": 0.2003573626279831, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.9465798735618591, + "val_loss": 0.9849178791046143, + "acc": 71.47, + "time": 124.02501840982586, + "param": [ + { + "p": 0.23689289391040802, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15786591172218323, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07546667009592056, + "m": 1.0 + }, + { + "p": 0.1227446123957634, + "m": 1.0 + }, + { + "p": 0.06541652232408524, + "m": 1.0 + }, + { + "p": 0.1149219498038292, + "m": 1.0 + }, + { + "p": 0.22669146955013275, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.2499271631240845, + "val_loss": 0.6383501291275024, + "acc": 72.52, + "time": 136.9002191950567, + "param": [ + { + "p": 0.26478391885757446, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15220198035240173, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06201266124844551, + "m": 1.0 + }, + { + "p": 0.12118857353925705, + "m": 1.0 + }, + { + "p": 0.04350687190890312, + "m": 1.0 + }, + { + "p": 0.10935153067111969, + "m": 1.0 + }, + { + "p": 0.24695441126823425, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json new file mode 100644 index 0000000..f549808 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 69.44, + "Time": [ + 192.1090270145967, + 6.265040856088516 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2414309978485107, + "val_loss": 2.269407272338867, + "acc": 17.76, + "time": 190.26414394495077, + "param": [ + { + "p": 0.11500997096300125, + "m": 1.0 + }, + { + "p": 0.028228260576725006, + "m": 1.0 + }, + { + "p": 0.06797007471323013, + "m": 1.0 + }, + { + "p": 0.10104824602603912, + "m": 0.9847903847694397 + }, + { + "p": 0.06506315618753433, + "m": 0.975283145904541 + }, + { + "p": 0.049958910793066025, + "m": 0.9687016010284424 + }, + { + "p": 0.07138333469629288, + "m": 0.9753575921058655 + }, + { + "p": 0.06451699137687683, + "m": 0.969648003578186 + }, + { + "p": 0.05297928303480148, + "m": 0.9954370856285095 + }, + { + "p": 0.09986317902803421, + "m": 1.0 + }, + { + "p": 0.09602341800928116, + "m": 0.9909016489982605 + }, + { + "p": 0.08751283586025238, + "m": 1.0 + }, + { + "p": 0.08139646053314209, + "m": 1.0 + }, + { + "p": 0.019045855849981308, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2358717918395996, + "val_loss": 2.022763729095459, + "acc": 26.06, + "time": 183.58964101900347, + "param": [ + { + "p": 0.122553251683712, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06125631928443909, + "m": 1.0 + }, + { + "p": 0.10930958390235901, + "m": 0.9483218789100647 + }, + { + "p": 0.07686883956193924, + "m": 0.9634652137756348 + }, + { + "p": 0.0232598427683115, + "m": 0.9266009330749512 + }, + { + "p": 0.08195871114730835, + "m": 0.9181645512580872 + }, + { + "p": 0.07480891048908234, + "m": 0.9143473505973816 + }, + { + "p": 0.07346111536026001, + "m": 0.9786428809165955 + }, + { + "p": 0.113835409283638, + "m": 1.0 + }, + { + "p": 0.07963916659355164, + "m": 0.967322826385498 + }, + { + "p": 0.08689192682504654, + "m": 0.986003577709198 + }, + { + "p": 0.09615696221590042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.091003656387329, + "val_loss": 2.026186227798462, + "acc": 29.12, + "time": 189.93769837194122, + "param": [ + { + "p": 0.13450102508068085, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06223173812031746, + "m": 1.0 + }, + { + "p": 0.13070055842399597, + "m": 0.91297447681427 + }, + { + "p": 0.11361398547887802, + "m": 0.997143566608429 + }, + { + "p": 0.0, + "m": 0.9186602830886841 + }, + { + "p": 0.07437336444854736, + "m": 0.9204566478729248 + }, + { + "p": 0.06456088274717331, + "m": 0.8560073971748352 + }, + { + "p": 0.06834210455417633, + "m": 0.9473719596862793 + }, + { + "p": 0.11573523283004761, + "m": 1.0 + }, + { + "p": 0.0651642233133316, + "m": 0.934624195098877 + }, + { + "p": 0.083217553794384, + "m": 0.984171986579895 + }, + { + "p": 0.08755932003259659, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 1.986311912536621, + "val_loss": 1.8503327369689941, + "acc": 33.97, + "time": 184.0737150660716, + "param": [ + { + "p": 0.12117234617471695, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0714070275425911, + "m": 1.0 + }, + { + "p": 0.14656879007816315, + "m": 0.8706693649291992 + }, + { + "p": 0.15294724702835083, + "m": 0.9941410422325134 + }, + { + "p": 0.0, + "m": 0.8965621590614319 + }, + { + "p": 0.07726579904556274, + "m": 0.8847942352294922 + }, + { + "p": 0.057159118354320526, + "m": 0.8218885064125061 + }, + { + "p": 0.07392815500497818, + "m": 0.9257472157478333 + }, + { + "p": 0.088181272149086, + "m": 0.9976087808609009 + }, + { + "p": 0.055380355566740036, + "m": 0.9257712364196777 + }, + { + "p": 0.07966982573270798, + "m": 0.9859982132911682 + }, + { + "p": 0.07632001489400864, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.0850372314453125, + "val_loss": 1.7756197452545166, + "acc": 38.54, + "time": 184.6088122241199, + "param": [ + { + "p": 0.09882742911577225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07508648931980133, + "m": 1.0 + }, + { + "p": 0.14499978721141815, + "m": 0.8484758734703064 + }, + { + "p": 0.1957763433456421, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.887801468372345 + }, + { + "p": 0.08849523961544037, + "m": 0.8638059496879578 + }, + { + "p": 0.03332929313182831, + "m": 0.7833778262138367 + }, + { + "p": 0.09374530613422394, + "m": 0.9067860841751099 + }, + { + "p": 0.05721157789230347, + "m": 0.9921659231185913 + }, + { + "p": 0.04455218464136124, + "m": 0.9032935500144958 + }, + { + "p": 0.07779117673635483, + "m": 1.0 + }, + { + "p": 0.09018521755933762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.9038342237472534, + "val_loss": 1.6553564071655273, + "acc": 38.22, + "time": 187.76142059708945, + "param": [ + { + "p": 0.09332923591136932, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07255887240171432, + "m": 1.0 + }, + { + "p": 0.1574094593524933, + "m": 0.8250106573104858 + }, + { + "p": 0.2288399040699005, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9340471625328064 + }, + { + "p": 0.09774137288331985, + "m": 0.8350014090538025 + }, + { + "p": 0.0, + "m": 0.7420346140861511 + }, + { + "p": 0.1074976921081543, + "m": 0.8605296611785889 + }, + { + "p": 0.036983780562877655, + "m": 1.0 + }, + { + "p": 0.03931114450097084, + "m": 0.8798663020133972 + }, + { + "p": 0.07724008709192276, + "m": 0.9981603026390076 + }, + { + "p": 0.08908836543560028, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.8232492208480835, + "val_loss": 1.5954488515853882, + "acc": 40.34, + "time": 184.02365054399706, + "param": [ + { + "p": 0.09579415619373322, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06119367107748985, + "m": 1.0 + }, + { + "p": 0.17388366162776947, + "m": 0.7906355857849121 + }, + { + "p": 0.2448931336402893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9996702671051025 + }, + { + "p": 0.10658623278141022, + "m": 0.8340105414390564 + }, + { + "p": 0.0, + "m": 0.6832746863365173 + }, + { + "p": 0.12112732231616974, + "m": 0.8045042157173157 + }, + { + "p": 0.01414138451218605, + "m": 0.9996492266654968 + }, + { + "p": 0.04246160015463829, + "m": 0.862520158290863 + }, + { + "p": 0.07160839438438416, + "m": 0.9996726512908936 + }, + { + "p": 0.0683104619383812, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.9264873266220093, + "val_loss": 1.6241096258163452, + "acc": 43.14, + "time": 185.43641826696694, + "param": [ + { + "p": 0.10356736183166504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05135800689458847, + "m": 1.0 + }, + { + "p": 0.17575113475322723, + "m": 0.7377493381500244 + }, + { + "p": 0.24464716017246246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11555441468954086, + "m": 0.8200778365135193 + }, + { + "p": 0.0, + "m": 0.6501449346542358 + }, + { + "p": 0.12686952948570251, + "m": 0.7432392239570618 + }, + { + "p": 0.002676679054275155, + "m": 1.0 + }, + { + "p": 0.04108741506934166, + "m": 0.8406173586845398 + }, + { + "p": 0.07014667987823486, + "m": 0.9958919882774353 + }, + { + "p": 0.06834162771701813, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.6819186210632324, + "val_loss": 1.5549461841583252, + "acc": 44.1, + "time": 184.95506386086345, + "param": [ + { + "p": 0.11169413477182388, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045239392668008804, + "m": 1.0 + }, + { + "p": 0.16731420159339905, + "m": 0.7042908072471619 + }, + { + "p": 0.21105638146400452, + "m": 0.9949039816856384 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12072782963514328, + "m": 0.7855308055877686 + }, + { + "p": 0.002789226360619068, + "m": 0.6459131240844727 + }, + { + "p": 0.12466233223676682, + "m": 0.7006199359893799 + }, + { + "p": 0.028245501220226288, + "m": 0.9993886351585388 + }, + { + "p": 0.0373065322637558, + "m": 0.8315591216087341 + }, + { + "p": 0.07454968243837357, + "m": 0.9909782409667969 + }, + { + "p": 0.07641471922397614, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.7739660739898682, + "val_loss": 1.5050235986709595, + "acc": 45.69, + "time": 183.1294493379537, + "param": [ + { + "p": 0.1015627533197403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03715624660253525, + "m": 1.0 + }, + { + "p": 0.16132384538650513, + "m": 0.6839950084686279 + }, + { + "p": 0.17693018913269043, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12770041823387146, + "m": 0.7570787668228149 + }, + { + "p": 0.008082758635282516, + "m": 0.6566137671470642 + }, + { + "p": 0.12844160199165344, + "m": 0.6836540699005127 + }, + { + "p": 0.04087140038609505, + "m": 1.0 + }, + { + "p": 0.03576168417930603, + "m": 0.8330269455909729 + }, + { + "p": 0.07909530401229858, + "m": 1.0 + }, + { + "p": 0.10307372361421585, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8100954294204712, + "val_loss": 1.5173641443252563, + "acc": 46.01, + "time": 183.35493508796208, + "param": [ + { + "p": 0.08441715687513351, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05142949894070625, + "m": 1.0 + }, + { + "p": 0.1658763885498047, + "m": 0.6551179885864258 + }, + { + "p": 0.14262491464614868, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12804867327213287, + "m": 0.7408409118652344 + }, + { + "p": 0.004664322827011347, + "m": 0.6610684990882874 + }, + { + "p": 0.1293947994709015, + "m": 0.6580356955528259 + }, + { + "p": 0.041207507252693176, + "m": 0.9874911904335022 + }, + { + "p": 0.03523048385977745, + "m": 0.8310869336128235 + }, + { + "p": 0.09700078517198563, + "m": 1.0 + }, + { + "p": 0.12004610896110535, + "m": 1.0 + }, + { + "p": 5.930634506512433e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.4988808631896973, + "val_loss": 1.4200352430343628, + "acc": 48.67, + "time": 182.42102690110914, + "param": [ + { + "p": 0.06872604787349701, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06446809321641922, + "m": 1.0 + }, + { + "p": 0.17318643629550934, + "m": 0.6070826649665833 + }, + { + "p": 0.08571574836969376, + "m": 1.0 + }, + { + "p": 0.007599361706525087, + "m": 1.0 + }, + { + "p": 0.11359535902738571, + "m": 0.7390702962875366 + }, + { + "p": 0.016073476523160934, + "m": 0.6843557953834534 + }, + { + "p": 0.11665526777505875, + "m": 0.6598988175392151 + }, + { + "p": 0.031537845730781555, + "m": 0.9783130288124084 + }, + { + "p": 0.053278494626283646, + "m": 0.854156494140625 + }, + { + "p": 0.11256936937570572, + "m": 1.0 + }, + { + "p": 0.13697265088558197, + "m": 1.0 + }, + { + "p": 0.01962178573012352, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.5527317523956299, + "val_loss": 1.3870710134506226, + "acc": 48.39, + "time": 183.7113483028952, + "param": [ + { + "p": 0.04552561417222023, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07510697841644287, + "m": 1.0 + }, + { + "p": 0.19224999845027924, + "m": 0.561165452003479 + }, + { + "p": 0.04064995422959328, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1030380055308342, + "m": 0.7282329797744751 + }, + { + "p": 0.025262895971536636, + "m": 0.6979609727859497 + }, + { + "p": 0.12676091492176056, + "m": 0.6713439226150513 + }, + { + "p": 0.013794603757560253, + "m": 0.9777683615684509 + }, + { + "p": 0.06952625513076782, + "m": 0.8595711588859558 + }, + { + "p": 0.1296650916337967, + "m": 1.0 + }, + { + "p": 0.15850895643234253, + "m": 1.0 + }, + { + "p": 0.019910799339413643, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7662469148635864, + "val_loss": 1.3817477226257324, + "acc": 50.24, + "time": 185.4727873650845, + "param": [ + { + "p": 0.03968048095703125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08560921996831894, + "m": 1.0 + }, + { + "p": 0.18457090854644775, + "m": 0.5061211585998535 + }, + { + "p": 0.00869827438145876, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09836987406015396, + "m": 0.735369861125946 + }, + { + "p": 0.04263051226735115, + "m": 0.6939443945884705 + }, + { + "p": 0.1301865130662918, + "m": 0.6901626586914062 + }, + { + "p": 0.029760926961898804, + "m": 0.9773597717285156 + }, + { + "p": 0.06691394001245499, + "m": 0.8541226387023926 + }, + { + "p": 0.14083781838417053, + "m": 1.0 + }, + { + "p": 0.1506616175174713, + "m": 1.0 + }, + { + "p": 0.022079961374402046, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.628765344619751, + "val_loss": 1.4404845237731934, + "acc": 48.63, + "time": 192.2031962829642, + "param": [ + { + "p": 0.031451717019081116, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08057668805122375, + "m": 1.0 + }, + { + "p": 0.20563669502735138, + "m": 0.43187272548675537 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09662515670061111, + "m": 0.7080925107002258 + }, + { + "p": 0.03553355857729912, + "m": 0.6830280423164368 + }, + { + "p": 0.13156931102275848, + "m": 0.6636773943901062 + }, + { + "p": 0.017944559454917908, + "m": 0.9578359127044678 + }, + { + "p": 0.0706482082605362, + "m": 0.8536922335624695 + }, + { + "p": 0.16828106343746185, + "m": 1.0 + }, + { + "p": 0.1553671807050705, + "m": 1.0 + }, + { + "p": 0.006365854758769274, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.3257982730865479, + "val_loss": 1.3727972507476807, + "acc": 52.5, + "time": 191.54840983310714, + "param": [ + { + "p": 0.018383705988526344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07921015471220016, + "m": 1.0 + }, + { + "p": 0.23101572692394257, + "m": 0.40081527829170227 + }, + { + "p": 0.0, + "m": 0.9987119436264038 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08592425286769867, + "m": 0.669399082660675 + }, + { + "p": 0.023287782445549965, + "m": 0.637973964214325 + }, + { + "p": 0.13325634598731995, + "m": 0.6296281814575195 + }, + { + "p": 0.0, + "m": 0.9426520466804504 + }, + { + "p": 0.06766735762357712, + "m": 0.8435072302818298 + }, + { + "p": 0.19235366582870483, + "m": 1.0 + }, + { + "p": 0.1689009815454483, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.2724977731704712, + "val_loss": 1.3570791482925415, + "acc": 52.09, + "time": 192.40837737219408, + "param": [ + { + "p": 0.02815227396786213, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07449042797088623, + "m": 1.0 + }, + { + "p": 0.23786965012550354, + "m": 0.3832259178161621 + }, + { + "p": 0.0, + "m": 0.9924942255020142 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08818214386701584, + "m": 0.6558623313903809 + }, + { + "p": 0.02072882279753685, + "m": 0.6608809232711792 + }, + { + "p": 0.127779021859169, + "m": 0.6056307554244995 + }, + { + "p": 0.00034491007681936026, + "m": 0.931631863117218 + }, + { + "p": 0.07953860610723495, + "m": 0.8606081604957581 + }, + { + "p": 0.1806960552930832, + "m": 1.0 + }, + { + "p": 0.16221804916858673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.6222410202026367, + "val_loss": 1.3695485591888428, + "acc": 52.43, + "time": 186.24894601898268, + "param": [ + { + "p": 0.03574935346841812, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07450868934392929, + "m": 1.0 + }, + { + "p": 0.23772481083869934, + "m": 0.38481223583221436 + }, + { + "p": 0.0, + "m": 0.991411566734314 + }, + { + "p": 0.0, + "m": 0.9974348545074463 + }, + { + "p": 0.09076213091611862, + "m": 0.661928117275238 + }, + { + "p": 0.02513432689011097, + "m": 0.7129258513450623 + }, + { + "p": 0.12394581735134125, + "m": 0.5978409647941589 + }, + { + "p": 0.006811647675931454, + "m": 0.9332919716835022 + }, + { + "p": 0.08065494894981384, + "m": 0.8527153730392456 + }, + { + "p": 0.1791802942752838, + "m": 1.0 + }, + { + "p": 0.14552804827690125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.627681851387024, + "val_loss": 1.3394496440887451, + "acc": 52.93, + "time": 190.32134249713272, + "param": [ + { + "p": 0.04129737243056297, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06931682676076889, + "m": 1.0 + }, + { + "p": 0.23601023852825165, + "m": 0.359935462474823 + }, + { + "p": 0.0, + "m": 0.9845888018608093 + }, + { + "p": 0.000189797836355865, + "m": 0.9854497313499451 + }, + { + "p": 0.09293697029352188, + "m": 0.6583405137062073 + }, + { + "p": 0.013219322077929974, + "m": 0.7482466101646423 + }, + { + "p": 0.10906516760587692, + "m": 0.5873667597770691 + }, + { + "p": 0.024565475061535835, + "m": 0.9200539588928223 + }, + { + "p": 0.08762602508068085, + "m": 0.849998950958252 + }, + { + "p": 0.183981254696846, + "m": 1.0 + }, + { + "p": 0.14042934775352478, + "m": 1.0 + }, + { + "p": 0.0013622331898659468, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.302667260169983, + "val_loss": 1.3215429782867432, + "acc": 55.06, + "time": 185.0335913200397, + "param": [ + { + "p": 0.05143459513783455, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06211993098258972, + "m": 1.0 + }, + { + "p": 0.21406038105487823, + "m": 0.30562788248062134 + }, + { + "p": 0.0, + "m": 0.9664408564567566 + }, + { + "p": 0.017003340646624565, + "m": 0.9813581109046936 + }, + { + "p": 0.09292998909950256, + "m": 0.6759078502655029 + }, + { + "p": 0.015573913231492043, + "m": 0.7725021839141846 + }, + { + "p": 0.09495112299919128, + "m": 0.5855430960655212 + }, + { + "p": 0.037026241421699524, + "m": 0.9186212420463562 + }, + { + "p": 0.10421578586101532, + "m": 0.8689215183258057 + }, + { + "p": 0.17815962433815002, + "m": 1.0 + }, + { + "p": 0.1274520754814148, + "m": 1.0 + }, + { + "p": 0.00507299043238163, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.4246563911437988, + "val_loss": 1.2299587726593018, + "acc": 55.6, + "time": 189.19757331698202, + "param": [ + { + "p": 0.07245126366615295, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06254792958498001, + "m": 1.0 + }, + { + "p": 0.21558713912963867, + "m": 0.2581314444541931 + }, + { + "p": 0.0, + "m": 0.9562805891036987 + }, + { + "p": 0.0035016629844903946, + "m": 1.0 + }, + { + "p": 0.07449132949113846, + "m": 0.7164382338523865 + }, + { + "p": 0.01886041834950447, + "m": 0.7772979736328125 + }, + { + "p": 0.0831441730260849, + "m": 0.5704898834228516 + }, + { + "p": 0.03340828791260719, + "m": 0.9191712737083435 + }, + { + "p": 0.12026098370552063, + "m": 0.8609262704849243 + }, + { + "p": 0.19042088091373444, + "m": 1.0 + }, + { + "p": 0.12532594799995422, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.5540741682052612, + "val_loss": 1.2030054330825806, + "acc": 56.7, + "time": 188.12245564791374, + "param": [ + { + "p": 0.08614601194858551, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06238819286227226, + "m": 1.0 + }, + { + "p": 0.20435085892677307, + "m": 0.2087915688753128 + }, + { + "p": 0.0, + "m": 0.9701820015907288 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.061149712651968, + "m": 0.7342631816864014 + }, + { + "p": 0.0, + "m": 0.7788708209991455 + }, + { + "p": 0.08136329054832458, + "m": 0.5684949159622192 + }, + { + "p": 0.048492640256881714, + "m": 0.9357529878616333 + }, + { + "p": 0.12267494946718216, + "m": 0.8393945097923279 + }, + { + "p": 0.19135621190071106, + "m": 1.0 + }, + { + "p": 0.13617798686027527, + "m": 1.0 + }, + { + "p": 0.00590019254013896, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.2583500146865845, + "val_loss": 1.3085068464279175, + "acc": 56.64, + "time": 189.22088898695074, + "param": [ + { + "p": 0.10070867091417313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0747063159942627, + "m": 1.0 + }, + { + "p": 0.18250393867492676, + "m": 0.14094077050685883 + }, + { + "p": 0.0, + "m": 0.9986249804496765 + }, + { + "p": 2.3620725187356584e-05, + "m": 0.9998215436935425 + }, + { + "p": 0.05163951218128204, + "m": 0.7015447020530701 + }, + { + "p": 0.0038076285272836685, + "m": 0.7936281561851501 + }, + { + "p": 0.07232720404863358, + "m": 0.5768004655838013 + }, + { + "p": 0.07276460528373718, + "m": 0.9527401924133301 + }, + { + "p": 0.11453037708997726, + "m": 0.8416191935539246 + }, + { + "p": 0.18575897812843323, + "m": 1.0 + }, + { + "p": 0.13653840124607086, + "m": 1.0 + }, + { + "p": 0.004690760280936956, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.217308759689331, + "val_loss": 1.2199113368988037, + "acc": 57.34, + "time": 189.6990083870478, + "param": [ + { + "p": 0.1014571338891983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08110005408525467, + "m": 1.0 + }, + { + "p": 0.1580638289451599, + "m": 0.11436537653207779 + }, + { + "p": 0.001381204347126186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9997107982635498 + }, + { + "p": 0.0447501540184021, + "m": 0.6917778253555298 + }, + { + "p": 0.023964013904333115, + "m": 0.8233656883239746 + }, + { + "p": 0.07622318714857101, + "m": 0.590851366519928 + }, + { + "p": 0.08838589489459991, + "m": 0.9403297901153564 + }, + { + "p": 0.10734065622091293, + "m": 0.8633117079734802 + }, + { + "p": 0.17730174958705902, + "m": 1.0 + }, + { + "p": 0.14003214240074158, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.0600707530975342, + "val_loss": 1.2556443214416504, + "acc": 57.3, + "time": 191.08588409307413, + "param": [ + { + "p": 0.09853718429803848, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08219823241233826, + "m": 1.0 + }, + { + "p": 0.14499987661838531, + "m": 0.08331108838319778 + }, + { + "p": 0.0051025571301579475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033949606120586395, + "m": 0.6609194278717041 + }, + { + "p": 0.038214679807424545, + "m": 0.8316261172294617 + }, + { + "p": 0.08756647258996964, + "m": 0.6090233325958252 + }, + { + "p": 0.09300225228071213, + "m": 0.9407371878623962 + }, + { + "p": 0.10616116970777512, + "m": 0.894774317741394 + }, + { + "p": 0.17120814323425293, + "m": 1.0 + }, + { + "p": 0.1390598863363266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.36334228515625, + "val_loss": 1.1559232473373413, + "acc": 58.07, + "time": 191.70758386002854, + "param": [ + { + "p": 0.09107982367277145, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08044016361236572, + "m": 1.0 + }, + { + "p": 0.1441992223262787, + "m": 0.058448899537324905 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9786424040794373 + }, + { + "p": 0.01512396614998579, + "m": 0.6486356854438782 + }, + { + "p": 0.02982250042259693, + "m": 0.8270593881607056 + }, + { + "p": 0.09834311902523041, + "m": 0.6118670105934143 + }, + { + "p": 0.1058977022767067, + "m": 0.958398163318634 + }, + { + "p": 0.1112285852432251, + "m": 0.9015862941741943 + }, + { + "p": 0.1772117167711258, + "m": 1.0 + }, + { + "p": 0.1466532051563263, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.318957805633545, + "val_loss": 1.2090381383895874, + "acc": 58.27, + "time": 191.4470283149276, + "param": [ + { + "p": 0.08717118203639984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08407064527273178, + "m": 1.0 + }, + { + "p": 0.11627087742090225, + "m": 0.10065589845180511 + }, + { + "p": 0.00023362236970569938, + "m": 0.9990817904472351 + }, + { + "p": 0.0, + "m": 0.9457591772079468 + }, + { + "p": 0.03289933502674103, + "m": 0.6549409031867981 + }, + { + "p": 0.025818679481744766, + "m": 0.8436634540557861 + }, + { + "p": 0.10036130994558334, + "m": 0.6116073727607727 + }, + { + "p": 0.10588988661766052, + "m": 0.9320176839828491 + }, + { + "p": 0.11675409227609634, + "m": 0.9116469025611877 + }, + { + "p": 0.1805236041545868, + "m": 0.992206335067749 + }, + { + "p": 0.15000681579113007, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.1176050901412964, + "val_loss": 1.2396775484085083, + "acc": 59.59, + "time": 187.20280938898213, + "param": [ + { + "p": 0.09190332144498825, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0732683539390564, + "m": 1.0 + }, + { + "p": 0.09310244768857956, + "m": 0.09576838463544846 + }, + { + "p": 0.003095170482993126, + "m": 0.990632951259613 + }, + { + "p": 0.0004187460581306368, + "m": 0.937106192111969 + }, + { + "p": 0.04710064083337784, + "m": 0.6753193140029907 + }, + { + "p": 0.04172700271010399, + "m": 0.8617653846740723 + }, + { + "p": 0.10307951271533966, + "m": 0.6143261790275574 + }, + { + "p": 0.10646583139896393, + "m": 0.9020822048187256 + }, + { + "p": 0.12232951074838638, + "m": 0.9187286496162415 + }, + { + "p": 0.16967208683490753, + "m": 1.0 + }, + { + "p": 0.1368975043296814, + "m": 1.0 + }, + { + "p": 0.010939881205558777, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.3042503595352173, + "val_loss": 1.3531174659729004, + "acc": 55.35, + "time": 184.0480638020672, + "param": [ + { + "p": 0.09524746239185333, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06948523968458176, + "m": 1.0 + }, + { + "p": 0.07278399914503098, + "m": 0.09310325235128403 + }, + { + "p": 0.018419886007905006, + "m": 0.9860283732414246 + }, + { + "p": 0.0138455331325531, + "m": 0.931047260761261 + }, + { + "p": 0.0670628622174263, + "m": 0.714368462562561 + }, + { + "p": 0.04883356764912605, + "m": 0.8698207139968872 + }, + { + "p": 0.08688060939311981, + "m": 0.6102514266967773 + }, + { + "p": 0.10649613291025162, + "m": 0.9033011794090271 + }, + { + "p": 0.11393769830465317, + "m": 0.9191425442695618 + }, + { + "p": 0.14921747148036957, + "m": 1.0 + }, + { + "p": 0.128791943192482, + "m": 1.0 + }, + { + "p": 0.028997574001550674, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.1426125764846802, + "val_loss": 1.1730211973190308, + "acc": 60.79, + "time": 185.48278286098503, + "param": [ + { + "p": 0.09851673990488052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07062812894582748, + "m": 1.0 + }, + { + "p": 0.053547367453575134, + "m": 0.07799237966537476 + }, + { + "p": 0.01291589718312025, + "m": 0.9948199391365051 + }, + { + "p": 0.015168300829827785, + "m": 0.9809476137161255 + }, + { + "p": 0.08014842867851257, + "m": 0.7284218668937683 + }, + { + "p": 0.05302424728870392, + "m": 0.8312532305717468 + }, + { + "p": 0.09128039330244064, + "m": 0.6056032180786133 + }, + { + "p": 0.0935240164399147, + "m": 0.9219514727592468 + }, + { + "p": 0.10835280269384384, + "m": 0.9050830602645874 + }, + { + "p": 0.14658305048942566, + "m": 1.0 + }, + { + "p": 0.14657685160636902, + "m": 1.0 + }, + { + "p": 0.029733780771493912, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.4197863340377808, + "val_loss": 1.120854139328003, + "acc": 60.67, + "time": 187.09749775193632, + "param": [ + { + "p": 0.10841541737318039, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07125694304704666, + "m": 1.0 + }, + { + "p": 0.035424571484327316, + "m": 0.06485621631145477 + }, + { + "p": 0.011725019663572311, + "m": 0.98779296875 + }, + { + "p": 0.010778874158859253, + "m": 0.9995094537734985 + }, + { + "p": 0.09097592532634735, + "m": 0.7450394630432129 + }, + { + "p": 0.061126720160245895, + "m": 0.8088453412055969 + }, + { + "p": 0.10002222657203674, + "m": 0.6093493103981018 + }, + { + "p": 0.08647753298282623, + "m": 0.9111942052841187 + }, + { + "p": 0.10647530853748322, + "m": 0.9096540808677673 + }, + { + "p": 0.1359345018863678, + "m": 1.0 + }, + { + "p": 0.14820709824562073, + "m": 1.0 + }, + { + "p": 0.033179812133312225, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.243622064590454, + "val_loss": 1.0837198495864868, + "acc": 60.57, + "time": 185.86505942116491, + "param": [ + { + "p": 0.11292849481105804, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06664960086345673, + "m": 1.0 + }, + { + "p": 0.027117570862174034, + "m": 0.05445054918527603 + }, + { + "p": 0.0, + "m": 0.9904075264930725 + }, + { + "p": 0.01266800332814455, + "m": 0.966691792011261 + }, + { + "p": 0.08646347373723984, + "m": 0.735080361366272 + }, + { + "p": 0.06954185664653778, + "m": 0.7991940975189209 + }, + { + "p": 0.09610066562891006, + "m": 0.6034294366836548 + }, + { + "p": 0.09219332784414291, + "m": 0.9063943028450012 + }, + { + "p": 0.10928566753864288, + "m": 0.9040359258651733 + }, + { + "p": 0.14136558771133423, + "m": 1.0 + }, + { + "p": 0.15546898543834686, + "m": 1.0 + }, + { + "p": 0.030216801911592484, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.2007321119308472, + "val_loss": 1.0113935470581055, + "acc": 61.46, + "time": 188.95564374607056, + "param": [ + { + "p": 0.11345749348402023, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06558524817228317, + "m": 1.0 + }, + { + "p": 0.030732635408639908, + "m": 0.027319079264998436 + }, + { + "p": 0.0, + "m": 0.9888283610343933 + }, + { + "p": 0.002708842046558857, + "m": 0.9610179662704468 + }, + { + "p": 0.08995842933654785, + "m": 0.7540013194084167 + }, + { + "p": 0.06501100957393646, + "m": 0.8285825252532959 + }, + { + "p": 0.08624222874641418, + "m": 0.6037076711654663 + }, + { + "p": 0.1041984111070633, + "m": 0.8906583189964294 + }, + { + "p": 0.10678044706583023, + "m": 0.9041053056716919 + }, + { + "p": 0.15515246987342834, + "m": 1.0 + }, + { + "p": 0.1715421974658966, + "m": 1.0 + }, + { + "p": 0.00863054022192955, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.182758092880249, + "val_loss": 0.9979919791221619, + "acc": 62.92, + "time": 190.0391564341262, + "param": [ + { + "p": 0.11754007637500763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0662011057138443, + "m": 1.0 + }, + { + "p": 0.03244394809007645, + "m": 0.0 + }, + { + "p": 0.0038862982764840126, + "m": 0.9872494339942932 + }, + { + "p": 0.0003543322964105755, + "m": 0.9527314305305481 + }, + { + "p": 0.10441426932811737, + "m": 0.7403552532196045 + }, + { + "p": 0.05578030273318291, + "m": 0.8222302794456482 + }, + { + "p": 0.06543406844139099, + "m": 0.6085278391838074 + }, + { + "p": 0.11878207325935364, + "m": 0.8846209645271301 + }, + { + "p": 0.0917060449719429, + "m": 0.8880807757377625 + }, + { + "p": 0.15487733483314514, + "m": 1.0 + }, + { + "p": 0.1877230405807495, + "m": 1.0 + }, + { + "p": 0.0008571887155994773, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.2552810907363892, + "val_loss": 1.0461390018463135, + "acc": 61.55, + "time": 192.7691989808809, + "param": [ + { + "p": 0.11279816180467606, + "m": 1.0 + }, + { + "p": 0.0001003220968414098, + "m": 1.0 + }, + { + "p": 0.07339254766702652, + "m": 1.0 + }, + { + "p": 0.03853781893849373, + "m": 0.0 + }, + { + "p": 0.017433376982808113, + "m": 0.9999467730522156 + }, + { + "p": 0.011166820302605629, + "m": 0.9532302618026733 + }, + { + "p": 0.10801005363464355, + "m": 0.7117556929588318 + }, + { + "p": 0.061783935874700546, + "m": 0.8481776118278503 + }, + { + "p": 0.06995448470115662, + "m": 0.6266764402389526 + }, + { + "p": 0.12044484168291092, + "m": 0.8877047896385193 + }, + { + "p": 0.07911782711744308, + "m": 0.8810142874717712 + }, + { + "p": 0.13382107019424438, + "m": 0.9987274408340454 + }, + { + "p": 0.17291375994682312, + "m": 1.0 + }, + { + "p": 0.0005249711684882641, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.3385064601898193, + "val_loss": 0.9656231999397278, + "acc": 62.48, + "time": 188.19988908898085, + "param": [ + { + "p": 0.09881043434143066, + "m": 1.0 + }, + { + "p": 0.01049960870295763, + "m": 1.0 + }, + { + "p": 0.06949242949485779, + "m": 1.0 + }, + { + "p": 0.05735108256340027, + "m": 0.0 + }, + { + "p": 0.025438953191041946, + "m": 1.0 + }, + { + "p": 0.014058299362659454, + "m": 0.9557287693023682 + }, + { + "p": 0.09094652533531189, + "m": 0.6918954253196716 + }, + { + "p": 0.08670606464147568, + "m": 0.8647581934928894 + }, + { + "p": 0.07165124267339706, + "m": 0.6520565152168274 + }, + { + "p": 0.11836490780115128, + "m": 0.8938809037208557 + }, + { + "p": 0.0663623958826065, + "m": 0.8664583563804626 + }, + { + "p": 0.11086583137512207, + "m": 1.0 + }, + { + "p": 0.1501505970954895, + "m": 1.0 + }, + { + "p": 0.029301630333065987, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.3192285299301147, + "val_loss": 1.194874882698059, + "acc": 62.22, + "time": 197.41183333285153, + "param": [ + { + "p": 0.09780502319335938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08089704811573029, + "m": 1.0 + }, + { + "p": 0.07411482185125351, + "m": 0.00124530924949795 + }, + { + "p": 0.02979969047009945, + "m": 1.0 + }, + { + "p": 0.010266589000821114, + "m": 0.9690408706665039 + }, + { + "p": 0.0817074105143547, + "m": 0.6805564165115356 + }, + { + "p": 0.096513532102108, + "m": 0.8465073108673096 + }, + { + "p": 0.0795937031507492, + "m": 0.6748819351196289 + }, + { + "p": 0.1036556214094162, + "m": 0.8912947773933411 + }, + { + "p": 0.06062014028429985, + "m": 0.8586314916610718 + }, + { + "p": 0.10115046799182892, + "m": 1.0 + }, + { + "p": 0.13718605041503906, + "m": 1.0 + }, + { + "p": 0.04668993875384331, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.3122745752334595, + "val_loss": 1.0833830833435059, + "acc": 61.55, + "time": 199.83126319409348, + "param": [ + { + "p": 0.1036260798573494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09201238304376602, + "m": 1.0 + }, + { + "p": 0.08620385825634003, + "m": 0.0 + }, + { + "p": 0.025753596797585487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9740099906921387 + }, + { + "p": 0.09304463118314743, + "m": 0.6898602843284607 + }, + { + "p": 0.08672355115413666, + "m": 0.8664243817329407 + }, + { + "p": 0.09340169280767441, + "m": 0.6881083846092224 + }, + { + "p": 0.08051890879869461, + "m": 0.8853341937065125 + }, + { + "p": 0.05666454881429672, + "m": 0.8586809039115906 + }, + { + "p": 0.10046008974313736, + "m": 1.0 + }, + { + "p": 0.1372363567352295, + "m": 1.0 + }, + { + "p": 0.04435434564948082, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.303958535194397, + "val_loss": 1.1303191184997559, + "acc": 63.38, + "time": 203.35945204319432, + "param": [ + { + "p": 0.11120040714740753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1041039451956749, + "m": 1.0 + }, + { + "p": 0.08256050199270248, + "m": 0.0 + }, + { + "p": 0.016113251447677612, + "m": 1.0 + }, + { + "p": 0.00894665252417326, + "m": 1.0 + }, + { + "p": 0.1021234542131424, + "m": 0.6997516751289368 + }, + { + "p": 0.06673697382211685, + "m": 0.8980937004089355 + }, + { + "p": 0.10939914733171463, + "m": 0.6871464848518372 + }, + { + "p": 0.06780385226011276, + "m": 0.8801687359809875 + }, + { + "p": 0.05259562283754349, + "m": 0.8571524024009705 + }, + { + "p": 0.10159903019666672, + "m": 1.0 + }, + { + "p": 0.1448095440864563, + "m": 1.0 + }, + { + "p": 0.032007597386837006, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.240003228187561, + "val_loss": 1.1058213710784912, + "acc": 63.6, + "time": 198.08926372695714, + "param": [ + { + "p": 0.10047559440135956, + "m": 1.0 + }, + { + "p": 0.0037439537700265646, + "m": 1.0 + }, + { + "p": 0.10151597857475281, + "m": 1.0 + }, + { + "p": 0.09482359886169434, + "m": 0.0 + }, + { + "p": 0.01749645546078682, + "m": 1.0 + }, + { + "p": 0.02738359570503235, + "m": 0.9777432680130005 + }, + { + "p": 0.09028762578964233, + "m": 0.7025701403617859 + }, + { + "p": 0.052073340862989426, + "m": 0.896858811378479 + }, + { + "p": 0.10750143975019455, + "m": 0.6946157813072205 + }, + { + "p": 0.06335975974798203, + "m": 0.887910783290863 + }, + { + "p": 0.07403914630413055, + "m": 0.8784885406494141 + }, + { + "p": 0.09831121563911438, + "m": 1.0 + }, + { + "p": 0.1291416734457016, + "m": 1.0 + }, + { + "p": 0.03984660282731056, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.2083042860031128, + "val_loss": 1.124627947807312, + "acc": 64.54, + "time": 202.83085402008146, + "param": [ + { + "p": 0.1005643755197525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11079753935337067, + "m": 1.0 + }, + { + "p": 0.10380708426237106, + "m": 0.008482804521918297 + }, + { + "p": 0.012811940163373947, + "m": 1.0 + }, + { + "p": 0.0307391919195652, + "m": 0.9760570526123047 + }, + { + "p": 0.06950642913579941, + "m": 0.7108743190765381 + }, + { + "p": 0.04143249988555908, + "m": 0.9020957350730896 + }, + { + "p": 0.1043897271156311, + "m": 0.7027171850204468 + }, + { + "p": 0.07678576558828354, + "m": 0.8874263167381287 + }, + { + "p": 0.0778883621096611, + "m": 0.8884735703468323 + }, + { + "p": 0.1076783612370491, + "m": 1.0 + }, + { + "p": 0.12677539885044098, + "m": 1.0 + }, + { + "p": 0.036823391914367676, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.1525639295578003, + "val_loss": 1.0388919115066528, + "acc": 64.98, + "time": 190.4957554389257, + "param": [ + { + "p": 0.10570961236953735, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11892624944448471, + "m": 1.0 + }, + { + "p": 0.12373287230730057, + "m": 0.0 + }, + { + "p": 0.013570595532655716, + "m": 0.9861570000648499 + }, + { + "p": 0.02306029573082924, + "m": 1.0 + }, + { + "p": 0.05081016942858696, + "m": 0.6817903518676758 + }, + { + "p": 0.05216219276189804, + "m": 0.9027143120765686 + }, + { + "p": 0.08991805464029312, + "m": 0.704015851020813 + }, + { + "p": 0.08276870846748352, + "m": 0.8790675401687622 + }, + { + "p": 0.07488947361707687, + "m": 0.8814699053764343 + }, + { + "p": 0.10789071023464203, + "m": 1.0 + }, + { + "p": 0.12085048109292984, + "m": 1.0 + }, + { + "p": 0.035710547119379044, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.2222063541412354, + "val_loss": 0.8976024389266968, + "acc": 64.64, + "time": 196.90726675302722, + "param": [ + { + "p": 0.11206796020269394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12404653429985046, + "m": 1.0 + }, + { + "p": 0.14021725952625275, + "m": 0.0 + }, + { + "p": 0.0008380142971873283, + "m": 0.9816900491714478 + }, + { + "p": 0.0025115185417234898, + "m": 1.0 + }, + { + "p": 0.04524633288383484, + "m": 0.6618154048919678 + }, + { + "p": 0.06318045407533646, + "m": 0.8757942318916321 + }, + { + "p": 0.09149547666311264, + "m": 0.7066869139671326 + }, + { + "p": 0.09220604598522186, + "m": 0.9050675630569458 + }, + { + "p": 0.06570539623498917, + "m": 0.8916349411010742 + }, + { + "p": 0.09965565800666809, + "m": 1.0 + }, + { + "p": 0.12968428432941437, + "m": 1.0 + }, + { + "p": 0.033144980669021606, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.2507423162460327, + "val_loss": 0.8911294937133789, + "acc": 64.59, + "time": 182.86735609499738, + "param": [ + { + "p": 0.11412511765956879, + "m": 1.0 + }, + { + "p": 0.00038562752888537943, + "m": 1.0 + }, + { + "p": 0.12695111334323883, + "m": 1.0 + }, + { + "p": 0.14218378067016602, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9821032285690308 + }, + { + "p": 0.0, + "m": 0.9949957728385925 + }, + { + "p": 0.041626594960689545, + "m": 0.6614061594009399 + }, + { + "p": 0.0707191750407219, + "m": 0.8685500025749207 + }, + { + "p": 0.11769913136959076, + "m": 0.7351481914520264 + }, + { + "p": 0.11143162846565247, + "m": 0.9351128935813904 + }, + { + "p": 0.05469528213143349, + "m": 0.9038388133049011 + }, + { + "p": 0.08118727058172226, + "m": 1.0 + }, + { + "p": 0.1389952301979065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.0132975578308105, + "val_loss": 0.9711410999298096, + "acc": 64.36, + "time": 185.78946731006727, + "param": [ + { + "p": 0.11274340748786926, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10576104372739792, + "m": 1.0 + }, + { + "p": 0.12469987571239471, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9782653450965881 + }, + { + "p": 0.0, + "m": 0.9673411250114441 + }, + { + "p": 0.049170006066560745, + "m": 0.6390620470046997 + }, + { + "p": 0.08256825059652328, + "m": 0.8755926489830017 + }, + { + "p": 0.11919582635164261, + "m": 0.7448534965515137 + }, + { + "p": 0.1271556317806244, + "m": 0.9633477330207825 + }, + { + "p": 0.04794100299477577, + "m": 0.9211679100990295 + }, + { + "p": 0.08907580375671387, + "m": 1.0 + }, + { + "p": 0.14168915152549744, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.2258210182189941, + "val_loss": 1.0146926641464233, + "acc": 65.3, + "time": 192.68221702915616, + "param": [ + { + "p": 0.1155160516500473, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07963486760854721, + "m": 1.0 + }, + { + "p": 0.12434011697769165, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9778544306755066 + }, + { + "p": 0.0, + "m": 0.9496273994445801 + }, + { + "p": 0.07038795948028564, + "m": 0.6042163372039795 + }, + { + "p": 0.08170679956674576, + "m": 0.8608711957931519 + }, + { + "p": 0.12204129248857498, + "m": 0.7426568865776062 + }, + { + "p": 0.13370852172374725, + "m": 0.9864091277122498 + }, + { + "p": 0.035146843641996384, + "m": 0.9109994173049927 + }, + { + "p": 0.09519444406032562, + "m": 1.0 + }, + { + "p": 0.1423230618238449, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.1347492933273315, + "val_loss": 0.9810047149658203, + "acc": 66.33, + "time": 182.68876299192198, + "param": [ + { + "p": 0.12587310373783112, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05996086448431015, + "m": 1.0 + }, + { + "p": 0.1277402639389038, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0006971016409806907, + "m": 0.925591230392456 + }, + { + "p": 0.09143782407045364, + "m": 0.5777955055236816 + }, + { + "p": 0.06983809173107147, + "m": 0.8218845725059509 + }, + { + "p": 0.11939554661512375, + "m": 0.742279052734375 + }, + { + "p": 0.13354645669460297, + "m": 0.9774989485740662 + }, + { + "p": 0.0329514779150486, + "m": 0.9011936783790588 + }, + { + "p": 0.09729969501495361, + "m": 1.0 + }, + { + "p": 0.1412595957517624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.2182482481002808, + "val_loss": 1.0736961364746094, + "acc": 65.05, + "time": 183.43365254695527, + "param": [ + { + "p": 0.12210837006568909, + "m": 1.0 + }, + { + "p": 2.846419192792382e-05, + "m": 1.0 + }, + { + "p": 0.04193457216024399, + "m": 1.0 + }, + { + "p": 0.11697903275489807, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017564306035637856, + "m": 0.9058489203453064 + }, + { + "p": 0.10606645792722702, + "m": 0.5824024677276611 + }, + { + "p": 0.07097543030977249, + "m": 0.8015751242637634 + }, + { + "p": 0.12095189839601517, + "m": 0.7494597434997559 + }, + { + "p": 0.1404600739479065, + "m": 0.9518331289291382 + }, + { + "p": 0.02918349578976631, + "m": 0.8872215747833252 + }, + { + "p": 0.08231182396411896, + "m": 1.0 + }, + { + "p": 0.14580364525318146, + "m": 1.0 + }, + { + "p": 0.005632336251437664, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 0.9564409255981445, + "val_loss": 1.0996572971343994, + "acc": 64.98, + "time": 192.1009544970002, + "param": [ + { + "p": 0.10601427406072617, + "m": 1.0 + }, + { + "p": 0.004826144780963659, + "m": 1.0 + }, + { + "p": 0.03073716163635254, + "m": 1.0 + }, + { + "p": 0.10499513894319534, + "m": 0.0 + }, + { + "p": 0.0015248378040269017, + "m": 0.9893746972084045 + }, + { + "p": 0.04249003157019615, + "m": 0.8811389207839966 + }, + { + "p": 0.12006278336048126, + "m": 0.5856696963310242 + }, + { + "p": 0.07174596190452576, + "m": 0.7744014859199524 + }, + { + "p": 0.11239828914403915, + "m": 0.7425094246864319 + }, + { + "p": 0.13356061279773712, + "m": 0.9264490604400635 + }, + { + "p": 0.03633858263492584, + "m": 0.877663791179657 + }, + { + "p": 0.07354371249675751, + "m": 1.0 + }, + { + "p": 0.14993059635162354, + "m": 1.0 + }, + { + "p": 0.011831828393042088, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.0538095235824585, + "val_loss": 0.895118236541748, + "acc": 65.94, + "time": 205.53338751592673, + "param": [ + { + "p": 0.09073441475629807, + "m": 1.0 + }, + { + "p": 0.015504224225878716, + "m": 1.0 + }, + { + "p": 0.026795940473675728, + "m": 1.0 + }, + { + "p": 0.11135618388652802, + "m": 0.0 + }, + { + "p": 0.013345224782824516, + "m": 0.9737367033958435 + }, + { + "p": 0.056877266615629196, + "m": 0.8263088464736938 + }, + { + "p": 0.11584214121103287, + "m": 0.5471612215042114 + }, + { + "p": 0.07739593833684921, + "m": 0.7086557149887085 + }, + { + "p": 0.10295716673135757, + "m": 0.7586423754692078 + }, + { + "p": 0.1065823882818222, + "m": 0.9273020625114441 + }, + { + "p": 0.04831227660179138, + "m": 0.8838678002357483 + }, + { + "p": 0.07957276701927185, + "m": 1.0 + }, + { + "p": 0.1393081396818161, + "m": 1.0 + }, + { + "p": 0.015415963716804981, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.1845160722732544, + "val_loss": 0.9673617482185364, + "acc": 65.93, + "time": 188.749837778043, + "param": [ + { + "p": 0.09571506828069687, + "m": 1.0 + }, + { + "p": 0.007464092690497637, + "m": 1.0 + }, + { + "p": 0.024413175880908966, + "m": 1.0 + }, + { + "p": 0.14649806916713715, + "m": 0.017699221149086952 + }, + { + "p": 0.0, + "m": 0.9795145988464355 + }, + { + "p": 0.0737028494477272, + "m": 0.8340100646018982 + }, + { + "p": 0.124287910759449, + "m": 0.5186930298805237 + }, + { + "p": 0.0892249271273613, + "m": 0.6761173009872437 + }, + { + "p": 0.09961272031068802, + "m": 0.7621135711669922 + }, + { + "p": 0.07582765072584152, + "m": 0.9154512286186218 + }, + { + "p": 0.052159782499074936, + "m": 0.8923888206481934 + }, + { + "p": 0.06454776972532272, + "m": 1.0 + }, + { + "p": 0.13907091319561005, + "m": 1.0 + }, + { + "p": 0.007475031539797783, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 0.7991393804550171, + "val_loss": 0.9818142652511597, + "acc": 65.84, + "time": 188.12544781994075, + "param": [ + { + "p": 0.09737716615200043, + "m": 1.0 + }, + { + "p": 0.0244110357016325, + "m": 1.0 + }, + { + "p": 0.04535016417503357, + "m": 1.0 + }, + { + "p": 0.16868498921394348, + "m": 0.0068849604576826096 + }, + { + "p": 0.0, + "m": 0.9572109580039978 + }, + { + "p": 0.07691194862127304, + "m": 0.8689088225364685 + }, + { + "p": 0.1174156591296196, + "m": 0.5093559622764587 + }, + { + "p": 0.08478055149316788, + "m": 0.6543479561805725 + }, + { + "p": 0.08743206411600113, + "m": 0.7674100995063782 + }, + { + "p": 0.055687855929136276, + "m": 0.9116520285606384 + }, + { + "p": 0.06615801155567169, + "m": 0.9075623750686646 + }, + { + "p": 0.050823379307985306, + "m": 1.0 + }, + { + "p": 0.12040344625711441, + "m": 1.0 + }, + { + "p": 0.004563713911920786, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 0.9886148571968079, + "val_loss": 1.0265347957611084, + "acc": 66.57, + "time": 191.68957873806357, + "param": [ + { + "p": 0.0979180634021759, + "m": 1.0 + }, + { + "p": 0.042174480855464935, + "m": 1.0 + }, + { + "p": 0.052811454981565475, + "m": 1.0 + }, + { + "p": 0.16930212080478668, + "m": 0.0 + }, + { + "p": 0.00676051015034318, + "m": 0.9225513935089111 + }, + { + "p": 0.08124027401208878, + "m": 0.8375365138053894 + }, + { + "p": 0.1063292920589447, + "m": 0.5053232908248901 + }, + { + "p": 0.07463505119085312, + "m": 0.6275341510772705 + }, + { + "p": 0.07950571179389954, + "m": 0.778782308101654 + }, + { + "p": 0.05790931358933449, + "m": 0.8955726027488708 + }, + { + "p": 0.06018338352441788, + "m": 0.9044519066810608 + }, + { + "p": 0.06668756157159805, + "m": 1.0 + }, + { + "p": 0.09919305145740509, + "m": 1.0 + }, + { + "p": 0.005349722225219011, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 0.8142621517181396, + "val_loss": 1.1281185150146484, + "acc": 65.99, + "time": 206.9991391520016, + "param": [ + { + "p": 0.1047520786523819, + "m": 1.0 + }, + { + "p": 0.0456400103867054, + "m": 1.0 + }, + { + "p": 0.05682076886296272, + "m": 1.0 + }, + { + "p": 0.14901240170001984, + "m": 0.0 + }, + { + "p": 0.02545565366744995, + "m": 0.8919601440429688 + }, + { + "p": 0.07352067530155182, + "m": 0.8558446168899536 + }, + { + "p": 0.09564889222383499, + "m": 0.493661105632782 + }, + { + "p": 0.0750013142824173, + "m": 0.6190492510795593 + }, + { + "p": 0.07622085511684418, + "m": 0.7923333048820496 + }, + { + "p": 0.06208661571145058, + "m": 0.9076892137527466 + }, + { + "p": 0.04720379412174225, + "m": 0.8808968663215637 + }, + { + "p": 0.09114565700292587, + "m": 1.0 + }, + { + "p": 0.09095072746276855, + "m": 1.0 + }, + { + "p": 0.006540549919009209, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.1678136587142944, + "val_loss": 0.9364851117134094, + "acc": 66.5, + "time": 199.7154276119545, + "param": [ + { + "p": 0.12642057240009308, + "m": 1.0 + }, + { + "p": 0.02997065708041191, + "m": 1.0 + }, + { + "p": 0.06368613243103027, + "m": 1.0 + }, + { + "p": 0.1471482515335083, + "m": 0.0 + }, + { + "p": 0.04610321298241615, + "m": 0.897101640701294 + }, + { + "p": 0.05798560008406639, + "m": 0.8505461812019348 + }, + { + "p": 0.08957745879888535, + "m": 0.5119247436523438 + }, + { + "p": 0.0770219936966896, + "m": 0.6252363920211792 + }, + { + "p": 0.07145720720291138, + "m": 0.8064060211181641 + }, + { + "p": 0.061742380261421204, + "m": 0.9101724624633789 + }, + { + "p": 0.02610182948410511, + "m": 0.8583303689956665 + }, + { + "p": 0.10558158159255981, + "m": 1.0 + }, + { + "p": 0.09698447585105896, + "m": 1.0 + }, + { + "p": 0.0002185752964578569, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.0253591537475586, + "val_loss": 0.9256820678710938, + "acc": 66.92, + "time": 198.53148996899836, + "param": [ + { + "p": 0.13105279207229614, + "m": 1.0 + }, + { + "p": 0.004799275193363428, + "m": 1.0 + }, + { + "p": 0.07817806303501129, + "m": 1.0 + }, + { + "p": 0.1446540355682373, + "m": 0.009802650660276413 + }, + { + "p": 0.0569012276828289, + "m": 0.9029568433761597 + }, + { + "p": 0.04728499799966812, + "m": 0.8439282178878784 + }, + { + "p": 0.08417979627847672, + "m": 0.5278143286705017 + }, + { + "p": 0.0716802328824997, + "m": 0.6098871231079102 + }, + { + "p": 0.07292839139699936, + "m": 0.8238214254379272 + }, + { + "p": 0.055101484060287476, + "m": 0.9024267196655273 + }, + { + "p": 0.02314228005707264, + "m": 0.860088050365448 + }, + { + "p": 0.11150592565536499, + "m": 1.0 + }, + { + "p": 0.10597614198923111, + "m": 1.0 + }, + { + "p": 0.012615316547453403, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 0.8099765777587891, + "val_loss": 1.0108819007873535, + "acc": 67.39, + "time": 200.28166361083277, + "param": [ + { + "p": 0.146077960729599, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09554105252027512, + "m": 1.0 + }, + { + "p": 0.15646827220916748, + "m": 0.008128867484629154 + }, + { + "p": 0.05755176022648811, + "m": 0.8825308680534363 + }, + { + "p": 0.03720884025096893, + "m": 0.8196667432785034 + }, + { + "p": 0.05892038717865944, + "m": 0.5436978340148926 + }, + { + "p": 0.0584116131067276, + "m": 0.6019911170005798 + }, + { + "p": 0.06560345739126205, + "m": 0.8201800584793091 + }, + { + "p": 0.047631893306970596, + "m": 0.9079436659812927 + }, + { + "p": 0.02001989632844925, + "m": 0.859815776348114 + }, + { + "p": 0.1282370388507843, + "m": 1.0 + }, + { + "p": 0.1283278614282608, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 0.9552944898605347, + "val_loss": 0.9772106409072876, + "acc": 66.57, + "time": 202.52696517203003, + "param": [ + { + "p": 0.13360537588596344, + "m": 1.0 + }, + { + "p": 0.002480992814525962, + "m": 1.0 + }, + { + "p": 0.11214679479598999, + "m": 1.0 + }, + { + "p": 0.15992355346679688, + "m": 0.0 + }, + { + "p": 0.05876971036195755, + "m": 0.8749403357505798 + }, + { + "p": 0.04781391844153404, + "m": 0.7949504852294922 + }, + { + "p": 0.04644008353352547, + "m": 0.5498678088188171 + }, + { + "p": 0.05188894271850586, + "m": 0.6077845692634583 + }, + { + "p": 0.04525923356413841, + "m": 0.8212249875068665 + }, + { + "p": 0.04269615560770035, + "m": 0.9178535342216492 + }, + { + "p": 0.026829006150364876, + "m": 0.8540046811103821 + }, + { + "p": 0.12214134633541107, + "m": 1.0 + }, + { + "p": 0.14224906265735626, + "m": 1.0 + }, + { + "p": 0.00775573868304491, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 0.8081173300743103, + "val_loss": 0.935355007648468, + "acc": 67.72, + "time": 200.4065510528162, + "param": [ + { + "p": 0.11204754561185837, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12768466770648956, + "m": 1.0 + }, + { + "p": 0.1551268994808197, + "m": 0.0 + }, + { + "p": 0.0461742989718914, + "m": 0.8848831057548523 + }, + { + "p": 0.06743093580007553, + "m": 0.769537091255188 + }, + { + "p": 0.03639604151248932, + "m": 0.5518403649330139 + }, + { + "p": 0.055285319685935974, + "m": 0.5901145339012146 + }, + { + "p": 0.042070113122463226, + "m": 0.8163392543792725 + }, + { + "p": 0.05062307044863701, + "m": 0.9238994121551514 + }, + { + "p": 0.04097519442439079, + "m": 0.8506879806518555 + }, + { + "p": 0.11784753203392029, + "m": 1.0 + }, + { + "p": 0.14002804458141327, + "m": 1.0 + }, + { + "p": 0.008310331963002682, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.0401039123535156, + "val_loss": 0.9839589595794678, + "acc": 67.54, + "time": 185.84797523310408, + "param": [ + { + "p": 0.10064610838890076, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1483559012413025, + "m": 1.0 + }, + { + "p": 0.1718597561120987, + "m": 0.0 + }, + { + "p": 0.03848813846707344, + "m": 0.9260985255241394 + }, + { + "p": 0.060519374907016754, + "m": 0.7762905955314636 + }, + { + "p": 0.021301206201314926, + "m": 0.5188462734222412 + }, + { + "p": 0.048661332577466965, + "m": 0.5576342344284058 + }, + { + "p": 0.03695715218782425, + "m": 0.8092391490936279 + }, + { + "p": 0.053723931312561035, + "m": 0.9293874502182007 + }, + { + "p": 0.03368338942527771, + "m": 0.8407666087150574 + }, + { + "p": 0.1322309523820877, + "m": 1.0 + }, + { + "p": 0.15357281267642975, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.0853281021118164, + "val_loss": 0.8780828714370728, + "acc": 67.0, + "time": 183.64455076609738, + "param": [ + { + "p": 0.09311072528362274, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15779201686382294, + "m": 1.0 + }, + { + "p": 0.19860316812992096, + "m": 0.0 + }, + { + "p": 0.033444151282310486, + "m": 0.9100410342216492 + }, + { + "p": 0.06882314383983612, + "m": 0.7807642817497253 + }, + { + "p": 0.0051289391703903675, + "m": 0.4823088049888611 + }, + { + "p": 0.039489153772592545, + "m": 0.5308753848075867 + }, + { + "p": 0.012206003069877625, + "m": 0.8025442361831665 + }, + { + "p": 0.045696042478084564, + "m": 0.943378210067749 + }, + { + "p": 0.023111315444111824, + "m": 0.8329828381538391 + }, + { + "p": 0.15396831929683685, + "m": 1.0 + }, + { + "p": 0.16862700879573822, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 0.6919958591461182, + "val_loss": 0.9963712096214294, + "acc": 67.84, + "time": 190.44030743697658, + "param": [ + { + "p": 0.0744069367647171, + "m": 1.0 + }, + { + "p": 0.0015314670745283365, + "m": 1.0 + }, + { + "p": 0.13608397543430328, + "m": 1.0 + }, + { + "p": 0.1865742951631546, + "m": 0.0 + }, + { + "p": 0.050237033516168594, + "m": 0.8688077926635742 + }, + { + "p": 0.08371173590421677, + "m": 0.7876853346824646 + }, + { + "p": 0.023844989016652107, + "m": 0.4947908818721771 + }, + { + "p": 0.057073045521974564, + "m": 0.4815930724143982 + }, + { + "p": 0.008365566842257977, + "m": 0.8022462129592896 + }, + { + "p": 0.048716504126787186, + "m": 0.9708911180496216 + }, + { + "p": 0.022301780059933662, + "m": 0.8446776866912842 + }, + { + "p": 0.14295649528503418, + "m": 1.0 + }, + { + "p": 0.16419610381126404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 0.9343046545982361, + "val_loss": 0.9207293391227722, + "acc": 66.6, + "time": 189.538897364866, + "param": [ + { + "p": 0.06177618354558945, + "m": 1.0 + }, + { + "p": 0.00872910488396883, + "m": 1.0 + }, + { + "p": 0.1123957484960556, + "m": 1.0 + }, + { + "p": 0.1636812388896942, + "m": 0.0 + }, + { + "p": 0.07423031330108643, + "m": 0.7920274138450623 + }, + { + "p": 0.10596658289432526, + "m": 0.8009681105613708 + }, + { + "p": 0.03866463527083397, + "m": 0.49566900730133057 + }, + { + "p": 0.06330464035272598, + "m": 0.4351656436920166 + }, + { + "p": 0.02833534963428974, + "m": 0.8015411496162415 + }, + { + "p": 0.057364583015441895, + "m": 0.9956348538398743 + }, + { + "p": 0.025665853172540665, + "m": 0.8584796786308289 + }, + { + "p": 0.11961201578378677, + "m": 0.9987239241600037 + }, + { + "p": 0.14027370512485504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.0136860609054565, + "val_loss": 0.8874894976615906, + "acc": 67.24, + "time": 195.20107110287063, + "param": [ + { + "p": 0.07235594838857651, + "m": 1.0 + }, + { + "p": 0.02058645896613598, + "m": 1.0 + }, + { + "p": 0.08852231502532959, + "m": 1.0 + }, + { + "p": 0.13799969851970673, + "m": 0.0 + }, + { + "p": 0.07686349749565125, + "m": 0.714272677898407 + }, + { + "p": 0.10579036176204681, + "m": 0.8534581661224365 + }, + { + "p": 0.04372076690196991, + "m": 0.49290409684181213 + }, + { + "p": 0.06620772927999496, + "m": 0.4179680049419403 + }, + { + "p": 0.038508325815200806, + "m": 0.7958127856254578 + }, + { + "p": 0.07311791926622391, + "m": 0.9991525411605835 + }, + { + "p": 0.04887651652097702, + "m": 0.8886406421661377 + }, + { + "p": 0.10480886697769165, + "m": 0.9987480640411377 + }, + { + "p": 0.12088904529809952, + "m": 1.0 + }, + { + "p": 0.0017525282455608249, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.1829758882522583, + "val_loss": 0.9812532067298889, + "acc": 67.9, + "time": 190.14359652390704, + "param": [ + { + "p": 0.08010200411081314, + "m": 1.0 + }, + { + "p": 0.023167867213487625, + "m": 1.0 + }, + { + "p": 0.06983599811792374, + "m": 1.0 + }, + { + "p": 0.13048383593559265, + "m": 0.0 + }, + { + "p": 0.06505922973155975, + "m": 0.6472406387329102 + }, + { + "p": 0.11715976893901825, + "m": 0.8781562447547913 + }, + { + "p": 0.046934761106967926, + "m": 0.47388744354248047 + }, + { + "p": 0.07223846018314362, + "m": 0.42552927136421204 + }, + { + "p": 0.04227477312088013, + "m": 0.8003057837486267 + }, + { + "p": 0.08034415543079376, + "m": 1.0 + }, + { + "p": 0.060184795409440994, + "m": 0.8985757231712341 + }, + { + "p": 0.08700671792030334, + "m": 1.0 + }, + { + "p": 0.12520767748355865, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 0.8025294542312622, + "val_loss": 1.0117549896240234, + "acc": 67.79, + "time": 189.70881031500176, + "param": [ + { + "p": 0.08221089094877243, + "m": 1.0 + }, + { + "p": 0.028376325964927673, + "m": 1.0 + }, + { + "p": 0.07386080175638199, + "m": 1.0 + }, + { + "p": 0.11049283295869827, + "m": 0.0024199355393648148 + }, + { + "p": 0.05720558390021324, + "m": 0.5906937122344971 + }, + { + "p": 0.1294909566640854, + "m": 0.9163994789123535 + }, + { + "p": 0.05862358212471008, + "m": 0.45693689584732056 + }, + { + "p": 0.06186768412590027, + "m": 0.42874523997306824 + }, + { + "p": 0.03762789070606232, + "m": 0.8049217462539673 + }, + { + "p": 0.08524966239929199, + "m": 1.0 + }, + { + "p": 0.05991441756486893, + "m": 0.8971633911132812 + }, + { + "p": 0.08550810068845749, + "m": 1.0 + }, + { + "p": 0.1188691258430481, + "m": 1.0 + }, + { + "p": 0.010702067986130714, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 0.9353581070899963, + "val_loss": 0.8868472576141357, + "acc": 67.28, + "time": 204.08881280501373, + "param": [ + { + "p": 0.08860863745212555, + "m": 1.0 + }, + { + "p": 0.012175790034234524, + "m": 1.0 + }, + { + "p": 0.07370097190141678, + "m": 1.0 + }, + { + "p": 0.10199958831071854, + "m": 0.008181717246770859 + }, + { + "p": 0.05615367367863655, + "m": 0.5240259766578674 + }, + { + "p": 0.1479673534631729, + "m": 0.9963235259056091 + }, + { + "p": 0.0510944128036499, + "m": 0.4545274078845978 + }, + { + "p": 0.052658792585134506, + "m": 0.41068315505981445 + }, + { + "p": 0.04162374138832092, + "m": 0.8207646012306213 + }, + { + "p": 0.0989728644490242, + "m": 1.0 + }, + { + "p": 0.05684513971209526, + "m": 0.8896801471710205 + }, + { + "p": 0.08903717249631882, + "m": 1.0 + }, + { + "p": 0.1125345528125763, + "m": 1.0 + }, + { + "p": 0.01662736013531685, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 0.9180485606193542, + "val_loss": 0.9381322860717773, + "acc": 68.51, + "time": 201.8179129601922, + "param": [ + { + "p": 0.0824110135436058, + "m": 1.0 + }, + { + "p": 0.0062487125396728516, + "m": 1.0 + }, + { + "p": 0.07978932559490204, + "m": 1.0 + }, + { + "p": 0.1051991805434227, + "m": 0.0 + }, + { + "p": 0.045476995408535004, + "m": 0.45614051818847656 + }, + { + "p": 0.14150571823120117, + "m": 1.0 + }, + { + "p": 0.03641367331147194, + "m": 0.44889456033706665 + }, + { + "p": 0.06067058816552162, + "m": 0.4055251479148865 + }, + { + "p": 0.05537319555878639, + "m": 0.829798698425293 + }, + { + "p": 0.10930345952510834, + "m": 0.9849499464035034 + }, + { + "p": 0.0446041002869606, + "m": 0.8512791991233826 + }, + { + "p": 0.09551361948251724, + "m": 1.0 + }, + { + "p": 0.1083817183971405, + "m": 1.0 + }, + { + "p": 0.02910873107612133, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 0.9313218593597412, + "val_loss": 0.8625918626785278, + "acc": 68.51, + "time": 199.89406699687243, + "param": [ + { + "p": 0.07194790989160538, + "m": 1.0 + }, + { + "p": 0.0034419081639498472, + "m": 1.0 + }, + { + "p": 0.08921033143997192, + "m": 1.0 + }, + { + "p": 0.11678887903690338, + "m": 0.0 + }, + { + "p": 0.042672049254179, + "m": 0.4021267592906952 + }, + { + "p": 0.16926831007003784, + "m": 1.0 + }, + { + "p": 0.009525835514068604, + "m": 0.43567681312561035 + }, + { + "p": 0.05126045271754265, + "m": 0.388575941324234 + }, + { + "p": 0.05251838639378548, + "m": 0.8129204511642456 + }, + { + "p": 0.11073538661003113, + "m": 0.970953106880188 + }, + { + "p": 0.02055460773408413, + "m": 0.7983589172363281 + }, + { + "p": 0.11360878497362137, + "m": 1.0 + }, + { + "p": 0.11813841760158539, + "m": 1.0 + }, + { + "p": 0.030328761786222458, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 0.8964871168136597, + "val_loss": 1.0614335536956787, + "acc": 67.86, + "time": 194.9742417030502, + "param": [ + { + "p": 0.06268535554409027, + "m": 1.0 + }, + { + "p": 0.040023189038038254, + "m": 1.0 + }, + { + "p": 0.10692150890827179, + "m": 1.0 + }, + { + "p": 0.12048553675413132, + "m": 0.00032807287061586976 + }, + { + "p": 0.05100772902369499, + "m": 0.43045955896377563 + }, + { + "p": 0.14549799263477325, + "m": 1.0 + }, + { + "p": 0.011805844493210316, + "m": 0.41414985060691833 + }, + { + "p": 0.046336617320775986, + "m": 0.37776827812194824 + }, + { + "p": 0.05380449816584587, + "m": 0.796607494354248 + }, + { + "p": 0.1092321127653122, + "m": 0.9502918124198914 + }, + { + "p": 0.022538665682077408, + "m": 0.782066285610199 + }, + { + "p": 0.09803736209869385, + "m": 1.0 + }, + { + "p": 0.10948535799980164, + "m": 1.0 + }, + { + "p": 0.022138165310025215, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 0.8899425864219666, + "val_loss": 1.1267441511154175, + "acc": 67.82, + "time": 199.0593988869805, + "param": [ + { + "p": 0.06069790571928024, + "m": 1.0 + }, + { + "p": 0.062130626291036606, + "m": 1.0 + }, + { + "p": 0.11345087736845016, + "m": 1.0 + }, + { + "p": 0.11219072341918945, + "m": 0.0 + }, + { + "p": 0.052640099078416824, + "m": 0.4924958050251007 + }, + { + "p": 0.13055022060871124, + "m": 0.9869324564933777 + }, + { + "p": 0.02506277523934841, + "m": 0.39277327060699463 + }, + { + "p": 0.04984811320900917, + "m": 0.3355221152305603 + }, + { + "p": 0.056532058864831924, + "m": 0.8031514286994934 + }, + { + "p": 0.0882757157087326, + "m": 0.9303135275840759 + }, + { + "p": 0.041392043232917786, + "m": 0.7944707274436951 + }, + { + "p": 0.08973079174757004, + "m": 1.0 + }, + { + "p": 0.10558032244443893, + "m": 1.0 + }, + { + "p": 0.011917720548808575, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.0791585445404053, + "val_loss": 1.0039161443710327, + "acc": 68.67, + "time": 200.23401285987347, + "param": [ + { + "p": 0.054592933505773544, + "m": 1.0 + }, + { + "p": 0.056493666023015976, + "m": 1.0 + }, + { + "p": 0.10259348899126053, + "m": 1.0 + }, + { + "p": 0.11081386357545853, + "m": 0.019196510314941406 + }, + { + "p": 0.057148490101099014, + "m": 0.5403438210487366 + }, + { + "p": 0.11778081208467484, + "m": 0.9888965487480164 + }, + { + "p": 0.03968951106071472, + "m": 0.3791158199310303 + }, + { + "p": 0.049133915454149246, + "m": 0.31354954838752747 + }, + { + "p": 0.058622777462005615, + "m": 0.8015144467353821 + }, + { + "p": 0.08016729354858398, + "m": 0.9275505542755127 + }, + { + "p": 0.05251629278063774, + "m": 0.8011775016784668 + }, + { + "p": 0.09642133116722107, + "m": 1.0 + }, + { + "p": 0.1021791473031044, + "m": 1.0 + }, + { + "p": 0.02184641733765602, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 0.851675271987915, + "val_loss": 0.8955866098403931, + "acc": 69.0, + "time": 201.3114035280887, + "param": [ + { + "p": 0.07454784959554672, + "m": 1.0 + }, + { + "p": 0.04176943749189377, + "m": 1.0 + }, + { + "p": 0.0834454894065857, + "m": 1.0 + }, + { + "p": 0.09077218919992447, + "m": 0.0 + }, + { + "p": 0.05497698113322258, + "m": 0.5459754467010498 + }, + { + "p": 0.08478980511426926, + "m": 0.9918373823165894 + }, + { + "p": 0.057520005851984024, + "m": 0.3895895183086395 + }, + { + "p": 0.04921628162264824, + "m": 0.29444611072540283 + }, + { + "p": 0.06623440980911255, + "m": 0.7966752052307129 + }, + { + "p": 0.09250524640083313, + "m": 0.9403048753738403 + }, + { + "p": 0.06466221064329147, + "m": 0.8287439942359924 + }, + { + "p": 0.10641729086637497, + "m": 1.0 + }, + { + "p": 0.08414822071790695, + "m": 1.0 + }, + { + "p": 0.048994578421115875, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 0.8580242991447449, + "val_loss": 0.9281832575798035, + "acc": 68.74, + "time": 202.0509371040389, + "param": [ + { + "p": 0.09222496300935745, + "m": 1.0 + }, + { + "p": 0.02366533689200878, + "m": 1.0 + }, + { + "p": 0.07775166630744934, + "m": 1.0 + }, + { + "p": 0.09210045635700226, + "m": 0.0 + }, + { + "p": 0.046829696744680405, + "m": 0.5982762575149536 + }, + { + "p": 0.07581889629364014, + "m": 1.0 + }, + { + "p": 0.04854932799935341, + "m": 0.3830925226211548 + }, + { + "p": 0.03921184316277504, + "m": 0.2824147343635559 + }, + { + "p": 0.08356177061796188, + "m": 0.7908264398574829 + }, + { + "p": 0.10083746910095215, + "m": 0.984287679195404 + }, + { + "p": 0.05917956307530403, + "m": 0.8066803216934204 + }, + { + "p": 0.1081886813044548, + "m": 1.0 + }, + { + "p": 0.08400701731443405, + "m": 1.0 + }, + { + "p": 0.06807329505681992, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 0.9585584998130798, + "val_loss": 0.9415546655654907, + "acc": 68.43, + "time": 202.52567036496475, + "param": [ + { + "p": 0.10534953325986862, + "m": 1.0 + }, + { + "p": 0.014970481395721436, + "m": 1.0 + }, + { + "p": 0.07056638598442078, + "m": 1.0 + }, + { + "p": 0.09906691312789917, + "m": 0.0 + }, + { + "p": 0.05945205315947533, + "m": 0.6267394423484802 + }, + { + "p": 0.07794070988893509, + "m": 0.9997046589851379 + }, + { + "p": 0.036368247121572495, + "m": 0.36896654963493347 + }, + { + "p": 0.019494585692882538, + "m": 0.2714260518550873 + }, + { + "p": 0.1072162613272667, + "m": 0.7550511956214905 + }, + { + "p": 0.11417993903160095, + "m": 0.9990144371986389 + }, + { + "p": 0.05426812171936035, + "m": 0.7670588493347168 + }, + { + "p": 0.09259528666734695, + "m": 1.0 + }, + { + "p": 0.07884637266397476, + "m": 1.0 + }, + { + "p": 0.06968513876199722, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 0.8039608597755432, + "val_loss": 0.9155094027519226, + "acc": 68.75, + "time": 201.4756564309355, + "param": [ + { + "p": 0.10226500779390335, + "m": 1.0 + }, + { + "p": 0.018703581765294075, + "m": 1.0 + }, + { + "p": 0.0884823426604271, + "m": 1.0 + }, + { + "p": 0.10324674844741821, + "m": 0.0009641547221690416 + }, + { + "p": 0.058047372847795486, + "m": 0.6247892379760742 + }, + { + "p": 0.0831882581114769, + "m": 0.9644364714622498 + }, + { + "p": 0.028774404898285866, + "m": 0.35973620414733887 + }, + { + "p": 0.014372510835528374, + "m": 0.29073482751846313 + }, + { + "p": 0.11910229176282883, + "m": 0.7186384201049805 + }, + { + "p": 0.11935488134622574, + "m": 0.9821147322654724 + }, + { + "p": 0.07357527315616608, + "m": 0.7584676146507263 + }, + { + "p": 0.079141765832901, + "m": 1.0 + }, + { + "p": 0.06680577248334885, + "m": 1.0 + }, + { + "p": 0.0449397973716259, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 0.8836562633514404, + "val_loss": 0.8696803450584412, + "acc": 69.02, + "time": 201.27844039909542, + "param": [ + { + "p": 0.10298146307468414, + "m": 1.0 + }, + { + "p": 0.024867309257388115, + "m": 1.0 + }, + { + "p": 0.09779677540063858, + "m": 1.0 + }, + { + "p": 0.1018613800406456, + "m": 0.018451044335961342 + }, + { + "p": 0.04062766209244728, + "m": 0.588360607624054 + }, + { + "p": 0.08630379289388657, + "m": 0.9317967891693115 + }, + { + "p": 0.0481053851544857, + "m": 0.39077842235565186 + }, + { + "p": 0.012975993566215038, + "m": 0.3048708736896515 + }, + { + "p": 0.12176536023616791, + "m": 0.7041311264038086 + }, + { + "p": 0.11320861428976059, + "m": 0.9832873344421387 + }, + { + "p": 0.08080293983221054, + "m": 0.7560051083564758 + }, + { + "p": 0.082728311419487, + "m": 1.0 + }, + { + "p": 0.057920265942811966, + "m": 1.0 + }, + { + "p": 0.028054669499397278, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 0.799891471862793, + "val_loss": 0.918783962726593, + "acc": 68.48, + "time": 200.95976671320386, + "param": [ + { + "p": 0.09873231500387192, + "m": 1.0 + }, + { + "p": 0.030501870438456535, + "m": 1.0 + }, + { + "p": 0.09239484369754791, + "m": 1.0 + }, + { + "p": 0.09705445915460587, + "m": 0.026419764384627342 + }, + { + "p": 0.017620373517274857, + "m": 0.5763562321662903 + }, + { + "p": 0.10571443289518356, + "m": 0.9061718583106995 + }, + { + "p": 0.06965198367834091, + "m": 0.40804651379585266 + }, + { + "p": 0.012873082421720028, + "m": 0.3267159163951874 + }, + { + "p": 0.1178586483001709, + "m": 0.6722376346588135 + }, + { + "p": 0.11530525982379913, + "m": 0.9827864766120911 + }, + { + "p": 0.07767315208911896, + "m": 0.7287832498550415 + }, + { + "p": 0.09162065386772156, + "m": 1.0 + }, + { + "p": 0.048833463340997696, + "m": 1.0 + }, + { + "p": 0.0241654422134161, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 0.6611950397491455, + "val_loss": 0.8226304650306702, + "acc": 68.68, + "time": 199.61176393693313, + "param": [ + { + "p": 0.06805379688739777, + "m": 1.0 + }, + { + "p": 0.030917152762413025, + "m": 1.0 + }, + { + "p": 0.08608213067054749, + "m": 1.0 + }, + { + "p": 0.10239505767822266, + "m": 0.0 + }, + { + "p": 0.004649711772799492, + "m": 0.5991209149360657 + }, + { + "p": 0.11770819872617722, + "m": 0.8869345784187317 + }, + { + "p": 0.10307665914297104, + "m": 0.44468069076538086 + }, + { + "p": 0.024834873154759407, + "m": 0.3451220393180847 + }, + { + "p": 0.10721156001091003, + "m": 0.6484369039535522 + }, + { + "p": 0.11794222146272659, + "m": 0.9873154163360596 + }, + { + "p": 0.08639346063137054, + "m": 0.7012993097305298 + }, + { + "p": 0.08826711028814316, + "m": 1.0 + }, + { + "p": 0.04529329016804695, + "m": 1.0 + }, + { + "p": 0.017174843698740005, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 0.7040411233901978, + "val_loss": 0.9150468707084656, + "acc": 69.24, + "time": 200.30710022198036, + "param": [ + { + "p": 0.04201129823923111, + "m": 1.0 + }, + { + "p": 0.019290311262011528, + "m": 1.0 + }, + { + "p": 0.09343647211790085, + "m": 1.0 + }, + { + "p": 0.10480260848999023, + "m": 0.0 + }, + { + "p": 0.002079077996313572, + "m": 0.6148151755332947 + }, + { + "p": 0.12107034772634506, + "m": 0.8927310705184937 + }, + { + "p": 0.11243612319231033, + "m": 0.4048863649368286 + }, + { + "p": 0.027908354997634888, + "m": 0.31273195147514343 + }, + { + "p": 0.10216081142425537, + "m": 0.6399872899055481 + }, + { + "p": 0.12981028854846954, + "m": 1.0 + }, + { + "p": 0.10574096441268921, + "m": 0.683211088180542 + }, + { + "p": 0.08882865309715271, + "m": 1.0 + }, + { + "p": 0.031833916902542114, + "m": 1.0 + }, + { + "p": 0.018590765073895454, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 0.7436663508415222, + "val_loss": 1.0983465909957886, + "acc": 68.47, + "time": 197.4189003519714, + "param": [ + { + "p": 0.04350538179278374, + "m": 1.0 + }, + { + "p": 0.0048440564423799515, + "m": 1.0 + }, + { + "p": 0.09762302786111832, + "m": 1.0 + }, + { + "p": 0.10293886810541153, + "m": 0.0 + }, + { + "p": 0.016820762306451797, + "m": 0.6127638220787048 + }, + { + "p": 0.11017986387014389, + "m": 0.852164089679718 + }, + { + "p": 0.1051982194185257, + "m": 0.3493979275226593 + }, + { + "p": 0.031610846519470215, + "m": 0.28272294998168945 + }, + { + "p": 0.09882180392742157, + "m": 0.6517096161842346 + }, + { + "p": 0.12594762444496155, + "m": 1.0 + }, + { + "p": 0.11536888033151627, + "m": 0.683375895023346 + }, + { + "p": 0.08765950053930283, + "m": 1.0 + }, + { + "p": 0.025092007592320442, + "m": 1.0 + }, + { + "p": 0.034389205276966095, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 0.9756515026092529, + "val_loss": 0.8418372273445129, + "acc": 68.86, + "time": 196.66732860985212, + "param": [ + { + "p": 0.047966957092285156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09954985231161118, + "m": 1.0 + }, + { + "p": 0.09853800386190414, + "m": 0.0025537896435707808 + }, + { + "p": 0.047279469668865204, + "m": 0.5948324203491211 + }, + { + "p": 0.11127450317144394, + "m": 0.7798476815223694 + }, + { + "p": 0.08798708766698837, + "m": 0.29501625895500183 + }, + { + "p": 0.02515239454805851, + "m": 0.27641016244888306 + }, + { + "p": 0.08026434481143951, + "m": 0.6526234745979309 + }, + { + "p": 0.12283115088939667, + "m": 1.0 + }, + { + "p": 0.12258210778236389, + "m": 0.6620414853096008 + }, + { + "p": 0.07554102689027786, + "m": 1.0 + }, + { + "p": 0.029585352167487144, + "m": 1.0 + }, + { + "p": 0.05144776776432991, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 0.7770775556564331, + "val_loss": 1.101418137550354, + "acc": 69.35, + "time": 194.15887203603052, + "param": [ + { + "p": 0.054746851325035095, + "m": 1.0 + }, + { + "p": 0.0002722811477724463, + "m": 1.0 + }, + { + "p": 0.11061719805002213, + "m": 1.0 + }, + { + "p": 0.11166466772556305, + "m": 0.003332326887175441 + }, + { + "p": 0.03987729549407959, + "m": 0.5833590626716614 + }, + { + "p": 0.1053679808974266, + "m": 0.7206889986991882 + }, + { + "p": 0.06208321452140808, + "m": 0.2574775218963623 + }, + { + "p": 0.03747748211026192, + "m": 0.30337393283843994 + }, + { + "p": 0.05815837159752846, + "m": 0.6327866315841675 + }, + { + "p": 0.13369379937648773, + "m": 0.9985026121139526 + }, + { + "p": 0.1332758069038391, + "m": 0.6522198915481567 + }, + { + "p": 0.07786566764116287, + "m": 1.0 + }, + { + "p": 0.012725657783448696, + "m": 1.0 + }, + { + "p": 0.06217367574572563, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 0.6088485717773438, + "val_loss": 0.9747529625892639, + "acc": 68.9, + "time": 188.64419253822416, + "param": [ + { + "p": 0.07126753032207489, + "m": 1.0 + }, + { + "p": 0.00022845932107884437, + "m": 1.0 + }, + { + "p": 0.11498276889324188, + "m": 1.0 + }, + { + "p": 0.12105780094861984, + "m": 0.0 + }, + { + "p": 0.028838766738772392, + "m": 0.5824018120765686 + }, + { + "p": 0.08902270346879959, + "m": 0.6991968154907227 + }, + { + "p": 0.05775906518101692, + "m": 0.27016982436180115 + }, + { + "p": 0.038683030754327774, + "m": 0.3826635777950287 + }, + { + "p": 0.06466309726238251, + "m": 0.6269140839576721 + }, + { + "p": 0.13921360671520233, + "m": 1.0 + }, + { + "p": 0.1314542144536972, + "m": 0.6231511831283569 + }, + { + "p": 0.09326494485139847, + "m": 1.0 + }, + { + "p": 0.003784563159570098, + "m": 1.0 + }, + { + "p": 0.045779407024383545, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 0.6554566025733948, + "val_loss": 0.8737317323684692, + "acc": 68.42, + "time": 187.252933640033, + "param": [ + { + "p": 0.07814895361661911, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11823567003011703, + "m": 1.0 + }, + { + "p": 0.15099090337753296, + "m": 0.0 + }, + { + "p": 0.028055524453520775, + "m": 0.5700065493583679 + }, + { + "p": 0.06775343418121338, + "m": 0.6869579553604126 + }, + { + "p": 0.07471947371959686, + "m": 0.2763647139072418 + }, + { + "p": 0.030744919553399086, + "m": 0.42646846175193787 + }, + { + "p": 0.06467296928167343, + "m": 0.6326753497123718 + }, + { + "p": 0.11655467003583908, + "m": 0.9820396304130554 + }, + { + "p": 0.13296431303024292, + "m": 0.5957738757133484 + }, + { + "p": 0.11763224750757217, + "m": 1.0 + }, + { + "p": 0.0005807799752801657, + "m": 1.0 + }, + { + "p": 0.018946154043078423, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 0.5766986012458801, + "val_loss": 0.927568793296814, + "acc": 68.96, + "time": 183.998063437175, + "param": [ + { + "p": 0.0758485347032547, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1009972020983696, + "m": 1.0 + }, + { + "p": 0.18749821186065674, + "m": 0.0067278980277478695 + }, + { + "p": 0.036830201745033264, + "m": 0.5349420309066772 + }, + { + "p": 0.058966610580682755, + "m": 0.6835963129997253 + }, + { + "p": 0.0896315649151802, + "m": 0.28101590275764465 + }, + { + "p": 0.0, + "m": 0.4287601411342621 + }, + { + "p": 0.0883350595831871, + "m": 0.6514161825180054 + }, + { + "p": 0.07689023017883301, + "m": 0.932567834854126 + }, + { + "p": 0.12953945994377136, + "m": 0.5837200284004211 + }, + { + "p": 0.12012869119644165, + "m": 1.0 + }, + { + "p": 0.004674145951867104, + "m": 1.0 + }, + { + "p": 0.030660174787044525, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 0.7623992562294006, + "val_loss": 1.0276325941085815, + "acc": 68.19, + "time": 187.23491492401809, + "param": [ + { + "p": 0.04102088138461113, + "m": 1.0 + }, + { + "p": 0.005454934202134609, + "m": 1.0 + }, + { + "p": 0.09249983727931976, + "m": 1.0 + }, + { + "p": 0.23920771479606628, + "m": 0.04920874908566475 + }, + { + "p": 0.05128093436360359, + "m": 0.47016745805740356 + }, + { + "p": 0.03455207124352455, + "m": 0.677100658416748 + }, + { + "p": 0.10474060475826263, + "m": 0.2634715735912323 + }, + { + "p": 0.0, + "m": 0.4251837432384491 + }, + { + "p": 0.10020127892494202, + "m": 0.6761898994445801 + }, + { + "p": 0.03788994625210762, + "m": 0.9064701795578003 + }, + { + "p": 0.13007301092147827, + "m": 0.5736526250839233 + }, + { + "p": 0.1285000741481781, + "m": 1.0 + }, + { + "p": 0.005124688148498535, + "m": 1.0 + }, + { + "p": 0.029453981667757034, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.7330960035324097, + "val_loss": 1.111980676651001, + "acc": 69.14, + "time": 186.6537540240679, + "param": [ + { + "p": 0.03575459122657776, + "m": 1.0 + }, + { + "p": 0.04607662558555603, + "m": 1.0 + }, + { + "p": 0.08352407068014145, + "m": 1.0 + }, + { + "p": 0.2275472730398178, + "m": 0.019658764824271202 + }, + { + "p": 0.061111610382795334, + "m": 0.4168948233127594 + }, + { + "p": 0.03464018926024437, + "m": 0.6763412356376648 + }, + { + "p": 0.09133221954107285, + "m": 0.24713963270187378 + }, + { + "p": 0.0, + "m": 0.4237477481365204 + }, + { + "p": 0.10053146630525589, + "m": 0.6634362936019897 + }, + { + "p": 0.01741160824894905, + "m": 0.8920483589172363 + }, + { + "p": 0.1176970824599266, + "m": 0.5786956548690796 + }, + { + "p": 0.12887254357337952, + "m": 1.0 + }, + { + "p": 0.027471231296658516, + "m": 1.0 + }, + { + "p": 0.02802947908639908, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.8594379425048828, + "val_loss": 0.9093723893165588, + "acc": 69.09, + "time": 189.4060561680235, + "param": [ + { + "p": 0.03239881247282028, + "m": 1.0 + }, + { + "p": 0.0647847130894661, + "m": 1.0 + }, + { + "p": 0.07335123419761658, + "m": 1.0 + }, + { + "p": 0.18545393645763397, + "m": 0.0 + }, + { + "p": 0.07529445737600327, + "m": 0.33907368779182434 + }, + { + "p": 0.04864208400249481, + "m": 0.6634538769721985 + }, + { + "p": 0.07599829882383347, + "m": 0.1940843164920807 + }, + { + "p": 0.023626131936907768, + "m": 0.43103522062301636 + }, + { + "p": 0.09554596245288849, + "m": 0.6622959971427917 + }, + { + "p": 0.0250642541795969, + "m": 0.893923282623291 + }, + { + "p": 0.10097154974937439, + "m": 0.5910496115684509 + }, + { + "p": 0.10290218889713287, + "m": 1.0 + }, + { + "p": 0.042633697390556335, + "m": 1.0 + }, + { + "p": 0.053332630544900894, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.6598766446113586, + "val_loss": 0.9061834216117859, + "acc": 69.2, + "time": 191.91634817817248, + "param": [ + { + "p": 0.03070489689707756, + "m": 1.0 + }, + { + "p": 0.06145185977220535, + "m": 1.0 + }, + { + "p": 0.07811611890792847, + "m": 1.0 + }, + { + "p": 0.14700759947299957, + "m": 0.0 + }, + { + "p": 0.07436177134513855, + "m": 0.31971296668052673 + }, + { + "p": 0.07084701210260391, + "m": 0.6630479693412781 + }, + { + "p": 0.06858041882514954, + "m": 0.211783766746521 + }, + { + "p": 0.04149561747908592, + "m": 0.40366578102111816 + }, + { + "p": 0.0944717526435852, + "m": 0.654391348361969 + }, + { + "p": 0.047006163746118546, + "m": 0.907309889793396 + }, + { + "p": 0.08978517353534698, + "m": 0.5964115262031555 + }, + { + "p": 0.08021216094493866, + "m": 0.9982724785804749 + }, + { + "p": 0.04893237724900246, + "m": 1.0 + }, + { + "p": 0.06702715903520584, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 0.7987952828407288, + "val_loss": 0.8440420031547546, + "acc": 69.22, + "time": 186.3559338869527, + "param": [ + { + "p": 0.045869261026382446, + "m": 1.0 + }, + { + "p": 0.04283730685710907, + "m": 1.0 + }, + { + "p": 0.08078745752573013, + "m": 1.0 + }, + { + "p": 0.13336917757987976, + "m": 0.002077376702800393 + }, + { + "p": 0.06563210487365723, + "m": 0.27623242139816284 + }, + { + "p": 0.07468493282794952, + "m": 0.6609445214271545 + }, + { + "p": 0.061823952943086624, + "m": 0.1925555020570755 + }, + { + "p": 0.038718562573194504, + "m": 0.3786958158016205 + }, + { + "p": 0.08955953270196915, + "m": 0.6401923298835754 + }, + { + "p": 0.08058079332113266, + "m": 0.9214121699333191 + }, + { + "p": 0.08441523462533951, + "m": 0.5954583287239075 + }, + { + "p": 0.07807891070842743, + "m": 1.0 + }, + { + "p": 0.05202502757310867, + "m": 1.0 + }, + { + "p": 0.07161778956651688, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.6114572882652283, + "val_loss": 1.060530185699463, + "acc": 68.68, + "time": 188.53067377302796, + "param": [ + { + "p": 0.07550949603319168, + "m": 1.0 + }, + { + "p": 0.04863445460796356, + "m": 1.0 + }, + { + "p": 0.08257605135440826, + "m": 1.0 + }, + { + "p": 0.09441354870796204, + "m": 0.0 + }, + { + "p": 0.052034199237823486, + "m": 0.21074730157852173 + }, + { + "p": 0.08548445999622345, + "m": 0.6760559678077698 + }, + { + "p": 0.057339515537023544, + "m": 0.14373897016048431 + }, + { + "p": 0.05143420770764351, + "m": 0.3861112892627716 + }, + { + "p": 0.07807914167642593, + "m": 0.6385219693183899 + }, + { + "p": 0.09088562428951263, + "m": 0.9148850440979004 + }, + { + "p": 0.07562307268381119, + "m": 0.6076803803443909 + }, + { + "p": 0.07289029657840729, + "m": 1.0 + }, + { + "p": 0.060478631407022476, + "m": 1.0 + }, + { + "p": 0.07461722195148468, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.6059597730636597, + "val_loss": 1.0333620309829712, + "acc": 69.44, + "time": 188.09148903097957, + "param": [ + { + "p": 0.11047019064426422, + "m": 1.0 + }, + { + "p": 0.051113519817590714, + "m": 1.0 + }, + { + "p": 0.07053064554929733, + "m": 1.0 + }, + { + "p": 0.05514121800661087, + "m": 0.0 + }, + { + "p": 0.03391952067613602, + "m": 0.1469401866197586 + }, + { + "p": 0.09857837110757828, + "m": 0.6806524395942688 + }, + { + "p": 0.05615256726741791, + "m": 0.12065336108207703 + }, + { + "p": 0.07005485147237778, + "m": 0.34378671646118164 + }, + { + "p": 0.08914987742900848, + "m": 0.6414130926132202 + }, + { + "p": 0.08743911236524582, + "m": 0.9477272629737854 + }, + { + "p": 0.07247382402420044, + "m": 0.5975728034973145 + }, + { + "p": 0.057696547359228134, + "m": 1.0 + }, + { + "p": 0.07321484386920929, + "m": 1.0 + }, + { + "p": 0.0740649402141571, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 0.6800829768180847, + "val_loss": 0.9781426787376404, + "acc": 69.41, + "time": 185.01230147085153, + "param": [ + { + "p": 0.13456912338733673, + "m": 1.0 + }, + { + "p": 0.06821463257074356, + "m": 1.0 + }, + { + "p": 0.07449635863304138, + "m": 1.0 + }, + { + "p": 0.01700678840279579, + "m": 0.001467449008487165 + }, + { + "p": 0.03142372891306877, + "m": 0.10104607790708542 + }, + { + "p": 0.09252359718084335, + "m": 0.6631602644920349 + }, + { + "p": 0.0542869009077549, + "m": 0.10615795105695724 + }, + { + "p": 0.09165024757385254, + "m": 0.31303659081459045 + }, + { + "p": 0.10009928047657013, + "m": 0.6375078558921814 + }, + { + "p": 0.07249809801578522, + "m": 0.9773983359336853 + }, + { + "p": 0.06953597813844681, + "m": 0.5754238367080688 + }, + { + "p": 0.0294698067009449, + "m": 1.0 + }, + { + "p": 0.09012953191995621, + "m": 1.0 + }, + { + "p": 0.07409598678350449, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.9259658455848694, + "val_loss": 0.900692880153656, + "acc": 68.65, + "time": 188.21230883407407, + "param": [ + { + "p": 0.15841546654701233, + "m": 1.0 + }, + { + "p": 0.07867681235074997, + "m": 1.0 + }, + { + "p": 0.08891813457012177, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.00011549439659575 + }, + { + "p": 0.027886297553777695, + "m": 0.05758780986070633 + }, + { + "p": 0.10171196609735489, + "m": 0.6442267298698425 + }, + { + "p": 0.04283531382679939, + "m": 0.0708664208650589 + }, + { + "p": 0.1300422102212906, + "m": 0.330356627702713 + }, + { + "p": 0.1064959391951561, + "m": 0.6247093677520752 + }, + { + "p": 0.045676883310079575, + "m": 0.9743530750274658 + }, + { + "p": 0.06326164305210114, + "m": 0.5458935499191284 + }, + { + "p": 0.0009411813807673752, + "m": 1.0 + }, + { + "p": 0.09428044408559799, + "m": 1.0 + }, + { + "p": 0.06085769087076187, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.7123405337333679, + "val_loss": 1.0735224485397339, + "acc": 68.68, + "time": 188.64972750493325, + "param": [ + { + "p": 0.19362087547779083, + "m": 1.0 + }, + { + "p": 0.07098476588726044, + "m": 1.0 + }, + { + "p": 0.11018497496843338, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.023563025519251823, + "m": 0.018447043374180794 + }, + { + "p": 0.12373585253953934, + "m": 0.6183897852897644 + }, + { + "p": 0.029002796858549118, + "m": 0.04610403999686241 + }, + { + "p": 0.1394597589969635, + "m": 0.2861131727695465 + }, + { + "p": 0.10079532861709595, + "m": 0.6103308796882629 + }, + { + "p": 0.01551641896367073, + "m": 0.9884251356124878 + }, + { + "p": 0.05665353685617447, + "m": 0.5397769212722778 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0861157700419426, + "m": 1.0 + }, + { + "p": 0.05036689713597298, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.5890805125236511, + "val_loss": 1.1173282861709595, + "acc": 68.13, + "time": 188.97944982908666, + "param": [ + { + "p": 0.23164130747318268, + "m": 1.0 + }, + { + "p": 0.06771738827228546, + "m": 1.0 + }, + { + "p": 0.10895033925771713, + "m": 1.0 + }, + { + "p": 0.007331966422498226, + "m": 0.0 + }, + { + "p": 0.019665848463773727, + "m": 0.011287628673017025 + }, + { + "p": 0.14700111746788025, + "m": 0.5693785548210144 + }, + { + "p": 0.006642298307269812, + "m": 0.024439431726932526 + }, + { + "p": 0.13454003632068634, + "m": 0.162478968501091 + }, + { + "p": 0.0849948450922966, + "m": 0.572691798210144 + }, + { + "p": 0.002032712334766984, + "m": 1.0 + }, + { + "p": 0.061721041798591614, + "m": 0.5397095680236816 + }, + { + "p": 0.0033445078879594803, + "m": 1.0 + }, + { + "p": 0.06072094291448593, + "m": 1.0 + }, + { + "p": 0.06369566172361374, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 0.4622243642807007, + "val_loss": 0.9503446221351624, + "acc": 68.89, + "time": 186.40440150303766, + "param": [ + { + "p": 0.2425173968076706, + "m": 1.0 + }, + { + "p": 0.07369626313447952, + "m": 1.0 + }, + { + "p": 0.09044627100229263, + "m": 1.0 + }, + { + "p": 0.03290441259741783, + "m": 0.00031684557325206697 + }, + { + "p": 0.027886895462870598, + "m": 0.0003078103472944349 + }, + { + "p": 0.1375022679567337, + "m": 0.46169784665107727 + }, + { + "p": 0.0, + "m": 0.0035415594466030598 + }, + { + "p": 0.12191471457481384, + "m": 0.06756238639354706 + }, + { + "p": 0.07294023782014847, + "m": 0.5511564612388611 + }, + { + "p": 0.004783692769706249, + "m": 0.9987741708755493 + }, + { + "p": 0.05931783840060234, + "m": 0.5466189384460449 + }, + { + "p": 0.021484198048710823, + "m": 1.0 + }, + { + "p": 0.042881276458501816, + "m": 1.0 + }, + { + "p": 0.07172459363937378, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.5270214676856995, + "val_loss": 0.7902215719223022, + "acc": 68.43, + "time": 185.63983693299815, + "param": [ + { + "p": 0.28335678577423096, + "m": 1.0 + }, + { + "p": 0.06649432331323624, + "m": 1.0 + }, + { + "p": 0.08165403455495834, + "m": 1.0 + }, + { + "p": 0.018693096935749054, + "m": 0.0 + }, + { + "p": 0.020398562774062157, + "m": 0.006767446640878916 + }, + { + "p": 0.14112840592861176, + "m": 0.35389286279678345 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.12183897197246552, + "m": 0.0 + }, + { + "p": 0.07274419814348221, + "m": 0.5611397624015808 + }, + { + "p": 0.0, + "m": 0.9849055409431458 + }, + { + "p": 0.04843899980187416, + "m": 0.538588285446167 + }, + { + "p": 0.023544367402791977, + "m": 1.0 + }, + { + "p": 0.02937256544828415, + "m": 1.0 + }, + { + "p": 0.09233558177947998, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.6125331521034241, + "val_loss": 1.0902900695800781, + "acc": 68.47, + "time": 190.0480292609427, + "param": [ + { + "p": 0.31180664896965027, + "m": 1.0 + }, + { + "p": 0.051119364798069, + "m": 1.0 + }, + { + "p": 0.06766784191131592, + "m": 1.0 + }, + { + "p": 0.010150614194571972, + "m": 0.0 + }, + { + "p": 0.02966972067952156, + "m": 0.03278921917080879 + }, + { + "p": 0.14412268996238708, + "m": 0.2708688974380493 + }, + { + "p": 0.0, + "m": 0.041956666857004166 + }, + { + "p": 0.11674220860004425, + "m": 0.0 + }, + { + "p": 0.07127878069877625, + "m": 0.5752286314964294 + }, + { + "p": 0.0, + "m": 0.9720090627670288 + }, + { + "p": 0.04688730835914612, + "m": 0.5602766275405884 + }, + { + "p": 0.0013696232344955206, + "m": 1.0 + }, + { + "p": 0.025773663073778152, + "m": 1.0 + }, + { + "p": 0.12341155111789703, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.6834278106689453, + "val_loss": 1.163930892944336, + "acc": 67.97, + "time": 190.88362489105202, + "param": [ + { + "p": 0.3065015375614166, + "m": 1.0 + }, + { + "p": 0.053530775010585785, + "m": 1.0 + }, + { + "p": 0.0752941220998764, + "m": 1.0 + }, + { + "p": 0.019934603944420815, + "m": 0.0 + }, + { + "p": 0.0304938405752182, + "m": 0.04435453191399574 + }, + { + "p": 0.1197613999247551, + "m": 0.17779190838336945 + }, + { + "p": 0.0027629914693534374, + "m": 0.0355449840426445 + }, + { + "p": 0.11643815040588379, + "m": 0.0 + }, + { + "p": 0.06828037649393082, + "m": 0.5810816884040833 + }, + { + "p": 0.0013457669410854578, + "m": 0.9655166864395142 + }, + { + "p": 0.054010383784770966, + "m": 0.5932218432426453 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0298956036567688, + "m": 1.0 + }, + { + "p": 0.12175046652555466, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.631311297416687, + "val_loss": 1.0337313413619995, + "acc": 68.48, + "time": 189.9737532059662, + "param": [ + { + "p": 0.31130251288414, + "m": 1.0 + }, + { + "p": 0.07447503507137299, + "m": 1.0 + }, + { + "p": 0.07807523757219315, + "m": 1.0 + }, + { + "p": 0.023100875318050385, + "m": 0.0011599046410992742 + }, + { + "p": 0.015570420771837234, + "m": 0.04949738085269928 + }, + { + "p": 0.10146301239728928, + "m": 0.054448120296001434 + }, + { + "p": 0.005782616790384054, + "m": 0.013688435778021812 + }, + { + "p": 0.11853643506765366, + "m": 0.0 + }, + { + "p": 0.06597226113080978, + "m": 0.579879105091095 + }, + { + "p": 0.0, + "m": 0.9591692090034485 + }, + { + "p": 0.06047215312719345, + "m": 0.5952288508415222 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023319952189922333, + "m": 1.0 + }, + { + "p": 0.12192955613136292, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.7223609685897827, + "val_loss": 0.9960615038871765, + "acc": 68.58, + "time": 185.9677219639998, + "param": [ + { + "p": 0.2978435754776001, + "m": 1.0 + }, + { + "p": 0.09778670966625214, + "m": 1.0 + }, + { + "p": 0.05289727821946144, + "m": 1.0 + }, + { + "p": 0.03639628738164902, + "m": 0.0 + }, + { + "p": 0.01881222426891327, + "m": 0.060818400233983994 + }, + { + "p": 0.0930829793214798, + "m": 0.0 + }, + { + "p": 0.017659559845924377, + "m": 0.0 + }, + { + "p": 0.12501107156276703, + "m": 0.04761188104748726 + }, + { + "p": 0.05795201286673546, + "m": 0.557002604007721 + }, + { + "p": 0.007981296628713608, + "m": 0.9457620978355408 + }, + { + "p": 0.06743741035461426, + "m": 0.5820823311805725 + }, + { + "p": 0.0004263385199010372, + "m": 0.9972473382949829 + }, + { + "p": 0.01773013174533844, + "m": 1.0 + }, + { + "p": 0.10898302495479584, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.5066310167312622, + "val_loss": 0.8294262886047363, + "acc": 67.61, + "time": 188.35591377993114, + "param": [ + { + "p": 0.28443172574043274, + "m": 1.0 + }, + { + "p": 0.11157646775245667, + "m": 1.0 + }, + { + "p": 0.029459407553076744, + "m": 1.0 + }, + { + "p": 0.047073207795619965, + "m": 0.006571561563760042 + }, + { + "p": 0.04178653284907341, + "m": 0.014219841919839382 + }, + { + "p": 0.1010030135512352, + "m": 0.00133163679856807 + }, + { + "p": 0.02168836072087288, + "m": 0.0 + }, + { + "p": 0.11141278594732285, + "m": 0.030337395146489143 + }, + { + "p": 0.049269210547208786, + "m": 0.5355639457702637 + }, + { + "p": 0.026668306440114975, + "m": 0.9338001012802124 + }, + { + "p": 0.07557789236307144, + "m": 0.5761346220970154 + }, + { + "p": 0.0, + "m": 0.978360116481781 + }, + { + "p": 0.0065233297646045685, + "m": 1.0 + }, + { + "p": 0.09352964162826538, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.6703192591667175, + "val_loss": 1.0914536714553833, + "acc": 68.97, + "time": 188.78432694193907, + "param": [ + { + "p": 0.26989254355430603, + "m": 1.0 + }, + { + "p": 0.13287882506847382, + "m": 1.0 + }, + { + "p": 0.014366193674504757, + "m": 1.0 + }, + { + "p": 0.05815902352333069, + "m": 0.005851613823324442 + }, + { + "p": 0.05161668360233307, + "m": 0.004324442241340876 + }, + { + "p": 0.10228866338729858, + "m": 0.005466092843562365 + }, + { + "p": 0.03400997817516327, + "m": 0.0 + }, + { + "p": 0.09784039109945297, + "m": 0.002448901068419218 + }, + { + "p": 0.022463086992502213, + "m": 0.5277997851371765 + }, + { + "p": 0.03678097203373909, + "m": 0.9172825813293457 + }, + { + "p": 0.07114832103252411, + "m": 0.5824289321899414 + }, + { + "p": 0.0, + "m": 0.9763839840888977 + }, + { + "p": 0.009928882122039795, + "m": 1.0 + }, + { + "p": 0.09862648695707321, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.6462116837501526, + "val_loss": 1.0420912504196167, + "acc": 68.09, + "time": 189.57319225603715, + "param": [ + { + "p": 0.24369245767593384, + "m": 1.0 + }, + { + "p": 0.13245435059070587, + "m": 1.0 + }, + { + "p": 0.03237374871969223, + "m": 1.0 + }, + { + "p": 0.06964149326086044, + "m": 0.0 + }, + { + "p": 0.07105396687984467, + "m": 0.014859533868730068 + }, + { + "p": 0.08862517029047012, + "m": 0.039815910160541534 + }, + { + "p": 0.04600115120410919, + "m": 0.0 + }, + { + "p": 0.08599784225225449, + "m": 0.024453774094581604 + }, + { + "p": 0.008822005242109299, + "m": 0.532157301902771 + }, + { + "p": 0.038463253527879715, + "m": 0.8856871128082275 + }, + { + "p": 0.0650903582572937, + "m": 0.5897576212882996 + }, + { + "p": 0.010361080057919025, + "m": 0.9857289791107178 + }, + { + "p": 0.004458528012037277, + "m": 1.0 + }, + { + "p": 0.10296467691659927, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.5170658230781555, + "val_loss": 0.8383567929267883, + "acc": 68.4, + "time": 190.17737145512365, + "param": [ + { + "p": 0.22287750244140625, + "m": 1.0 + }, + { + "p": 0.14462126791477203, + "m": 1.0 + }, + { + "p": 0.037550922483205795, + "m": 1.0 + }, + { + "p": 0.08347197622060776, + "m": 0.0 + }, + { + "p": 0.07756168395280838, + "m": 0.0 + }, + { + "p": 0.0689510852098465, + "m": 0.03149382397532463 + }, + { + "p": 0.05174432322382927, + "m": 0.0 + }, + { + "p": 0.07880078256130219, + "m": 0.01965746283531189 + }, + { + "p": 0.007966730743646622, + "m": 0.5289668440818787 + }, + { + "p": 0.03930205851793289, + "m": 0.8963274359703064 + }, + { + "p": 0.061280038207769394, + "m": 0.5869043469429016 + }, + { + "p": 0.009676050394773483, + "m": 0.9851527810096741 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11619552969932556, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.44700682163238525, + "val_loss": 1.0844063758850098, + "acc": 67.97, + "time": 187.88013821607456, + "param": [ + { + "p": 0.17452090978622437, + "m": 1.0 + }, + { + "p": 0.13354170322418213, + "m": 1.0 + }, + { + "p": 0.05296788364648819, + "m": 1.0 + }, + { + "p": 0.08390041440725327, + "m": 0.005324438214302063 + }, + { + "p": 0.08969998359680176, + "m": 0.0 + }, + { + "p": 0.0737365186214447, + "m": 0.018226325511932373 + }, + { + "p": 0.05848832055926323, + "m": 0.020443418994545937 + }, + { + "p": 0.07376254349946976, + "m": 0.032444581389427185 + }, + { + "p": 0.020277520641684532, + "m": 0.539383590221405 + }, + { + "p": 0.03943105414509773, + "m": 0.8775189518928528 + }, + { + "p": 0.05877162143588066, + "m": 0.5718055367469788 + }, + { + "p": 0.017088662832975388, + "m": 0.9616943597793579 + }, + { + "p": 0.0057604252360761166, + "m": 1.0 + }, + { + "p": 0.11805249750614166, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.44459307193756104, + "val_loss": 0.9593338966369629, + "acc": 68.21, + "time": 191.22160095791332, + "param": [ + { + "p": 0.15057989954948425, + "m": 1.0 + }, + { + "p": 0.11255127936601639, + "m": 1.0 + }, + { + "p": 0.05518988147377968, + "m": 1.0 + }, + { + "p": 0.07195942848920822, + "m": 0.0005533266230486333 + }, + { + "p": 0.08909156918525696, + "m": 0.0 + }, + { + "p": 0.0674242153763771, + "m": 0.0016976819606497884 + }, + { + "p": 0.05745384469628334, + "m": 0.0 + }, + { + "p": 0.08123522251844406, + "m": 0.0 + }, + { + "p": 0.017651764675974846, + "m": 0.5529460310935974 + }, + { + "p": 0.059906005859375, + "m": 0.834190845489502 + }, + { + "p": 0.07446064054965973, + "m": 0.5746631026268005 + }, + { + "p": 0.035290103405714035, + "m": 0.9598178863525391 + }, + { + "p": 0.003798441030085087, + "m": 1.0 + }, + { + "p": 0.12340769916772842, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.618630051612854, + "val_loss": 1.000689148902893, + "acc": 68.94, + "time": 192.03306626318954, + "param": [ + { + "p": 0.1333768367767334, + "m": 1.0 + }, + { + "p": 0.09570745378732681, + "m": 1.0 + }, + { + "p": 0.07052210718393326, + "m": 1.0 + }, + { + "p": 0.06464081257581711, + "m": 0.0 + }, + { + "p": 0.0841296836733818, + "m": 0.0 + }, + { + "p": 0.0580931194126606, + "m": 0.0010640881955623627 + }, + { + "p": 0.05631287023425102, + "m": 0.0 + }, + { + "p": 0.08018634468317032, + "m": 0.0 + }, + { + "p": 0.009579690173268318, + "m": 0.5549201965332031 + }, + { + "p": 0.07147406786680222, + "m": 0.7804330587387085 + }, + { + "p": 0.07787422090768814, + "m": 0.5825843214988708 + }, + { + "p": 0.05731804296374321, + "m": 0.9854068160057068 + }, + { + "p": 0.007236619479954243, + "m": 1.0 + }, + { + "p": 0.13354827463626862, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.4442066550254822, + "val_loss": 1.0535540580749512, + "acc": 68.8, + "time": 187.1013658158481, + "param": [ + { + "p": 0.13261544704437256, + "m": 1.0 + }, + { + "p": 0.08492536842823029, + "m": 1.0 + }, + { + "p": 0.07961319386959076, + "m": 1.0 + }, + { + "p": 0.0551881417632103, + "m": 0.0 + }, + { + "p": 0.08098666369915009, + "m": 0.01379714347422123 + }, + { + "p": 0.055641476064920425, + "m": 0.0 + }, + { + "p": 0.05237449333071709, + "m": 0.0 + }, + { + "p": 0.08125709742307663, + "m": 0.00392082380130887 + }, + { + "p": 0.0, + "m": 0.5431466698646545 + }, + { + "p": 0.0797090008854866, + "m": 0.7535063028335571 + }, + { + "p": 0.08012901991605759, + "m": 0.5755206346511841 + }, + { + "p": 0.0750628188252449, + "m": 0.9858686327934265 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14249727129936218, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.5416755080223083, + "val_loss": 1.0387967824935913, + "acc": 68.17, + "time": 193.52679279400036, + "param": [ + { + "p": 0.11953788995742798, + "m": 1.0 + }, + { + "p": 0.08217907696962357, + "m": 1.0 + }, + { + "p": 0.09361414611339569, + "m": 1.0 + }, + { + "p": 0.053345441818237305, + "m": 0.0 + }, + { + "p": 0.0719546303153038, + "m": 0.045250020921230316 + }, + { + "p": 0.06643509864807129, + "m": 0.0 + }, + { + "p": 0.050209078937768936, + "m": 0.0 + }, + { + "p": 0.06873394548892975, + "m": 0.0 + }, + { + "p": 0.031880538910627365, + "m": 0.5390822887420654 + }, + { + "p": 0.08249285817146301, + "m": 0.7338716387748718 + }, + { + "p": 0.07409951835870743, + "m": 0.5887287259101868 + }, + { + "p": 0.07069121301174164, + "m": 0.9737260341644287 + }, + { + "p": 0.015777455642819405, + "m": 1.0 + }, + { + "p": 0.1190490573644638, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.5777902603149414, + "val_loss": 0.9943013787269592, + "acc": 68.61, + "time": 188.4011585030239, + "param": [ + { + "p": 0.13332898914813995, + "m": 1.0 + }, + { + "p": 0.08321812748908997, + "m": 1.0 + }, + { + "p": 0.08832123130559921, + "m": 1.0 + }, + { + "p": 0.04281340539455414, + "m": 0.0 + }, + { + "p": 0.0699281394481659, + "m": 0.06165805831551552 + }, + { + "p": 0.06289682537317276, + "m": 0.0 + }, + { + "p": 0.05832809582352638, + "m": 0.00732029601931572 + }, + { + "p": 0.06119164824485779, + "m": 0.0 + }, + { + "p": 0.07179900258779526, + "m": 0.5344796776771545 + }, + { + "p": 0.07003805786371231, + "m": 0.7573577761650085 + }, + { + "p": 0.06056184694170952, + "m": 0.5738163590431213 + }, + { + "p": 0.05526847764849663, + "m": 0.9841678738594055 + }, + { + "p": 0.018306290730834007, + "m": 1.0 + }, + { + "p": 0.12399989366531372, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.5848767161369324, + "val_loss": 1.0829706192016602, + "acc": 68.85, + "time": 199.77925462997518, + "param": [ + { + "p": 0.14970335364341736, + "m": 1.0 + }, + { + "p": 0.09201806783676147, + "m": 1.0 + }, + { + "p": 0.07432006299495697, + "m": 1.0 + }, + { + "p": 0.037698742002248764, + "m": 0.0 + }, + { + "p": 0.0653359591960907, + "m": 0.0966147854924202 + }, + { + "p": 0.06850932538509369, + "m": 0.004286715295165777 + }, + { + "p": 0.062347374856472015, + "m": 0.0 + }, + { + "p": 0.055900201201438904, + "m": 0.010957569815218449 + }, + { + "p": 0.10570276528596878, + "m": 0.5553082823753357 + }, + { + "p": 0.038279201835393906, + "m": 0.797609806060791 + }, + { + "p": 0.057244546711444855, + "m": 0.546329140663147 + }, + { + "p": 0.051632560789585114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1413077861070633, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.5353772044181824, + "val_loss": 1.13739013671875, + "acc": 67.77, + "time": 190.96950388979167, + "param": [ + { + "p": 0.14097940921783447, + "m": 1.0 + }, + { + "p": 0.09298203140497208, + "m": 1.0 + }, + { + "p": 0.04794755578041077, + "m": 1.0 + }, + { + "p": 0.04800368845462799, + "m": 0.009104213677346706 + }, + { + "p": 0.057283684611320496, + "m": 0.14416342973709106 + }, + { + "p": 0.07986006140708923, + "m": 0.01216108351945877 + }, + { + "p": 0.058518387377262115, + "m": 0.012067549861967564 + }, + { + "p": 0.04447771981358528, + "m": 0.017981266602873802 + }, + { + "p": 0.13501332700252533, + "m": 0.5937474966049194 + }, + { + "p": 0.017244162037968636, + "m": 0.8311213850975037 + }, + { + "p": 0.06252273172140121, + "m": 0.526055097579956 + }, + { + "p": 0.0472680926322937, + "m": 1.0 + }, + { + "p": 0.004726707469671965, + "m": 1.0 + }, + { + "p": 0.16317234933376312, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.5909899473190308, + "val_loss": 1.0558104515075684, + "acc": 67.73, + "time": 189.95920047606342, + "param": [ + { + "p": 0.1299535036087036, + "m": 1.0 + }, + { + "p": 0.08487025648355484, + "m": 1.0 + }, + { + "p": 0.03338661789894104, + "m": 1.0 + }, + { + "p": 0.04965648800134659, + "m": 0.057306572794914246 + }, + { + "p": 0.05974729731678963, + "m": 0.14374515414237976 + }, + { + "p": 0.08513312041759491, + "m": 0.03231433779001236 + }, + { + "p": 0.05646925047039986, + "m": 0.017041295766830444 + }, + { + "p": 0.037210091948509216, + "m": 0.03109160251915455 + }, + { + "p": 0.15187802910804749, + "m": 0.6270900368690491 + }, + { + "p": 0.017065299674868584, + "m": 0.8603290319442749 + }, + { + "p": 0.07990950345993042, + "m": 0.537522554397583 + }, + { + "p": 0.03220043703913689, + "m": 1.0 + }, + { + "p": 0.012184721417725086, + "m": 1.0 + }, + { + "p": 0.1703353226184845, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.46238890290260315, + "val_loss": 1.0502264499664307, + "acc": 68.28, + "time": 188.93323636311106, + "param": [ + { + "p": 0.1326063573360443, + "m": 1.0 + }, + { + "p": 0.0791798084974289, + "m": 1.0 + }, + { + "p": 0.03445190191268921, + "m": 1.0 + }, + { + "p": 0.057936135679483414, + "m": 0.08695421367883682 + }, + { + "p": 0.08677663654088974, + "m": 0.11068705469369888 + }, + { + "p": 0.06440207362174988, + "m": 0.0 + }, + { + "p": 0.03414064645767212, + "m": 0.0 + }, + { + "p": 0.04326474666595459, + "m": 0.02713211253285408 + }, + { + "p": 0.14997297525405884, + "m": 0.6221596598625183 + }, + { + "p": 0.0009241143707185984, + "m": 0.8862907290458679 + }, + { + "p": 0.10223404318094254, + "m": 0.5881447792053223 + }, + { + "p": 0.022099101915955544, + "m": 1.0 + }, + { + "p": 0.013150195591151714, + "m": 1.0 + }, + { + "p": 0.17886126041412354, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.7078164219856262, + "val_loss": 1.0916517972946167, + "acc": 67.97, + "time": 195.0783905920107, + "param": [ + { + "p": 0.13562344014644623, + "m": 1.0 + }, + { + "p": 0.06856696307659149, + "m": 1.0 + }, + { + "p": 0.06678766757249832, + "m": 1.0 + }, + { + "p": 0.08213765919208527, + "m": 0.11543348431587219 + }, + { + "p": 0.09810934960842133, + "m": 0.09353812783956528 + }, + { + "p": 0.047130271792411804, + "m": 0.0028008255176246166 + }, + { + "p": 0.0184264425188303, + "m": 0.0 + }, + { + "p": 0.040193330496549606, + "m": 0.042794566601514816 + }, + { + "p": 0.1358998417854309, + "m": 0.6251410245895386 + }, + { + "p": 0.0019322962034493685, + "m": 0.8875459432601929 + }, + { + "p": 0.10929148644208908, + "m": 0.5887203812599182 + }, + { + "p": 0.018064584583044052, + "m": 1.0 + }, + { + "p": 0.0029076531063765287, + "m": 1.0 + }, + { + "p": 0.17492897808551788, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.5668946504592896, + "val_loss": 1.1447885036468506, + "acc": 68.4, + "time": 214.66205781092867, + "param": [ + { + "p": 0.12657427787780762, + "m": 1.0 + }, + { + "p": 0.08080083131790161, + "m": 1.0 + }, + { + "p": 0.09188715368509293, + "m": 1.0 + }, + { + "p": 0.1061733141541481, + "m": 0.10632196813821793 + }, + { + "p": 0.07644334435462952, + "m": 0.06500642001628876 + }, + { + "p": 0.01843639276921749, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.034566495567560196 + }, + { + "p": 0.03228240832686424, + "m": 0.04010527580976486 + }, + { + "p": 0.1365039050579071, + "m": 0.6135260462760925 + }, + { + "p": 0.013848092406988144, + "m": 0.897027850151062 + }, + { + "p": 0.094119131565094, + "m": 0.5421169996261597 + }, + { + "p": 0.025371067225933075, + "m": 0.9992409944534302 + }, + { + "p": 0.00624237023293972, + "m": 1.0 + }, + { + "p": 0.19131773710250854, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.4806661605834961, + "val_loss": 1.128212809562683, + "acc": 67.36, + "time": 194.49912487505935, + "param": [ + { + "p": 0.10101965069770813, + "m": 1.0 + }, + { + "p": 0.1103091761469841, + "m": 1.0 + }, + { + "p": 0.10258506238460541, + "m": 1.0 + }, + { + "p": 0.10240472853183746, + "m": 0.08713354915380478 + }, + { + "p": 0.072852723300457, + "m": 0.053174711763858795 + }, + { + "p": 0.007416612468659878, + "m": 0.0 + }, + { + "p": 0.002219526097178459, + "m": 0.0468188114464283 + }, + { + "p": 0.01616630330681801, + "m": 0.013554666191339493 + }, + { + "p": 0.14562591910362244, + "m": 0.5842603445053101 + }, + { + "p": 0.018588870763778687, + "m": 0.8946220874786377 + }, + { + "p": 0.08342885226011276, + "m": 0.5121979117393494 + }, + { + "p": 0.03183317184448242, + "m": 0.9901599287986755 + }, + { + "p": 0.012877336703240871, + "m": 1.0 + }, + { + "p": 0.19267207384109497, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.6598070859909058, + "val_loss": 1.0691468715667725, + "acc": 67.76, + "time": 189.25450046081096, + "param": [ + { + "p": 0.06948666274547577, + "m": 1.0 + }, + { + "p": 0.13330048322677612, + "m": 1.0 + }, + { + "p": 0.11890333890914917, + "m": 1.0 + }, + { + "p": 0.08971993625164032, + "m": 0.06542706489562988 + }, + { + "p": 0.04906534031033516, + "m": 0.06311797350645065 + }, + { + "p": 0.003235027426853776, + "m": 0.008758108131587505 + }, + { + "p": 0.0019162317039445043, + "m": 0.04352429881691933 + }, + { + "p": 0.011754405684769154, + "m": 0.007928573526442051 + }, + { + "p": 0.14884136617183685, + "m": 0.5479669570922852 + }, + { + "p": 0.01189123559743166, + "m": 0.883956789970398 + }, + { + "p": 0.09093109518289566, + "m": 0.488986074924469 + }, + { + "p": 0.04682387039065361, + "m": 0.9699432849884033 + }, + { + "p": 0.017705833539366722, + "m": 1.0 + }, + { + "p": 0.20642516016960144, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.7535548806190491, + "val_loss": 1.084394931793213, + "acc": 66.75, + "time": 186.96678629517555, + "param": [ + { + "p": 0.041944485157728195, + "m": 1.0 + }, + { + "p": 0.1589689999818802, + "m": 1.0 + }, + { + "p": 0.13038372993469238, + "m": 1.0 + }, + { + "p": 0.0940493643283844, + "m": 0.04727843776345253 + }, + { + "p": 0.01926473155617714, + "m": 0.04064035788178444 + }, + { + "p": 0.0, + "m": 0.030825993046164513 + }, + { + "p": 0.0029153088107705116, + "m": 0.02557959407567978 + }, + { + "p": 0.009755116887390614, + "m": 0.013220286928117275 + }, + { + "p": 0.1568990796804428, + "m": 0.5407228469848633 + }, + { + "p": 0.014791441150009632, + "m": 0.8717067241668701 + }, + { + "p": 0.11421120166778564, + "m": 0.4786512851715088 + }, + { + "p": 0.03588322177529335, + "m": 0.9600322842597961 + }, + { + "p": 0.015264791436493397, + "m": 1.0 + }, + { + "p": 0.2056686282157898, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.4536663293838501, + "val_loss": 1.0221980810165405, + "acc": 67.58, + "time": 190.56109827198088, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17566798627376556, + "m": 1.0 + }, + { + "p": 0.13618354499340057, + "m": 1.0 + }, + { + "p": 0.10534755140542984, + "m": 0.043109506368637085 + }, + { + "p": 0.005736356135457754, + "m": 0.0 + }, + { + "p": 0.0006703262333758175, + "m": 0.04522065073251724 + }, + { + "p": 0.0, + "m": 0.010383110493421555 + }, + { + "p": 0.008424912579357624, + "m": 0.027926485985517502 + }, + { + "p": 0.16827577352523804, + "m": 0.5035187602043152 + }, + { + "p": 0.011625978164374828, + "m": 0.8742851614952087 + }, + { + "p": 0.14409951865673065, + "m": 0.43809717893600464 + }, + { + "p": 0.010686475783586502, + "m": 0.9557905197143555 + }, + { + "p": 0.011287106201052666, + "m": 1.0 + }, + { + "p": 0.22199445962905884, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.8863394260406494, + "val_loss": 0.9946666359901428, + "acc": 68.31, + "time": 202.1713143759407, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15408070385456085, + "m": 1.0 + }, + { + "p": 0.13809503614902496, + "m": 1.0 + }, + { + "p": 0.10206785798072815, + "m": 0.08209242671728134 + }, + { + "p": 0.0, + "m": 0.002544167684391141 + }, + { + "p": 0.013377420604228973, + "m": 0.05245106667280197 + }, + { + "p": 0.0034154292661696672, + "m": 0.0 + }, + { + "p": 0.022211270406842232, + "m": 0.04281225800514221 + }, + { + "p": 0.15930938720703125, + "m": 0.4328358471393585 + }, + { + "p": 0.01521693728864193, + "m": 0.8593781590461731 + }, + { + "p": 0.1368887722492218, + "m": 0.4115212559700012 + }, + { + "p": 0.02366458624601364, + "m": 0.9425244331359863 + }, + { + "p": 0.018066653981804848, + "m": 1.0 + }, + { + "p": 0.21360597014427185, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.5717850923538208, + "val_loss": 1.144976019859314, + "acc": 68.53, + "time": 190.4948044831399, + "param": [ + { + "p": 0.00723095191642642, + "m": 1.0 + }, + { + "p": 0.12761907279491425, + "m": 1.0 + }, + { + "p": 0.1353273093700409, + "m": 1.0 + }, + { + "p": 0.08576119691133499, + "m": 0.06761948019266129 + }, + { + "p": 0.0002358587516937405, + "m": 0.014349031262099743 + }, + { + "p": 0.02856745570898056, + "m": 0.06502989679574966 + }, + { + "p": 0.010304450988769531, + "m": 0.002065541222691536 + }, + { + "p": 0.014820383861660957, + "m": 0.04901706054806709 + }, + { + "p": 0.16837875545024872, + "m": 0.3659566044807434 + }, + { + "p": 0.015134667977690697, + "m": 0.8641799092292786 + }, + { + "p": 0.13728512823581696, + "m": 0.3708834648132324 + }, + { + "p": 0.029743174090981483, + "m": 0.9362281560897827 + }, + { + "p": 0.0418328121304512, + "m": 1.0 + }, + { + "p": 0.19775870442390442, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.698533833026886, + "val_loss": 1.1416032314300537, + "acc": 68.92, + "time": 203.37229463807307, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12430988252162933, + "m": 1.0 + }, + { + "p": 0.13133345544338226, + "m": 1.0 + }, + { + "p": 0.07217211276292801, + "m": 0.029629673808813095 + }, + { + "p": 0.001960780005902052, + "m": 0.0147029347717762 + }, + { + "p": 0.024490440264344215, + "m": 0.06340618431568146 + }, + { + "p": 0.0047317505814135075, + "m": 0.006527483928948641 + }, + { + "p": 0.003956933040171862, + "m": 0.06694116443395615 + }, + { + "p": 0.17845918238162994, + "m": 0.3250100314617157 + }, + { + "p": 0.03264840319752693, + "m": 0.8429614901542664 + }, + { + "p": 0.12876632809638977, + "m": 0.35824498534202576 + }, + { + "p": 0.026390312239527702, + "m": 0.9290722608566284 + }, + { + "p": 0.06803866475820541, + "m": 1.0 + }, + { + "p": 0.20274165272712708, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.38600683212280273, + "val_loss": 1.3148537874221802, + "acc": 68.93, + "time": 186.4419895580504, + "param": [ + { + "p": 0.004243752919137478, + "m": 1.0 + }, + { + "p": 0.12636695802211761, + "m": 1.0 + }, + { + "p": 0.120787613093853, + "m": 1.0 + }, + { + "p": 0.05854230374097824, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.009221557527780533 + }, + { + "p": 0.030251869931817055, + "m": 0.059224989265203476 + }, + { + "p": 0.0005014307680539787, + "m": 0.00803047139197588 + }, + { + "p": 0.0162035059183836, + "m": 0.08101911842823029 + }, + { + "p": 0.18295204639434814, + "m": 0.3327788710594177 + }, + { + "p": 0.05686568841338158, + "m": 0.8082040548324585 + }, + { + "p": 0.13251304626464844, + "m": 0.3661617636680603 + }, + { + "p": 0.017047906294465065, + "m": 0.937558650970459 + }, + { + "p": 0.0651455819606781, + "m": 1.0 + }, + { + "p": 0.188578262925148, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.7988989353179932, + "val_loss": 1.0944987535476685, + "acc": 67.28, + "time": 201.15096859796904, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15528665482997894, + "m": 1.0 + }, + { + "p": 0.11847010254859924, + "m": 1.0 + }, + { + "p": 0.049486465752124786, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0144635746255517 + }, + { + "p": 0.01921326480805874, + "m": 0.0502547025680542 + }, + { + "p": 0.0, + "m": 0.014481293968856335 + }, + { + "p": 0.013560917228460312, + "m": 0.06894145905971527 + }, + { + "p": 0.1882571578025818, + "m": 0.3792361617088318 + }, + { + "p": 0.0779566541314125, + "m": 0.7852652072906494 + }, + { + "p": 0.12402067333459854, + "m": 0.41589465737342834 + }, + { + "p": 0.014639721252024174, + "m": 0.9441470503807068 + }, + { + "p": 0.04812337085604668, + "m": 1.0 + }, + { + "p": 0.19098500907421112, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.7319895625114441, + "val_loss": 1.182761311531067, + "acc": 67.48, + "time": 198.78027566196397, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18069155514240265, + "m": 1.0 + }, + { + "p": 0.133195161819458, + "m": 1.0 + }, + { + "p": 0.02447333000600338, + "m": 0.0013295324752107263 + }, + { + "p": 0.0, + "m": 0.019929682835936546 + }, + { + "p": 0.011387445963919163, + "m": 0.039251506328582764 + }, + { + "p": 0.0, + "m": 0.020829694345593452 + }, + { + "p": 0.0013695266097784042, + "m": 0.034759778529405594 + }, + { + "p": 0.19709472358226776, + "m": 0.44279730319976807 + }, + { + "p": 0.08046583086252213, + "m": 0.8179755210876465 + }, + { + "p": 0.11241377890110016, + "m": 0.42258596420288086 + }, + { + "p": 0.016216889023780823, + "m": 0.9424064755439758 + }, + { + "p": 0.03749179467558861, + "m": 1.0 + }, + { + "p": 0.20519989728927612, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.5901171565055847, + "val_loss": 1.082166075706482, + "acc": 65.83, + "time": 187.42394477594644, + "param": [ + { + "p": 0.00900445505976677, + "m": 1.0 + }, + { + "p": 0.16804206371307373, + "m": 1.0 + }, + { + "p": 0.13208581507205963, + "m": 1.0 + }, + { + "p": 0.018627973273396492, + "m": 0.028685415163636208 + }, + { + "p": 0.005405228119343519, + "m": 0.01579861529171467 + }, + { + "p": 0.04410102963447571, + "m": 0.03339724242687225 + }, + { + "p": 0.013718449510633945, + "m": 0.03187398612499237 + }, + { + "p": 0.02047196589410305, + "m": 0.009016899392008781 + }, + { + "p": 0.1757943332195282, + "m": 0.48554912209510803 + }, + { + "p": 0.07224919646978378, + "m": 0.842295229434967 + }, + { + "p": 0.09828346967697144, + "m": 0.4673384726047516 + }, + { + "p": 0.01929401233792305, + "m": 0.9219380617141724 + }, + { + "p": 0.03390699252486229, + "m": 1.0 + }, + { + "p": 0.18901492655277252, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.5028965473175049, + "val_loss": 1.1628392934799194, + "acc": 68.33, + "time": 190.63164219004102, + "param": [ + { + "p": 0.01208418793976307, + "m": 1.0 + }, + { + "p": 0.1489167958498001, + "m": 1.0 + }, + { + "p": 0.1323828250169754, + "m": 1.0 + }, + { + "p": 0.025618357583880424, + "m": 0.04489969462156296 + }, + { + "p": 0.0049926177598536015, + "m": 0.0072111026383936405 + }, + { + "p": 0.07354410737752914, + "m": 0.03239260986447334 + }, + { + "p": 0.03323761001229286, + "m": 0.0010804851772263646 + }, + { + "p": 0.03516972064971924, + "m": 0.008470721542835236 + }, + { + "p": 0.16610556840896606, + "m": 0.5182520151138306 + }, + { + "p": 0.0564974881708622, + "m": 0.8204197287559509 + }, + { + "p": 0.09302619099617004, + "m": 0.5048698782920837 + }, + { + "p": 0.022406917065382004, + "m": 0.9035851955413818 + }, + { + "p": 0.018829090520739555, + "m": 1.0 + }, + { + "p": 0.17718848586082458, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.6666827201843262, + "val_loss": 1.047961950302124, + "acc": 68.62, + "time": 189.53854158404283, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15906764566898346, + "m": 1.0 + }, + { + "p": 0.1269126534461975, + "m": 1.0 + }, + { + "p": 0.00930477399379015, + "m": 0.02503151074051857 + }, + { + "p": 0.0, + "m": 0.02817465178668499 + }, + { + "p": 0.08085403591394424, + "m": 0.0 + }, + { + "p": 0.046523962169885635, + "m": 0.0 + }, + { + "p": 0.047135841101408005, + "m": 0.02144073322415352 + }, + { + "p": 0.16630400717258453, + "m": 0.5280603766441345 + }, + { + "p": 0.04433269798755646, + "m": 0.7756143808364868 + }, + { + "p": 0.0994279608130455, + "m": 0.5274575352668762 + }, + { + "p": 0.0035592145286500454, + "m": 0.8808436989784241 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21657709777355194, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.7856953144073486, + "val_loss": 1.5817917585372925, + "acc": 67.99, + "time": 199.54518988588825, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15857772529125214, + "m": 1.0 + }, + { + "p": 0.146829754114151, + "m": 1.0 + }, + { + "p": 0.0057310923002660275, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.02640789933502674 + }, + { + "p": 0.06819062680006027, + "m": 0.00274472963064909 + }, + { + "p": 0.03447914123535156, + "m": 0.003892890876159072 + }, + { + "p": 0.05035189539194107, + "m": 0.011691962368786335 + }, + { + "p": 0.15474502742290497, + "m": 0.49929821491241455 + }, + { + "p": 0.02477928437292576, + "m": 0.7687851190567017 + }, + { + "p": 0.10905413329601288, + "m": 0.5151357650756836 + }, + { + "p": 0.0, + "m": 0.8712579607963562 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24726122617721558, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.817733883857727, + "val_loss": 1.2073386907577515, + "acc": 67.46, + "time": 193.53062089998275, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15945857763290405, + "m": 1.0 + }, + { + "p": 0.16177062690258026, + "m": 1.0 + }, + { + "p": 0.013787256553769112, + "m": 0.012846698053181171 + }, + { + "p": 0.0, + "m": 0.016769425943493843 + }, + { + "p": 0.04779311269521713, + "m": 0.034964535385370255 + }, + { + "p": 0.023899080231785774, + "m": 0.024871326982975006 + }, + { + "p": 0.057191863656044006, + "m": 0.027750086039304733 + }, + { + "p": 0.14000758528709412, + "m": 0.45755019783973694 + }, + { + "p": 0.017032960429787636, + "m": 0.7730932831764221 + }, + { + "p": 0.12437792867422104, + "m": 0.47639259696006775 + }, + { + "p": 0.00013451414997689426, + "m": 0.8444940447807312 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25454646348953247, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.7798952460289001, + "val_loss": 1.3866631984710693, + "acc": 67.4, + "time": 192.58273673104122, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15845471620559692, + "m": 1.0 + }, + { + "p": 0.18279384076595306, + "m": 1.0 + }, + { + "p": 0.014114588499069214, + "m": 0.04085942730307579 + }, + { + "p": 0.0, + "m": 0.024633506312966347 + }, + { + "p": 0.04834355041384697, + "m": 0.057399213314056396 + }, + { + "p": 0.017658941447734833, + "m": 0.039720457047224045 + }, + { + "p": 0.0633852630853653, + "m": 0.04277801513671875 + }, + { + "p": 0.13707081973552704, + "m": 0.4603332281112671 + }, + { + "p": 0.0, + "m": 0.7714748382568359 + }, + { + "p": 0.13292047381401062, + "m": 0.43977829813957214 + }, + { + "p": 0.0, + "m": 0.8248199224472046 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24525779485702515, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.7875991463661194, + "val_loss": 1.1746561527252197, + "acc": 66.79, + "time": 192.17831259290688, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15311425924301147, + "m": 1.0 + }, + { + "p": 0.1875835508108139, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.042453013360500336 + }, + { + "p": 0.0, + "m": 0.036149222403764725 + }, + { + "p": 0.03451622277498245, + "m": 0.03903186693787575 + }, + { + "p": 0.0, + "m": 0.027794450521469116 + }, + { + "p": 0.08000052720308304, + "m": 0.030859051272273064 + }, + { + "p": 0.14613987505435944, + "m": 0.427458792924881 + }, + { + "p": 0.0, + "m": 0.7817239165306091 + }, + { + "p": 0.13957133889198303, + "m": 0.4370788037776947 + }, + { + "p": 0.0, + "m": 0.8132861256599426 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25907421112060547, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.6324192881584167, + "val_loss": 1.138322353363037, + "acc": 67.38, + "time": 194.83395212283358, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1709258109331131, + "m": 1.0 + }, + { + "p": 0.1975427120923996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.033144429326057434 + }, + { + "p": 0.0, + "m": 0.03838939592242241 + }, + { + "p": 0.003113796701654792, + "m": 0.01708066090941429 + }, + { + "p": 0.0, + "m": 0.02489575557410717 + }, + { + "p": 0.06251475214958191, + "m": 0.03945979103446007 + }, + { + "p": 0.14429470896720886, + "m": 0.4402408301830292 + }, + { + "p": 0.0, + "m": 0.7876867055892944 + }, + { + "p": 0.153318852186203, + "m": 0.4121122658252716 + }, + { + "p": 0.0, + "m": 0.8165575265884399 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.26828938722610474, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.5852304100990295, + "val_loss": 1.0914393663406372, + "acc": 68.05, + "time": 192.1398636600934, + "param": [ + { + "p": 0.009014269337058067, + "m": 1.0 + }, + { + "p": 0.1436435878276825, + "m": 1.0 + }, + { + "p": 0.18654456734657288, + "m": 1.0 + }, + { + "p": 0.0046792482025921345, + "m": 0.013719065114855766 + }, + { + "p": 0.027302760630846024, + "m": 0.0437224879860878 + }, + { + "p": 0.0021542836911976337, + "m": 0.012577643617987633 + }, + { + "p": 0.01497955247759819, + "m": 0.0497903972864151 + }, + { + "p": 0.04236054793000221, + "m": 0.0562455989420414 + }, + { + "p": 0.13282470405101776, + "m": 0.4485757648944855 + }, + { + "p": 0.0129950400441885, + "m": 0.7884214520454407 + }, + { + "p": 0.14913244545459747, + "m": 0.4115737974643707 + }, + { + "p": 0.029951222240924835, + "m": 0.812125563621521 + }, + { + "p": 0.004977984353899956, + "m": 1.0 + }, + { + "p": 0.23943974077701569, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.6646608114242554, + "val_loss": 0.999116063117981, + "acc": 68.03, + "time": 197.97212867997587, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1368120014667511, + "m": 1.0 + }, + { + "p": 0.19919493794441223, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.03637269511818886, + "m": 0.022336240857839584 + }, + { + "p": 0.0, + "m": 0.00442251143977046 + }, + { + "p": 0.013257445767521858, + "m": 0.05801257863640785 + }, + { + "p": 0.021043285727500916, + "m": 0.05957629904150963 + }, + { + "p": 0.13742150366306305, + "m": 0.4222203493118286 + }, + { + "p": 0.0015690717846155167, + "m": 0.8058658242225647 + }, + { + "p": 0.1636536866426468, + "m": 0.429074227809906 + }, + { + "p": 0.024946797639131546, + "m": 0.8097104430198669 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.26572856307029724, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.7810986042022705, + "val_loss": 1.1127828359603882, + "acc": 67.29, + "time": 193.31781447096728, + "param": [ + { + "p": 0.0008838101057335734, + "m": 1.0 + }, + { + "p": 0.14110049605369568, + "m": 1.0 + }, + { + "p": 0.2087383270263672, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.006228680722415447 + }, + { + "p": 0.03556576743721962, + "m": 0.022699512541294098 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.01753772422671318, + "m": 0.04474043473601341 + }, + { + "p": 0.0, + "m": 0.05108197033405304 + }, + { + "p": 0.13611464202404022, + "m": 0.38167208433151245 + }, + { + "p": 0.0012734230840578675, + "m": 0.8183635473251343 + }, + { + "p": 0.17892232537269592, + "m": 0.4415166676044464 + }, + { + "p": 0.006196688860654831, + "m": 0.8104572892189026 + }, + { + "p": 0.0006276167696341872, + "m": 1.0 + }, + { + "p": 0.2730390727519989, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.9026203155517578, + "val_loss": 1.4718828201293945, + "acc": 67.7, + "time": 205.26781735010445, + "param": [ + { + "p": 0.003322973381727934, + "m": 1.0 + }, + { + "p": 0.14202524721622467, + "m": 1.0 + }, + { + "p": 0.21546873450279236, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.02566451206803322 + }, + { + "p": 0.03143107518553734, + "m": 0.019312188029289246 + }, + { + "p": 0.0, + "m": 0.003743972396478057 + }, + { + "p": 0.01345908548682928, + "m": 0.07237830758094788 + }, + { + "p": 0.0, + "m": 0.04063258692622185 + }, + { + "p": 0.14164897799491882, + "m": 0.37735557556152344 + }, + { + "p": 0.0024325200356543064, + "m": 0.8298670053482056 + }, + { + "p": 0.1761782467365265, + "m": 0.42067357897758484 + }, + { + "p": 0.0, + "m": 0.7949792742729187 + }, + { + "p": 0.003126950701698661, + "m": 1.0 + }, + { + "p": 0.27090609073638916, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.7987218499183655, + "val_loss": 1.289580225944519, + "acc": 68.25, + "time": 191.86464849789627, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13796283304691315, + "m": 1.0 + }, + { + "p": 0.22856906056404114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.04509236291050911 + }, + { + "p": 0.00981518067419529, + "m": 0.0029093942139297724 + }, + { + "p": 0.0, + "m": 0.002031073672696948 + }, + { + "p": 0.0032949699088931084, + "m": 0.09078799188137054 + }, + { + "p": 0.0, + "m": 0.017453882843255997 + }, + { + "p": 0.15666890144348145, + "m": 0.3923763334751129 + }, + { + "p": 0.0, + "m": 0.8164798617362976 + }, + { + "p": 0.17706526815891266, + "m": 0.3790110945701599 + }, + { + "p": 0.0, + "m": 0.7630016803741455 + }, + { + "p": 0.007367792073637247, + "m": 1.0 + }, + { + "p": 0.2792559862136841, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.8450447916984558, + "val_loss": 1.2425071001052856, + "acc": 66.72, + "time": 196.308083236916, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1261429637670517, + "m": 1.0 + }, + { + "p": 0.2379702776670456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.039115872234106064 + }, + { + "p": 0.0058027771301567554, + "m": 0.015180686488747597 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.09887635707855225 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.17012394964694977, + "m": 0.40197649598121643 + }, + { + "p": 0.0, + "m": 0.8218428492546082 + }, + { + "p": 0.18204757571220398, + "m": 0.3912055194377899 + }, + { + "p": 0.0, + "m": 0.72850102186203 + }, + { + "p": 0.00030735673499293625, + "m": 1.0 + }, + { + "p": 0.2776051163673401, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.5685203671455383, + "val_loss": 1.0412688255310059, + "acc": 67.76, + "time": 204.2548202390317, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10343322902917862, + "m": 1.0 + }, + { + "p": 0.24126219749450684, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.032869644463062286 + }, + { + "p": 0.0, + "m": 0.03231535851955414 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.08617229014635086 + }, + { + "p": 0.0, + "m": 0.007408252451568842 + }, + { + "p": 0.18432731926441193, + "m": 0.3997093439102173 + }, + { + "p": 0.0, + "m": 0.8176141381263733 + }, + { + "p": 0.187257319688797, + "m": 0.3533535897731781 + }, + { + "p": 0.0, + "m": 0.7038865685462952 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2837199866771698, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.9751161932945251, + "val_loss": 1.2950445413589478, + "acc": 66.55, + "time": 196.6110680650454, + "param": [ + { + "p": 0.0009597009047865868, + "m": 1.0 + }, + { + "p": 0.08860836178064346, + "m": 1.0 + }, + { + "p": 0.22383281588554382, + "m": 1.0 + }, + { + "p": 0.0009428433841094375, + "m": 0.025392837822437286 + }, + { + "p": 0.008182516321539879, + "m": 0.02478557638823986 + }, + { + "p": 0.0010849257232621312, + "m": 0.00697539746761322 + }, + { + "p": 0.00032956915674731135, + "m": 0.07384141534566879 + }, + { + "p": 0.0, + "m": 0.02472081035375595 + }, + { + "p": 0.19484873116016388, + "m": 0.3895006477832794 + }, + { + "p": 0.0034590354189276695, + "m": 0.8036609292030334 + }, + { + "p": 0.19286951422691345, + "m": 0.3133186399936676 + }, + { + "p": 0.013252774253487587, + "m": 0.691644012928009 + }, + { + "p": 0.0011172274826094508, + "m": 1.0 + }, + { + "p": 0.2705121636390686, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.5730745792388916, + "val_loss": 1.1044509410858154, + "acc": 65.7, + "time": 191.88679891591892, + "param": [ + { + "p": 0.010906090028584003, + "m": 1.0 + }, + { + "p": 0.07979676872491837, + "m": 1.0 + }, + { + "p": 0.19620494544506073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.026599004864692688 + }, + { + "p": 0.027606390416622162, + "m": 0.013336963020265102 + }, + { + "p": 0.004877419676631689, + "m": 0.022256119176745415 + }, + { + "p": 0.0, + "m": 0.07885665446519852 + }, + { + "p": 0.005378123838454485, + "m": 0.04652798920869827 + }, + { + "p": 0.20528194308280945, + "m": 0.40669119358062744 + }, + { + "p": 0.007923548109829426, + "m": 0.7913767099380493 + }, + { + "p": 0.19407537579536438, + "m": 0.305616557598114 + }, + { + "p": 0.024622011929750443, + "m": 0.684502899646759 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24332740902900696, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.6774240136146545, + "val_loss": 1.239237904548645, + "acc": 67.55, + "time": 191.53229877911508, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06702940911054611, + "m": 1.0 + }, + { + "p": 0.19372057914733887, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.05402196943759918 + }, + { + "p": 0.01072575431317091, + "m": 0.022346552461385727 + }, + { + "p": 0.0, + "m": 0.0018453671364113688 + }, + { + "p": 0.0, + "m": 0.11313008517026901 + }, + { + "p": 0.0, + "m": 0.08007683604955673 + }, + { + "p": 0.23575632274150848, + "m": 0.37189915776252747 + }, + { + "p": 0.0, + "m": 0.7636569738388062 + }, + { + "p": 0.23698578774929047, + "m": 0.3157729208469391 + }, + { + "p": 0.0010418129386380315, + "m": 0.6510709524154663 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2547404170036316, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.7957951426506042, + "val_loss": 1.1518720388412476, + "acc": 67.48, + "time": 189.1364480929915, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05644489824771881, + "m": 1.0 + }, + { + "p": 0.19248181581497192, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.06616250425577164 + }, + { + "p": 0.0, + "m": 0.02590218558907509 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.12291201204061508 + }, + { + "p": 0.0, + "m": 0.097474604845047 + }, + { + "p": 0.2379329651594162, + "m": 0.350152850151062 + }, + { + "p": 0.0, + "m": 0.754027247428894 + }, + { + "p": 0.2358061969280243, + "m": 0.3021833002567291 + }, + { + "p": 0.0, + "m": 0.659685492515564 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2773341238498688, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.8162505626678467, + "val_loss": 1.1312675476074219, + "acc": 67.08, + "time": 192.49511544592679, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06749715656042099, + "m": 1.0 + }, + { + "p": 0.1941855549812317, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.06539223343133926 + }, + { + "p": 0.002948931884020567, + "m": 0.03700360655784607 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.12547317147254944 + }, + { + "p": 0.0, + "m": 0.1136888936161995 + }, + { + "p": 0.214985191822052, + "m": 0.32694682478904724 + }, + { + "p": 0.008662790060043335, + "m": 0.7612509727478027 + }, + { + "p": 0.22367873787879944, + "m": 0.3155035674571991 + }, + { + "p": 0.0, + "m": 0.6692233681678772 + }, + { + "p": 0.0009308817097917199, + "m": 1.0 + }, + { + "p": 0.28711068630218506, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.7290436625480652, + "val_loss": 1.274290919303894, + "acc": 67.77, + "time": 191.2653826638125, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08297041058540344, + "m": 1.0 + }, + { + "p": 0.1932072788476944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.09041077643632889 + }, + { + "p": 0.0, + "m": 0.037185147404670715 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.08493466675281525 + }, + { + "p": 0.0, + "m": 0.13507725298404694 + }, + { + "p": 0.2159343659877777, + "m": 0.32381704449653625 + }, + { + "p": 0.0040522231720387936, + "m": 0.7870264053344727 + }, + { + "p": 0.22038842737674713, + "m": 0.30486804246902466 + }, + { + "p": 0.0, + "m": 0.646632730960846 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28344735503196716, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json new file mode 100644 index 0000000..d70645c --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 69.44, + "Time": [ + 199.2813659005845, + 3.2833595964267124 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2550857067108154, + "val_loss": 2.2815818786621094, + "acc": 15.82, + "time": 193.64856329583563, + "param": [ + { + "p": 0.08264575153589249, + "m": 1.0 + }, + { + "p": 0.07002345472574234, + "m": 1.0 + }, + { + "p": 0.0686342716217041, + "m": 1.0 + }, + { + "p": 0.08480055630207062, + "m": 0.9826371669769287 + }, + { + "p": 0.012984552420675755, + "m": 1.0 + }, + { + "p": 0.07412148267030716, + "m": 0.9808259010314941 + }, + { + "p": 0.08232824504375458, + "m": 0.9953393936157227 + }, + { + "p": 0.08546894043684006, + "m": 0.9784833788871765 + }, + { + "p": 0.07232445478439331, + "m": 0.9920520782470703 + }, + { + "p": 0.05255216732621193, + "m": 1.0 + }, + { + "p": 0.07648143172264099, + "m": 0.9941348433494568 + }, + { + "p": 0.09541895985603333, + "m": 1.0 + }, + { + "p": 0.09099496901035309, + "m": 1.0 + }, + { + "p": 0.05122072622179985, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.0312440395355225, + "val_loss": 2.044637441635132, + "acc": 26.55, + "time": 191.462057123892, + "param": [ + { + "p": 0.08318812400102615, + "m": 1.0 + }, + { + "p": 0.08448157459497452, + "m": 1.0 + }, + { + "p": 0.07419144362211227, + "m": 1.0 + }, + { + "p": 0.08877646923065186, + "m": 0.9882205724716187 + }, + { + "p": 0.04252535477280617, + "m": 0.9608281850814819 + }, + { + "p": 0.0649140328168869, + "m": 0.9276232719421387 + }, + { + "p": 0.08098326623439789, + "m": 0.9968509674072266 + }, + { + "p": 0.08340249210596085, + "m": 0.9339642524719238 + }, + { + "p": 0.04539841040968895, + "m": 0.9379719495773315 + }, + { + "p": 0.06473153829574585, + "m": 1.0 + }, + { + "p": 0.07506557554006577, + "m": 0.9618727564811707 + }, + { + "p": 0.10614071786403656, + "m": 0.9698681235313416 + }, + { + "p": 0.10352955013513565, + "m": 1.0 + }, + { + "p": 0.0026714152190834284, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 1.9989014863967896, + "val_loss": 2.015557289123535, + "acc": 28.39, + "time": 201.12292778282426, + "param": [ + { + "p": 0.08547784388065338, + "m": 1.0 + }, + { + "p": 0.07557443529367447, + "m": 1.0 + }, + { + "p": 0.0644507110118866, + "m": 1.0 + }, + { + "p": 0.118370421230793, + "m": 1.0 + }, + { + "p": 0.02702009491622448, + "m": 0.995239794254303 + }, + { + "p": 0.044353239238262177, + "m": 0.8736298680305481 + }, + { + "p": 0.09505576640367508, + "m": 0.9969587326049805 + }, + { + "p": 0.07965513318777084, + "m": 0.9023202657699585 + }, + { + "p": 0.02995053306221962, + "m": 0.8928120732307434 + }, + { + "p": 0.06085402891039848, + "m": 1.0 + }, + { + "p": 0.0824432298541069, + "m": 0.9209110736846924 + }, + { + "p": 0.11793813854455948, + "m": 0.9384693503379822 + }, + { + "p": 0.11885648965835571, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 1.9733794927597046, + "val_loss": 1.851356863975525, + "acc": 35.08, + "time": 185.9625041759573, + "param": [ + { + "p": 0.09421946108341217, + "m": 1.0 + }, + { + "p": 0.04910510405898094, + "m": 1.0 + }, + { + "p": 0.06563002616167068, + "m": 1.0 + }, + { + "p": 0.17358937859535217, + "m": 0.965725839138031 + }, + { + "p": 0.01139870285987854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.845486581325531 + }, + { + "p": 0.10630366951227188, + "m": 0.9653475284576416 + }, + { + "p": 0.0871899202466011, + "m": 0.9002136588096619 + }, + { + "p": 0.005713476333767176, + "m": 0.8627365827560425 + }, + { + "p": 0.07261074334383011, + "m": 0.9995377659797668 + }, + { + "p": 0.08852352946996689, + "m": 0.8903117179870605 + }, + { + "p": 0.121895432472229, + "m": 0.9433790445327759 + }, + { + "p": 0.12382061034440994, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.9637490510940552, + "val_loss": 1.68779718875885, + "acc": 37.17, + "time": 187.54720725794323, + "param": [ + { + "p": 0.10005009919404984, + "m": 1.0 + }, + { + "p": 0.014053905382752419, + "m": 1.0 + }, + { + "p": 0.06159430742263794, + "m": 1.0 + }, + { + "p": 0.1817440688610077, + "m": 0.9219567179679871 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8479401469230652 + }, + { + "p": 0.11978621035814285, + "m": 0.8931673169136047 + }, + { + "p": 0.09425650537014008, + "m": 0.9034638404846191 + }, + { + "p": 0.0, + "m": 0.8427349925041199 + }, + { + "p": 0.07521598041057587, + "m": 0.9966616630554199 + }, + { + "p": 0.08473579585552216, + "m": 0.8582844734191895 + }, + { + "p": 0.12342852354049683, + "m": 0.9796158075332642 + }, + { + "p": 0.1451345831155777, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.8054189682006836, + "val_loss": 1.6524341106414795, + "acc": 41.28, + "time": 199.23060855502263, + "param": [ + { + "p": 0.08983544260263443, + "m": 1.0 + }, + { + "p": 0.010411884635686874, + "m": 1.0 + }, + { + "p": 0.07054342329502106, + "m": 1.0 + }, + { + "p": 0.18032823503017426, + "m": 0.914473831653595 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8720402717590332 + }, + { + "p": 0.12390831112861633, + "m": 0.8506180644035339 + }, + { + "p": 0.10478824377059937, + "m": 0.8938217163085938 + }, + { + "p": 0.0003115743456874043, + "m": 0.8358137607574463 + }, + { + "p": 0.06430260092020035, + "m": 0.9739936590194702 + }, + { + "p": 0.0868237167596817, + "m": 0.8486164212226868 + }, + { + "p": 0.10782072693109512, + "m": 1.0 + }, + { + "p": 0.16092589497566223, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.6535687446594238, + "val_loss": 1.6035258769989014, + "acc": 43.38, + "time": 186.30510945501737, + "param": [ + { + "p": 0.08467916399240494, + "m": 1.0 + }, + { + "p": 0.011276265606284142, + "m": 1.0 + }, + { + "p": 0.0868145003914833, + "m": 1.0 + }, + { + "p": 0.17932209372520447, + "m": 0.8909481763839722 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9169123768806458 + }, + { + "p": 0.12943844497203827, + "m": 0.7786654233932495 + }, + { + "p": 0.11302175372838974, + "m": 0.8333907127380371 + }, + { + "p": 0.001714059617370367, + "m": 0.8435826301574707 + }, + { + "p": 0.0565304197371006, + "m": 0.9670513868331909 + }, + { + "p": 0.08059027045965195, + "m": 0.8534026741981506 + }, + { + "p": 0.09596260637044907, + "m": 1.0 + }, + { + "p": 0.16065044701099396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.704237461090088, + "val_loss": 1.5751830339431763, + "acc": 46.0, + "time": 197.8790745420847, + "param": [ + { + "p": 0.09375791996717453, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09484782069921494, + "m": 1.0 + }, + { + "p": 0.1779816448688507, + "m": 0.8483151793479919 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.954113781452179 + }, + { + "p": 0.13323457539081573, + "m": 0.6910122632980347 + }, + { + "p": 0.11333611607551575, + "m": 0.7858620882034302 + }, + { + "p": 0.018858706578612328, + "m": 0.8577316999435425 + }, + { + "p": 0.0327773243188858, + "m": 0.9463086128234863 + }, + { + "p": 0.09080587327480316, + "m": 0.8719438910484314 + }, + { + "p": 0.09043897688388824, + "m": 1.0 + }, + { + "p": 0.15396107733249664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.7523483037948608, + "val_loss": 1.4334909915924072, + "acc": 47.01, + "time": 188.16784625593573, + "param": [ + { + "p": 0.09476747363805771, + "m": 1.0 + }, + { + "p": 0.013209659606218338, + "m": 1.0 + }, + { + "p": 0.09190835058689117, + "m": 1.0 + }, + { + "p": 0.14870020747184753, + "m": 0.8073508739471436 + }, + { + "p": 0.0, + "m": 0.9997143745422363 + }, + { + "p": 0.00783766619861126, + "m": 0.9774836897850037 + }, + { + "p": 0.11297547072172165, + "m": 0.6021608710289001 + }, + { + "p": 0.10751823335886002, + "m": 0.7604994773864746 + }, + { + "p": 0.051055554300546646, + "m": 0.8835244178771973 + }, + { + "p": 0.03125646710395813, + "m": 0.9052543640136719 + }, + { + "p": 0.09054046124219894, + "m": 0.8987735509872437 + }, + { + "p": 0.09344301372766495, + "m": 0.9844205379486084 + }, + { + "p": 0.13087016344070435, + "m": 1.0 + }, + { + "p": 0.0259172972291708, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8475539684295654, + "val_loss": 1.396507740020752, + "acc": 48.52, + "time": 200.31537162698805, + "param": [ + { + "p": 0.08454009145498276, + "m": 1.0 + }, + { + "p": 0.01936686597764492, + "m": 1.0 + }, + { + "p": 0.09306368231773376, + "m": 1.0 + }, + { + "p": 0.1338544487953186, + "m": 0.7778329849243164 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011704370379447937, + "m": 0.9977431297302246 + }, + { + "p": 0.0986342802643776, + "m": 0.5616403818130493 + }, + { + "p": 0.09114179015159607, + "m": 0.7600612044334412 + }, + { + "p": 0.07253128290176392, + "m": 0.9091970920562744 + }, + { + "p": 0.0503423735499382, + "m": 0.8736605048179626 + }, + { + "p": 0.10016234964132309, + "m": 0.9138638973236084 + }, + { + "p": 0.09061542898416519, + "m": 0.9694386720657349 + }, + { + "p": 0.11215575039386749, + "m": 1.0 + }, + { + "p": 0.04188726842403412, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8137403726577759, + "val_loss": 1.3187775611877441, + "acc": 50.25, + "time": 198.91756883915514, + "param": [ + { + "p": 0.06769009679555893, + "m": 1.0 + }, + { + "p": 0.027491165325045586, + "m": 1.0 + }, + { + "p": 0.09219440817832947, + "m": 1.0 + }, + { + "p": 0.12378720939159393, + "m": 0.7950344085693359 + }, + { + "p": 0.0, + "m": 0.9817351698875427 + }, + { + "p": 0.0075815338641405106, + "m": 1.0 + }, + { + "p": 0.09327976405620575, + "m": 0.549022376537323 + }, + { + "p": 0.07105068862438202, + "m": 0.76747727394104 + }, + { + "p": 0.08508950471878052, + "m": 0.9496883153915405 + }, + { + "p": 0.07073332369327545, + "m": 0.8349167108535767 + }, + { + "p": 0.11222218722105026, + "m": 0.922130823135376 + }, + { + "p": 0.10309919714927673, + "m": 0.9674047827720642 + }, + { + "p": 0.09844164550304413, + "m": 1.0 + }, + { + "p": 0.047339268028736115, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.4716389179229736, + "val_loss": 1.4034671783447266, + "acc": 50.55, + "time": 199.86699456814677, + "param": [ + { + "p": 0.06466973572969437, + "m": 1.0 + }, + { + "p": 0.018977180123329163, + "m": 1.0 + }, + { + "p": 0.09273342043161392, + "m": 1.0 + }, + { + "p": 0.11532064527273178, + "m": 0.8106169104576111 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9793381690979004 + }, + { + "p": 0.09933435916900635, + "m": 0.553562343120575 + }, + { + "p": 0.069468654692173, + "m": 0.7665913105010986 + }, + { + "p": 0.08819397538900375, + "m": 0.9734962582588196 + }, + { + "p": 0.07724539190530777, + "m": 0.8090624213218689 + }, + { + "p": 0.13180242478847504, + "m": 0.9466718435287476 + }, + { + "p": 0.10426945239305496, + "m": 0.9835940003395081 + }, + { + "p": 0.0864294022321701, + "m": 1.0 + }, + { + "p": 0.051555316895246506, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.708971381187439, + "val_loss": 1.372070074081421, + "acc": 50.36, + "time": 198.51806691801175, + "param": [ + { + "p": 0.0661974549293518, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09538322687149048, + "m": 1.0 + }, + { + "p": 0.1081373319029808, + "m": 0.8259256482124329 + }, + { + "p": 0.0, + "m": 0.9873349070549011 + }, + { + "p": 0.0, + "m": 0.9804282188415527 + }, + { + "p": 0.09471722692251205, + "m": 0.5289055109024048 + }, + { + "p": 0.07286467403173447, + "m": 0.7701651453971863 + }, + { + "p": 0.0903712809085846, + "m": 0.9656373858451843 + }, + { + "p": 0.08016303181648254, + "m": 0.8064528703689575 + }, + { + "p": 0.1412620097398758, + "m": 0.9383905529975891 + }, + { + "p": 0.10947087407112122, + "m": 1.0 + }, + { + "p": 0.0893087163567543, + "m": 1.0 + }, + { + "p": 0.05212415009737015, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.5990995168685913, + "val_loss": 1.3202590942382812, + "acc": 52.19, + "time": 199.9362042818684, + "param": [ + { + "p": 0.0645831748843193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09954384714365005, + "m": 1.0 + }, + { + "p": 0.10837612301111221, + "m": 0.8274527788162231 + }, + { + "p": 0.0, + "m": 0.9685649871826172 + }, + { + "p": 0.0, + "m": 0.9918989539146423 + }, + { + "p": 0.07671914249658585, + "m": 0.5006915330886841 + }, + { + "p": 0.07404612004756927, + "m": 0.7868270874023438 + }, + { + "p": 0.09078992903232574, + "m": 0.9498093128204346 + }, + { + "p": 0.07755489647388458, + "m": 0.8223606944084167 + }, + { + "p": 0.1426689475774765, + "m": 0.9133540391921997 + }, + { + "p": 0.11183244735002518, + "m": 1.0 + }, + { + "p": 0.10388621687889099, + "m": 1.0 + }, + { + "p": 0.04999914765357971, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.37416410446167, + "val_loss": 1.3489737510681152, + "acc": 54.37, + "time": 195.56761072715744, + "param": [ + { + "p": 0.05874219909310341, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10193601995706558, + "m": 1.0 + }, + { + "p": 0.11592577397823334, + "m": 0.8208537697792053 + }, + { + "p": 0.0, + "m": 0.9647925496101379 + }, + { + "p": 0.0, + "m": 0.9738000631332397 + }, + { + "p": 0.059233736246824265, + "m": 0.48364192247390747 + }, + { + "p": 0.07777372002601624, + "m": 0.8023373484611511 + }, + { + "p": 0.08978139609098434, + "m": 0.9198318123817444 + }, + { + "p": 0.05905821919441223, + "m": 0.840996503829956 + }, + { + "p": 0.1548641175031662, + "m": 0.8682018518447876 + }, + { + "p": 0.12014706432819366, + "m": 1.0 + }, + { + "p": 0.12498988211154938, + "m": 1.0 + }, + { + "p": 0.037547897547483444, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.4725927114486694, + "val_loss": 1.3156969547271729, + "acc": 51.95, + "time": 194.3237989230547, + "param": [ + { + "p": 0.044251617044210434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09131267666816711, + "m": 1.0 + }, + { + "p": 0.11883331835269928, + "m": 0.7980290651321411 + }, + { + "p": 0.0, + "m": 0.9860484004020691 + }, + { + "p": 0.0, + "m": 0.9546604752540588 + }, + { + "p": 0.057262618094682693, + "m": 0.45153290033340454 + }, + { + "p": 0.06769374012947083, + "m": 0.817886471748352 + }, + { + "p": 0.09489136934280396, + "m": 0.8751672506332397 + }, + { + "p": 0.056624095886945724, + "m": 0.856747567653656 + }, + { + "p": 0.18396644294261932, + "m": 0.822969913482666 + }, + { + "p": 0.12020925432443619, + "m": 1.0 + }, + { + "p": 0.14544351398944855, + "m": 1.0 + }, + { + "p": 0.019511407241225243, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.5587493181228638, + "val_loss": 1.3772072792053223, + "acc": 53.91, + "time": 199.19289598497562, + "param": [ + { + "p": 0.03321555256843567, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08296037465333939, + "m": 1.0 + }, + { + "p": 0.10454906523227692, + "m": 0.8021979331970215 + }, + { + "p": 0.0, + "m": 0.9897699356079102 + }, + { + "p": 0.0001445006491849199, + "m": 0.9370495676994324 + }, + { + "p": 0.06760476529598236, + "m": 0.44678667187690735 + }, + { + "p": 0.0573660284280777, + "m": 0.8095932602882385 + }, + { + "p": 0.10245572775602341, + "m": 0.8599081039428711 + }, + { + "p": 0.06570951640605927, + "m": 0.8452873229980469 + }, + { + "p": 0.21975542604923248, + "m": 0.825950562953949 + }, + { + "p": 0.12368188053369522, + "m": 1.0 + }, + { + "p": 0.14255712926387787, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.5212196111679077, + "val_loss": 1.1401997804641724, + "acc": 54.49, + "time": 191.2813341037836, + "param": [ + { + "p": 0.03461639955639839, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0740574300289154, + "m": 1.0 + }, + { + "p": 0.10775132477283478, + "m": 0.8067024350166321 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9188103079795837 + }, + { + "p": 0.06354139000177383, + "m": 0.43717408180236816 + }, + { + "p": 0.041904035955667496, + "m": 0.7906640768051147 + }, + { + "p": 0.11125271767377853, + "m": 0.868217945098877 + }, + { + "p": 0.06674166023731232, + "m": 0.8157398700714111 + }, + { + "p": 0.23850402235984802, + "m": 0.8079802393913269 + }, + { + "p": 0.13022001087665558, + "m": 0.9790563583374023 + }, + { + "p": 0.13141098618507385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.256003737449646, + "val_loss": 1.316577672958374, + "acc": 54.38, + "time": 191.65910361288115, + "param": [ + { + "p": 0.02809181995689869, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06980200111865997, + "m": 1.0 + }, + { + "p": 0.09965788573026657, + "m": 0.8100199699401855 + }, + { + "p": 0.0, + "m": 0.9798687696456909 + }, + { + "p": 0.001099685556255281, + "m": 0.9096023440361023 + }, + { + "p": 0.07769770920276642, + "m": 0.4203045964241028 + }, + { + "p": 0.04652955383062363, + "m": 0.7778037190437317 + }, + { + "p": 0.12233763188123703, + "m": 0.8784713745117188 + }, + { + "p": 0.06303513795137405, + "m": 0.7903852462768555 + }, + { + "p": 0.22141073644161224, + "m": 0.7927941083908081 + }, + { + "p": 0.130855530500412, + "m": 0.9534422755241394 + }, + { + "p": 0.1311170607805252, + "m": 1.0 + }, + { + "p": 0.008365289308130741, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.17630934715271, + "val_loss": 1.1330410242080688, + "acc": 57.01, + "time": 199.73288600402884, + "param": [ + { + "p": 0.0023408138658851385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07001736760139465, + "m": 1.0 + }, + { + "p": 0.09441790729761124, + "m": 0.7886854410171509 + }, + { + "p": 0.0, + "m": 0.970328688621521 + }, + { + "p": 0.0, + "m": 0.919557511806488 + }, + { + "p": 0.06872696429491043, + "m": 0.43264803290367126 + }, + { + "p": 0.032843053340911865, + "m": 0.7548578381538391 + }, + { + "p": 0.1380172222852707, + "m": 0.8533392548561096 + }, + { + "p": 0.052774086594581604, + "m": 0.7823897004127502 + }, + { + "p": 0.24784083664417267, + "m": 0.7582855224609375 + }, + { + "p": 0.14409607648849487, + "m": 0.9417089223861694 + }, + { + "p": 0.14892569184303284, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.4108291864395142, + "val_loss": 1.1603609323501587, + "acc": 56.91, + "time": 198.6347465259023, + "param": [ + { + "p": 0.0017050751484930515, + "m": 1.0 + }, + { + "p": 0.0007572248578071594, + "m": 1.0 + }, + { + "p": 0.07833582907915115, + "m": 1.0 + }, + { + "p": 0.1011250913143158, + "m": 0.7693606615066528 + }, + { + "p": 0.0, + "m": 0.9671961069107056 + }, + { + "p": 0.0023107649758458138, + "m": 0.9225648045539856 + }, + { + "p": 0.054318867623806, + "m": 0.46633222699165344 + }, + { + "p": 0.021611658856272697, + "m": 0.7291540503501892 + }, + { + "p": 0.1406373530626297, + "m": 0.8328642249107361 + }, + { + "p": 0.054714594036340714, + "m": 0.79364013671875 + }, + { + "p": 0.24900062382221222, + "m": 0.7306221723556519 + }, + { + "p": 0.1470676064491272, + "m": 0.9761603474617004 + }, + { + "p": 0.1443961262702942, + "m": 1.0 + }, + { + "p": 0.004019289277493954, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.4346243143081665, + "val_loss": 1.1084339618682861, + "acc": 57.0, + "time": 191.88092158199288, + "param": [ + { + "p": 0.01893327198922634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07526272535324097, + "m": 1.0 + }, + { + "p": 0.09842786937952042, + "m": 0.7302563786506653 + }, + { + "p": 0.0, + "m": 0.9533767700195312 + }, + { + "p": 0.008540070615708828, + "m": 0.9420357346534729 + }, + { + "p": 0.06784486025571823, + "m": 0.4901210069656372 + }, + { + "p": 0.031987570226192474, + "m": 0.7163176536560059 + }, + { + "p": 0.13564838469028473, + "m": 0.8047149777412415 + }, + { + "p": 0.06751088052988052, + "m": 0.7965485453605652 + }, + { + "p": 0.21890471875667572, + "m": 0.7046707272529602 + }, + { + "p": 0.1379803568124771, + "m": 0.9897664785385132 + }, + { + "p": 0.11595354229211807, + "m": 1.0 + }, + { + "p": 0.023005792871117592, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.432743787765503, + "val_loss": 1.1186635494232178, + "acc": 58.73, + "time": 199.41081716213375, + "param": [ + { + "p": 0.03966763988137245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06233817711472511, + "m": 1.0 + }, + { + "p": 0.0958598256111145, + "m": 0.7197002172470093 + }, + { + "p": 0.0, + "m": 0.9047302007675171 + }, + { + "p": 0.009969866834580898, + "m": 0.9373325705528259 + }, + { + "p": 0.0869835615158081, + "m": 0.48077887296676636 + }, + { + "p": 0.03585877642035484, + "m": 0.697537899017334 + }, + { + "p": 0.12928307056427002, + "m": 0.7781701683998108 + }, + { + "p": 0.06973160058259964, + "m": 0.802627682685852 + }, + { + "p": 0.2006577104330063, + "m": 0.6746011972427368 + }, + { + "p": 0.1346672624349594, + "m": 0.9812410473823547 + }, + { + "p": 0.10445402562618256, + "m": 1.0 + }, + { + "p": 0.03052843175828457, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.2681797742843628, + "val_loss": 1.188268780708313, + "acc": 58.03, + "time": 199.93793203518726, + "param": [ + { + "p": 0.0587313212454319, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05601220950484276, + "m": 1.0 + }, + { + "p": 0.09080751985311508, + "m": 0.7096801400184631 + }, + { + "p": 0.0, + "m": 0.8845820426940918 + }, + { + "p": 0.02858435921370983, + "m": 0.9559832215309143 + }, + { + "p": 0.09513837844133377, + "m": 0.4620233178138733 + }, + { + "p": 0.04292707145214081, + "m": 0.7089260816574097 + }, + { + "p": 0.11983755975961685, + "m": 0.7736127376556396 + }, + { + "p": 0.06134073808789253, + "m": 0.8004587292671204 + }, + { + "p": 0.1825966238975525, + "m": 0.6713749766349792 + }, + { + "p": 0.12816326320171356, + "m": 0.9879944324493408 + }, + { + "p": 0.10477586835622787, + "m": 1.0 + }, + { + "p": 0.031085051596164703, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.1906230449676514, + "val_loss": 1.2010064125061035, + "acc": 58.93, + "time": 199.69195167999715, + "param": [ + { + "p": 0.07395938783884048, + "m": 1.0 + }, + { + "p": 0.003587814513593912, + "m": 1.0 + }, + { + "p": 0.0483783558011055, + "m": 1.0 + }, + { + "p": 0.08103804290294647, + "m": 0.7165417671203613 + }, + { + "p": 0.0, + "m": 0.9065861701965332 + }, + { + "p": 0.05654645711183548, + "m": 0.9454115033149719 + }, + { + "p": 0.09839395433664322, + "m": 0.4834730923175812 + }, + { + "p": 0.04887949675321579, + "m": 0.7175400257110596 + }, + { + "p": 0.13529516756534576, + "m": 0.7956556081771851 + }, + { + "p": 0.05737989395856857, + "m": 0.7978186011314392 + }, + { + "p": 0.16752827167510986, + "m": 0.6509225964546204 + }, + { + "p": 0.12171058356761932, + "m": 0.9973288178443909 + }, + { + "p": 0.09160856157541275, + "m": 1.0 + }, + { + "p": 0.0156940296292305, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.4711889028549194, + "val_loss": 1.0007271766662598, + "acc": 60.76, + "time": 198.7527728700079, + "param": [ + { + "p": 0.07484662532806396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03885374218225479, + "m": 1.0 + }, + { + "p": 0.07896088808774948, + "m": 0.7307271361351013 + }, + { + "p": 0.0001497775228926912, + "m": 0.8883161544799805 + }, + { + "p": 0.07583020627498627, + "m": 0.9865317940711975 + }, + { + "p": 0.09344134479761124, + "m": 0.4908602237701416 + }, + { + "p": 0.057375289499759674, + "m": 0.7401580214500427 + }, + { + "p": 0.1674940288066864, + "m": 0.832729160785675 + }, + { + "p": 0.03629790619015694, + "m": 0.7935681939125061 + }, + { + "p": 0.1560862958431244, + "m": 0.6219247579574585 + }, + { + "p": 0.13192518055438995, + "m": 1.0 + }, + { + "p": 0.08873868733644485, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.5181994438171387, + "val_loss": 1.133925199508667, + "acc": 60.51, + "time": 196.0748700799886, + "param": [ + { + "p": 0.06760373711585999, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04158899188041687, + "m": 1.0 + }, + { + "p": 0.07471086829900742, + "m": 0.731471836566925 + }, + { + "p": 0.0, + "m": 0.8320444822311401 + }, + { + "p": 0.0712517723441124, + "m": 0.9939295053482056 + }, + { + "p": 0.0950004905462265, + "m": 0.5019755959510803 + }, + { + "p": 0.05173547938466072, + "m": 0.7438661456108093 + }, + { + "p": 0.19382992386817932, + "m": 0.8320327401161194 + }, + { + "p": 0.028485190123319626, + "m": 0.7827388644218445 + }, + { + "p": 0.15659044682979584, + "m": 0.6026850342750549 + }, + { + "p": 0.13083003461360931, + "m": 1.0 + }, + { + "p": 0.07986460626125336, + "m": 1.0 + }, + { + "p": 0.008508388884365559, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.2609912157058716, + "val_loss": 1.1059125661849976, + "acc": 61.17, + "time": 196.9650817529764, + "param": [ + { + "p": 0.05784191936254501, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.040279824286699295, + "m": 1.0 + }, + { + "p": 0.05778282880783081, + "m": 0.7350134253501892 + }, + { + "p": 0.0, + "m": 0.7944269180297852 + }, + { + "p": 0.06428305804729462, + "m": 0.9643595218658447 + }, + { + "p": 0.1041407510638237, + "m": 0.53214031457901 + }, + { + "p": 0.04481428861618042, + "m": 0.7498959898948669 + }, + { + "p": 0.2179364114999771, + "m": 0.8110723495483398 + }, + { + "p": 0.026496849954128265, + "m": 0.7629287838935852 + }, + { + "p": 0.1688610166311264, + "m": 0.588868260383606 + }, + { + "p": 0.13155536353588104, + "m": 1.0 + }, + { + "p": 0.06351425498723984, + "m": 1.0 + }, + { + "p": 0.022493412718176842, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.1318061351776123, + "val_loss": 1.0776151418685913, + "acc": 61.64, + "time": 198.34314506407827, + "param": [ + { + "p": 0.06225760281085968, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04905060678720474, + "m": 1.0 + }, + { + "p": 0.06025892123579979, + "m": 0.7367595434188843 + }, + { + "p": 0.0035048017743974924, + "m": 0.7792391777038574 + }, + { + "p": 0.04259767010807991, + "m": 0.9638738036155701 + }, + { + "p": 0.10377666354179382, + "m": 0.5530406832695007 + }, + { + "p": 0.04060731455683708, + "m": 0.7520486116409302 + }, + { + "p": 0.21263577044010162, + "m": 0.8076613545417786 + }, + { + "p": 0.04296700656414032, + "m": 0.7501771450042725 + }, + { + "p": 0.1522131860256195, + "m": 0.5768383741378784 + }, + { + "p": 0.12595871090888977, + "m": 1.0 + }, + { + "p": 0.0783015638589859, + "m": 1.0 + }, + { + "p": 0.025870172306895256, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.5012754201889038, + "val_loss": 1.1654934883117676, + "acc": 59.96, + "time": 199.31722956406884, + "param": [ + { + "p": 0.07292822003364563, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.059945184737443924, + "m": 1.0 + }, + { + "p": 0.06510210782289505, + "m": 0.7380375862121582 + }, + { + "p": 0.004850731696933508, + "m": 0.7739291787147522 + }, + { + "p": 0.025517163798213005, + "m": 0.9876917004585266 + }, + { + "p": 0.1014697477221489, + "m": 0.5955910086631775 + }, + { + "p": 0.044936761260032654, + "m": 0.7644377946853638 + }, + { + "p": 0.20341338217258453, + "m": 0.8181398510932922 + }, + { + "p": 0.047761403024196625, + "m": 0.740305483341217 + }, + { + "p": 0.13564665615558624, + "m": 0.5697521567344666 + }, + { + "p": 0.12194602191448212, + "m": 0.9982993602752686 + }, + { + "p": 0.10086404532194138, + "m": 1.0 + }, + { + "p": 0.01561853475868702, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.1521992683410645, + "val_loss": 1.1294989585876465, + "acc": 62.41, + "time": 199.9164833931718, + "param": [ + { + "p": 0.07675391435623169, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.078063003718853, + "m": 1.0 + }, + { + "p": 0.06898709386587143, + "m": 0.7151791453361511 + }, + { + "p": 0.0, + "m": 0.7826752662658691 + }, + { + "p": 0.005779807455837727, + "m": 0.9995709657669067 + }, + { + "p": 0.09636031836271286, + "m": 0.5605658888816833 + }, + { + "p": 0.04117085784673691, + "m": 0.7754626274108887 + }, + { + "p": 0.199848011136055, + "m": 0.7738621830940247 + }, + { + "p": 0.052121538668870926, + "m": 0.7231193780899048 + }, + { + "p": 0.12946495413780212, + "m": 0.5484712719917297 + }, + { + "p": 0.12711933255195618, + "m": 0.9982041716575623 + }, + { + "p": 0.12433113902807236, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.2067536115646362, + "val_loss": 1.046347975730896, + "acc": 61.94, + "time": 198.0280020791106, + "param": [ + { + "p": 0.07447724044322968, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08664655685424805, + "m": 1.0 + }, + { + "p": 0.04816555231809616, + "m": 0.6654288172721863 + }, + { + "p": 0.0, + "m": 0.7514923810958862 + }, + { + "p": 0.0, + "m": 0.9954911470413208 + }, + { + "p": 0.08476940542459488, + "m": 0.5104376077651978 + }, + { + "p": 0.0006353581557050347, + "m": 0.7487533092498779 + }, + { + "p": 0.23154303431510925, + "m": 0.7302238345146179 + }, + { + "p": 0.05985960736870766, + "m": 0.7386571764945984 + }, + { + "p": 0.12855005264282227, + "m": 0.5317469239234924 + }, + { + "p": 0.1457510143518448, + "m": 1.0 + }, + { + "p": 0.13960222899913788, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.2784247398376465, + "val_loss": 0.9923356771469116, + "acc": 63.06, + "time": 196.91111515788361, + "param": [ + { + "p": 0.0767383724451065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09053152054548264, + "m": 1.0 + }, + { + "p": 0.018721649423241615, + "m": 0.6356339454650879 + }, + { + "p": 0.0, + "m": 0.7013235688209534 + }, + { + "p": 0.01354393269866705, + "m": 1.0 + }, + { + "p": 0.06731878966093063, + "m": 0.5197165608406067 + }, + { + "p": 0.0, + "m": 0.7365143895149231 + }, + { + "p": 0.24546802043914795, + "m": 0.6659411191940308 + }, + { + "p": 0.061441365629434586, + "m": 0.7394797205924988 + }, + { + "p": 0.131489098072052, + "m": 0.5201932787895203 + }, + { + "p": 0.15427382290363312, + "m": 1.0 + }, + { + "p": 0.14047342538833618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.1383838653564453, + "val_loss": 1.0207538604736328, + "acc": 62.43, + "time": 198.31822659098543, + "param": [ + { + "p": 0.08596482872962952, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08610575646162033, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6149368286132812 + }, + { + "p": 0.0, + "m": 0.7038500905036926 + }, + { + "p": 0.038407377898693085, + "m": 1.0 + }, + { + "p": 0.048564352095127106, + "m": 0.5234661102294922 + }, + { + "p": 0.0007255064556375146, + "m": 0.73158198595047 + }, + { + "p": 0.2589835822582245, + "m": 0.6157744526863098 + }, + { + "p": 0.051893915981054306, + "m": 0.74226975440979 + }, + { + "p": 0.13674800097942352, + "m": 0.5176852345466614 + }, + { + "p": 0.1587115228176117, + "m": 1.0 + }, + { + "p": 0.13389524817466736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.1344636678695679, + "val_loss": 1.199101209640503, + "acc": 62.69, + "time": 196.90893232193775, + "param": [ + { + "p": 0.08224619179964066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08915749192237854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6052025556564331 + }, + { + "p": 0.014973431825637817, + "m": 0.721234917640686 + }, + { + "p": 0.03053213655948639, + "m": 0.9840030670166016 + }, + { + "p": 0.04272307828068733, + "m": 0.5340331792831421 + }, + { + "p": 0.02658788114786148, + "m": 0.7463967204093933 + }, + { + "p": 0.2435472011566162, + "m": 0.5736525058746338 + }, + { + "p": 0.05969986319541931, + "m": 0.7498871684074402 + }, + { + "p": 0.1353602558374405, + "m": 0.5227605700492859 + }, + { + "p": 0.144609272480011, + "m": 1.0 + }, + { + "p": 0.1269780844449997, + "m": 1.0 + }, + { + "p": 0.00358515209518373, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.1713436841964722, + "val_loss": 1.0486178398132324, + "acc": 63.32, + "time": 201.03039377601817, + "param": [ + { + "p": 0.0775284692645073, + "m": 1.0 + }, + { + "p": 0.003820266341790557, + "m": 1.0 + }, + { + "p": 0.08750700950622559, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6016466617584229 + }, + { + "p": 0.029561299830675125, + "m": 0.744702935218811 + }, + { + "p": 0.03176816180348396, + "m": 0.9806616306304932 + }, + { + "p": 0.04859965667128563, + "m": 0.559700608253479 + }, + { + "p": 0.04153788834810257, + "m": 0.7772184610366821 + }, + { + "p": 0.22451944649219513, + "m": 0.5408873558044434 + }, + { + "p": 0.07407922297716141, + "m": 0.7517088651657104 + }, + { + "p": 0.12847527861595154, + "m": 0.5128120183944702 + }, + { + "p": 0.1330416351556778, + "m": 1.0 + }, + { + "p": 0.11733647435903549, + "m": 1.0 + }, + { + "p": 0.0022251701448112726, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.2390917539596558, + "val_loss": 1.1293450593948364, + "acc": 63.56, + "time": 197.1944399550557, + "param": [ + { + "p": 0.08960656076669693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08246679604053497, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5926719307899475 + }, + { + "p": 0.024547146633267403, + "m": 0.7474259734153748 + }, + { + "p": 0.0231638066470623, + "m": 1.0 + }, + { + "p": 0.03267248719930649, + "m": 0.5633969902992249 + }, + { + "p": 0.0498078390955925, + "m": 0.773844838142395 + }, + { + "p": 0.23515357077121735, + "m": 0.5015488862991333 + }, + { + "p": 0.09519337117671967, + "m": 0.763046383857727 + }, + { + "p": 0.11686461418867111, + "m": 0.4928797483444214 + }, + { + "p": 0.12923245131969452, + "m": 1.0 + }, + { + "p": 0.12129132449626923, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.2378515005111694, + "val_loss": 1.0811920166015625, + "acc": 64.3, + "time": 197.40646529500373, + "param": [ + { + "p": 0.09248639643192291, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08647087216377258, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5933458209037781 + }, + { + "p": 0.0085763456299901, + "m": 0.768746554851532 + }, + { + "p": 0.014863026328384876, + "m": 1.0 + }, + { + "p": 0.006994121707975864, + "m": 0.5523964166641235 + }, + { + "p": 0.04355371743440628, + "m": 0.7592752575874329 + }, + { + "p": 0.2636060118675232, + "m": 0.4525383412837982 + }, + { + "p": 0.12092585116624832, + "m": 0.7897266149520874 + }, + { + "p": 0.11730744689702988, + "m": 0.4794279932975769 + }, + { + "p": 0.11456286907196045, + "m": 1.0 + }, + { + "p": 0.13065339624881744, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.0544538497924805, + "val_loss": 1.0356898307800293, + "acc": 65.06, + "time": 198.22665207390673, + "param": [ + { + "p": 0.08554087579250336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09669063240289688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.579762876033783 + }, + { + "p": 0.0, + "m": 0.7712796926498413 + }, + { + "p": 0.026475047692656517, + "m": 0.9973124265670776 + }, + { + "p": 0.004587051924318075, + "m": 0.533668041229248 + }, + { + "p": 0.042042702436447144, + "m": 0.7720814943313599 + }, + { + "p": 0.2792034447193146, + "m": 0.3792186975479126 + }, + { + "p": 0.12890954315662384, + "m": 0.8149241209030151 + }, + { + "p": 0.12772183120250702, + "m": 0.4905829131603241 + }, + { + "p": 0.08333142846822739, + "m": 1.0 + }, + { + "p": 0.1254974603652954, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.4437898397445679, + "val_loss": 0.8713555335998535, + "acc": 64.05, + "time": 197.33796011912636, + "param": [ + { + "p": 0.07703746110200882, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08611579239368439, + "m": 1.0 + }, + { + "p": 0.0007786746718920767, + "m": 0.5541930198669434 + }, + { + "p": 0.0, + "m": 0.778076708316803 + }, + { + "p": 0.03266752511262894, + "m": 0.9793515205383301 + }, + { + "p": 0.002591602737084031, + "m": 0.5153751969337463 + }, + { + "p": 0.044404108077287674, + "m": 0.7822781205177307 + }, + { + "p": 0.3045736253261566, + "m": 0.3108579218387604 + }, + { + "p": 0.12414812296628952, + "m": 0.8019084334373474 + }, + { + "p": 0.1351563036441803, + "m": 0.4896908700466156 + }, + { + "p": 0.076913021504879, + "m": 1.0 + }, + { + "p": 0.10971575975418091, + "m": 1.0 + }, + { + "p": 0.005898068659007549, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.3566646575927734, + "val_loss": 0.9289974570274353, + "acc": 64.67, + "time": 196.35930278501473, + "param": [ + { + "p": 0.07784132659435272, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06554944813251495, + "m": 1.0 + }, + { + "p": 0.009645096026360989, + "m": 0.5420368909835815 + }, + { + "p": 0.009541363455355167, + "m": 0.8010095357894897 + }, + { + "p": 0.03244496509432793, + "m": 1.0 + }, + { + "p": 0.016784509643912315, + "m": 0.4998546540737152 + }, + { + "p": 0.050402674823999405, + "m": 0.7886515259742737 + }, + { + "p": 0.31636834144592285, + "m": 0.24710574746131897 + }, + { + "p": 0.11383726447820663, + "m": 0.8122811317443848 + }, + { + "p": 0.13634061813354492, + "m": 0.4917624294757843 + }, + { + "p": 0.07067656517028809, + "m": 1.0 + }, + { + "p": 0.09287306666374207, + "m": 1.0 + }, + { + "p": 0.0076947640627622604, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.1592704057693481, + "val_loss": 1.0269588232040405, + "acc": 64.61, + "time": 198.18851819704287, + "param": [ + { + "p": 0.08680353313684464, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06484989076852798, + "m": 1.0 + }, + { + "p": 0.00028652543551288545, + "m": 0.5207802057266235 + }, + { + "p": 0.020011460408568382, + "m": 0.8020525574684143 + }, + { + "p": 0.02407265454530716, + "m": 1.0 + }, + { + "p": 0.025130528956651688, + "m": 0.48521003127098083 + }, + { + "p": 0.06863850355148315, + "m": 0.7982450723648071 + }, + { + "p": 0.3155331611633301, + "m": 0.1928921490907669 + }, + { + "p": 0.0997956395149231, + "m": 0.8288128972053528 + }, + { + "p": 0.13284265995025635, + "m": 0.49657610058784485 + }, + { + "p": 0.07615995407104492, + "m": 1.0 + }, + { + "p": 0.08546337485313416, + "m": 1.0 + }, + { + "p": 0.0004120751691516489, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.4191360473632812, + "val_loss": 0.98678058385849, + "acc": 65.02, + "time": 198.495042410912, + "param": [ + { + "p": 0.07508648186922073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07717755436897278, + "m": 1.0 + }, + { + "p": 0.01748242974281311, + "m": 0.500015914440155 + }, + { + "p": 0.028784099966287613, + "m": 0.7916721701622009 + }, + { + "p": 0.03646986931562424, + "m": 1.0 + }, + { + "p": 0.029129473492503166, + "m": 0.45735448598861694 + }, + { + "p": 0.07740980386734009, + "m": 0.7915351390838623 + }, + { + "p": 0.2823276221752167, + "m": 0.20073576271533966 + }, + { + "p": 0.08376666903495789, + "m": 0.849105954170227 + }, + { + "p": 0.1217363104224205, + "m": 0.5032462477684021 + }, + { + "p": 0.0739826038479805, + "m": 1.0 + }, + { + "p": 0.08190218359231949, + "m": 1.0 + }, + { + "p": 0.0147448955103755, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.3563902378082275, + "val_loss": 1.1010929346084595, + "acc": 65.86, + "time": 199.27942695096135, + "param": [ + { + "p": 0.06175629049539566, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08919969201087952, + "m": 1.0 + }, + { + "p": 0.015077687799930573, + "m": 0.47937989234924316 + }, + { + "p": 0.02448553778231144, + "m": 0.7739555239677429 + }, + { + "p": 0.057833559811115265, + "m": 1.0 + }, + { + "p": 0.04303192347288132, + "m": 0.4275089502334595 + }, + { + "p": 0.07542338967323303, + "m": 0.729548454284668 + }, + { + "p": 0.27313628792762756, + "m": 0.20214058458805084 + }, + { + "p": 0.07412422448396683, + "m": 0.8688614964485168 + }, + { + "p": 0.1109534353017807, + "m": 0.50668865442276 + }, + { + "p": 0.08069456368684769, + "m": 1.0 + }, + { + "p": 0.0692196935415268, + "m": 1.0 + }, + { + "p": 0.02506374940276146, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.2277697324752808, + "val_loss": 0.9309377670288086, + "acc": 65.55, + "time": 198.2071942749899, + "param": [ + { + "p": 0.049553923308849335, + "m": 1.0 + }, + { + "p": 0.002072107745334506, + "m": 1.0 + }, + { + "p": 0.10262607783079147, + "m": 1.0 + }, + { + "p": 0.016590196639299393, + "m": 0.44789794087409973 + }, + { + "p": 0.02046186290681362, + "m": 0.7858605980873108 + }, + { + "p": 0.0681593045592308, + "m": 1.0 + }, + { + "p": 0.0473848395049572, + "m": 0.3986991047859192 + }, + { + "p": 0.06482299417257309, + "m": 0.6910075545310974 + }, + { + "p": 0.26293280720710754, + "m": 0.15554355084896088 + }, + { + "p": 0.06547389924526215, + "m": 0.8803221583366394 + }, + { + "p": 0.10521131753921509, + "m": 0.515443742275238 + }, + { + "p": 0.09450303018093109, + "m": 1.0 + }, + { + "p": 0.06157796084880829, + "m": 1.0 + }, + { + "p": 0.03862966597080231, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.0225166082382202, + "val_loss": 0.963229238986969, + "acc": 65.66, + "time": 197.56767217395827, + "param": [ + { + "p": 0.044094327837228775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.104958675801754, + "m": 1.0 + }, + { + "p": 0.024304905906319618, + "m": 0.43008214235305786 + }, + { + "p": 0.011930253356695175, + "m": 0.7892794609069824 + }, + { + "p": 0.06191611289978027, + "m": 1.0 + }, + { + "p": 0.05853923782706261, + "m": 0.37888678908348083 + }, + { + "p": 0.0536687970161438, + "m": 0.6739230751991272 + }, + { + "p": 0.26858532428741455, + "m": 0.17788174748420715 + }, + { + "p": 0.06473848968744278, + "m": 0.8804394006729126 + }, + { + "p": 0.11096876114606857, + "m": 0.5381386876106262 + }, + { + "p": 0.1119636744260788, + "m": 1.0 + }, + { + "p": 0.054314032196998596, + "m": 1.0 + }, + { + "p": 0.030017415061593056, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.0529931783676147, + "val_loss": 0.9808530211448669, + "acc": 65.11, + "time": 194.2051312860567, + "param": [ + { + "p": 0.04525456950068474, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10934443026781082, + "m": 1.0 + }, + { + "p": 0.03841976448893547, + "m": 0.4149373769760132 + }, + { + "p": 0.02282671630382538, + "m": 0.7689217925071716 + }, + { + "p": 0.05554394796490669, + "m": 0.9997503757476807 + }, + { + "p": 0.0770859494805336, + "m": 0.3705459535121918 + }, + { + "p": 0.05219046398997307, + "m": 0.649562656879425 + }, + { + "p": 0.2538513243198395, + "m": 0.18590661883354187 + }, + { + "p": 0.07181708514690399, + "m": 0.8939772844314575 + }, + { + "p": 0.10306599736213684, + "m": 0.5414659380912781 + }, + { + "p": 0.10053514689207077, + "m": 1.0 + }, + { + "p": 0.045520465821027756, + "m": 1.0 + }, + { + "p": 0.024544192478060722, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.201804280281067, + "val_loss": 1.058029055595398, + "acc": 65.59, + "time": 198.89386963495053, + "param": [ + { + "p": 0.05430784821510315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10579129308462143, + "m": 1.0 + }, + { + "p": 0.04965130612254143, + "m": 0.42492663860321045 + }, + { + "p": 0.033853549510240555, + "m": 0.7178579568862915 + }, + { + "p": 0.05275580659508705, + "m": 1.0 + }, + { + "p": 0.08008644729852676, + "m": 0.40686604380607605 + }, + { + "p": 0.05874544009566307, + "m": 0.6324927806854248 + }, + { + "p": 0.24888819456100464, + "m": 0.1579999178647995 + }, + { + "p": 0.06993640214204788, + "m": 0.8995489478111267 + }, + { + "p": 0.09204570949077606, + "m": 0.5385205745697021 + }, + { + "p": 0.09191108494997025, + "m": 1.0 + }, + { + "p": 0.04466209560632706, + "m": 1.0 + }, + { + "p": 0.017364758998155594, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.172321081161499, + "val_loss": 0.8486064672470093, + "acc": 66.34, + "time": 198.94049734808505, + "param": [ + { + "p": 0.05999339371919632, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10521988570690155, + "m": 1.0 + }, + { + "p": 0.039724644273519516, + "m": 0.41273003816604614 + }, + { + "p": 0.04656245559453964, + "m": 0.6575222611427307 + }, + { + "p": 0.04468487203121185, + "m": 0.9859642386436462 + }, + { + "p": 0.07735736668109894, + "m": 0.4235824942588806 + }, + { + "p": 0.0647377073764801, + "m": 0.5978639125823975 + }, + { + "p": 0.23352837562561035, + "m": 0.12368912994861603 + }, + { + "p": 0.06602660566568375, + "m": 0.8987089395523071 + }, + { + "p": 0.08977334946393967, + "m": 0.5352990031242371 + }, + { + "p": 0.08758028596639633, + "m": 1.0 + }, + { + "p": 0.05984153598546982, + "m": 1.0 + }, + { + "p": 0.024969518184661865, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.1802724599838257, + "val_loss": 0.9273553490638733, + "acc": 66.23, + "time": 198.51180513715371, + "param": [ + { + "p": 0.0660487487912178, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12036149948835373, + "m": 1.0 + }, + { + "p": 0.017745235934853554, + "m": 0.3896905481815338 + }, + { + "p": 0.03969006612896919, + "m": 0.6550756692886353 + }, + { + "p": 0.04277944564819336, + "m": 0.9814885258674622 + }, + { + "p": 0.07155505567789078, + "m": 0.42326635122299194 + }, + { + "p": 0.07030417025089264, + "m": 0.5560743808746338 + }, + { + "p": 0.24059969186782837, + "m": 0.12682412564754486 + }, + { + "p": 0.07291512936353683, + "m": 0.8991424441337585 + }, + { + "p": 0.0920213907957077, + "m": 0.5423591136932373 + }, + { + "p": 0.07069315016269684, + "m": 1.0 + }, + { + "p": 0.07584363222122192, + "m": 1.0 + }, + { + "p": 0.01944275200366974, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.1871492862701416, + "val_loss": 0.9491941332817078, + "acc": 66.43, + "time": 197.86099012102932, + "param": [ + { + "p": 0.07783318310976028, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12703371047973633, + "m": 1.0 + }, + { + "p": 0.01530642993748188, + "m": 0.3909297287464142 + }, + { + "p": 0.026376886293292046, + "m": 0.632910430431366 + }, + { + "p": 0.041981425136327744, + "m": 0.9821658134460449 + }, + { + "p": 0.0678415447473526, + "m": 0.4199870824813843 + }, + { + "p": 0.06782544404268265, + "m": 0.5090196132659912 + }, + { + "p": 0.23375621438026428, + "m": 0.13351772725582123 + }, + { + "p": 0.07849539816379547, + "m": 0.9225583672523499 + }, + { + "p": 0.09909695386886597, + "m": 0.5499863624572754 + }, + { + "p": 0.05420868098735809, + "m": 1.0 + }, + { + "p": 0.08808308094739914, + "m": 1.0 + }, + { + "p": 0.022161046043038368, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.074066400527954, + "val_loss": 1.1416618824005127, + "acc": 66.23, + "time": 196.32697128900327, + "param": [ + { + "p": 0.0850830003619194, + "m": 1.0 + }, + { + "p": 0.00021861217101104558, + "m": 1.0 + }, + { + "p": 0.12505865097045898, + "m": 1.0 + }, + { + "p": 0.01759834587574005, + "m": 0.37930598855018616 + }, + { + "p": 0.03287220373749733, + "m": 0.6122157573699951 + }, + { + "p": 0.048597101122140884, + "m": 0.9974119663238525 + }, + { + "p": 0.06847361475229263, + "m": 0.42747196555137634 + }, + { + "p": 0.07693056017160416, + "m": 0.451659619808197 + }, + { + "p": 0.2224883735179901, + "m": 0.19153930246829987 + }, + { + "p": 0.07808719575405121, + "m": 0.9605540037155151 + }, + { + "p": 0.10869920998811722, + "m": 0.5613887906074524 + }, + { + "p": 0.03615168109536171, + "m": 1.0 + }, + { + "p": 0.08412636816501617, + "m": 1.0 + }, + { + "p": 0.015615088865160942, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.0209150314331055, + "val_loss": 0.964336097240448, + "acc": 66.04, + "time": 198.52336671808735, + "param": [ + { + "p": 0.0760452076792717, + "m": 1.0 + }, + { + "p": 0.00017359379853587598, + "m": 1.0 + }, + { + "p": 0.11744337528944016, + "m": 1.0 + }, + { + "p": 0.005860304459929466, + "m": 0.34904560446739197 + }, + { + "p": 0.04147883504629135, + "m": 0.6224886178970337 + }, + { + "p": 0.06826144456863403, + "m": 0.9952085614204407 + }, + { + "p": 0.07076426595449448, + "m": 0.4137025475502014 + }, + { + "p": 0.09561692178249359, + "m": 0.39283284544944763 + }, + { + "p": 0.21936409175395966, + "m": 0.2167450338602066 + }, + { + "p": 0.08017018437385559, + "m": 0.9984762668609619 + }, + { + "p": 0.10901913046836853, + "m": 0.5607256889343262 + }, + { + "p": 0.036498624831438065, + "m": 1.0 + }, + { + "p": 0.07712186872959137, + "m": 1.0 + }, + { + "p": 0.002182191936299205, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 0.9985477328300476, + "val_loss": 0.8429515957832336, + "acc": 67.1, + "time": 199.43422360601835, + "param": [ + { + "p": 0.0575079582631588, + "m": 1.0 + }, + { + "p": 0.006864224094897509, + "m": 1.0 + }, + { + "p": 0.10344686359167099, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.31202587485313416 + }, + { + "p": 0.059373944997787476, + "m": 0.6751912832260132 + }, + { + "p": 0.08595731854438782, + "m": 0.9848345518112183 + }, + { + "p": 0.07566824555397034, + "m": 0.3602990508079529 + }, + { + "p": 0.10444659739732742, + "m": 0.3788852095603943 + }, + { + "p": 0.19506065547466278, + "m": 0.22633661329746246 + }, + { + "p": 0.08529651165008545, + "m": 1.0 + }, + { + "p": 0.0968126654624939, + "m": 0.5653480887413025 + }, + { + "p": 0.0459776446223259, + "m": 1.0 + }, + { + "p": 0.07997314631938934, + "m": 1.0 + }, + { + "p": 0.003614225657656789, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.0478993654251099, + "val_loss": 0.9575765132904053, + "acc": 67.31, + "time": 198.7396422070451, + "param": [ + { + "p": 0.05308264121413231, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10992477834224701, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.30050376057624817 + }, + { + "p": 0.0600152350962162, + "m": 0.728375256061554 + }, + { + "p": 0.09093639999628067, + "m": 0.9746766686439514 + }, + { + "p": 0.08117123693227768, + "m": 0.3362502455711365 + }, + { + "p": 0.10840382426977158, + "m": 0.41780850291252136 + }, + { + "p": 0.19158031046390533, + "m": 0.23710067570209503 + }, + { + "p": 0.07704736292362213, + "m": 1.0 + }, + { + "p": 0.09444647282361984, + "m": 0.5787233710289001 + }, + { + "p": 0.047711554914712906, + "m": 1.0 + }, + { + "p": 0.08338989317417145, + "m": 1.0 + }, + { + "p": 0.0022903145290911198, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 0.9332295060157776, + "val_loss": 1.0790261030197144, + "acc": 67.31, + "time": 198.80128219281323, + "param": [ + { + "p": 0.052421871572732925, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11471670120954514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.30348727107048035 + }, + { + "p": 0.05512700974941254, + "m": 0.764070987701416 + }, + { + "p": 0.10777024179697037, + "m": 0.957267165184021 + }, + { + "p": 0.08743297308683395, + "m": 0.3203950524330139 + }, + { + "p": 0.10438281297683716, + "m": 0.4760293960571289 + }, + { + "p": 0.19398938119411469, + "m": 0.23527465760707855 + }, + { + "p": 0.06583026796579361, + "m": 1.0 + }, + { + "p": 0.09421000629663467, + "m": 0.5902560353279114 + }, + { + "p": 0.04730825871229172, + "m": 1.0 + }, + { + "p": 0.07681050151586533, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.144788146018982, + "val_loss": 0.9492554664611816, + "acc": 67.13, + "time": 199.48460298706777, + "param": [ + { + "p": 0.055891700088977814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10534955561161041, + "m": 1.0 + }, + { + "p": 0.0023654543329030275, + "m": 0.29027020931243896 + }, + { + "p": 0.03511708974838257, + "m": 0.7847996354103088 + }, + { + "p": 0.12481819838285446, + "m": 0.9373263120651245 + }, + { + "p": 0.09386853128671646, + "m": 0.305377721786499 + }, + { + "p": 0.09094347804784775, + "m": 0.5175571441650391 + }, + { + "p": 0.21196354925632477, + "m": 0.21585983037948608 + }, + { + "p": 0.06453938037157059, + "m": 1.0 + }, + { + "p": 0.07931350916624069, + "m": 0.5868113040924072 + }, + { + "p": 0.06083657592535019, + "m": 1.0 + }, + { + "p": 0.07499297708272934, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 0.9587647318840027, + "val_loss": 0.9563299417495728, + "acc": 66.69, + "time": 196.95484454301186, + "param": [ + { + "p": 0.064719557762146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09263678640127182, + "m": 1.0 + }, + { + "p": 0.019784007221460342, + "m": 0.27819278836250305 + }, + { + "p": 0.03234094753861427, + "m": 0.7775346636772156 + }, + { + "p": 0.11356016993522644, + "m": 0.9403647184371948 + }, + { + "p": 0.08407635986804962, + "m": 0.2741529047489166 + }, + { + "p": 0.06767601519823074, + "m": 0.5069031119346619 + }, + { + "p": 0.20816579461097717, + "m": 0.18358737230300903 + }, + { + "p": 0.0638694018125534, + "m": 0.9984508752822876 + }, + { + "p": 0.07801559567451477, + "m": 0.5930255651473999 + }, + { + "p": 0.08258448541164398, + "m": 1.0 + }, + { + "p": 0.0827019065618515, + "m": 1.0 + }, + { + "p": 0.009869029745459557, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 0.9451504349708557, + "val_loss": 0.9696258306503296, + "acc": 67.53, + "time": 199.35451562190428, + "param": [ + { + "p": 0.06281954050064087, + "m": 1.0 + }, + { + "p": 0.0027689735870808363, + "m": 1.0 + }, + { + "p": 0.09612347930669785, + "m": 1.0 + }, + { + "p": 0.027726909145712852, + "m": 0.2632019817829132 + }, + { + "p": 0.04214164614677429, + "m": 0.7848333120346069 + }, + { + "p": 0.10002026706933975, + "m": 0.9709842801094055 + }, + { + "p": 0.0676492303609848, + "m": 0.27718445658683777 + }, + { + "p": 0.05086607113480568, + "m": 0.5072205066680908 + }, + { + "p": 0.19662167131900787, + "m": 0.1564207822084427 + }, + { + "p": 0.06372619420289993, + "m": 0.9803885221481323 + }, + { + "p": 0.07868680357933044, + "m": 0.6005093455314636 + }, + { + "p": 0.09086190909147263, + "m": 1.0 + }, + { + "p": 0.08925841748714447, + "m": 1.0 + }, + { + "p": 0.030728954821825027, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.2079203128814697, + "val_loss": 0.8712352514266968, + "acc": 66.99, + "time": 195.89278375497088, + "param": [ + { + "p": 0.056865084916353226, + "m": 1.0 + }, + { + "p": 0.014631303958594799, + "m": 1.0 + }, + { + "p": 0.10016270726919174, + "m": 1.0 + }, + { + "p": 0.02927500568330288, + "m": 0.24048829078674316 + }, + { + "p": 0.055392730981111526, + "m": 0.7912114262580872 + }, + { + "p": 0.09817977994680405, + "m": 0.9737885594367981 + }, + { + "p": 0.05249667167663574, + "m": 0.2844187915325165 + }, + { + "p": 0.034740399569272995, + "m": 0.5177841782569885 + }, + { + "p": 0.19434912502765656, + "m": 0.1253093183040619 + }, + { + "p": 0.06749621033668518, + "m": 0.9844182729721069 + }, + { + "p": 0.07484126091003418, + "m": 0.6001865863800049 + }, + { + "p": 0.09543482214212418, + "m": 1.0 + }, + { + "p": 0.0873672291636467, + "m": 1.0 + }, + { + "p": 0.03876763954758644, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 0.9847825169563293, + "val_loss": 0.8929503560066223, + "acc": 66.87, + "time": 199.2135603390634, + "param": [ + { + "p": 0.06533816456794739, + "m": 1.0 + }, + { + "p": 0.020062502473592758, + "m": 1.0 + }, + { + "p": 0.10696239024400711, + "m": 1.0 + }, + { + "p": 0.025192927569150925, + "m": 0.18610933423042297 + }, + { + "p": 0.03918585553765297, + "m": 0.7513243556022644 + }, + { + "p": 0.09233170002698898, + "m": 0.9699622392654419 + }, + { + "p": 0.05569937452673912, + "m": 0.27982470393180847 + }, + { + "p": 0.04089562967419624, + "m": 0.5220901370048523 + }, + { + "p": 0.19500258564949036, + "m": 0.0904836505651474 + }, + { + "p": 0.07054794579744339, + "m": 1.0 + }, + { + "p": 0.07245008647441864, + "m": 0.6023598909378052 + }, + { + "p": 0.09934620559215546, + "m": 1.0 + }, + { + "p": 0.08489890396595001, + "m": 1.0 + }, + { + "p": 0.03208557888865471, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.2095798254013062, + "val_loss": 1.0189710855484009, + "acc": 67.33, + "time": 197.87189065292478, + "param": [ + { + "p": 0.06618184596300125, + "m": 1.0 + }, + { + "p": 0.0134852584451437, + "m": 1.0 + }, + { + "p": 0.10546161979436874, + "m": 1.0 + }, + { + "p": 0.02034684829413891, + "m": 0.14348165690898895 + }, + { + "p": 0.045610617846250534, + "m": 0.7255634665489197 + }, + { + "p": 0.0937708243727684, + "m": 0.9394762516021729 + }, + { + "p": 0.07196824997663498, + "m": 0.2706919014453888 + }, + { + "p": 0.037811312824487686, + "m": 0.5105542540550232 + }, + { + "p": 0.19322489202022552, + "m": 0.05925827473402023 + }, + { + "p": 0.06251450628042221, + "m": 0.9926687479019165 + }, + { + "p": 0.07672461867332458, + "m": 0.6082361936569214 + }, + { + "p": 0.11652930825948715, + "m": 1.0 + }, + { + "p": 0.09292035549879074, + "m": 1.0 + }, + { + "p": 0.00344979134388268, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.0527695417404175, + "val_loss": 0.9582031965255737, + "acc": 67.07, + "time": 197.36763049382716, + "param": [ + { + "p": 0.07220181822776794, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12263422459363937, + "m": 1.0 + }, + { + "p": 0.008818023838102818, + "m": 0.0961046889424324 + }, + { + "p": 0.044774338603019714, + "m": 0.7293210029602051 + }, + { + "p": 0.08363131433725357, + "m": 0.9164795875549316 + }, + { + "p": 0.0806264728307724, + "m": 0.2118125706911087 + }, + { + "p": 0.02744569629430771, + "m": 0.4900665581226349 + }, + { + "p": 0.20000334084033966, + "m": 0.1173945739865303 + }, + { + "p": 0.04699129983782768, + "m": 0.9920774102210999 + }, + { + "p": 0.0804600864648819, + "m": 0.6048939824104309 + }, + { + "p": 0.13460902869701385, + "m": 1.0 + }, + { + "p": 0.09540164470672607, + "m": 1.0 + }, + { + "p": 0.0024027235340327024, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.0216315984725952, + "val_loss": 0.8294872045516968, + "acc": 67.66, + "time": 196.63488984596916, + "param": [ + { + "p": 0.06868893653154373, + "m": 1.0 + }, + { + "p": 0.000761895498726517, + "m": 1.0 + }, + { + "p": 0.13380318880081177, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.08112633228302002 + }, + { + "p": 0.05132820084691048, + "m": 0.7280230522155762 + }, + { + "p": 0.05246654897928238, + "m": 0.9049807786941528 + }, + { + "p": 0.07792268693447113, + "m": 0.14072315394878387 + }, + { + "p": 0.01599235273897648, + "m": 0.4495881199836731 + }, + { + "p": 0.19414392113685608, + "m": 0.16504502296447754 + }, + { + "p": 0.04983602836728096, + "m": 0.9688758850097656 + }, + { + "p": 0.08571309596300125, + "m": 0.6019834876060486 + }, + { + "p": 0.1459348201751709, + "m": 1.0 + }, + { + "p": 0.1019994467496872, + "m": 1.0 + }, + { + "p": 0.021408794447779655, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 0.8146548271179199, + "val_loss": 0.9199135899543762, + "acc": 67.74, + "time": 199.979400775861, + "param": [ + { + "p": 0.06883329153060913, + "m": 1.0 + }, + { + "p": 0.006588675081729889, + "m": 1.0 + }, + { + "p": 0.14293381571769714, + "m": 1.0 + }, + { + "p": 0.0032127653248608112, + "m": 0.07656469196081161 + }, + { + "p": 0.052466779947280884, + "m": 0.710591197013855 + }, + { + "p": 0.02862825244665146, + "m": 0.9084137678146362 + }, + { + "p": 0.071583092212677, + "m": 0.06706289947032928 + }, + { + "p": 0.007009678520262241, + "m": 0.4163823425769806 + }, + { + "p": 0.19011570513248444, + "m": 0.18006443977355957 + }, + { + "p": 0.04811914265155792, + "m": 0.9437642693519592 + }, + { + "p": 0.08382882177829742, + "m": 0.5974373817443848 + }, + { + "p": 0.16062888503074646, + "m": 1.0 + }, + { + "p": 0.0956653356552124, + "m": 1.0 + }, + { + "p": 0.04038567468523979, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.023634672164917, + "val_loss": 1.0134674310684204, + "acc": 68.81, + "time": 200.09407090721652, + "param": [ + { + "p": 0.0702584981918335, + "m": 1.0 + }, + { + "p": 8.506255835527554e-05, + "m": 1.0 + }, + { + "p": 0.14071573317050934, + "m": 1.0 + }, + { + "p": 0.020353572443127632, + "m": 0.0851929783821106 + }, + { + "p": 0.04793134704232216, + "m": 0.696749746799469 + }, + { + "p": 0.0036834110505878925, + "m": 0.8967083692550659 + }, + { + "p": 0.05682747811079025, + "m": 0.034834157675504684 + }, + { + "p": 0.0, + "m": 0.3970929682254791 + }, + { + "p": 0.2169920951128006, + "m": 0.17807164788246155 + }, + { + "p": 0.034772347658872604, + "m": 0.9308122396469116 + }, + { + "p": 0.07402607053518295, + "m": 0.5774329900741577 + }, + { + "p": 0.18417297303676605, + "m": 1.0 + }, + { + "p": 0.09125182777643204, + "m": 1.0 + }, + { + "p": 0.05892963707447052, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.0570359230041504, + "val_loss": 0.9976369738578796, + "acc": 67.79, + "time": 198.8396734711714, + "param": [ + { + "p": 0.07490766048431396, + "m": 1.0 + }, + { + "p": 0.004113427363336086, + "m": 1.0 + }, + { + "p": 0.12426643818616867, + "m": 1.0 + }, + { + "p": 0.028525957837700844, + "m": 0.05034942924976349 + }, + { + "p": 0.049649037420749664, + "m": 0.6993522047996521 + }, + { + "p": 0.0, + "m": 0.8814437389373779 + }, + { + "p": 0.05405650660395622, + "m": 0.002091115340590477 + }, + { + "p": 0.0, + "m": 0.3929870128631592 + }, + { + "p": 0.23377273976802826, + "m": 0.167088121175766 + }, + { + "p": 0.030995363369584084, + "m": 0.9226813912391663 + }, + { + "p": 0.0634130910038948, + "m": 0.569987416267395 + }, + { + "p": 0.19997583329677582, + "m": 1.0 + }, + { + "p": 0.07563481479883194, + "m": 1.0 + }, + { + "p": 0.06068915128707886, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 0.8679050803184509, + "val_loss": 1.0058772563934326, + "acc": 68.11, + "time": 199.10637681698427, + "param": [ + { + "p": 0.08039843291044235, + "m": 1.0 + }, + { + "p": 0.0036079022102057934, + "m": 1.0 + }, + { + "p": 0.12275132536888123, + "m": 1.0 + }, + { + "p": 0.026256877928972244, + "m": 0.016654260456562042 + }, + { + "p": 0.03657418116927147, + "m": 0.7213771939277649 + }, + { + "p": 0.00020513722847681493, + "m": 0.8580028414726257 + }, + { + "p": 0.06473739445209503, + "m": 0.0 + }, + { + "p": 0.0078079598024487495, + "m": 0.41675734519958496 + }, + { + "p": 0.25219064950942993, + "m": 0.14102184772491455 + }, + { + "p": 0.017699647694826126, + "m": 0.9199767112731934 + }, + { + "p": 0.05437853932380676, + "m": 0.5728983879089355 + }, + { + "p": 0.2213595062494278, + "m": 1.0 + }, + { + "p": 0.06234460324048996, + "m": 1.0 + }, + { + "p": 0.049687888473272324, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.0106267929077148, + "val_loss": 0.8967077732086182, + "acc": 68.31, + "time": 198.44501281902194, + "param": [ + { + "p": 0.07030782103538513, + "m": 1.0 + }, + { + "p": 0.021428003907203674, + "m": 1.0 + }, + { + "p": 0.12110167741775513, + "m": 1.0 + }, + { + "p": 0.019264347851276398, + "m": 0.0 + }, + { + "p": 0.038825873285532, + "m": 0.7059122323989868 + }, + { + "p": 0.011480245739221573, + "m": 0.8339200615882874 + }, + { + "p": 0.06954152882099152, + "m": 0.000312979071168229 + }, + { + "p": 0.014417709782719612, + "m": 0.4173373281955719 + }, + { + "p": 0.2637031376361847, + "m": 0.10510565340518951 + }, + { + "p": 0.008498497307300568, + "m": 0.9294664263725281 + }, + { + "p": 0.04338245093822479, + "m": 0.5707778930664062 + }, + { + "p": 0.21713916957378387, + "m": 1.0 + }, + { + "p": 0.04973847419023514, + "m": 1.0 + }, + { + "p": 0.05117110162973404, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.0054889917373657, + "val_loss": 1.0995349884033203, + "acc": 67.69, + "time": 200.01551656797528, + "param": [ + { + "p": 0.0582101009786129, + "m": 1.0 + }, + { + "p": 0.03491399437189102, + "m": 1.0 + }, + { + "p": 0.11459065228700638, + "m": 1.0 + }, + { + "p": 0.019347744062542915, + "m": 0.0 + }, + { + "p": 0.023258022964000702, + "m": 0.6875424385070801 + }, + { + "p": 0.026816457509994507, + "m": 0.8386077880859375 + }, + { + "p": 0.07838581502437592, + "m": 0.0 + }, + { + "p": 0.017042959108948708, + "m": 0.4017978310585022 + }, + { + "p": 0.2670544683933258, + "m": 0.09076819568872452 + }, + { + "p": 0.005029528401792049, + "m": 0.9346095323562622 + }, + { + "p": 0.0443619042634964, + "m": 0.570051372051239 + }, + { + "p": 0.2008291333913803, + "m": 1.0 + }, + { + "p": 0.038137808442115784, + "m": 1.0 + }, + { + "p": 0.07202137261629105, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.039663553237915, + "val_loss": 0.9661662578582764, + "acc": 68.28, + "time": 197.67764061503112, + "param": [ + { + "p": 0.04752098023891449, + "m": 1.0 + }, + { + "p": 0.033190496265888214, + "m": 1.0 + }, + { + "p": 0.10747545957565308, + "m": 1.0 + }, + { + "p": 0.025855112820863724, + "m": 0.002197920810431242 + }, + { + "p": 0.027567937970161438, + "m": 0.6680250763893127 + }, + { + "p": 0.051602691411972046, + "m": 0.8190869688987732 + }, + { + "p": 0.0837954580783844, + "m": 0.0 + }, + { + "p": 0.019602224230766296, + "m": 0.40760454535484314 + }, + { + "p": 0.26489976048469543, + "m": 0.10578171908855438 + }, + { + "p": 0.003990892320871353, + "m": 0.9310572743415833 + }, + { + "p": 0.04020113870501518, + "m": 0.5673643946647644 + }, + { + "p": 0.17770422995090485, + "m": 1.0 + }, + { + "p": 0.03237554058432579, + "m": 1.0 + }, + { + "p": 0.08421796560287476, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 0.9300251007080078, + "val_loss": 0.8508681058883667, + "acc": 67.94, + "time": 200.56110948394053, + "param": [ + { + "p": 0.03470621630549431, + "m": 1.0 + }, + { + "p": 0.01979396864771843, + "m": 1.0 + }, + { + "p": 0.0961538702249527, + "m": 1.0 + }, + { + "p": 0.044819705188274384, + "m": 0.0062280502170324326 + }, + { + "p": 0.04902883246541023, + "m": 0.6428738832473755 + }, + { + "p": 0.06843510270118713, + "m": 0.7985173463821411 + }, + { + "p": 0.0813254714012146, + "m": 0.0 + }, + { + "p": 0.026061296463012695, + "m": 0.40644267201423645 + }, + { + "p": 0.2644207775592804, + "m": 0.136727973818779 + }, + { + "p": 0.02343417890369892, + "m": 0.9308886528015137 + }, + { + "p": 0.029257358983159065, + "m": 0.566889226436615 + }, + { + "p": 0.14840035140514374, + "m": 1.0 + }, + { + "p": 0.03591321036219597, + "m": 1.0 + }, + { + "p": 0.07824968546628952, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 0.6935818791389465, + "val_loss": 0.8898941874504089, + "acc": 68.22, + "time": 199.9578388959635, + "param": [ + { + "p": 0.03234952688217163, + "m": 1.0 + }, + { + "p": 0.008692704141139984, + "m": 1.0 + }, + { + "p": 0.0824669897556305, + "m": 1.0 + }, + { + "p": 0.05455870181322098, + "m": 0.0 + }, + { + "p": 0.06336404383182526, + "m": 0.6126223802566528 + }, + { + "p": 0.07587939500808716, + "m": 0.7974808812141418 + }, + { + "p": 0.0699026957154274, + "m": 0.0 + }, + { + "p": 0.025716707110404968, + "m": 0.38486868143081665 + }, + { + "p": 0.2768096625804901, + "m": 0.1523771733045578 + }, + { + "p": 0.03870353102684021, + "m": 0.9382354617118835 + }, + { + "p": 0.005992436781525612, + "m": 0.5633372068405151 + }, + { + "p": 0.13775549829006195, + "m": 1.0 + }, + { + "p": 0.049643952399492264, + "m": 1.0 + }, + { + "p": 0.07816407829523087, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 0.8839547634124756, + "val_loss": 1.121558666229248, + "acc": 68.13, + "time": 199.77209853404202, + "param": [ + { + "p": 0.032056909054517746, + "m": 1.0 + }, + { + "p": 0.0020591856446117163, + "m": 1.0 + }, + { + "p": 0.07547005265951157, + "m": 1.0 + }, + { + "p": 0.06473340094089508, + "m": 0.01402865070849657 + }, + { + "p": 0.05611523240804672, + "m": 0.6088737845420837 + }, + { + "p": 0.07531926035881042, + "m": 0.78989177942276 + }, + { + "p": 0.058008868247270584, + "m": 0.01464805193245411 + }, + { + "p": 0.0153982974588871, + "m": 0.3576821982860565 + }, + { + "p": 0.29044151306152344, + "m": 0.158495232462883 + }, + { + "p": 0.06289014965295792, + "m": 0.9709566235542297 + }, + { + "p": 0.004631228279322386, + "m": 0.564649760723114 + }, + { + "p": 0.13340802490711212, + "m": 1.0 + }, + { + "p": 0.0465817004442215, + "m": 1.0 + }, + { + "p": 0.08288612216711044, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 0.8251602649688721, + "val_loss": 0.9198399782180786, + "acc": 68.7, + "time": 200.22291108989157, + "param": [ + { + "p": 0.02861049212515354, + "m": 1.0 + }, + { + "p": 0.01054871641099453, + "m": 1.0 + }, + { + "p": 0.06807836890220642, + "m": 1.0 + }, + { + "p": 0.06538115441799164, + "m": 0.0 + }, + { + "p": 0.04237397015094757, + "m": 0.571346640586853 + }, + { + "p": 0.06743566691875458, + "m": 0.7611980438232422 + }, + { + "p": 0.05287798494100571, + "m": 0.0 + }, + { + "p": 0.012127136811614037, + "m": 0.34705477952957153 + }, + { + "p": 0.3070002496242523, + "m": 0.15726055204868317 + }, + { + "p": 0.07651275396347046, + "m": 0.9729836583137512 + }, + { + "p": 0.01908348686993122, + "m": 0.566362738609314 + }, + { + "p": 0.12099703401327133, + "m": 1.0 + }, + { + "p": 0.05092388764023781, + "m": 1.0 + }, + { + "p": 0.07804910838603973, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.1633070707321167, + "val_loss": 0.950191080570221, + "acc": 68.5, + "time": 194.33270860696211, + "param": [ + { + "p": 0.020256048068404198, + "m": 1.0 + }, + { + "p": 0.013417461887001991, + "m": 1.0 + }, + { + "p": 0.06594422459602356, + "m": 1.0 + }, + { + "p": 0.061276912689208984, + "m": 0.0 + }, + { + "p": 0.024845823645591736, + "m": 0.5418630242347717 + }, + { + "p": 0.08413111418485641, + "m": 0.7342170476913452 + }, + { + "p": 0.04665334150195122, + "m": 0.0 + }, + { + "p": 0.01724904030561447, + "m": 0.3587239384651184 + }, + { + "p": 0.33462202548980713, + "m": 0.12192945927381516 + }, + { + "p": 0.07730139791965485, + "m": 0.9666099548339844 + }, + { + "p": 0.02905191481113434, + "m": 0.5638831257820129 + }, + { + "p": 0.08847618103027344, + "m": 1.0 + }, + { + "p": 0.057362183928489685, + "m": 1.0 + }, + { + "p": 0.07941227406263351, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 0.9995316863059998, + "val_loss": 0.9127464890480042, + "acc": 67.32, + "time": 199.0982219867874, + "param": [ + { + "p": 0.02802450582385063, + "m": 1.0 + }, + { + "p": 0.036840759217739105, + "m": 1.0 + }, + { + "p": 0.066904217004776, + "m": 1.0 + }, + { + "p": 0.06307130306959152, + "m": 0.001924768090248108 + }, + { + "p": 0.01477990485727787, + "m": 0.5056692361831665 + }, + { + "p": 0.08788494020700455, + "m": 0.6724750995635986 + }, + { + "p": 0.059203848242759705, + "m": 0.0 + }, + { + "p": 0.016151325777173042, + "m": 0.34694918990135193 + }, + { + "p": 0.3235760033130646, + "m": 0.08081326633691788 + }, + { + "p": 0.06130169704556465, + "m": 0.967204749584198 + }, + { + "p": 0.03542681783437729, + "m": 0.5660279989242554 + }, + { + "p": 0.06327855587005615, + "m": 1.0 + }, + { + "p": 0.06490805745124817, + "m": 1.0 + }, + { + "p": 0.0786481723189354, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.0478324890136719, + "val_loss": 0.8924747109413147, + "acc": 67.77, + "time": 199.1827473989688, + "param": [ + { + "p": 0.055766910314559937, + "m": 1.0 + }, + { + "p": 0.057433921843767166, + "m": 1.0 + }, + { + "p": 0.07414550334215164, + "m": 1.0 + }, + { + "p": 0.06613285839557648, + "m": 0.0 + }, + { + "p": 0.026847481727600098, + "m": 0.46694764494895935 + }, + { + "p": 0.08927861601114273, + "m": 0.5802084803581238 + }, + { + "p": 0.05920427292585373, + "m": 0.0 + }, + { + "p": 0.030624255537986755, + "m": 0.33541467785835266 + }, + { + "p": 0.266381174325943, + "m": 0.06806838512420654 + }, + { + "p": 0.05585246905684471, + "m": 0.9755856990814209 + }, + { + "p": 0.041999492794275284, + "m": 0.5745928883552551 + }, + { + "p": 0.056337397545576096, + "m": 1.0 + }, + { + "p": 0.05812181904911995, + "m": 1.0 + }, + { + "p": 0.06187385693192482, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 0.8770444989204407, + "val_loss": 0.9475768208503723, + "acc": 67.82, + "time": 200.0452262267936, + "param": [ + { + "p": 0.07964504510164261, + "m": 1.0 + }, + { + "p": 0.05928242579102516, + "m": 1.0 + }, + { + "p": 0.07469137012958527, + "m": 1.0 + }, + { + "p": 0.06975940614938736, + "m": 0.0 + }, + { + "p": 0.02831064909696579, + "m": 0.4519602656364441 + }, + { + "p": 0.08775223046541214, + "m": 0.46696677803993225 + }, + { + "p": 0.0662253201007843, + "m": 0.002373833442106843 + }, + { + "p": 0.04834187403321266, + "m": 0.3253777027130127 + }, + { + "p": 0.21060886979103088, + "m": 0.081838458776474 + }, + { + "p": 0.07183349877595901, + "m": 0.9746768474578857 + }, + { + "p": 0.03844757750630379, + "m": 0.5787870287895203 + }, + { + "p": 0.057710714638233185, + "m": 1.0 + }, + { + "p": 0.05392460897564888, + "m": 1.0 + }, + { + "p": 0.05346641317009926, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 0.8491228222846985, + "val_loss": 1.0894496440887451, + "acc": 68.37, + "time": 199.26349070784636, + "param": [ + { + "p": 0.07952377945184708, + "m": 1.0 + }, + { + "p": 0.05482371523976326, + "m": 1.0 + }, + { + "p": 0.06620854139328003, + "m": 1.0 + }, + { + "p": 0.07262027263641357, + "m": 0.0 + }, + { + "p": 0.045259952545166016, + "m": 0.42908671498298645 + }, + { + "p": 0.09854121506214142, + "m": 0.35330477356910706 + }, + { + "p": 0.07764581590890884, + "m": 0.0 + }, + { + "p": 0.05187130719423294, + "m": 0.31630703806877136 + }, + { + "p": 0.19131779670715332, + "m": 0.07513047754764557 + }, + { + "p": 0.0799969956278801, + "m": 0.9584136605262756 + }, + { + "p": 0.03356262296438217, + "m": 0.569614589214325 + }, + { + "p": 0.05490949749946594, + "m": 1.0 + }, + { + "p": 0.04510847106575966, + "m": 1.0 + }, + { + "p": 0.048610009253025055, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 0.847591757774353, + "val_loss": 1.061653971672058, + "acc": 68.83, + "time": 197.937383325072, + "param": [ + { + "p": 0.07239800691604614, + "m": 1.0 + }, + { + "p": 0.05680995061993599, + "m": 1.0 + }, + { + "p": 0.0713549256324768, + "m": 1.0 + }, + { + "p": 0.06835054606199265, + "m": 0.0 + }, + { + "p": 0.0629776120185852, + "m": 0.35332003235816956 + }, + { + "p": 0.09814393520355225, + "m": 0.285817414522171 + }, + { + "p": 0.07819091528654099, + "m": 0.029566435143351555 + }, + { + "p": 0.06293734908103943, + "m": 0.2850845158100128 + }, + { + "p": 0.17904148995876312, + "m": 0.060111649334430695 + }, + { + "p": 0.07536430656909943, + "m": 0.9462264180183411 + }, + { + "p": 0.03605450317263603, + "m": 0.5628206133842468 + }, + { + "p": 0.05679638311266899, + "m": 0.9986254572868347 + }, + { + "p": 0.03423529863357544, + "m": 1.0 + }, + { + "p": 0.0473446361720562, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 0.9259973764419556, + "val_loss": 1.0025991201400757, + "acc": 68.38, + "time": 199.18591231992468, + "param": [ + { + "p": 0.07231631129980087, + "m": 1.0 + }, + { + "p": 0.05236142501235008, + "m": 1.0 + }, + { + "p": 0.08476097881793976, + "m": 1.0 + }, + { + "p": 0.06553545594215393, + "m": 0.0 + }, + { + "p": 0.062185823917388916, + "m": 0.3037049472332001 + }, + { + "p": 0.10883094370365143, + "m": 0.25731509923934937 + }, + { + "p": 0.07589876651763916, + "m": 0.0 + }, + { + "p": 0.06929919123649597, + "m": 0.2750622034072876 + }, + { + "p": 0.166542649269104, + "m": 0.07295749336481094 + }, + { + "p": 0.06977246701717377, + "m": 0.9443939328193665 + }, + { + "p": 0.03427839279174805, + "m": 0.5587536692619324 + }, + { + "p": 0.05974842607975006, + "m": 1.0 + }, + { + "p": 0.030960768461227417, + "m": 1.0 + }, + { + "p": 0.04750837758183479, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 0.7732384204864502, + "val_loss": 0.9113626480102539, + "acc": 68.95, + "time": 198.91525849886239, + "param": [ + { + "p": 0.08135715872049332, + "m": 1.0 + }, + { + "p": 0.05492447316646576, + "m": 1.0 + }, + { + "p": 0.0872664675116539, + "m": 1.0 + }, + { + "p": 0.0719272717833519, + "m": 0.0 + }, + { + "p": 0.06708826124668121, + "m": 0.2532780170440674 + }, + { + "p": 0.11180213838815689, + "m": 0.3165183961391449 + }, + { + "p": 0.08318179100751877, + "m": 0.0 + }, + { + "p": 0.06127725914120674, + "m": 0.23155973851680756 + }, + { + "p": 0.12765206396579742, + "m": 0.10795404762029648 + }, + { + "p": 0.07051447778940201, + "m": 0.9349363446235657 + }, + { + "p": 0.03651046380400658, + "m": 0.5741917490959167 + }, + { + "p": 0.06257966160774231, + "m": 1.0 + }, + { + "p": 0.03495141491293907, + "m": 1.0 + }, + { + "p": 0.04896702617406845, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 0.7972100377082825, + "val_loss": 0.9233896136283875, + "acc": 69.44, + "time": 200.3864801991731, + "param": [ + { + "p": 0.08330566436052322, + "m": 1.0 + }, + { + "p": 0.052396260201931, + "m": 1.0 + }, + { + "p": 0.0941205769777298, + "m": 1.0 + }, + { + "p": 0.07813932001590729, + "m": 0.0 + }, + { + "p": 0.06928669661283493, + "m": 0.18087919056415558 + }, + { + "p": 0.10433316230773926, + "m": 0.31932780146598816 + }, + { + "p": 0.0816916674375534, + "m": 0.002254660241305828 + }, + { + "p": 0.06618968397378922, + "m": 0.17986635863780975 + }, + { + "p": 0.1114339604973793, + "m": 0.10956650972366333 + }, + { + "p": 0.06837449222803116, + "m": 0.9152218103408813 + }, + { + "p": 0.03571337088942528, + "m": 0.5824582576751709 + }, + { + "p": 0.04970252513885498, + "m": 1.0 + }, + { + "p": 0.05338422581553459, + "m": 1.0 + }, + { + "p": 0.051928404718637466, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 0.8169622421264648, + "val_loss": 0.9116511344909668, + "acc": 69.04, + "time": 199.56937371520326, + "param": [ + { + "p": 0.06644218415021896, + "m": 1.0 + }, + { + "p": 0.06553187221288681, + "m": 1.0 + }, + { + "p": 0.08980961889028549, + "m": 1.0 + }, + { + "p": 0.07813341915607452, + "m": 0.0 + }, + { + "p": 0.0663173571228981, + "m": 0.14787372946739197 + }, + { + "p": 0.0944778099656105, + "m": 0.31830114126205444 + }, + { + "p": 0.08793491125106812, + "m": 0.0024290969595313072 + }, + { + "p": 0.060582686215639114, + "m": 0.12630879878997803 + }, + { + "p": 0.11920086294412613, + "m": 0.10717226564884186 + }, + { + "p": 0.06250222772359848, + "m": 0.9006507396697998 + }, + { + "p": 0.05101952701807022, + "m": 0.5878146290779114 + }, + { + "p": 0.05404522269964218, + "m": 1.0 + }, + { + "p": 0.05467047542333603, + "m": 1.0 + }, + { + "p": 0.049331825226545334, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 0.9359298348426819, + "val_loss": 0.9286741614341736, + "acc": 68.87, + "time": 199.642604758963, + "param": [ + { + "p": 0.053047847002744675, + "m": 1.0 + }, + { + "p": 0.06431806832551956, + "m": 1.0 + }, + { + "p": 0.10700028389692307, + "m": 1.0 + }, + { + "p": 0.07026652246713638, + "m": 0.0 + }, + { + "p": 0.057878974825143814, + "m": 0.14062047004699707 + }, + { + "p": 0.08230770379304886, + "m": 0.2689272463321686 + }, + { + "p": 0.09058167040348053, + "m": 0.006630755495280027 + }, + { + "p": 0.06246700510382652, + "m": 0.07395754754543304 + }, + { + "p": 0.1246330589056015, + "m": 0.10355736315250397 + }, + { + "p": 0.04495930299162865, + "m": 0.8888463377952576 + }, + { + "p": 0.05306251347064972, + "m": 0.5824213624000549 + }, + { + "p": 0.06911125779151917, + "m": 1.0 + }, + { + "p": 0.051259297877550125, + "m": 1.0 + }, + { + "p": 0.06910654157400131, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 0.8050826787948608, + "val_loss": 1.210174798965454, + "acc": 69.24, + "time": 201.45658321282826, + "param": [ + { + "p": 0.03586307168006897, + "m": 1.0 + }, + { + "p": 0.056630104780197144, + "m": 1.0 + }, + { + "p": 0.11743894219398499, + "m": 1.0 + }, + { + "p": 0.05498268082737923, + "m": 0.0 + }, + { + "p": 0.056220781058073044, + "m": 0.1358615905046463 + }, + { + "p": 0.06437491625547409, + "m": 0.2576812505722046 + }, + { + "p": 0.10778901726007462, + "m": 0.026349671185016632 + }, + { + "p": 0.06521685421466827, + "m": 0.04758281260728836 + }, + { + "p": 0.14740245044231415, + "m": 0.10211431980133057 + }, + { + "p": 0.05259878188371658, + "m": 0.8801880478858948 + }, + { + "p": 0.03501397371292114, + "m": 0.567592203617096 + }, + { + "p": 0.060685183852910995, + "m": 1.0 + }, + { + "p": 0.054278869181871414, + "m": 1.0 + }, + { + "p": 0.09150438010692596, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.4933072626590729, + "val_loss": 0.9309413433074951, + "acc": 68.87, + "time": 201.5116785429418, + "param": [ + { + "p": 0.010845174081623554, + "m": 1.0 + }, + { + "p": 0.04562612622976303, + "m": 1.0 + }, + { + "p": 0.12102650851011276, + "m": 1.0 + }, + { + "p": 0.0545019768178463, + "m": 0.0006228715064935386 + }, + { + "p": 0.05941043049097061, + "m": 0.07472051680088043 + }, + { + "p": 0.046325717121362686, + "m": 0.2782217860221863 + }, + { + "p": 0.12749797105789185, + "m": 0.0 + }, + { + "p": 0.07765203714370728, + "m": 0.07157346606254578 + }, + { + "p": 0.1645432710647583, + "m": 0.10926681756973267 + }, + { + "p": 0.07802101224660873, + "m": 0.8666518330574036 + }, + { + "p": 0.0, + "m": 0.554732620716095 + }, + { + "p": 0.05731857195496559, + "m": 0.9988859295845032 + }, + { + "p": 0.04222286120057106, + "m": 1.0 + }, + { + "p": 0.11500827968120575, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.864510715007782, + "val_loss": 1.0832911729812622, + "acc": 67.88, + "time": 202.17072137305513, + "param": [ + { + "p": 0.00018338327936362475, + "m": 1.0 + }, + { + "p": 0.04943137243390083, + "m": 1.0 + }, + { + "p": 0.10554409772157669, + "m": 1.0 + }, + { + "p": 0.05219816043972969, + "m": 0.0 + }, + { + "p": 0.057882532477378845, + "m": 0.04865068942308426 + }, + { + "p": 0.026464387774467468, + "m": 0.22755147516727448 + }, + { + "p": 0.14129315316677094, + "m": 0.003493857104331255 + }, + { + "p": 0.08307071030139923, + "m": 0.05733007937669754 + }, + { + "p": 0.16523461043834686, + "m": 0.1234210655093193 + }, + { + "p": 0.09377416223287582, + "m": 0.8608224987983704 + }, + { + "p": 0.0, + "m": 0.5473678112030029 + }, + { + "p": 0.04968288913369179, + "m": 1.0 + }, + { + "p": 0.04109185189008713, + "m": 1.0 + }, + { + "p": 0.1341487020254135, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.8373492360115051, + "val_loss": 0.9727705121040344, + "acc": 68.45, + "time": 202.25315671181306, + "param": [ + { + "p": 0.020952677354216576, + "m": 1.0 + }, + { + "p": 0.05625658109784126, + "m": 1.0 + }, + { + "p": 0.08987438678741455, + "m": 1.0 + }, + { + "p": 0.05606357753276825, + "m": 0.0 + }, + { + "p": 0.06775875389575958, + "m": 0.03638231381773949 + }, + { + "p": 0.03480711206793785, + "m": 0.17529118061065674 + }, + { + "p": 0.12436914443969727, + "m": 0.0 + }, + { + "p": 0.08788157999515533, + "m": 0.07024900615215302 + }, + { + "p": 0.1491142213344574, + "m": 0.13676822185516357 + }, + { + "p": 0.08444502204656601, + "m": 0.8438897132873535 + }, + { + "p": 0.0007500427891500294, + "m": 0.5429666638374329 + }, + { + "p": 0.05233868584036827, + "m": 1.0 + }, + { + "p": 0.046054814010858536, + "m": 1.0 + }, + { + "p": 0.12933337688446045, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 0.6795030236244202, + "val_loss": 0.9498891830444336, + "acc": 69.43, + "time": 200.80414293613285, + "param": [ + { + "p": 0.05167240649461746, + "m": 1.0 + }, + { + "p": 0.045842137187719345, + "m": 1.0 + }, + { + "p": 0.1000916063785553, + "m": 1.0 + }, + { + "p": 0.06094290316104889, + "m": 0.014461586251854897 + }, + { + "p": 0.06696601957082748, + "m": 0.037414174526929855 + }, + { + "p": 0.05420960485935211, + "m": 0.15941956639289856 + }, + { + "p": 0.10854735970497131, + "m": 0.030870364978909492 + }, + { + "p": 0.07022025436162949, + "m": 0.09934616088867188 + }, + { + "p": 0.13924327492713928, + "m": 0.14412516355514526 + }, + { + "p": 0.06541178375482559, + "m": 0.8679282069206238 + }, + { + "p": 0.0020000608637928963, + "m": 0.5370675921440125 + }, + { + "p": 0.05558126047253609, + "m": 1.0 + }, + { + "p": 0.061091650277376175, + "m": 1.0 + }, + { + "p": 0.11817959696054459, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.5884162783622742, + "val_loss": 0.9919058084487915, + "acc": 68.72, + "time": 200.7029464310035, + "param": [ + { + "p": 0.07025691866874695, + "m": 1.0 + }, + { + "p": 0.041426993906497955, + "m": 1.0 + }, + { + "p": 0.11972632259130478, + "m": 1.0 + }, + { + "p": 0.06275980174541473, + "m": 0.002064179629087448 + }, + { + "p": 0.05394400283694267, + "m": 0.03508870303630829 + }, + { + "p": 0.04082415625452995, + "m": 0.08709995448589325 + }, + { + "p": 0.10640345513820648, + "m": 0.02363276481628418 + }, + { + "p": 0.058091744780540466, + "m": 0.12856222689151764 + }, + { + "p": 0.1423274576663971, + "m": 0.14059245586395264 + }, + { + "p": 0.05893944203853607, + "m": 0.8876620531082153 + }, + { + "p": 0.0035261695738881826, + "m": 0.5318140387535095 + }, + { + "p": 0.058511339128017426, + "m": 0.9917057752609253 + }, + { + "p": 0.06446895003318787, + "m": 1.0 + }, + { + "p": 0.11879324913024902, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.49521970748901367, + "val_loss": 1.1019914150238037, + "acc": 69.43, + "time": 201.97097069700249, + "param": [ + { + "p": 0.07733820378780365, + "m": 1.0 + }, + { + "p": 0.03518063947558403, + "m": 1.0 + }, + { + "p": 0.13227391242980957, + "m": 1.0 + }, + { + "p": 0.06896288692951202, + "m": 0.04315830394625664 + }, + { + "p": 0.054079607129096985, + "m": 0.009461121633648872 + }, + { + "p": 0.01329768542200327, + "m": 0.041355863213539124 + }, + { + "p": 0.10491619259119034, + "m": 0.019367579370737076 + }, + { + "p": 0.0591711699962616, + "m": 0.10806827992200851 + }, + { + "p": 0.13656017184257507, + "m": 0.16648492217063904 + }, + { + "p": 0.0633406713604927, + "m": 0.9020134806632996 + }, + { + "p": 0.0, + "m": 0.5249037146568298 + }, + { + "p": 0.06214361637830734, + "m": 0.971064031124115 + }, + { + "p": 0.06488548964262009, + "m": 1.0 + }, + { + "p": 0.12784963846206665, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 0.5117949843406677, + "val_loss": 1.0575670003890991, + "acc": 68.13, + "time": 200.08459023409523, + "param": [ + { + "p": 0.06818056851625443, + "m": 1.0 + }, + { + "p": 0.03593151271343231, + "m": 1.0 + }, + { + "p": 0.13192233443260193, + "m": 1.0 + }, + { + "p": 0.06996822357177734, + "m": 0.09960753470659256 + }, + { + "p": 0.07138913869857788, + "m": 0.0 + }, + { + "p": 0.009270088747143745, + "m": 0.022484155371785164 + }, + { + "p": 0.10333552956581116, + "m": 0.0 + }, + { + "p": 0.07348436862230301, + "m": 0.12588568031787872 + }, + { + "p": 0.1119372621178627, + "m": 0.18132922053337097 + }, + { + "p": 0.06439652293920517, + "m": 0.89768385887146 + }, + { + "p": 0.013063475489616394, + "m": 0.5256891846656799 + }, + { + "p": 0.05722363293170929, + "m": 0.9560099840164185 + }, + { + "p": 0.07375989109277725, + "m": 1.0 + }, + { + "p": 0.11613741517066956, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.416214257478714, + "val_loss": 1.1433885097503662, + "acc": 69.09, + "time": 198.83888349798508, + "param": [ + { + "p": 0.06689655780792236, + "m": 1.0 + }, + { + "p": 0.04798818379640579, + "m": 1.0 + }, + { + "p": 0.11892037093639374, + "m": 1.0 + }, + { + "p": 0.05729083716869354, + "m": 0.15024670958518982 + }, + { + "p": 0.0795818567276001, + "m": 0.0 + }, + { + "p": 0.016936058178544044, + "m": 0.026747331023216248 + }, + { + "p": 0.10176359117031097, + "m": 0.0 + }, + { + "p": 0.09346049278974533, + "m": 0.1682792603969574 + }, + { + "p": 0.10446422547101974, + "m": 0.18566223978996277 + }, + { + "p": 0.061527643352746964, + "m": 0.8869014978408813 + }, + { + "p": 0.037776462733745575, + "m": 0.5295524001121521 + }, + { + "p": 0.046180665493011475, + "m": 0.9561195373535156 + }, + { + "p": 0.05945921316742897, + "m": 1.0 + }, + { + "p": 0.10775389522314072, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.6359255313873291, + "val_loss": 1.0239008665084839, + "acc": 68.59, + "time": 200.81867471011356, + "param": [ + { + "p": 0.06758271157741547, + "m": 1.0 + }, + { + "p": 0.060789160430431366, + "m": 1.0 + }, + { + "p": 0.10469268262386322, + "m": 1.0 + }, + { + "p": 0.042598873376846313, + "m": 0.15888157486915588 + }, + { + "p": 0.07602337747812271, + "m": 0.0 + }, + { + "p": 0.022306233644485474, + "m": 0.0 + }, + { + "p": 0.10483076423406601, + "m": 0.0 + }, + { + "p": 0.10342486202716827, + "m": 0.22481383383274078 + }, + { + "p": 0.10497436672449112, + "m": 0.18705350160598755 + }, + { + "p": 0.06714630126953125, + "m": 0.8947935104370117 + }, + { + "p": 0.051291536539793015, + "m": 0.5113189220428467 + }, + { + "p": 0.04592346400022507, + "m": 0.9647219777107239 + }, + { + "p": 0.04051139950752258, + "m": 1.0 + }, + { + "p": 0.10790418088436127, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.6812275648117065, + "val_loss": 1.1246206760406494, + "acc": 69.16, + "time": 201.1917792840395, + "param": [ + { + "p": 0.061134614050388336, + "m": 1.0 + }, + { + "p": 0.06274820119142532, + "m": 1.0 + }, + { + "p": 0.08959952741861343, + "m": 1.0 + }, + { + "p": 0.04340861737728119, + "m": 0.16887138783931732 + }, + { + "p": 0.07429628819227219, + "m": 0.028653660789132118 + }, + { + "p": 0.04568835347890854, + "m": 0.01930987648665905 + }, + { + "p": 0.09523817896842957, + "m": 0.0006009754142723978 + }, + { + "p": 0.09280747175216675, + "m": 0.2528921365737915 + }, + { + "p": 0.09682725369930267, + "m": 0.18312808871269226 + }, + { + "p": 0.07325135171413422, + "m": 0.9203356504440308 + }, + { + "p": 0.08125074207782745, + "m": 0.5181750655174255 + }, + { + "p": 0.048009444028139114, + "m": 0.9743515849113464 + }, + { + "p": 0.03300316259264946, + "m": 1.0 + }, + { + "p": 0.10273680835962296, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 0.4916435182094574, + "val_loss": 1.1935430765151978, + "acc": 68.66, + "time": 201.6923945338931, + "param": [ + { + "p": 0.04910572990775108, + "m": 1.0 + }, + { + "p": 0.05417478457093239, + "m": 1.0 + }, + { + "p": 0.08458930253982544, + "m": 1.0 + }, + { + "p": 0.04318857565522194, + "m": 0.16708368062973022 + }, + { + "p": 0.08228322118520737, + "m": 0.030882081016898155 + }, + { + "p": 0.0665992796421051, + "m": 0.028316160663962364 + }, + { + "p": 0.08186285197734833, + "m": 0.015806667506694794 + }, + { + "p": 0.0757707804441452, + "m": 0.25321516394615173 + }, + { + "p": 0.09707698971033096, + "m": 0.1773519515991211 + }, + { + "p": 0.082576684653759, + "m": 0.9425787329673767 + }, + { + "p": 0.09688541293144226, + "m": 0.5045163631439209 + }, + { + "p": 0.04440465196967125, + "m": 0.980628490447998 + }, + { + "p": 0.030214659869670868, + "m": 1.0 + }, + { + "p": 0.1112670823931694, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.5492591857910156, + "val_loss": 0.856458306312561, + "acc": 68.23, + "time": 201.02896507503465, + "param": [ + { + "p": 0.0570584274828434, + "m": 1.0 + }, + { + "p": 0.04605340585112572, + "m": 1.0 + }, + { + "p": 0.09342566132545471, + "m": 1.0 + }, + { + "p": 0.04401127249002457, + "m": 0.14978812634944916 + }, + { + "p": 0.0676347091794014, + "m": 0.0 + }, + { + "p": 0.06277244538068771, + "m": 0.04465508088469505 + }, + { + "p": 0.069203682243824, + "m": 0.0014797361800447106 + }, + { + "p": 0.058369867503643036, + "m": 0.2508161962032318 + }, + { + "p": 0.09744677692651749, + "m": 0.16964349150657654 + }, + { + "p": 0.09432168304920197, + "m": 0.9790151715278625 + }, + { + "p": 0.09966795891523361, + "m": 0.4610985219478607 + }, + { + "p": 0.052172694355249405, + "m": 0.9987663626670837 + }, + { + "p": 0.027203192934393883, + "m": 1.0 + }, + { + "p": 0.13065825402736664, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.5134133100509644, + "val_loss": 1.1449302434921265, + "acc": 69.01, + "time": 198.17604270507582, + "param": [ + { + "p": 0.0628930926322937, + "m": 1.0 + }, + { + "p": 0.04253083094954491, + "m": 1.0 + }, + { + "p": 0.10187727957963943, + "m": 1.0 + }, + { + "p": 0.06210852414369583, + "m": 0.13706658780574799 + }, + { + "p": 0.05462529882788658, + "m": 0.030676307156682014 + }, + { + "p": 0.05277106165885925, + "m": 0.0019022031920030713 + }, + { + "p": 0.06452442705631256, + "m": 0.0 + }, + { + "p": 0.05324442684650421, + "m": 0.259290874004364 + }, + { + "p": 0.10535287111997604, + "m": 0.16355633735656738 + }, + { + "p": 0.08654600381851196, + "m": 0.9996532201766968 + }, + { + "p": 0.09642347693443298, + "m": 0.4426766037940979 + }, + { + "p": 0.053773973137140274, + "m": 1.0 + }, + { + "p": 0.03846239298582077, + "m": 1.0 + }, + { + "p": 0.12486641854047775, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.46813687682151794, + "val_loss": 0.9097409248352051, + "acc": 68.82, + "time": 201.15923905698583, + "param": [ + { + "p": 0.07911711186170578, + "m": 1.0 + }, + { + "p": 0.056780602782964706, + "m": 1.0 + }, + { + "p": 0.11320491135120392, + "m": 1.0 + }, + { + "p": 0.08725010603666306, + "m": 0.17534032464027405 + }, + { + "p": 0.05736304819583893, + "m": 0.044827260076999664 + }, + { + "p": 0.032063309103250504, + "m": 0.0 + }, + { + "p": 0.044945329427719116, + "m": 0.0 + }, + { + "p": 0.02748320996761322, + "m": 0.2525157630443573 + }, + { + "p": 0.11623898148536682, + "m": 0.1644059419631958 + }, + { + "p": 0.07926483452320099, + "m": 0.9600983262062073 + }, + { + "p": 0.10151563584804535, + "m": 0.41750916838645935 + }, + { + "p": 0.05037651211023331, + "m": 0.9996861219406128 + }, + { + "p": 0.03184248507022858, + "m": 1.0 + }, + { + "p": 0.12255389988422394, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.5569577217102051, + "val_loss": 1.0402649641036987, + "acc": 69.1, + "time": 200.31281086802483, + "param": [ + { + "p": 0.0829564556479454, + "m": 1.0 + }, + { + "p": 0.06869440525770187, + "m": 1.0 + }, + { + "p": 0.11374852806329727, + "m": 1.0 + }, + { + "p": 0.10206229984760284, + "m": 0.181419238448143 + }, + { + "p": 0.052479442209005356, + "m": 0.05128929764032364 + }, + { + "p": 0.017617324367165565, + "m": 0.0 + }, + { + "p": 0.03537319600582123, + "m": 0.0008973822696134448 + }, + { + "p": 0.017201539129018784, + "m": 0.25871625542640686 + }, + { + "p": 0.11933388561010361, + "m": 0.1679316610097885 + }, + { + "p": 0.08229143172502518, + "m": 0.9270195960998535 + }, + { + "p": 0.10418897122144699, + "m": 0.3735125958919525 + }, + { + "p": 0.049039918929338455, + "m": 0.9899718165397644 + }, + { + "p": 0.02593957632780075, + "m": 1.0 + }, + { + "p": 0.1290728747844696, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.5829396843910217, + "val_loss": 1.1331359148025513, + "acc": 68.31, + "time": 201.67491679196246, + "param": [ + { + "p": 0.07124293595552444, + "m": 1.0 + }, + { + "p": 0.08092605322599411, + "m": 1.0 + }, + { + "p": 0.12307252734899521, + "m": 1.0 + }, + { + "p": 0.09664667397737503, + "m": 0.16235028207302094 + }, + { + "p": 0.040118008852005005, + "m": 0.02101503498852253 + }, + { + "p": 0.03160054609179497, + "m": 0.0 + }, + { + "p": 0.036463215947151184, + "m": 0.0 + }, + { + "p": 0.013220906257629395, + "m": 0.24903592467308044 + }, + { + "p": 0.12364260107278824, + "m": 0.17213906347751617 + }, + { + "p": 0.08278300613164902, + "m": 0.901060938835144 + }, + { + "p": 0.10294438898563385, + "m": 0.35546207427978516 + }, + { + "p": 0.0535811223089695, + "m": 0.9934305548667908 + }, + { + "p": 0.028099212795495987, + "m": 1.0 + }, + { + "p": 0.11565878987312317, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.876330554485321, + "val_loss": 0.9816627502441406, + "acc": 68.1, + "time": 200.59392083180137, + "param": [ + { + "p": 0.05567627027630806, + "m": 1.0 + }, + { + "p": 0.10037121176719666, + "m": 1.0 + }, + { + "p": 0.12756457924842834, + "m": 1.0 + }, + { + "p": 0.10134405642747879, + "m": 0.1344907283782959 + }, + { + "p": 0.04944835603237152, + "m": 0.001328360172919929 + }, + { + "p": 0.030273562297225, + "m": 0.0034830712247639894 + }, + { + "p": 0.02762126363813877, + "m": 0.0 + }, + { + "p": 0.002538778120651841, + "m": 0.23581790924072266 + }, + { + "p": 0.12874440848827362, + "m": 0.17805716395378113 + }, + { + "p": 0.06261331588029861, + "m": 0.8684783577919006 + }, + { + "p": 0.10001033544540405, + "m": 0.3517546057701111 + }, + { + "p": 0.07234838604927063, + "m": 1.0 + }, + { + "p": 0.033279795199632645, + "m": 1.0 + }, + { + "p": 0.10816575586795807, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.5971128940582275, + "val_loss": 1.0795557498931885, + "acc": 67.29, + "time": 201.9386564020533, + "param": [ + { + "p": 0.045578423887491226, + "m": 1.0 + }, + { + "p": 0.1170070469379425, + "m": 1.0 + }, + { + "p": 0.11815939098596573, + "m": 1.0 + }, + { + "p": 0.10155852138996124, + "m": 0.10538943856954575 + }, + { + "p": 0.06346356123685837, + "m": 0.0 + }, + { + "p": 0.03372819349169731, + "m": 0.006305851507931948 + }, + { + "p": 0.00529193039983511, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.23421865701675415 + }, + { + "p": 0.12753786146640778, + "m": 0.1746497005224228 + }, + { + "p": 0.04795422777533531, + "m": 0.8673151731491089 + }, + { + "p": 0.10412193089723587, + "m": 0.31732144951820374 + }, + { + "p": 0.0896201804280281, + "m": 1.0 + }, + { + "p": 0.03601180389523506, + "m": 1.0 + }, + { + "p": 0.10996691882610321, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.7069835662841797, + "val_loss": 1.0904204845428467, + "acc": 67.8, + "time": 198.04895589477383, + "param": [ + { + "p": 0.019825691357254982, + "m": 1.0 + }, + { + "p": 0.1307552456855774, + "m": 1.0 + }, + { + "p": 0.11791659146547318, + "m": 1.0 + }, + { + "p": 0.0913519337773323, + "m": 0.11229628324508667 + }, + { + "p": 0.06375950574874878, + "m": 0.028080523014068604 + }, + { + "p": 0.04524814710021019, + "m": 0.0 + }, + { + "p": 0.004293224774301052, + "m": 0.0 + }, + { + "p": 0.011254974640905857, + "m": 0.2557869255542755 + }, + { + "p": 0.11895603686571121, + "m": 0.18134400248527527 + }, + { + "p": 0.037180591374635696, + "m": 0.8737090229988098 + }, + { + "p": 0.12159816175699234, + "m": 0.292458713054657 + }, + { + "p": 0.0829915851354599, + "m": 0.9945454597473145 + }, + { + "p": 0.04791074991226196, + "m": 1.0 + }, + { + "p": 0.10695755481719971, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.6707556247711182, + "val_loss": 1.0610870122909546, + "acc": 68.01, + "time": 198.19687108998187, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13646246492862701, + "m": 1.0 + }, + { + "p": 0.12804803252220154, + "m": 1.0 + }, + { + "p": 0.0851157084107399, + "m": 0.0988144725561142 + }, + { + "p": 0.05912381038069725, + "m": 0.09125630557537079 + }, + { + "p": 0.04813745245337486, + "m": 0.0 + }, + { + "p": 0.011434332467615604, + "m": 0.0011740633053705096 + }, + { + "p": 0.0192718468606472, + "m": 0.26609742641448975 + }, + { + "p": 0.11211411654949188, + "m": 0.18774054944515228 + }, + { + "p": 0.034919288009405136, + "m": 0.9058298468589783 + }, + { + "p": 0.13110512495040894, + "m": 0.29969164729118347 + }, + { + "p": 0.06277021765708923, + "m": 0.9735472202301025 + }, + { + "p": 0.05265481024980545, + "m": 1.0 + }, + { + "p": 0.11884278804063797, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.6329548358917236, + "val_loss": 1.1037856340408325, + "acc": 68.41, + "time": 196.35037292004563, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12586568295955658, + "m": 1.0 + }, + { + "p": 0.13645635545253754, + "m": 1.0 + }, + { + "p": 0.0747068002820015, + "m": 0.05368810519576073 + }, + { + "p": 0.05741302669048309, + "m": 0.13754361867904663 + }, + { + "p": 0.04748959094285965, + "m": 0.0 + }, + { + "p": 0.010272173210978508, + "m": 0.0 + }, + { + "p": 0.0319787859916687, + "m": 0.26901277899742126 + }, + { + "p": 0.11748185008764267, + "m": 0.1876029372215271 + }, + { + "p": 0.029817817732691765, + "m": 0.9432227611541748 + }, + { + "p": 0.1603715568780899, + "m": 0.3106628656387329 + }, + { + "p": 0.03892369195818901, + "m": 0.942772626876831 + }, + { + "p": 0.03243277221918106, + "m": 1.0 + }, + { + "p": 0.1367899477481842, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.9169924855232239, + "val_loss": 1.0362379550933838, + "acc": 68.54, + "time": 196.70413915789686, + "param": [ + { + "p": 0.01809125393629074, + "m": 1.0 + }, + { + "p": 0.09806593507528305, + "m": 1.0 + }, + { + "p": 0.13926765322685242, + "m": 1.0 + }, + { + "p": 0.06322046369314194, + "m": 0.0358685627579689 + }, + { + "p": 0.0467941090464592, + "m": 0.11504646390676498 + }, + { + "p": 0.043430816382169724, + "m": 0.0 + }, + { + "p": 0.02540602721273899, + "m": 0.0 + }, + { + "p": 0.04812705144286156, + "m": 0.2720484137535095 + }, + { + "p": 0.12153444439172745, + "m": 0.18049953877925873 + }, + { + "p": 0.041315775364637375, + "m": 0.9709519743919373 + }, + { + "p": 0.16207221150398254, + "m": 0.2882038354873657 + }, + { + "p": 0.03771166875958443, + "m": 0.9264947772026062 + }, + { + "p": 0.013706323690712452, + "m": 1.0 + }, + { + "p": 0.14125631749629974, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.9037449955940247, + "val_loss": 0.9443817734718323, + "acc": 67.98, + "time": 202.17899160902016, + "param": [ + { + "p": 0.02527439594268799, + "m": 1.0 + }, + { + "p": 0.07623520493507385, + "m": 1.0 + }, + { + "p": 0.1370263546705246, + "m": 1.0 + }, + { + "p": 0.04105709120631218, + "m": 0.032970596104860306 + }, + { + "p": 0.07507794350385666, + "m": 0.08299238979816437 + }, + { + "p": 0.035139743238687515, + "m": 0.0 + }, + { + "p": 0.032423682510852814, + "m": 0.0008420422673225403 + }, + { + "p": 0.0443887896835804, + "m": 0.23605643212795258 + }, + { + "p": 0.12562038004398346, + "m": 0.18311180174350739 + }, + { + "p": 0.056623153388500214, + "m": 0.9757558703422546 + }, + { + "p": 0.15678617358207703, + "m": 0.22795455157756805 + }, + { + "p": 0.028140300884842873, + "m": 0.9031492471694946 + }, + { + "p": 0.006516891997307539, + "m": 1.0 + }, + { + "p": 0.15968987345695496, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.8152951598167419, + "val_loss": 1.0547527074813843, + "acc": 67.24, + "time": 200.5592278141994, + "param": [ + { + "p": 0.009320561774075031, + "m": 1.0 + }, + { + "p": 0.0694168284535408, + "m": 1.0 + }, + { + "p": 0.14500676095485687, + "m": 1.0 + }, + { + "p": 0.019872479140758514, + "m": 0.04604484140872955 + }, + { + "p": 0.07821951061487198, + "m": 0.04826338216662407 + }, + { + "p": 0.01572277396917343, + "m": 0.0 + }, + { + "p": 0.023227833211421967, + "m": 0.022230450063943863 + }, + { + "p": 0.042099736630916595, + "m": 0.22834858298301697 + }, + { + "p": 0.13293249905109406, + "m": 0.18607836961746216 + }, + { + "p": 0.07234197109937668, + "m": 0.9826377630233765 + }, + { + "p": 0.15996532142162323, + "m": 0.19699189066886902 + }, + { + "p": 0.0354706346988678, + "m": 0.8780644536018372 + }, + { + "p": 0.005502018146216869, + "m": 1.0 + }, + { + "p": 0.1909010112285614, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.5416169762611389, + "val_loss": 0.9050994515419006, + "acc": 67.91, + "time": 203.52165957004763, + "param": [ + { + "p": 0.007629904430359602, + "m": 1.0 + }, + { + "p": 0.07074876874685287, + "m": 1.0 + }, + { + "p": 0.16086527705192566, + "m": 1.0 + }, + { + "p": 0.008577540516853333, + "m": 0.04981692507863045 + }, + { + "p": 0.06958000361919403, + "m": 0.025794750079512596 + }, + { + "p": 0.006449871696531773, + "m": 0.002267521107569337 + }, + { + "p": 0.015900354832410812, + "m": 0.029231049120426178 + }, + { + "p": 0.041386160999536514, + "m": 0.18872320652008057 + }, + { + "p": 0.11887551844120026, + "m": 0.18397608399391174 + }, + { + "p": 0.07757171988487244, + "m": 0.9704906344413757 + }, + { + "p": 0.15949586033821106, + "m": 0.19295229017734528 + }, + { + "p": 0.05551644042134285, + "m": 0.8577883839607239 + }, + { + "p": 0.006570915691554546, + "m": 1.0 + }, + { + "p": 0.20083172619342804, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.8537718653678894, + "val_loss": 1.1067821979522705, + "acc": 68.15, + "time": 202.10654847999103, + "param": [ + { + "p": 0.020287131890654564, + "m": 1.0 + }, + { + "p": 0.07244504988193512, + "m": 1.0 + }, + { + "p": 0.17176325619220734, + "m": 1.0 + }, + { + "p": 0.008836229331791401, + "m": 0.03860599175095558 + }, + { + "p": 0.07302851974964142, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.005388764664530754, + "m": 0.020860010758042336 + }, + { + "p": 0.043708618730306625, + "m": 0.15813258290290833 + }, + { + "p": 0.10447533428668976, + "m": 0.16761364042758942 + }, + { + "p": 0.0776064395904541, + "m": 0.9683929085731506 + }, + { + "p": 0.1664094477891922, + "m": 0.13967059552669525 + }, + { + "p": 0.05868605896830559, + "m": 0.8536490797996521 + }, + { + "p": 0.003261034842580557, + "m": 1.0 + }, + { + "p": 0.19410403072834015, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.8494982123374939, + "val_loss": 1.1694204807281494, + "acc": 68.25, + "time": 202.48980620200746, + "param": [ + { + "p": 0.03130318596959114, + "m": 1.0 + }, + { + "p": 0.07619063556194305, + "m": 1.0 + }, + { + "p": 0.16040006279945374, + "m": 1.0 + }, + { + "p": 0.005688271019607782, + "m": 0.03666548430919647 + }, + { + "p": 0.06416226178407669, + "m": 0.006429148837924004 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.014374309219419956, + "m": 0.0 + }, + { + "p": 0.03933123126626015, + "m": 0.1295529156923294 + }, + { + "p": 0.1136087104678154, + "m": 0.14759081602096558 + }, + { + "p": 0.07291249930858612, + "m": 0.9389382004737854 + }, + { + "p": 0.1727847456932068, + "m": 0.0975695475935936 + }, + { + "p": 0.052604831755161285, + "m": 0.8566592335700989 + }, + { + "p": 0.002648679306730628, + "m": 1.0 + }, + { + "p": 0.19399064779281616, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.8641007542610168, + "val_loss": 0.9366678595542908, + "acc": 68.12, + "time": 204.09511253098026, + "param": [ + { + "p": 0.049042269587516785, + "m": 1.0 + }, + { + "p": 0.09190943092107773, + "m": 1.0 + }, + { + "p": 0.17354625463485718, + "m": 1.0 + }, + { + "p": 0.0023806882090866566, + "m": 0.061151470988988876 + }, + { + "p": 0.05382272228598595, + "m": 0.0011015270138159394 + }, + { + "p": 0.006181147415190935, + "m": 0.0006536255241371691 + }, + { + "p": 0.006236102432012558, + "m": 0.0 + }, + { + "p": 0.042230695486068726, + "m": 0.10840251296758652 + }, + { + "p": 0.10741515457630157, + "m": 0.14304398000240326 + }, + { + "p": 0.06830519437789917, + "m": 0.8978652358055115 + }, + { + "p": 0.15885493159294128, + "m": 0.16690747439861298 + }, + { + "p": 0.038295894861221313, + "m": 0.832114040851593 + }, + { + "p": 0.0012374352663755417, + "m": 1.0 + }, + { + "p": 0.20054195821285248, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.6324278116226196, + "val_loss": 1.0919573307037354, + "acc": 66.42, + "time": 202.24383351416327, + "param": [ + { + "p": 0.03956332430243492, + "m": 1.0 + }, + { + "p": 0.11629871279001236, + "m": 1.0 + }, + { + "p": 0.17321383953094482, + "m": 1.0 + }, + { + "p": 0.015688400715589523, + "m": 0.07225952297449112 + }, + { + "p": 0.05510469153523445, + "m": 0.005210386123508215 + }, + { + "p": 0.012565281242132187, + "m": 0.020579418167471886 + }, + { + "p": 0.016709787771105766, + "m": 0.0 + }, + { + "p": 0.04667157307267189, + "m": 0.07020021229982376 + }, + { + "p": 0.09357108175754547, + "m": 0.1504456251859665 + }, + { + "p": 0.069610096514225, + "m": 0.874471127986908 + }, + { + "p": 0.13351455330848694, + "m": 0.22067920863628387 + }, + { + "p": 0.029428424313664436, + "m": 0.8122373819351196 + }, + { + "p": 0.015671711415052414, + "m": 1.0 + }, + { + "p": 0.18238849937915802, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.6460720896720886, + "val_loss": 1.1163853406906128, + "acc": 67.54, + "time": 204.53852957091294, + "param": [ + { + "p": 0.022489167749881744, + "m": 1.0 + }, + { + "p": 0.13157597184181213, + "m": 1.0 + }, + { + "p": 0.15319731831550598, + "m": 1.0 + }, + { + "p": 0.01090438012033701, + "m": 0.08062689751386642 + }, + { + "p": 0.05124247446656227, + "m": 0.0 + }, + { + "p": 0.029195938259363174, + "m": 0.02490171417593956 + }, + { + "p": 0.028713291510939598, + "m": 0.0 + }, + { + "p": 0.053919870406389236, + "m": 0.04499741643667221 + }, + { + "p": 0.10949209332466125, + "m": 0.14974336326122284 + }, + { + "p": 0.06907188892364502, + "m": 0.8536752462387085 + }, + { + "p": 0.13073045015335083, + "m": 0.2364668995141983 + }, + { + "p": 0.022877441719174385, + "m": 0.7942616939544678 + }, + { + "p": 0.022557219490408897, + "m": 1.0 + }, + { + "p": 0.16403251886367798, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.46126115322113037, + "val_loss": 1.2134809494018555, + "acc": 67.22, + "time": 201.61980912601575, + "param": [ + { + "p": 0.00040679570520296693, + "m": 1.0 + }, + { + "p": 0.138202965259552, + "m": 1.0 + }, + { + "p": 0.15628774464130402, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0881718248128891 + }, + { + "p": 0.06293515861034393, + "m": 0.0 + }, + { + "p": 0.03152961656451225, + "m": 0.03866853192448616 + }, + { + "p": 0.03762771934270859, + "m": 0.0 + }, + { + "p": 0.06928465515375137, + "m": 0.019045084714889526 + }, + { + "p": 0.13593704998493195, + "m": 0.17822381854057312 + }, + { + "p": 0.06791500002145767, + "m": 0.839267909526825 + }, + { + "p": 0.11901430785655975, + "m": 0.23892110586166382 + }, + { + "p": 0.0017804288072511554, + "m": 0.7764685750007629 + }, + { + "p": 0.008749422617256641, + "m": 1.0 + }, + { + "p": 0.1703292429447174, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.4740150272846222, + "val_loss": 1.347868800163269, + "acc": 67.93, + "time": 201.30824726005085, + "param": [ + { + "p": 0.005299832206219435, + "m": 1.0 + }, + { + "p": 0.12722520530223846, + "m": 1.0 + }, + { + "p": 0.1540546715259552, + "m": 1.0 + }, + { + "p": 0.0002986472682096064, + "m": 0.08731609582901001 + }, + { + "p": 0.06756162643432617, + "m": 0.018721066415309906 + }, + { + "p": 0.04174963757395744, + "m": 0.055192310363054276 + }, + { + "p": 0.0576389841735363, + "m": 0.012415307573974133 + }, + { + "p": 0.061442580074071884, + "m": 0.007948308251798153 + }, + { + "p": 0.14351512491703033, + "m": 0.18465852737426758 + }, + { + "p": 0.05849164351820946, + "m": 0.8400560021400452 + }, + { + "p": 0.11698794364929199, + "m": 0.2442658692598343 + }, + { + "p": 0.0012970702955499291, + "m": 0.7666662335395813 + }, + { + "p": 0.006668095011264086, + "m": 1.0 + }, + { + "p": 0.15776890516281128, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.37380680441856384, + "val_loss": 1.3779932260513306, + "acc": 67.78, + "time": 201.520749400137, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14995086193084717, + "m": 1.0 + }, + { + "p": 0.17217789590358734, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.06292519718408585 + }, + { + "p": 0.03950720280408859, + "m": 0.0 + }, + { + "p": 0.026527175679802895, + "m": 0.040632057934999466 + }, + { + "p": 0.040099695324897766, + "m": 0.0 + }, + { + "p": 0.03187687695026398, + "m": 0.0013896147720515728 + }, + { + "p": 0.17116597294807434, + "m": 0.1818804144859314 + }, + { + "p": 0.04676459729671478, + "m": 0.8156194686889648 + }, + { + "p": 0.13680443167686462, + "m": 0.2268880307674408 + }, + { + "p": 0.0, + "m": 0.7625503540039062 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1851252317428589, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.8388106822967529, + "val_loss": 1.0970022678375244, + "acc": 66.82, + "time": 202.10115501610562, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15498830378055573, + "m": 1.0 + }, + { + "p": 0.18311887979507446, + "m": 1.0 + }, + { + "p": 0.00038982831756584346, + "m": 0.058485206216573715 + }, + { + "p": 0.022798076272010803, + "m": 0.0 + }, + { + "p": 0.010232780128717422, + "m": 0.014909863471984863 + }, + { + "p": 0.01818053238093853, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.07235527038574219 + }, + { + "p": 0.22127926349639893, + "m": 0.17011286318302155 + }, + { + "p": 0.03947564586997032, + "m": 0.8074502348899841 + }, + { + "p": 0.14987824857234955, + "m": 0.16261780261993408 + }, + { + "p": 0.0, + "m": 0.7542542219161987 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19965839385986328, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.6059938669204712, + "val_loss": 0.9367325901985168, + "acc": 66.19, + "time": 200.89197307894938, + "param": [ + { + "p": 0.004346603527665138, + "m": 1.0 + }, + { + "p": 0.15027885138988495, + "m": 1.0 + }, + { + "p": 0.18017815053462982, + "m": 1.0 + }, + { + "p": 0.005345522426068783, + "m": 0.0825340747833252 + }, + { + "p": 0.013011707924306393, + "m": 0.0 + }, + { + "p": 0.009988981299102306, + "m": 0.0 + }, + { + "p": 0.0021066050976514816, + "m": 0.0 + }, + { + "p": 0.003420555265620351, + "m": 0.12285798043012619 + }, + { + "p": 0.24283108115196228, + "m": 0.17497053742408752 + }, + { + "p": 0.036285147070884705, + "m": 0.808979332447052 + }, + { + "p": 0.13748236000537872, + "m": 0.13529446721076965 + }, + { + "p": 0.00429732957854867, + "m": 0.7438815832138062 + }, + { + "p": 0.004499037284404039, + "m": 1.0 + }, + { + "p": 0.2059280425310135, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.0696280002593994, + "val_loss": 1.1807775497436523, + "acc": 65.96, + "time": 202.1641889938619, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14211821556091309, + "m": 1.0 + }, + { + "p": 0.16614463925361633, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.09123443067073822 + }, + { + "p": 0.003975138068199158, + "m": 0.0 + }, + { + "p": 0.007703595329076052, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0016335889231413603 + }, + { + "p": 0.014466525055468082, + "m": 0.13779492676258087 + }, + { + "p": 0.25121429562568665, + "m": 0.15617842972278595 + }, + { + "p": 0.04572052136063576, + "m": 0.8079982399940491 + }, + { + "p": 0.14973247051239014, + "m": 0.10430177301168442 + }, + { + "p": 0.0, + "m": 0.7550246119499207 + }, + { + "p": 0.014260077849030495, + "m": 1.0 + }, + { + "p": 0.20466449856758118, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.7542173862457275, + "val_loss": 1.0887898206710815, + "acc": 67.13, + "time": 202.93730904418044, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1373434066772461, + "m": 1.0 + }, + { + "p": 0.1496662199497223, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.06402210146188736 + }, + { + "p": 0.0, + "m": 0.0028114235028624535 + }, + { + "p": 0.003284864593297243, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.002792956540361047 + }, + { + "p": 0.0237029530107975, + "m": 0.1412307769060135 + }, + { + "p": 0.2540114223957062, + "m": 0.15785813331604004 + }, + { + "p": 0.05621746927499771, + "m": 0.8395740389823914 + }, + { + "p": 0.153655543923378, + "m": 0.11836717277765274 + }, + { + "p": 0.0, + "m": 0.7589386701583862 + }, + { + "p": 0.02090250328183174, + "m": 1.0 + }, + { + "p": 0.20121559500694275, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.5968607664108276, + "val_loss": 1.2664865255355835, + "acc": 64.62, + "time": 201.46676805778407, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14087988436222076, + "m": 1.0 + }, + { + "p": 0.14223526418209076, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.010192545130848885 + }, + { + "p": 0.0, + "m": 0.0060698650777339935 + }, + { + "p": 0.0, + "m": 0.013269014656543732 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.021331142634153366, + "m": 0.10601004213094711 + }, + { + "p": 0.2668684124946594, + "m": 0.17570467293262482 + }, + { + "p": 0.0588146410882473, + "m": 0.8931618332862854 + }, + { + "p": 0.16108854115009308, + "m": 0.11207451671361923 + }, + { + "p": 0.0001894724409794435, + "m": 0.7672967314720154 + }, + { + "p": 0.0015279273502528667, + "m": 1.0 + }, + { + "p": 0.207064688205719, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.7929028272628784, + "val_loss": 0.9894843101501465, + "acc": 66.06, + "time": 200.84838505880907, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12648601830005646, + "m": 1.0 + }, + { + "p": 0.12848234176635742, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.01869620941579342 + }, + { + "p": 0.00245965039357543, + "m": 0.0012569623067975044 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.03207457438111305, + "m": 0.0833875760436058 + }, + { + "p": 0.25586485862731934, + "m": 0.15980270504951477 + }, + { + "p": 0.05912132188677788, + "m": 0.9237233400344849 + }, + { + "p": 0.16730251908302307, + "m": 0.0975661650300026 + }, + { + "p": 0.0028429876547306776, + "m": 0.7833355069160461 + }, + { + "p": 0.012533040717244148, + "m": 1.0 + }, + { + "p": 0.2128327488899231, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.7633035778999329, + "val_loss": 0.8801416754722595, + "acc": 67.04, + "time": 203.45263220299967, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10451482981443405, + "m": 1.0 + }, + { + "p": 0.11546806246042252, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.016066094860434532 + }, + { + "p": 0.0006710320012643933, + "m": 0.027241405099630356 + }, + { + "p": 0.02432204969227314, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.004245281219482422 + }, + { + "p": 0.05259640887379646, + "m": 0.09943196177482605 + }, + { + "p": 0.24843570590019226, + "m": 0.1299894005060196 + }, + { + "p": 0.0563850961625576, + "m": 0.904095470905304 + }, + { + "p": 0.18162479996681213, + "m": 0.04925604909658432 + }, + { + "p": 0.0005642128526233137, + "m": 0.7943211793899536 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2154177874326706, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.7082890272140503, + "val_loss": 1.1315793991088867, + "acc": 65.91, + "time": 202.44576455513015, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09924405068159103, + "m": 1.0 + }, + { + "p": 0.1263841986656189, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.030695032328367233 + }, + { + "p": 0.0007230888004414737, + "m": 0.04299766942858696 + }, + { + "p": 0.01647864282131195, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.04704637452960014 + }, + { + "p": 0.041898638010025024, + "m": 0.08696318417787552 + }, + { + "p": 0.26241621375083923, + "m": 0.10374194383621216 + }, + { + "p": 0.04015127941966057, + "m": 0.8909829258918762 + }, + { + "p": 0.19780763983726501, + "m": 0.016048360615968704 + }, + { + "p": 0.0, + "m": 0.7858760952949524 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2148963063955307, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.6829090714454651, + "val_loss": 1.2095407247543335, + "acc": 66.31, + "time": 201.4938874929212, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10194424539804459, + "m": 1.0 + }, + { + "p": 0.13503970205783844, + "m": 1.0 + }, + { + "p": 0.00043319506221450865, + "m": 0.023089157417416573 + }, + { + "p": 0.021796878427267075, + "m": 0.05702126398682594 + }, + { + "p": 0.020522529259324074, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.06572254747152328 + }, + { + "p": 0.01226713415235281, + "m": 0.05118013173341751 + }, + { + "p": 0.25702840089797974, + "m": 0.12356430292129517 + }, + { + "p": 0.03198184445500374, + "m": 0.8676546216011047 + }, + { + "p": 0.1816287487745285, + "m": 0.10379443317651749 + }, + { + "p": 0.012652392499148846, + "m": 0.7779908776283264 + }, + { + "p": 0.00010446052328916267, + "m": 1.0 + }, + { + "p": 0.22460046410560608, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.7782214879989624, + "val_loss": 1.0330426692962646, + "acc": 67.0, + "time": 195.8687795449514, + "param": [ + { + "p": 0.01168819796293974, + "m": 1.0 + }, + { + "p": 0.1089843139052391, + "m": 1.0 + }, + { + "p": 0.12498652935028076, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.013281532563269138 + }, + { + "p": 0.018095027655363083, + "m": 0.052551232278347015 + }, + { + "p": 0.01989586465060711, + "m": 0.0 + }, + { + "p": 6.610356649616733e-05, + "m": 0.06283432245254517 + }, + { + "p": 0.0, + "m": 0.03805810213088989 + }, + { + "p": 0.2676329016685486, + "m": 0.15428097546100616 + }, + { + "p": 0.02857174351811409, + "m": 0.8578537106513977 + }, + { + "p": 0.17876969277858734, + "m": 0.1545080542564392 + }, + { + "p": 0.013336144387722015, + "m": 0.7547132968902588 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22797352075576782, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.768833577632904, + "val_loss": 1.2504585981369019, + "acc": 65.39, + "time": 203.709581092, + "param": [ + { + "p": 0.028933914378285408, + "m": 1.0 + }, + { + "p": 0.10426204651594162, + "m": 1.0 + }, + { + "p": 0.11876043677330017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.03997666388750076 + }, + { + "p": 0.009516908787190914, + "m": 0.02960740029811859 + }, + { + "p": 0.007303013000637293, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0634135976433754 + }, + { + "p": 0.0, + "m": 0.05827772617340088 + }, + { + "p": 0.2763725817203522, + "m": 0.17358209192752838 + }, + { + "p": 0.03118225745856762, + "m": 0.840946614742279 + }, + { + "p": 0.17951446771621704, + "m": 0.17347104847431183 + }, + { + "p": 0.013390230014920235, + "m": 0.7081230878829956 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23076410591602325, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.7399570345878601, + "val_loss": 0.9859066605567932, + "acc": 66.15, + "time": 201.67462031403556, + "param": [ + { + "p": 0.01165255531668663, + "m": 1.0 + }, + { + "p": 0.08961831778287888, + "m": 1.0 + }, + { + "p": 0.12277659773826599, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.05321274697780609 + }, + { + "p": 0.009617128409445286, + "m": 0.0023014044854789972 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.05648158863186836 + }, + { + "p": 0.00807431060820818, + "m": 0.08577419072389603 + }, + { + "p": 0.2849721610546112, + "m": 0.16920149326324463 + }, + { + "p": 0.039463866502046585, + "m": 0.8409531116485596 + }, + { + "p": 0.1843479424715042, + "m": 0.17349736392498016 + }, + { + "p": 0.012857151217758656, + "m": 0.6687061190605164 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23662006855010986, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.5431427359580994, + "val_loss": 1.608786940574646, + "acc": 67.13, + "time": 202.94516787608154, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07755375653505325, + "m": 1.0 + }, + { + "p": 0.12102793902158737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.04824603721499443 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0020091389305889606 + }, + { + "p": 0.0, + "m": 0.03769071400165558 + }, + { + "p": 0.004551590885967016, + "m": 0.12060768902301788 + }, + { + "p": 0.3082257807254791, + "m": 0.13957209885120392 + }, + { + "p": 0.0316515676677227, + "m": 0.8309718370437622 + }, + { + "p": 0.19659286737442017, + "m": 0.1595393568277359 + }, + { + "p": 0.006130579859018326, + "m": 0.6653798222541809 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2542659342288971, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.6855053305625916, + "val_loss": 1.2335901260375977, + "acc": 66.37, + "time": 203.38488885993138, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07192967087030411, + "m": 1.0 + }, + { + "p": 0.1018441915512085, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.036928676068782806 + }, + { + "p": 0.0, + "m": 0.009471495635807514 + }, + { + "p": 0.0, + "m": 0.026775982230901718 + }, + { + "p": 0.002637851517647505, + "m": 0.03333570808172226 + }, + { + "p": 0.0, + "m": 0.15892107784748077 + }, + { + "p": 0.3334919512271881, + "m": 0.13345713913440704 + }, + { + "p": 0.0167540255934, + "m": 0.855664849281311 + }, + { + "p": 0.20628666877746582, + "m": 0.14842042326927185 + }, + { + "p": 0.0, + "m": 0.6651148200035095 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2670556306838989, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.4068081378936768, + "val_loss": 1.1939923763275146, + "acc": 65.39, + "time": 204.36248013400473, + "param": [ + { + "p": 0.0029812089633196592, + "m": 1.0 + }, + { + "p": 0.08614467829465866, + "m": 1.0 + }, + { + "p": 0.09305550903081894, + "m": 1.0 + }, + { + "p": 0.0016115683829411864, + "m": 0.020704766735434532 + }, + { + "p": 0.0, + "m": 0.01691356487572193 + }, + { + "p": 0.003477412275969982, + "m": 0.024291375651955605 + }, + { + "p": 2.0083858544239774e-05, + "m": 0.01676219515502453 + }, + { + "p": 0.0, + "m": 0.1759640872478485 + }, + { + "p": 0.3454379141330719, + "m": 0.12385104596614838 + }, + { + "p": 0.002680195728316903, + "m": 0.8693960905075073 + }, + { + "p": 0.20468713343143463, + "m": 0.12524473667144775 + }, + { + "p": 0.0, + "m": 0.6737148761749268 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2599043846130371, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.7054084539413452, + "val_loss": 1.1033509969711304, + "acc": 65.75, + "time": 201.16334604704753, + "param": [ + { + "p": 0.00035965131246484816, + "m": 1.0 + }, + { + "p": 0.09845957159996033, + "m": 1.0 + }, + { + "p": 0.0892978087067604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.03228408470749855 + }, + { + "p": 0.0, + "m": 0.04395093768835068 + }, + { + "p": 0.0003282646066509187, + "m": 0.03079470433294773 + }, + { + "p": 0.0, + "m": 0.026322413235902786 + }, + { + "p": 0.0, + "m": 0.16784624755382538 + }, + { + "p": 0.3564794957637787, + "m": 0.13674142956733704 + }, + { + "p": 0.004321135580539703, + "m": 0.8668084740638733 + }, + { + "p": 0.184019073843956, + "m": 0.12155420333147049 + }, + { + "p": 0.012854491360485554, + "m": 0.6573777794837952 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25388050079345703, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.422709196805954, + "val_loss": 1.2136569023132324, + "acc": 65.69, + "time": 203.11908845906146, + "param": [ + { + "p": 0.005896796938031912, + "m": 1.0 + }, + { + "p": 0.09836789220571518, + "m": 1.0 + }, + { + "p": 0.07810332626104355, + "m": 1.0 + }, + { + "p": 0.009355530142784119, + "m": 0.03468777611851692 + }, + { + "p": 0.0021292914170771837, + "m": 0.0436350554227829 + }, + { + "p": 0.0, + "m": 0.021861083805561066 + }, + { + "p": 0.0038268102798610926, + "m": 0.03602553904056549 + }, + { + "p": 0.0005710021941922605, + "m": 0.11914339661598206 + }, + { + "p": 0.36307889223098755, + "m": 0.16903269290924072 + }, + { + "p": 0.0058335475623607635, + "m": 0.8207762837409973 + }, + { + "p": 0.16429606080055237, + "m": 0.1415981650352478 + }, + { + "p": 0.01607431285083294, + "m": 0.6404641270637512 + }, + { + "p": 0.0031133987940847874, + "m": 1.0 + }, + { + "p": 0.24935321509838104, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.9855045676231384, + "val_loss": 1.218745470046997, + "acc": 66.43, + "time": 201.73315988318063, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09989551454782486, + "m": 1.0 + }, + { + "p": 0.054989978671073914, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.013325517065823078 + }, + { + "p": 0.0, + "m": 0.018610861152410507 + }, + { + "p": 0.0, + "m": 0.023792525753378868 + }, + { + "p": 0.0, + "m": 0.04142101854085922 + }, + { + "p": 0.0, + "m": 0.09837790578603745 + }, + { + "p": 0.4196557104587555, + "m": 0.21183167397975922 + }, + { + "p": 0.0, + "m": 0.7929164171218872 + }, + { + "p": 0.1676742136478424, + "m": 0.15829409658908844 + }, + { + "p": 0.0, + "m": 0.6133980751037598 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2577846050262451, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.0713495016098022, + "val_loss": 1.4130253791809082, + "acc": 66.8, + "time": 204.21587186306715, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10359597951173782, + "m": 1.0 + }, + { + "p": 0.04435550421476364, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.004973775707185268 + }, + { + "p": 0.0, + "m": 0.04497642442584038 + }, + { + "p": 0.0, + "m": 0.0652104988694191 + }, + { + "p": 0.0, + "m": 0.09669248014688492 + }, + { + "p": 0.44219857454299927, + "m": 0.1915733963251114 + }, + { + "p": 0.0, + "m": 0.789384126663208 + }, + { + "p": 0.1638849526643753, + "m": 0.15191490948200226 + }, + { + "p": 0.0, + "m": 0.5923160910606384 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24596495926380157, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.9688975214958191, + "val_loss": 1.1255866289138794, + "acc": 63.75, + "time": 202.24727704795077, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10683832317590714, + "m": 1.0 + }, + { + "p": 0.06403069198131561, + "m": 1.0 + }, + { + "p": 0.0013854221906512976, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.02501622959971428 + }, + { + "p": 0.0, + "m": 0.07224034518003464 + }, + { + "p": 0.0, + "m": 0.08563074469566345 + }, + { + "p": 0.4415508210659027, + "m": 0.16765059530735016 + }, + { + "p": 0.0, + "m": 0.7766643166542053 + }, + { + "p": 0.1625347137451172, + "m": 0.15593798458576202 + }, + { + "p": 0.0, + "m": 0.6067652106285095 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22366003692150116, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.772812008857727, + "val_loss": 1.2465181350708008, + "acc": 63.98, + "time": 201.5578221771866, + "param": [ + { + "p": 0.0033491933718323708, + "m": 1.0 + }, + { + "p": 0.10439642518758774, + "m": 1.0 + }, + { + "p": 0.09208831191062927, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.01582149788737297 + }, + { + "p": 0.0, + "m": 0.014114265330135822 + }, + { + "p": 0.0, + "m": 0.016252322122454643 + }, + { + "p": 0.0, + "m": 0.08180232346057892 + }, + { + "p": 0.0, + "m": 0.07587503641843796 + }, + { + "p": 0.4411871135234833, + "m": 0.15555623173713684 + }, + { + "p": 0.0, + "m": 0.7802169322967529 + }, + { + "p": 0.17311440408229828, + "m": 0.16251961886882782 + }, + { + "p": 0.0, + "m": 0.6030039191246033 + }, + { + "p": 0.0024901735596358776, + "m": 1.0 + }, + { + "p": 0.18337439000606537, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.3912619650363922, + "val_loss": 1.4492937326431274, + "acc": 65.89, + "time": 202.01108649885282, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10859839618206024, + "m": 1.0 + }, + { + "p": 0.10083840787410736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0614643394947052 + }, + { + "p": 0.0, + "m": 0.007311549037694931 + }, + { + "p": 0.00306236045435071, + "m": 0.0322701632976532 + }, + { + "p": 0.0, + "m": 0.11091224104166031 + }, + { + "p": 0.0, + "m": 0.10973761230707169 + }, + { + "p": 0.4501795172691345, + "m": 0.2083427757024765 + }, + { + "p": 0.0, + "m": 0.7764496207237244 + }, + { + "p": 0.16608014702796936, + "m": 0.1742643415927887 + }, + { + "p": 0.0, + "m": 0.5849306583404541 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17124122381210327, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.7700788974761963, + "val_loss": 1.2239717245101929, + "acc": 65.28, + "time": 201.3551488199737, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0939769372344017, + "m": 1.0 + }, + { + "p": 0.11632493883371353, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.08948977291584015 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.018594225868582726, + "m": 0.034316372126340866 + }, + { + "p": 0.0017112516798079014, + "m": 0.14891527593135834 + }, + { + "p": 0.0, + "m": 0.1266556829214096 + }, + { + "p": 0.4245675206184387, + "m": 0.2298620343208313 + }, + { + "p": 0.0, + "m": 0.781884491443634 + }, + { + "p": 0.1479191780090332, + "m": 0.17963603138923645 + }, + { + "p": 0.0, + "m": 0.5736933350563049 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19690591096878052, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.455612450838089, + "val_loss": 1.3083957433700562, + "acc": 65.62, + "time": 202.87037310702726, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0794207751750946, + "m": 1.0 + }, + { + "p": 0.11146840453147888, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.1107957661151886 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.012750827707350254, + "m": 0.05337515100836754 + }, + { + "p": 0.0, + "m": 0.17026598751544952 + }, + { + "p": 0.0, + "m": 0.12877021729946136 + }, + { + "p": 0.4213777482509613, + "m": 0.20891006290912628 + }, + { + "p": 0.0007563839899376035, + "m": 0.7873830795288086 + }, + { + "p": 0.1460365355014801, + "m": 0.18244756758213043 + }, + { + "p": 0.006013290956616402, + "m": 0.5499173402786255 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22217601537704468, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.6938638091087341, + "val_loss": 1.3152350187301636, + "acc": 65.32, + "time": 201.12250549485907, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0720023512840271, + "m": 1.0 + }, + { + "p": 0.09741906821727753, + "m": 1.0 + }, + { + "p": 0.002471243031322956, + "m": 0.12905223667621613 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.04196358472108841 + }, + { + "p": 0.0, + "m": 0.18164049088954926 + }, + { + "p": 0.0, + "m": 0.12843452394008636 + }, + { + "p": 0.42964839935302734, + "m": 0.18912085890769958 + }, + { + "p": 0.0, + "m": 0.8012588620185852 + }, + { + "p": 0.151265487074852, + "m": 0.17116940021514893 + }, + { + "p": 0.0, + "m": 0.528099536895752 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24719342589378357, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.0414081811904907, + "val_loss": 1.4899975061416626, + "acc": 66.05, + "time": 201.11523841693997, + "param": [ + { + "p": 0.004376971162855625, + "m": 1.0 + }, + { + "p": 0.05957240238785744, + "m": 1.0 + }, + { + "p": 0.0845470055937767, + "m": 1.0 + }, + { + "p": 0.022317109629511833, + "m": 0.1651427447795868 + }, + { + "p": 0.002837324282154441, + "m": 0.0 + }, + { + "p": 0.0030063199810683727, + "m": 0.0 + }, + { + "p": 0.00389138818718493, + "m": 0.21515394747257233 + }, + { + "p": 0.0018183639040216804, + "m": 0.1241220161318779 + }, + { + "p": 0.4187985360622406, + "m": 0.18994806706905365 + }, + { + "p": 0.006605336908251047, + "m": 0.8160210251808167 + }, + { + "p": 0.13931822776794434, + "m": 0.162979856133461 + }, + { + "p": 0.005117237567901611, + "m": 0.5225110054016113 + }, + { + "p": 0.0010564133990556002, + "m": 1.0 + }, + { + "p": 0.24673742055892944, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.3496502637863159, + "val_loss": 1.1887503862380981, + "acc": 66.81, + "time": 202.93787330691703, + "param": [ + { + "p": 0.00025079783517867327, + "m": 1.0 + }, + { + "p": 0.06454584747552872, + "m": 1.0 + }, + { + "p": 0.07681528478860855, + "m": 1.0 + }, + { + "p": 0.0498061403632164, + "m": 0.1804533153772354 + }, + { + "p": 0.019002730026841164, + "m": 0.00011470184836070985 + }, + { + "p": 0.014487957581877708, + "m": 0.0 + }, + { + "p": 0.02942034788429737, + "m": 0.22695223987102509 + }, + { + "p": 0.01978829689323902, + "m": 0.11814961582422256 + }, + { + "p": 0.3422279357910156, + "m": 0.20246945321559906 + }, + { + "p": 0.029645949602127075, + "m": 0.8330715894699097 + }, + { + "p": 0.12098859250545502, + "m": 0.1689445674419403 + }, + { + "p": 0.022284049540758133, + "m": 0.5182771682739258 + }, + { + "p": 0.015299283899366856, + "m": 1.0 + }, + { + "p": 0.1954367607831955, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.4813641309738159, + "val_loss": 1.3766683340072632, + "acc": 66.74, + "time": 202.237146231113, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08981508761644363, + "m": 1.0 + }, + { + "p": 0.09781874716281891, + "m": 1.0 + }, + { + "p": 0.06286127865314484, + "m": 0.1818326711654663 + }, + { + "p": 0.002381949918344617, + "m": 0.0297080185264349 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.015641549602150917, + "m": 0.1968182921409607 + }, + { + "p": 0.02381691336631775, + "m": 0.09131725877523422 + }, + { + "p": 0.3474339544773102, + "m": 0.22219277918338776 + }, + { + "p": 0.022977331653237343, + "m": 0.8688238263130188 + }, + { + "p": 0.11223690956830978, + "m": 0.1850348263978958 + }, + { + "p": 0.01629919372498989, + "m": 0.48998457193374634 + }, + { + "p": 0.010375234298408031, + "m": 1.0 + }, + { + "p": 0.19834189116954803, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.5883223414421082, + "val_loss": 1.4269185066223145, + "acc": 65.57, + "time": 203.59955601207912, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10612215846776962, + "m": 1.0 + }, + { + "p": 0.11414169520139694, + "m": 1.0 + }, + { + "p": 0.06044454872608185, + "m": 0.16895288228988647 + }, + { + "p": 0.0, + "m": 0.02492925338447094 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.001999296946451068, + "m": 0.1834765076637268 + }, + { + "p": 0.011209649965167046, + "m": 0.04882247745990753 + }, + { + "p": 0.381194144487381, + "m": 0.21639733016490936 + }, + { + "p": 0.0, + "m": 0.8770064115524292 + }, + { + "p": 0.1109945997595787, + "m": 0.1821708083152771 + }, + { + "p": 0.0, + "m": 0.4910314977169037 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21389393508434296, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.6035789847373962, + "val_loss": 1.2323148250579834, + "acc": 66.18, + "time": 203.04129695799202, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12223875522613525, + "m": 1.0 + }, + { + "p": 0.13593581318855286, + "m": 1.0 + }, + { + "p": 0.05044155940413475, + "m": 0.17057017982006073 + }, + { + "p": 0.0, + "m": 0.03392121568322182 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.19841064512729645 + }, + { + "p": 0.0, + "m": 0.046578630805015564 + }, + { + "p": 0.37245211005210876, + "m": 0.18924394249916077 + }, + { + "p": 0.0, + "m": 0.9077724814414978 + }, + { + "p": 0.11700332909822464, + "m": 0.1719471663236618 + }, + { + "p": 0.0, + "m": 0.525547981262207 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20192848145961761, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json new file mode 100644 index 0000000..7037e50 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 70.11, + "Time": [ + 199.27729077820047, + 2.5457073466944227 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.250278949737549, + "val_loss": 2.27713680267334, + "acc": 17.3, + "time": 199.5390207648743, + "param": [ + { + "p": 0.07202433794736862, + "m": 1.0 + }, + { + "p": 0.047462403774261475, + "m": 1.0 + }, + { + "p": 0.09317658841609955, + "m": 1.0 + }, + { + "p": 0.08475707471370697, + "m": 0.9808773994445801 + }, + { + "p": 0.07061483711004257, + "m": 0.9652265310287476 + }, + { + "p": 0.0693301185965538, + "m": 0.9484732151031494 + }, + { + "p": 0.06644871830940247, + "m": 0.9762083292007446 + }, + { + "p": 0.09059842675924301, + "m": 0.9468426704406738 + }, + { + "p": 0.05026895925402641, + "m": 1.0 + }, + { + "p": 0.09125244617462158, + "m": 1.0 + }, + { + "p": 0.08433843404054642, + "m": 1.0 + }, + { + "p": 0.07027874886989594, + "m": 1.0 + }, + { + "p": 0.06399967521429062, + "m": 1.0 + }, + { + "p": 0.04544920474290848, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.074803352355957, + "val_loss": 2.010396718978882, + "acc": 25.08, + "time": 199.19305048906244, + "param": [ + { + "p": 0.05984044447541237, + "m": 1.0 + }, + { + "p": 0.05374493449926376, + "m": 1.0 + }, + { + "p": 0.11661925911903381, + "m": 1.0 + }, + { + "p": 0.09647061675786972, + "m": 0.9613749980926514 + }, + { + "p": 0.08581335097551346, + "m": 0.9415084719657898 + }, + { + "p": 0.061275385320186615, + "m": 0.9359754323959351 + }, + { + "p": 0.07507123798131943, + "m": 0.9704406261444092 + }, + { + "p": 0.09733860194683075, + "m": 0.9622787833213806 + }, + { + "p": 0.01985948346555233, + "m": 0.9517367482185364 + }, + { + "p": 0.08530176430940628, + "m": 1.0 + }, + { + "p": 0.08582435548305511, + "m": 0.9609544277191162 + }, + { + "p": 0.06684707850217819, + "m": 0.9830922484397888 + }, + { + "p": 0.09599343687295914, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 1.957074522972107, + "val_loss": 1.9154971837997437, + "acc": 28.71, + "time": 198.935887289932, + "param": [ + { + "p": 0.09435119479894638, + "m": 1.0 + }, + { + "p": 0.034613724797964096, + "m": 1.0 + }, + { + "p": 0.11491140723228455, + "m": 1.0 + }, + { + "p": 0.08823279291391373, + "m": 0.9301682114601135 + }, + { + "p": 0.0774797722697258, + "m": 0.9633405208587646 + }, + { + "p": 0.04160941392183304, + "m": 0.924071729183197 + }, + { + "p": 0.08690617978572845, + "m": 0.937031626701355 + }, + { + "p": 0.10418112576007843, + "m": 0.9403077363967896 + }, + { + "p": 0.03831138461828232, + "m": 0.9604965448379517 + }, + { + "p": 0.0718708485364914, + "m": 0.9889335632324219 + }, + { + "p": 0.08938681334257126, + "m": 0.9555933475494385 + }, + { + "p": 0.06956413388252258, + "m": 0.9739460349082947 + }, + { + "p": 0.08858123421669006, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.065371036529541, + "val_loss": 1.9705495834350586, + "acc": 30.53, + "time": 193.26984071102925, + "param": [ + { + "p": 0.09882578253746033, + "m": 1.0 + }, + { + "p": 0.031595006585121155, + "m": 1.0 + }, + { + "p": 0.1066790372133255, + "m": 1.0 + }, + { + "p": 0.08977136015892029, + "m": 0.8808363676071167 + }, + { + "p": 0.08308561891317368, + "m": 0.9681668877601624 + }, + { + "p": 0.03217226266860962, + "m": 0.9541707038879395 + }, + { + "p": 0.08654114603996277, + "m": 0.8778360486030579 + }, + { + "p": 0.09396307915449142, + "m": 0.8716978430747986 + }, + { + "p": 0.05566244572401047, + "m": 0.9958176612854004 + }, + { + "p": 0.0662093535065651, + "m": 0.9670312404632568 + }, + { + "p": 0.08208274841308594, + "m": 0.9886558055877686 + }, + { + "p": 0.07595730572938919, + "m": 1.0 + }, + { + "p": 0.09745494276285172, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.9276869297027588, + "val_loss": 1.7405765056610107, + "acc": 38.44, + "time": 197.83021367900074, + "param": [ + { + "p": 0.07387802004814148, + "m": 1.0 + }, + { + "p": 0.019437557086348534, + "m": 1.0 + }, + { + "p": 0.10124118626117706, + "m": 1.0 + }, + { + "p": 0.10535226762294769, + "m": 0.8008167743682861 + }, + { + "p": 0.08016901463270187, + "m": 0.9834679365158081 + }, + { + "p": 0.04342208430171013, + "m": 1.0 + }, + { + "p": 0.09081941097974777, + "m": 0.8813050389289856 + }, + { + "p": 0.07155229151248932, + "m": 0.8473988771438599 + }, + { + "p": 0.052606001496315, + "m": 0.996290922164917 + }, + { + "p": 0.08734571933746338, + "m": 0.9528070688247681 + }, + { + "p": 0.07219918817281723, + "m": 0.9790142178535461 + }, + { + "p": 0.1005135253071785, + "m": 1.0 + }, + { + "p": 0.10146380215883255, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.9256654977798462, + "val_loss": 1.6873170137405396, + "acc": 39.93, + "time": 195.46065219608136, + "param": [ + { + "p": 0.061650339514017105, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09919015318155289, + "m": 1.0 + }, + { + "p": 0.12152864038944244, + "m": 0.7681277990341187 + }, + { + "p": 0.051668569445610046, + "m": 1.0 + }, + { + "p": 0.04341207072138786, + "m": 1.0 + }, + { + "p": 0.09457098692655563, + "m": 0.8653577566146851 + }, + { + "p": 0.07186628878116608, + "m": 0.8462843894958496 + }, + { + "p": 0.06881450116634369, + "m": 0.9866718053817749 + }, + { + "p": 0.0886177271604538, + "m": 0.9227026700973511 + }, + { + "p": 0.06879942119121552, + "m": 0.9557926058769226 + }, + { + "p": 0.12384863942861557, + "m": 1.0 + }, + { + "p": 0.10603269189596176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.6693434715270996, + "val_loss": 1.5377569198608398, + "acc": 42.8, + "time": 197.1319066430442, + "param": [ + { + "p": 0.06167931854724884, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09706735610961914, + "m": 1.0 + }, + { + "p": 0.1352507472038269, + "m": 0.760648787021637 + }, + { + "p": 0.031385283917188644, + "m": 0.9964608550071716 + }, + { + "p": 0.040731772780418396, + "m": 1.0 + }, + { + "p": 0.09593449532985687, + "m": 0.8538782596588135 + }, + { + "p": 0.0808933824300766, + "m": 0.8363439440727234 + }, + { + "p": 0.06581438332796097, + "m": 0.9405507445335388 + }, + { + "p": 0.08840720355510712, + "m": 0.9099387526512146 + }, + { + "p": 0.06086081266403198, + "m": 0.9391067624092102 + }, + { + "p": 0.13680115342140198, + "m": 1.0 + }, + { + "p": 0.10517411679029465, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.8227351903915405, + "val_loss": 1.4857715368270874, + "acc": 43.7, + "time": 199.38882704894058, + "param": [ + { + "p": 0.06890928000211716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10096994787454605, + "m": 1.0 + }, + { + "p": 0.14961929619312286, + "m": 0.7236596941947937 + }, + { + "p": 0.003798834513872862, + "m": 0.9907693862915039 + }, + { + "p": 0.008753713220357895, + "m": 1.0 + }, + { + "p": 0.10205312073230743, + "m": 0.8213213682174683 + }, + { + "p": 0.08859284967184067, + "m": 0.823354959487915 + }, + { + "p": 0.06932036578655243, + "m": 0.8933500647544861 + }, + { + "p": 0.08943586051464081, + "m": 0.8926929831504822 + }, + { + "p": 0.04750842601060867, + "m": 0.9164459705352783 + }, + { + "p": 0.15924988687038422, + "m": 1.0 + }, + { + "p": 0.11178842931985855, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.7331658601760864, + "val_loss": 1.5684897899627686, + "acc": 43.54, + "time": 198.77954198699445, + "param": [ + { + "p": 0.07150813192129135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10925266891717911, + "m": 1.0 + }, + { + "p": 0.1512935906648636, + "m": 0.673080563545227 + }, + { + "p": 0.0, + "m": 0.98860102891922 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10831210017204285, + "m": 0.7722832560539246 + }, + { + "p": 0.08451541513204575, + "m": 0.8044486045837402 + }, + { + "p": 0.06947420537471771, + "m": 0.8736756443977356 + }, + { + "p": 0.07542546093463898, + "m": 0.8649287819862366 + }, + { + "p": 0.03406317159533501, + "m": 0.899833619594574 + }, + { + "p": 0.1838276982307434, + "m": 1.0 + }, + { + "p": 0.11232758313417435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.9438449144363403, + "val_loss": 1.3967138528823853, + "acc": 48.28, + "time": 198.0224512789864, + "param": [ + { + "p": 0.08707720786333084, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11610012501478195, + "m": 1.0 + }, + { + "p": 0.14563290774822235, + "m": 0.6444596648216248 + }, + { + "p": 0.0, + "m": 0.9724467396736145 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1025446355342865, + "m": 0.7061042189598083 + }, + { + "p": 0.07025039941072464, + "m": 0.8026891946792603 + }, + { + "p": 0.06906908750534058, + "m": 0.866042971611023 + }, + { + "p": 0.06734665483236313, + "m": 0.8370768427848816 + }, + { + "p": 0.04077532887458801, + "m": 0.8969219326972961 + }, + { + "p": 0.19561778008937836, + "m": 0.9892963171005249 + }, + { + "p": 0.10558590292930603, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.4888813495635986, + "val_loss": 1.5052241086959839, + "acc": 49.87, + "time": 199.04427871992812, + "param": [ + { + "p": 0.10092471539974213, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11643360555171967, + "m": 1.0 + }, + { + "p": 0.14819680154323578, + "m": 0.612858772277832 + }, + { + "p": 0.0, + "m": 0.9562953114509583 + }, + { + "p": 0.00020937043882440776, + "m": 1.0 + }, + { + "p": 0.09049274027347565, + "m": 0.6214715838432312 + }, + { + "p": 0.06238819658756256, + "m": 0.8063251376152039 + }, + { + "p": 0.059000663459300995, + "m": 0.8341825008392334 + }, + { + "p": 0.058980461210012436, + "m": 0.8258137702941895 + }, + { + "p": 0.04294605553150177, + "m": 0.8966997265815735 + }, + { + "p": 0.21949313580989838, + "m": 0.9976145029067993 + }, + { + "p": 0.0991118922829628, + "m": 1.0 + }, + { + "p": 0.0018223164370283484, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.63489830493927, + "val_loss": 1.4126454591751099, + "acc": 50.54, + "time": 197.8118719048798, + "param": [ + { + "p": 0.1127687320113182, + "m": 1.0 + }, + { + "p": 0.0004103434912394732, + "m": 1.0 + }, + { + "p": 0.09776340425014496, + "m": 1.0 + }, + { + "p": 0.13934940099716187, + "m": 0.5724574327468872 + }, + { + "p": 0.0, + "m": 0.9350981712341309 + }, + { + "p": 0.0, + "m": 0.9984251260757446 + }, + { + "p": 0.07226572930812836, + "m": 0.555126428604126 + }, + { + "p": 0.0657850056886673, + "m": 0.7633460164070129 + }, + { + "p": 0.0675714984536171, + "m": 0.8246626257896423 + }, + { + "p": 0.06271758675575256, + "m": 0.8064124584197998 + }, + { + "p": 0.05984936282038689, + "m": 0.9043409824371338 + }, + { + "p": 0.21805204451084137, + "m": 1.0 + }, + { + "p": 0.08766144514083862, + "m": 1.0 + }, + { + "p": 0.015805473551154137, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.6695258617401123, + "val_loss": 1.3027101755142212, + "acc": 51.83, + "time": 196.6186371159274, + "param": [ + { + "p": 0.12285301834344864, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09242535382509232, + "m": 1.0 + }, + { + "p": 0.1281130015850067, + "m": 0.5651655793190002 + }, + { + "p": 0.0, + "m": 0.9420141577720642 + }, + { + "p": 0.0, + "m": 0.9984130859375 + }, + { + "p": 0.06589159369468689, + "m": 0.5018529891967773 + }, + { + "p": 0.06773752719163895, + "m": 0.7538184523582458 + }, + { + "p": 0.06686133146286011, + "m": 0.814067542552948 + }, + { + "p": 0.06583857536315918, + "m": 0.7911560535430908 + }, + { + "p": 0.07780980318784714, + "m": 0.9177947044372559 + }, + { + "p": 0.22478750348091125, + "m": 0.9999628067016602 + }, + { + "p": 0.07796453684568405, + "m": 1.0 + }, + { + "p": 0.009717755019664764, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.3712170124053955, + "val_loss": 1.2806035280227661, + "acc": 51.55, + "time": 198.5899586181622, + "param": [ + { + "p": 0.13080589473247528, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09285741299390793, + "m": 1.0 + }, + { + "p": 0.11990996450185776, + "m": 0.5854925513267517 + }, + { + "p": 0.0, + "m": 0.9521964192390442 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06615311652421951, + "m": 0.4839406907558441 + }, + { + "p": 0.06388600915670395, + "m": 0.7737438678741455 + }, + { + "p": 0.07700882852077484, + "m": 0.8147192597389221 + }, + { + "p": 0.061324749141931534, + "m": 0.7551107406616211 + }, + { + "p": 0.08026139438152313, + "m": 0.9129214882850647 + }, + { + "p": 0.23537851870059967, + "m": 0.9871540665626526 + }, + { + "p": 0.07130235433578491, + "m": 1.0 + }, + { + "p": 0.0011117695830762386, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.4789769649505615, + "val_loss": 1.374578833580017, + "acc": 50.08, + "time": 198.474806338083, + "param": [ + { + "p": 0.12826162576675415, + "m": 1.0 + }, + { + "p": 0.0007290714420378208, + "m": 1.0 + }, + { + "p": 0.09159594774246216, + "m": 1.0 + }, + { + "p": 0.11914172023534775, + "m": 0.6153964400291443 + }, + { + "p": 0.0, + "m": 0.9583531618118286 + }, + { + "p": 0.0, + "m": 0.9958014488220215 + }, + { + "p": 0.06025548651814461, + "m": 0.49429556727409363 + }, + { + "p": 0.04352332279086113, + "m": 0.7732096314430237 + }, + { + "p": 0.09705812484025955, + "m": 0.8241316676139832 + }, + { + "p": 0.06083575263619423, + "m": 0.7715519666671753 + }, + { + "p": 0.08552448451519012, + "m": 0.8991553783416748 + }, + { + "p": 0.2340843826532364, + "m": 0.9877427220344543 + }, + { + "p": 0.07899001985788345, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.43552827835083, + "val_loss": 1.2796326875686646, + "acc": 52.64, + "time": 199.0483260981273, + "param": [ + { + "p": 0.11914392560720444, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07742828130722046, + "m": 1.0 + }, + { + "p": 0.12865234911441803, + "m": 0.5449527502059937 + }, + { + "p": 0.0, + "m": 0.9771016240119934 + }, + { + "p": 0.0, + "m": 0.9853624105453491 + }, + { + "p": 0.05327899754047394, + "m": 0.4991525411605835 + }, + { + "p": 0.0274279173463583, + "m": 0.7452953457832336 + }, + { + "p": 0.1012575700879097, + "m": 0.8321291208267212 + }, + { + "p": 0.0721631869673729, + "m": 0.8015554547309875 + }, + { + "p": 0.08812974393367767, + "m": 0.8876404166221619 + }, + { + "p": 0.24869242310523987, + "m": 0.9954871535301208 + }, + { + "p": 0.08382555842399597, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.6131293773651123, + "val_loss": 1.2229125499725342, + "acc": 54.61, + "time": 197.93858559406362, + "param": [ + { + "p": 0.11432153731584549, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06668873131275177, + "m": 1.0 + }, + { + "p": 0.1418277621269226, + "m": 0.5318703651428223 + }, + { + "p": 0.0, + "m": 0.9707884192466736 + }, + { + "p": 0.0, + "m": 0.985348105430603 + }, + { + "p": 0.04899322986602783, + "m": 0.5039836764335632 + }, + { + "p": 0.018190771341323853, + "m": 0.7431712746620178 + }, + { + "p": 0.1086352989077568, + "m": 0.8295384645462036 + }, + { + "p": 0.07363399118185043, + "m": 0.8026620745658875 + }, + { + "p": 0.08432947099208832, + "m": 0.8544296622276306 + }, + { + "p": 0.2645072638988495, + "m": 1.0 + }, + { + "p": 0.07887192070484161, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.6366848945617676, + "val_loss": 1.195374846458435, + "acc": 54.32, + "time": 198.91787118511274, + "param": [ + { + "p": 0.1167898029088974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.059389032423496246, + "m": 1.0 + }, + { + "p": 0.1477966010570526, + "m": 0.5154995918273926 + }, + { + "p": 0.0, + "m": 0.971409797668457 + }, + { + "p": 0.0, + "m": 0.9848061800003052 + }, + { + "p": 0.03677981346845627, + "m": 0.5032579302787781 + }, + { + "p": 0.011718248017132282, + "m": 0.7530335783958435 + }, + { + "p": 0.11001043021678925, + "m": 0.8032801151275635 + }, + { + "p": 0.047561585903167725, + "m": 0.7932025194168091 + }, + { + "p": 0.07106412202119827, + "m": 0.8133466839790344 + }, + { + "p": 0.31642580032348633, + "m": 1.0 + }, + { + "p": 0.0824645459651947, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.3933275938034058, + "val_loss": 1.2181841135025024, + "acc": 57.49, + "time": 196.75052228407003, + "param": [ + { + "p": 0.1167144700884819, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04118981584906578, + "m": 1.0 + }, + { + "p": 0.1552155762910843, + "m": 0.5158460140228271 + }, + { + "p": 0.0, + "m": 0.9865436553955078 + }, + { + "p": 0.0, + "m": 0.9754676222801208 + }, + { + "p": 0.009156396612524986, + "m": 0.5043709874153137 + }, + { + "p": 0.0, + "m": 0.7671055793762207 + }, + { + "p": 0.11660446971654892, + "m": 0.7624711990356445 + }, + { + "p": 0.011593770235776901, + "m": 0.7933449745178223 + }, + { + "p": 0.050084177404642105, + "m": 0.7777601480484009 + }, + { + "p": 0.41975143551826477, + "m": 1.0 + }, + { + "p": 0.07968984544277191, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.4846737384796143, + "val_loss": 1.2877123355865479, + "acc": 56.34, + "time": 198.24791939998977, + "param": [ + { + "p": 0.10652521252632141, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007384007330983877, + "m": 1.0 + }, + { + "p": 0.1537792831659317, + "m": 0.5037935972213745 + }, + { + "p": 0.0, + "m": 0.998222827911377 + }, + { + "p": 0.00011843335960293189, + "m": 0.9823676347732544 + }, + { + "p": 0.0040205554105341434, + "m": 0.5101906657218933 + }, + { + "p": 0.0, + "m": 0.7603945136070251 + }, + { + "p": 0.12100329250097275, + "m": 0.7400458455085754 + }, + { + "p": 0.007611648179590702, + "m": 0.7932919859886169 + }, + { + "p": 0.033034056425094604, + "m": 0.7633652091026306 + }, + { + "p": 0.49123769998550415, + "m": 1.0 + }, + { + "p": 0.07431383430957794, + "m": 1.0 + }, + { + "p": 0.0009719872614368796, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.2206943035125732, + "val_loss": 1.2529501914978027, + "acc": 57.27, + "time": 197.3156191231683, + "param": [ + { + "p": 0.08883050084114075, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004808949772268534, + "m": 1.0 + }, + { + "p": 0.1546621471643448, + "m": 0.5329772233963013 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0035995107609778643, + "m": 0.9824329018592834 + }, + { + "p": 0.005618428345769644, + "m": 0.5476762652397156 + }, + { + "p": 0.0, + "m": 0.7618771195411682 + }, + { + "p": 0.11811888217926025, + "m": 0.7169216275215149 + }, + { + "p": 0.0, + "m": 0.7904545068740845 + }, + { + "p": 0.03396905958652496, + "m": 0.7551910281181335 + }, + { + "p": 0.5164397954940796, + "m": 0.9984150528907776 + }, + { + "p": 0.07395271956920624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.4452544450759888, + "val_loss": 1.2528949975967407, + "acc": 58.04, + "time": 198.06332649616525, + "param": [ + { + "p": 0.07676151394844055, + "m": 1.0 + }, + { + "p": 0.0075154611840844154, + "m": 1.0 + }, + { + "p": 0.02098345011472702, + "m": 1.0 + }, + { + "p": 0.15258745849132538, + "m": 0.5366650819778442 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9486348628997803 + }, + { + "p": 0.0, + "m": 0.5586129426956177 + }, + { + "p": 0.004477350506931543, + "m": 0.7759478688240051 + }, + { + "p": 0.1000978946685791, + "m": 0.7187373638153076 + }, + { + "p": 0.005855174269527197, + "m": 0.7807772755622864 + }, + { + "p": 0.036770593374967575, + "m": 0.7497296333312988 + }, + { + "p": 0.5211275815963745, + "m": 0.9776851534843445 + }, + { + "p": 0.07382356375455856, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.4792925119400024, + "val_loss": 1.1196284294128418, + "acc": 58.89, + "time": 197.02762905717827, + "param": [ + { + "p": 0.0709635317325592, + "m": 1.0 + }, + { + "p": 0.010673061944544315, + "m": 1.0 + }, + { + "p": 0.0477946437895298, + "m": 1.0 + }, + { + "p": 0.14029404520988464, + "m": 0.5221430063247681 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9232661128044128 + }, + { + "p": 0.012989025563001633, + "m": 0.5480492115020752 + }, + { + "p": 0.009980135597288609, + "m": 0.7845653295516968 + }, + { + "p": 0.0901302620768547, + "m": 0.7439842224121094 + }, + { + "p": 0.02301713265478611, + "m": 0.7668642997741699 + }, + { + "p": 0.04687298834323883, + "m": 0.7587299346923828 + }, + { + "p": 0.46795356273651123, + "m": 0.973688542842865 + }, + { + "p": 0.07604429870843887, + "m": 1.0 + }, + { + "p": 0.003287348197773099, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.37832772731781, + "val_loss": 1.087263584136963, + "acc": 58.72, + "time": 195.46123103098944, + "param": [ + { + "p": 0.07609286904335022, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06387355178594589, + "m": 1.0 + }, + { + "p": 0.12968690693378448, + "m": 0.5307187438011169 + }, + { + "p": 0.0, + "m": 0.9914150238037109 + }, + { + "p": 0.0, + "m": 0.915655791759491 + }, + { + "p": 0.036914676427841187, + "m": 0.5408735275268555 + }, + { + "p": 0.01389476377516985, + "m": 0.7589899897575378 + }, + { + "p": 0.08354605734348297, + "m": 0.7477548122406006 + }, + { + "p": 0.049096498638391495, + "m": 0.7683680653572083 + }, + { + "p": 0.06044416502118111, + "m": 0.7712785005569458 + }, + { + "p": 0.4023114740848541, + "m": 0.9751724004745483 + }, + { + "p": 0.08215475082397461, + "m": 1.0 + }, + { + "p": 0.001984303118661046, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.257179617881775, + "val_loss": 1.1261318922042847, + "acc": 59.93, + "time": 197.65962893189862, + "param": [ + { + "p": 0.07574266195297241, + "m": 1.0 + }, + { + "p": 0.0005440512904897332, + "m": 1.0 + }, + { + "p": 0.07268030196428299, + "m": 1.0 + }, + { + "p": 0.1258828341960907, + "m": 0.5172043442726135 + }, + { + "p": 0.0005777076003141701, + "m": 0.973310649394989 + }, + { + "p": 0.01697634905576706, + "m": 0.9167065024375916 + }, + { + "p": 0.04310556501150131, + "m": 0.5158074498176575 + }, + { + "p": 0.01633434370160103, + "m": 0.7763944864273071 + }, + { + "p": 0.07936893403530121, + "m": 0.7601975798606873 + }, + { + "p": 0.06588401645421982, + "m": 0.7663629651069641 + }, + { + "p": 0.06279785186052322, + "m": 0.7812250852584839 + }, + { + "p": 0.3599298596382141, + "m": 0.9655383825302124 + }, + { + "p": 0.07859725505113602, + "m": 1.0 + }, + { + "p": 0.0015782940899953246, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.2549153566360474, + "val_loss": 1.1628124713897705, + "acc": 60.03, + "time": 190.47713253297843, + "param": [ + { + "p": 0.07534776628017426, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06557468324899673, + "m": 1.0 + }, + { + "p": 0.11838258057832718, + "m": 0.4849291443824768 + }, + { + "p": 0.00010807585204020143, + "m": 0.9637093544006348 + }, + { + "p": 0.03350450098514557, + "m": 0.9193582534790039 + }, + { + "p": 0.05561646446585655, + "m": 0.5034590363502502 + }, + { + "p": 0.0193431805819273, + "m": 0.7798497676849365 + }, + { + "p": 0.08467981964349747, + "m": 0.7829675078392029 + }, + { + "p": 0.0685855895280838, + "m": 0.7653975486755371 + }, + { + "p": 0.05854211375117302, + "m": 0.7800520062446594 + }, + { + "p": 0.34003180265426636, + "m": 0.9582446217536926 + }, + { + "p": 0.07674422115087509, + "m": 1.0 + }, + { + "p": 0.0035392085555940866, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.5128923654556274, + "val_loss": 1.2567729949951172, + "acc": 61.55, + "time": 199.63754783989862, + "param": [ + { + "p": 0.08747024089097977, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.054167792201042175, + "m": 1.0 + }, + { + "p": 0.10745159536600113, + "m": 0.4638040363788605 + }, + { + "p": 0.0, + "m": 0.9845503568649292 + }, + { + "p": 0.05366411805152893, + "m": 0.9296452403068542 + }, + { + "p": 0.0654677301645279, + "m": 0.503637969493866 + }, + { + "p": 0.019565273076295853, + "m": 0.781907320022583 + }, + { + "p": 0.08640478551387787, + "m": 0.7946492433547974 + }, + { + "p": 0.06523866206407547, + "m": 0.7882487773895264 + }, + { + "p": 0.06976249814033508, + "m": 0.7695797681808472 + }, + { + "p": 0.31248119473457336, + "m": 0.9683393836021423 + }, + { + "p": 0.07115451246500015, + "m": 1.0 + }, + { + "p": 0.007171612698584795, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.4283373355865479, + "val_loss": 1.0642030239105225, + "acc": 60.31, + "time": 194.72624386195093, + "param": [ + { + "p": 0.10638097673654556, + "m": 1.0 + }, + { + "p": 0.005141646135598421, + "m": 1.0 + }, + { + "p": 0.04929885268211365, + "m": 1.0 + }, + { + "p": 0.0904872938990593, + "m": 0.4412870705127716 + }, + { + "p": 0.006796296685934067, + "m": 0.9912027716636658 + }, + { + "p": 0.06841094046831131, + "m": 0.9238981604576111 + }, + { + "p": 0.07271172106266022, + "m": 0.4619923532009125 + }, + { + "p": 0.022420333698391914, + "m": 0.7715528607368469 + }, + { + "p": 0.08959898352622986, + "m": 0.8180762529373169 + }, + { + "p": 0.057279303669929504, + "m": 0.8297631144523621 + }, + { + "p": 0.08445806056261063, + "m": 0.7726789116859436 + }, + { + "p": 0.2576424777507782, + "m": 1.0 + }, + { + "p": 0.06499087065458298, + "m": 1.0 + }, + { + "p": 0.024382224306464195, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.335133671760559, + "val_loss": 1.0515443086624146, + "acc": 61.6, + "time": 199.6604286718648, + "param": [ + { + "p": 0.11061973869800568, + "m": 1.0 + }, + { + "p": 0.0208133514970541, + "m": 1.0 + }, + { + "p": 0.051844097673892975, + "m": 1.0 + }, + { + "p": 0.08567275106906891, + "m": 0.43888941407203674 + }, + { + "p": 0.009948285296559334, + "m": 0.9998613595962524 + }, + { + "p": 0.06171117350459099, + "m": 0.9599888920783997 + }, + { + "p": 0.07220107316970825, + "m": 0.46407878398895264 + }, + { + "p": 0.037185315042734146, + "m": 0.7721724510192871 + }, + { + "p": 0.08393344283103943, + "m": 0.834908127784729 + }, + { + "p": 0.051591407507658005, + "m": 0.8672699332237244 + }, + { + "p": 0.08946072310209274, + "m": 0.786581814289093 + }, + { + "p": 0.2137283980846405, + "m": 0.9981089234352112 + }, + { + "p": 0.06985846161842346, + "m": 1.0 + }, + { + "p": 0.04143185168504715, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.2286458015441895, + "val_loss": 0.9760527014732361, + "acc": 62.9, + "time": 199.50846911012195, + "param": [ + { + "p": 0.10955967009067535, + "m": 1.0 + }, + { + "p": 0.0237269327044487, + "m": 1.0 + }, + { + "p": 0.062464188784360886, + "m": 1.0 + }, + { + "p": 0.07557353377342224, + "m": 0.43446576595306396 + }, + { + "p": 0.0008809874998405576, + "m": 1.0 + }, + { + "p": 0.058332979679107666, + "m": 0.98530113697052 + }, + { + "p": 0.08613961189985275, + "m": 0.4337157905101776 + }, + { + "p": 0.04157376289367676, + "m": 0.7703723311424255 + }, + { + "p": 0.0797833651304245, + "m": 0.8392017483711243 + }, + { + "p": 0.06194060295820236, + "m": 0.887412965297699 + }, + { + "p": 0.10361559689044952, + "m": 0.8128261566162109 + }, + { + "p": 0.18114735186100006, + "m": 1.0 + }, + { + "p": 0.07199236750602722, + "m": 1.0 + }, + { + "p": 0.043269023299217224, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.3457337617874146, + "val_loss": 1.1324595212936401, + "acc": 62.98, + "time": 199.44174632406794, + "param": [ + { + "p": 0.10771014541387558, + "m": 1.0 + }, + { + "p": 0.012253018096089363, + "m": 1.0 + }, + { + "p": 0.07734569162130356, + "m": 1.0 + }, + { + "p": 0.07391014695167542, + "m": 0.433118611574173 + }, + { + "p": 0.0, + "m": 0.9978703260421753 + }, + { + "p": 0.05029887706041336, + "m": 1.0 + }, + { + "p": 0.096156544983387, + "m": 0.38904663920402527 + }, + { + "p": 0.03535797819495201, + "m": 0.7659639120101929 + }, + { + "p": 0.07621163129806519, + "m": 0.8386451601982117 + }, + { + "p": 0.07512463629245758, + "m": 0.9039129018783569 + }, + { + "p": 0.11220970749855042, + "m": 0.8151195645332336 + }, + { + "p": 0.171441912651062, + "m": 1.0 + }, + { + "p": 0.07303918898105621, + "m": 1.0 + }, + { + "p": 0.03894048556685448, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.1591079235076904, + "val_loss": 1.1662057638168335, + "acc": 62.86, + "time": 199.46348461788148, + "param": [ + { + "p": 0.10095590353012085, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09754069149494171, + "m": 1.0 + }, + { + "p": 0.06431527435779572, + "m": 0.3957918882369995 + }, + { + "p": 0.0, + "m": 0.9865683913230896 + }, + { + "p": 0.05156967043876648, + "m": 1.0 + }, + { + "p": 0.10105915367603302, + "m": 0.34592100977897644 + }, + { + "p": 0.02826567552983761, + "m": 0.7861049175262451 + }, + { + "p": 0.06305105984210968, + "m": 0.8344265818595886 + }, + { + "p": 0.07984455674886703, + "m": 0.9210521578788757 + }, + { + "p": 0.13693943619728088, + "m": 0.8125952482223511 + }, + { + "p": 0.16449591517448425, + "m": 1.0 + }, + { + "p": 0.084989994764328, + "m": 1.0 + }, + { + "p": 0.026972664520144463, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.3904871940612793, + "val_loss": 1.0131394863128662, + "acc": 63.55, + "time": 197.42844536807388, + "param": [ + { + "p": 0.09996794164180756, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10020717978477478, + "m": 1.0 + }, + { + "p": 0.07017415016889572, + "m": 0.36017152667045593 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.055998023599386215, + "m": 1.0 + }, + { + "p": 0.09855639189481735, + "m": 0.27861279249191284 + }, + { + "p": 0.018015706911683083, + "m": 0.7795911431312561 + }, + { + "p": 0.07448279857635498, + "m": 0.8391000032424927 + }, + { + "p": 0.07672645151615143, + "m": 0.9291257858276367 + }, + { + "p": 0.13766203820705414, + "m": 0.8030476570129395 + }, + { + "p": 0.15165239572525024, + "m": 1.0 + }, + { + "p": 0.08727377653121948, + "m": 1.0 + }, + { + "p": 0.02928309142589569, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.177449345588684, + "val_loss": 1.160413146018982, + "acc": 61.65, + "time": 197.78069004090503, + "param": [ + { + "p": 0.11050444841384888, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08996882289648056, + "m": 1.0 + }, + { + "p": 0.06593772023916245, + "m": 0.3260821998119354 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05701559782028198, + "m": 1.0 + }, + { + "p": 0.09849386662244797, + "m": 0.24177595973014832 + }, + { + "p": 0.00873546116054058, + "m": 0.762247622013092 + }, + { + "p": 0.08636737614870071, + "m": 0.8405393362045288 + }, + { + "p": 0.07828045636415482, + "m": 0.9347546100616455 + }, + { + "p": 0.1323433816432953, + "m": 0.7934436798095703 + }, + { + "p": 0.14884573221206665, + "m": 1.0 + }, + { + "p": 0.08359350264072418, + "m": 1.0 + }, + { + "p": 0.039913639426231384, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.0101157426834106, + "val_loss": 0.980648398399353, + "acc": 64.2, + "time": 199.50705583090894, + "param": [ + { + "p": 0.1091441959142685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07229656726121902, + "m": 1.0 + }, + { + "p": 0.05991241708397865, + "m": 0.30363526940345764 + }, + { + "p": 0.00026539573445916176, + "m": 1.0 + }, + { + "p": 0.07065705209970474, + "m": 1.0 + }, + { + "p": 0.0896863043308258, + "m": 0.25156283378601074 + }, + { + "p": 0.0, + "m": 0.7827447056770325 + }, + { + "p": 0.09922537207603455, + "m": 0.8222475051879883 + }, + { + "p": 0.08095449209213257, + "m": 0.9273045659065247 + }, + { + "p": 0.14195787906646729, + "m": 0.7832341194152832 + }, + { + "p": 0.14325228333473206, + "m": 0.9991070628166199 + }, + { + "p": 0.09072092920541763, + "m": 1.0 + }, + { + "p": 0.04192716255784035, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.0707648992538452, + "val_loss": 1.079300045967102, + "acc": 64.48, + "time": 194.77013367391191, + "param": [ + { + "p": 0.11113877594470978, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06707876920700073, + "m": 1.0 + }, + { + "p": 0.060899168252944946, + "m": 0.28069940209388733 + }, + { + "p": 0.003261103993281722, + "m": 0.993736743927002 + }, + { + "p": 0.07707806676626205, + "m": 0.9872977137565613 + }, + { + "p": 0.07158421725034714, + "m": 0.196771502494812 + }, + { + "p": 0.011874405667185783, + "m": 0.7874361872673035 + }, + { + "p": 0.0923261046409607, + "m": 0.8072294592857361 + }, + { + "p": 0.08491528034210205, + "m": 0.9238563179969788 + }, + { + "p": 0.1521121710538864, + "m": 0.7744230031967163 + }, + { + "p": 0.13158059120178223, + "m": 0.999144434928894 + }, + { + "p": 0.09611556679010391, + "m": 1.0 + }, + { + "p": 0.04003584757447243, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.1773017644882202, + "val_loss": 0.9559143781661987, + "acc": 64.79, + "time": 197.94587965402752, + "param": [ + { + "p": 0.1172499805688858, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08141626417636871, + "m": 1.0 + }, + { + "p": 0.03782694786787033, + "m": 0.25458046793937683 + }, + { + "p": 0.011321370489895344, + "m": 0.9830629229545593 + }, + { + "p": 0.07830752432346344, + "m": 0.9362797737121582 + }, + { + "p": 0.05483493208885193, + "m": 0.15760846436023712 + }, + { + "p": 0.03058457002043724, + "m": 0.7716003060340881 + }, + { + "p": 0.09119001775979996, + "m": 0.7959297895431519 + }, + { + "p": 0.09643560647964478, + "m": 0.9410861730575562 + }, + { + "p": 0.15450654923915863, + "m": 0.7467126250267029 + }, + { + "p": 0.12919148802757263, + "m": 1.0 + }, + { + "p": 0.10480086505413055, + "m": 1.0 + }, + { + "p": 0.012333954684436321, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.3510414361953735, + "val_loss": 1.0707205533981323, + "acc": 65.48, + "time": 198.2823680608999, + "param": [ + { + "p": 0.11838502436876297, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09205295890569687, + "m": 1.0 + }, + { + "p": 0.03182276710867882, + "m": 0.23796813189983368 + }, + { + "p": 0.01812710054218769, + "m": 0.995480477809906 + }, + { + "p": 0.09161076694726944, + "m": 0.9002326130867004 + }, + { + "p": 0.04746841639280319, + "m": 0.13516396284103394 + }, + { + "p": 0.04050016403198242, + "m": 0.7698314785957336 + }, + { + "p": 0.08712784945964813, + "m": 0.7906588315963745 + }, + { + "p": 0.09172438830137253, + "m": 0.9269495010375977 + }, + { + "p": 0.15312278270721436, + "m": 0.7344279289245605 + }, + { + "p": 0.11749844253063202, + "m": 1.0 + }, + { + "p": 0.11055930703878403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.2632242441177368, + "val_loss": 1.0407397747039795, + "acc": 65.7, + "time": 199.68602924002334, + "param": [ + { + "p": 0.11141255497932434, + "m": 1.0 + }, + { + "p": 0.0005846559070050716, + "m": 1.0 + }, + { + "p": 0.08312241733074188, + "m": 1.0 + }, + { + "p": 0.0416179895401001, + "m": 0.2143222540616989 + }, + { + "p": 0.04172319173812866, + "m": 1.0 + }, + { + "p": 0.10531982034444809, + "m": 0.882564127445221 + }, + { + "p": 0.0607423260807991, + "m": 0.15067435801029205 + }, + { + "p": 0.03957890719175339, + "m": 0.7963749170303345 + }, + { + "p": 0.0773886889219284, + "m": 0.792130708694458 + }, + { + "p": 0.07960345596075058, + "m": 0.9316734075546265 + }, + { + "p": 0.1374109536409378, + "m": 0.7608290910720825 + }, + { + "p": 0.09408840537071228, + "m": 1.0 + }, + { + "p": 0.11485753208398819, + "m": 1.0 + }, + { + "p": 0.012549039907753468, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.1985856294631958, + "val_loss": 0.959709644317627, + "acc": 65.75, + "time": 199.03362057497725, + "param": [ + { + "p": 0.10678557306528091, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.067481629550457, + "m": 1.0 + }, + { + "p": 0.04604015126824379, + "m": 0.1945544332265854 + }, + { + "p": 0.04448724538087845, + "m": 1.0 + }, + { + "p": 0.10126058012247086, + "m": 0.8685237169265747 + }, + { + "p": 0.071476511657238, + "m": 0.18300092220306396 + }, + { + "p": 0.035443264991045, + "m": 0.8002827763557434 + }, + { + "p": 0.07768943905830383, + "m": 0.7983243465423584 + }, + { + "p": 0.08137515932321548, + "m": 0.9343626499176025 + }, + { + "p": 0.1336306482553482, + "m": 0.7753732800483704 + }, + { + "p": 0.08384614437818527, + "m": 1.0 + }, + { + "p": 0.1196654662489891, + "m": 1.0 + }, + { + "p": 0.030818257480859756, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.0856037139892578, + "val_loss": 1.0139764547348022, + "acc": 65.79, + "time": 199.42555492301472, + "param": [ + { + "p": 0.10978054255247116, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06324779242277145, + "m": 1.0 + }, + { + "p": 0.041189394891262054, + "m": 0.1602390706539154 + }, + { + "p": 0.040025874972343445, + "m": 0.9985446333885193 + }, + { + "p": 0.07426223158836365, + "m": 0.8534830212593079 + }, + { + "p": 0.07910863310098648, + "m": 0.21871258318424225 + }, + { + "p": 0.04229386895895004, + "m": 0.8092851042747498 + }, + { + "p": 0.06950918585062027, + "m": 0.783034086227417 + }, + { + "p": 0.0926705002784729, + "m": 0.9254999756813049 + }, + { + "p": 0.13140739500522614, + "m": 0.7688632011413574 + }, + { + "p": 0.09642711281776428, + "m": 1.0 + }, + { + "p": 0.1324121654033661, + "m": 1.0 + }, + { + "p": 0.027665210887789726, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 0.9322349429130554, + "val_loss": 0.9388031363487244, + "acc": 65.42, + "time": 194.43640107708052, + "param": [ + { + "p": 0.10879596322774887, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07016266882419586, + "m": 1.0 + }, + { + "p": 0.040211282670497894, + "m": 0.15734924376010895 + }, + { + "p": 0.02278880774974823, + "m": 0.976883053779602 + }, + { + "p": 0.047256629914045334, + "m": 0.8599143624305725 + }, + { + "p": 0.10310970991849899, + "m": 0.2209804803133011 + }, + { + "p": 0.04814673960208893, + "m": 0.7939543724060059 + }, + { + "p": 0.0624917708337307, + "m": 0.7753275036811829 + }, + { + "p": 0.09186139702796936, + "m": 0.9351708292961121 + }, + { + "p": 0.12079912424087524, + "m": 0.7565833926200867 + }, + { + "p": 0.1072435975074768, + "m": 0.9997769594192505 + }, + { + "p": 0.1386990249156952, + "m": 1.0 + }, + { + "p": 0.03843335807323456, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 0.9697710275650024, + "val_loss": 0.9729908108711243, + "acc": 66.91, + "time": 199.06640004599467, + "param": [ + { + "p": 0.11490661650896072, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08189838379621506, + "m": 1.0 + }, + { + "p": 0.04942687600851059, + "m": 0.18029414117336273 + }, + { + "p": 0.0, + "m": 0.9635596871376038 + }, + { + "p": 0.04331911355257034, + "m": 0.8955913186073303 + }, + { + "p": 0.11947108060121536, + "m": 0.17003723978996277 + }, + { + "p": 0.0596819669008255, + "m": 0.7655476927757263 + }, + { + "p": 0.06590022891759872, + "m": 0.7881619930267334 + }, + { + "p": 0.067478708922863, + "m": 0.8998094201087952 + }, + { + "p": 0.11141009628772736, + "m": 0.7499386668205261 + }, + { + "p": 0.11687515676021576, + "m": 1.0 + }, + { + "p": 0.1357608139514923, + "m": 1.0 + }, + { + "p": 0.03387094661593437, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 0.9150702953338623, + "val_loss": 0.9595109224319458, + "acc": 65.81, + "time": 196.67994872992858, + "param": [ + { + "p": 0.1170654445886612, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08506197482347488, + "m": 1.0 + }, + { + "p": 0.05709609389305115, + "m": 0.21401426196098328 + }, + { + "p": 0.0, + "m": 0.9523912668228149 + }, + { + "p": 0.0411817692220211, + "m": 0.9019994735717773 + }, + { + "p": 0.12265767902135849, + "m": 0.12142026424407959 + }, + { + "p": 0.055447544902563095, + "m": 0.7353549003601074 + }, + { + "p": 0.0656212717294693, + "m": 0.8024107813835144 + }, + { + "p": 0.07338523864746094, + "m": 0.8848103284835815 + }, + { + "p": 0.11077643930912018, + "m": 0.7502007484436035 + }, + { + "p": 0.11593091487884521, + "m": 0.9937843680381775 + }, + { + "p": 0.12945960462093353, + "m": 1.0 + }, + { + "p": 0.026316044852137566, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.0385373830795288, + "val_loss": 1.0115619897842407, + "acc": 66.21, + "time": 198.71621977188624, + "param": [ + { + "p": 0.11657869815826416, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08479437977075577, + "m": 1.0 + }, + { + "p": 0.06489462405443192, + "m": 0.2508380115032196 + }, + { + "p": 0.0007264245650731027, + "m": 0.9613945484161377 + }, + { + "p": 0.034167107194662094, + "m": 0.8909072279930115 + }, + { + "p": 0.10748901218175888, + "m": 0.10286611318588257 + }, + { + "p": 0.05284017324447632, + "m": 0.7373725771903992 + }, + { + "p": 0.07150592654943466, + "m": 0.8119545578956604 + }, + { + "p": 0.0879388228058815, + "m": 0.8765153288841248 + }, + { + "p": 0.10988819599151611, + "m": 0.7410850524902344 + }, + { + "p": 0.1114007830619812, + "m": 1.0 + }, + { + "p": 0.1460798680782318, + "m": 1.0 + }, + { + "p": 0.011695977300405502, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 0.8049123287200928, + "val_loss": 0.9595925211906433, + "acc": 66.25, + "time": 198.30986528098583, + "param": [ + { + "p": 0.12116055190563202, + "m": 1.0 + }, + { + "p": 0.0005301206256262958, + "m": 1.0 + }, + { + "p": 0.09058447927236557, + "m": 1.0 + }, + { + "p": 0.06604915857315063, + "m": 0.25461941957473755 + }, + { + "p": 0.002658101497218013, + "m": 0.9646053910255432 + }, + { + "p": 0.04182170704007149, + "m": 0.886975109577179 + }, + { + "p": 0.08227545022964478, + "m": 0.07044178247451782 + }, + { + "p": 0.050776783376932144, + "m": 0.724687933921814 + }, + { + "p": 0.08094125986099243, + "m": 0.8044321537017822 + }, + { + "p": 0.09693801403045654, + "m": 0.8385522961616516 + }, + { + "p": 0.11137273162603378, + "m": 0.7454925179481506 + }, + { + "p": 0.09512394666671753, + "m": 1.0 + }, + { + "p": 0.15468579530715942, + "m": 1.0 + }, + { + "p": 0.005081878509372473, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 0.8968696594238281, + "val_loss": 0.9759247899055481, + "acc": 66.91, + "time": 198.92734657716937, + "param": [ + { + "p": 0.10288187861442566, + "m": 1.0 + }, + { + "p": 0.010909038595855236, + "m": 1.0 + }, + { + "p": 0.07470384240150452, + "m": 1.0 + }, + { + "p": 0.07211478799581528, + "m": 0.2532821297645569 + }, + { + "p": 0.02210935391485691, + "m": 0.9792212843894958 + }, + { + "p": 0.0643969252705574, + "m": 0.8998123407363892 + }, + { + "p": 0.0711994394659996, + "m": 0.08570434153079987 + }, + { + "p": 0.05285315960645676, + "m": 0.7095045447349548 + }, + { + "p": 0.08324629068374634, + "m": 0.7880544066429138 + }, + { + "p": 0.0970291867852211, + "m": 0.8133280873298645 + }, + { + "p": 0.10647919774055481, + "m": 0.7629767656326294 + }, + { + "p": 0.06475214660167694, + "m": 1.0 + }, + { + "p": 0.14474649727344513, + "m": 1.0 + }, + { + "p": 0.03257818520069122, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.1122424602508545, + "val_loss": 0.9773346185684204, + "acc": 67.14, + "time": 199.20731388498098, + "param": [ + { + "p": 0.09443430602550507, + "m": 1.0 + }, + { + "p": 0.00577437411993742, + "m": 1.0 + }, + { + "p": 0.06290971487760544, + "m": 1.0 + }, + { + "p": 0.08636625856161118, + "m": 0.24463242292404175 + }, + { + "p": 0.032045502215623856, + "m": 1.0 + }, + { + "p": 0.07062818855047226, + "m": 0.8860952258110046 + }, + { + "p": 0.07736509293317795, + "m": 0.047161102294921875 + }, + { + "p": 0.052272289991378784, + "m": 0.6911766529083252 + }, + { + "p": 0.08931851387023926, + "m": 0.7689564824104309 + }, + { + "p": 0.1018873006105423, + "m": 0.8051116466522217 + }, + { + "p": 0.10915246605873108, + "m": 0.7690758109092712 + }, + { + "p": 0.051409099251031876, + "m": 1.0 + }, + { + "p": 0.1410205215215683, + "m": 1.0 + }, + { + "p": 0.025416402146220207, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.1267766952514648, + "val_loss": 0.9713699817657471, + "acc": 66.0, + "time": 198.78383658314124, + "param": [ + { + "p": 0.10452377051115036, + "m": 1.0 + }, + { + "p": 0.0012885633623227477, + "m": 1.0 + }, + { + "p": 0.05552336573600769, + "m": 1.0 + }, + { + "p": 0.09266820549964905, + "m": 0.24720442295074463 + }, + { + "p": 0.028642334043979645, + "m": 1.0 + }, + { + "p": 0.06730489432811737, + "m": 0.8694764971733093 + }, + { + "p": 0.07643799483776093, + "m": 0.020673535764217377 + }, + { + "p": 0.047922756522893906, + "m": 0.7324046492576599 + }, + { + "p": 0.10019569098949432, + "m": 0.7637876868247986 + }, + { + "p": 0.0982237160205841, + "m": 0.8329652547836304 + }, + { + "p": 0.1081475242972374, + "m": 0.7583968043327332 + }, + { + "p": 0.053844425827264786, + "m": 1.0 + }, + { + "p": 0.13885867595672607, + "m": 1.0 + }, + { + "p": 0.02641809917986393, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.2341381311416626, + "val_loss": 0.9013224244117737, + "acc": 66.65, + "time": 197.1651008091867, + "param": [ + { + "p": 0.11216162890195847, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.041695982217788696, + "m": 1.0 + }, + { + "p": 0.10353661328554153, + "m": 0.23062743246555328 + }, + { + "p": 0.00706135481595993, + "m": 0.9998214840888977 + }, + { + "p": 0.05057918280363083, + "m": 0.866258978843689 + }, + { + "p": 0.07881854474544525, + "m": 0.0 + }, + { + "p": 0.05418124049901962, + "m": 0.7672139406204224 + }, + { + "p": 0.09954334795475006, + "m": 0.7428154945373535 + }, + { + "p": 0.09417405724525452, + "m": 0.8659597039222717 + }, + { + "p": 0.10705459117889404, + "m": 0.7525354623794556 + }, + { + "p": 0.06898967921733856, + "m": 1.0 + }, + { + "p": 0.15249350666999817, + "m": 1.0 + }, + { + "p": 0.02971021458506584, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 0.9378488063812256, + "val_loss": 0.9895282983779907, + "acc": 65.95, + "time": 197.8908810520079, + "param": [ + { + "p": 0.11754829436540604, + "m": 1.0 + }, + { + "p": 0.004888397641479969, + "m": 1.0 + }, + { + "p": 0.06974783539772034, + "m": 1.0 + }, + { + "p": 0.10663092881441116, + "m": 0.22747273743152618 + }, + { + "p": 0.004664839711040258, + "m": 0.999536395072937 + }, + { + "p": 0.030963368713855743, + "m": 0.8633677959442139 + }, + { + "p": 0.075448177754879, + "m": 0.0 + }, + { + "p": 0.06354180723428726, + "m": 0.7420783042907715 + }, + { + "p": 0.09470206499099731, + "m": 0.7320851683616638 + }, + { + "p": 0.0902882069349289, + "m": 0.8578307032585144 + }, + { + "p": 0.09641262143850327, + "m": 0.7378344535827637 + }, + { + "p": 0.07776472717523575, + "m": 1.0 + }, + { + "p": 0.14421410858631134, + "m": 1.0 + }, + { + "p": 0.02318469248712063, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 0.9317120313644409, + "val_loss": 0.9315952658653259, + "acc": 67.32, + "time": 196.1848848189693, + "param": [ + { + "p": 0.10837291181087494, + "m": 1.0 + }, + { + "p": 0.005755366757512093, + "m": 1.0 + }, + { + "p": 0.08798380196094513, + "m": 1.0 + }, + { + "p": 0.11127524077892303, + "m": 0.21768160164356232 + }, + { + "p": 0.018795615062117577, + "m": 0.9599601030349731 + }, + { + "p": 0.03474195674061775, + "m": 0.8724099397659302 + }, + { + "p": 0.07866095751523972, + "m": 0.0037217664066702127 + }, + { + "p": 0.04922172799706459, + "m": 0.7276895642280579 + }, + { + "p": 0.07993565499782562, + "m": 0.7242896556854248 + }, + { + "p": 0.08140527456998825, + "m": 0.872139573097229 + }, + { + "p": 0.09488291293382645, + "m": 0.7488391995429993 + }, + { + "p": 0.08998888731002808, + "m": 1.0 + }, + { + "p": 0.11694072932004929, + "m": 1.0 + }, + { + "p": 0.04203898832201958, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.0631625652313232, + "val_loss": 1.0041612386703491, + "acc": 66.78, + "time": 200.6734474110417, + "param": [ + { + "p": 0.10391063988208771, + "m": 1.0 + }, + { + "p": 0.0013405017089098692, + "m": 1.0 + }, + { + "p": 0.0720202773809433, + "m": 1.0 + }, + { + "p": 0.12068576365709305, + "m": 0.18172809481620789 + }, + { + "p": 0.03620535135269165, + "m": 0.9250474572181702 + }, + { + "p": 0.024249346926808357, + "m": 0.8603689074516296 + }, + { + "p": 0.07301870733499527, + "m": 0.0008210943778976798 + }, + { + "p": 0.05036706104874611, + "m": 0.7476486563682556 + }, + { + "p": 0.07888089120388031, + "m": 0.725566565990448 + }, + { + "p": 0.09068777412176132, + "m": 0.8668819665908813 + }, + { + "p": 0.09668970853090286, + "m": 0.7671626806259155 + }, + { + "p": 0.10482626408338547, + "m": 1.0 + }, + { + "p": 0.09869285672903061, + "m": 1.0 + }, + { + "p": 0.048424914479255676, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 0.9351065754890442, + "val_loss": 0.922687828540802, + "acc": 67.99, + "time": 199.50441211089492, + "param": [ + { + "p": 0.1073794886469841, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07317717373371124, + "m": 1.0 + }, + { + "p": 0.1323302835226059, + "m": 0.18087613582611084 + }, + { + "p": 0.044940829277038574, + "m": 0.9074147343635559 + }, + { + "p": 0.025917382910847664, + "m": 0.8662235736846924 + }, + { + "p": 0.06777092814445496, + "m": 0.002712810644879937 + }, + { + "p": 0.05808176472783089, + "m": 0.7032715082168579 + }, + { + "p": 0.062146201729774475, + "m": 0.710068941116333 + }, + { + "p": 0.10397022217512131, + "m": 0.8838995099067688 + }, + { + "p": 0.09420999139547348, + "m": 0.7759988903999329 + }, + { + "p": 0.11295132339000702, + "m": 1.0 + }, + { + "p": 0.08020240813493729, + "m": 1.0 + }, + { + "p": 0.03692203015089035, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 0.99735027551651, + "val_loss": 0.8364407420158386, + "acc": 67.46, + "time": 200.14729640679434, + "param": [ + { + "p": 0.10536160320043564, + "m": 1.0 + }, + { + "p": 0.006944308523088694, + "m": 1.0 + }, + { + "p": 0.06863780319690704, + "m": 1.0 + }, + { + "p": 0.1312769651412964, + "m": 0.13973405957221985 + }, + { + "p": 0.04841389134526253, + "m": 0.913232684135437 + }, + { + "p": 0.032063283026218414, + "m": 0.8748658299446106 + }, + { + "p": 0.0603812076151371, + "m": 0.01168802846223116 + }, + { + "p": 0.05752753093838692, + "m": 0.7022461891174316 + }, + { + "p": 0.06020744889974594, + "m": 0.7196163535118103 + }, + { + "p": 0.10585352778434753, + "m": 0.8997752070426941 + }, + { + "p": 0.10063827037811279, + "m": 0.7964737415313721 + }, + { + "p": 0.11934337764978409, + "m": 1.0 + }, + { + "p": 0.06900419294834137, + "m": 1.0 + }, + { + "p": 0.03434661775827408, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 0.9981515407562256, + "val_loss": 0.8898622393608093, + "acc": 67.58, + "time": 198.12908549583517, + "param": [ + { + "p": 0.11048483103513718, + "m": 1.0 + }, + { + "p": 0.006979229394346476, + "m": 1.0 + }, + { + "p": 0.06368987262248993, + "m": 1.0 + }, + { + "p": 0.12379927933216095, + "m": 0.05851146578788757 + }, + { + "p": 0.050968512892723083, + "m": 0.8887310028076172 + }, + { + "p": 0.05625524744391441, + "m": 0.873131513595581 + }, + { + "p": 0.04744747653603554, + "m": 0.00015266810078173876 + }, + { + "p": 0.05567019805312157, + "m": 0.7061755657196045 + }, + { + "p": 0.04468782991170883, + "m": 0.7285028100013733 + }, + { + "p": 0.10638859868049622, + "m": 0.8950710892677307 + }, + { + "p": 0.1051984503865242, + "m": 0.8024771213531494 + }, + { + "p": 0.11379092186689377, + "m": 1.0 + }, + { + "p": 0.07552260905504227, + "m": 1.0 + }, + { + "p": 0.03911697119474411, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.0115824937820435, + "val_loss": 0.9747419357299805, + "acc": 66.95, + "time": 199.1893762019463, + "param": [ + { + "p": 0.11959228664636612, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07621115446090698, + "m": 1.0 + }, + { + "p": 0.10994122177362442, + "m": 0.0 + }, + { + "p": 0.05822534114122391, + "m": 0.8292773962020874 + }, + { + "p": 0.08288367837667465, + "m": 0.9090303182601929 + }, + { + "p": 0.0605025552213192, + "m": 0.0 + }, + { + "p": 0.05657406151294708, + "m": 0.6844554543495178 + }, + { + "p": 0.023970117792487144, + "m": 0.7328235507011414 + }, + { + "p": 0.09957033395767212, + "m": 0.8554522395133972 + }, + { + "p": 0.09048187732696533, + "m": 0.7760587930679321 + }, + { + "p": 0.09568872302770615, + "m": 1.0 + }, + { + "p": 0.08495499193668365, + "m": 1.0 + }, + { + "p": 0.04140366613864899, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 0.9843916296958923, + "val_loss": 0.9456610083580017, + "acc": 67.84, + "time": 196.8622361649759, + "param": [ + { + "p": 0.13344596326351166, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0864935889840126, + "m": 1.0 + }, + { + "p": 0.09891559183597565, + "m": 0.00479627400636673 + }, + { + "p": 0.06888263672590256, + "m": 0.7796702980995178 + }, + { + "p": 0.07267202436923981, + "m": 0.9233437776565552 + }, + { + "p": 0.06884609907865524, + "m": 0.0 + }, + { + "p": 0.04425879567861557, + "m": 0.6624535322189331 + }, + { + "p": 0.0, + "m": 0.7276766896247864 + }, + { + "p": 0.1141618862748146, + "m": 0.8100275993347168 + }, + { + "p": 0.09260962903499603, + "m": 0.7700119614601135 + }, + { + "p": 0.09124184399843216, + "m": 1.0 + }, + { + "p": 0.10034888237714767, + "m": 1.0 + }, + { + "p": 0.02812310867011547, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 0.9066185355186462, + "val_loss": 1.0313619375228882, + "acc": 67.67, + "time": 199.27043101680465, + "param": [ + { + "p": 0.14592258632183075, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09457370638847351, + "m": 1.0 + }, + { + "p": 0.10412689298391342, + "m": 0.0 + }, + { + "p": 0.047059398144483566, + "m": 0.7422275543212891 + }, + { + "p": 0.07104653865098953, + "m": 0.9521045088768005 + }, + { + "p": 0.06049790605902672, + "m": 0.0 + }, + { + "p": 0.02217087522149086, + "m": 0.6123754382133484 + }, + { + "p": 0.0, + "m": 0.718637228012085 + }, + { + "p": 0.1284427046775818, + "m": 0.7916710376739502 + }, + { + "p": 0.10111867636442184, + "m": 0.742158055305481 + }, + { + "p": 0.07808849215507507, + "m": 1.0 + }, + { + "p": 0.11632957309484482, + "m": 1.0 + }, + { + "p": 0.03062271699309349, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 0.9236193895339966, + "val_loss": 1.0849294662475586, + "acc": 67.7, + "time": 199.8250671129208, + "param": [ + { + "p": 0.15484905242919922, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08549994230270386, + "m": 1.0 + }, + { + "p": 0.11546143144369125, + "m": 0.0 + }, + { + "p": 0.041507888585329056, + "m": 0.7250217199325562 + }, + { + "p": 0.06629801541566849, + "m": 0.9354159235954285 + }, + { + "p": 0.05165756121277809, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.581659734249115 + }, + { + "p": 0.008575672283768654, + "m": 0.7291639447212219 + }, + { + "p": 0.1354861557483673, + "m": 0.7593502402305603 + }, + { + "p": 0.10403195023536682, + "m": 0.7068439722061157 + }, + { + "p": 0.06422943621873856, + "m": 1.0 + }, + { + "p": 0.134047269821167, + "m": 1.0 + }, + { + "p": 0.03835567086935043, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 0.8189340829849243, + "val_loss": 0.8164788484573364, + "acc": 67.93, + "time": 199.12956040189601, + "param": [ + { + "p": 0.14157000184059143, + "m": 1.0 + }, + { + "p": 0.010824628174304962, + "m": 1.0 + }, + { + "p": 0.08361934125423431, + "m": 1.0 + }, + { + "p": 0.1115250438451767, + "m": 0.029319830238819122 + }, + { + "p": 0.04624560475349426, + "m": 0.7216807007789612 + }, + { + "p": 0.05468795448541641, + "m": 0.9443587064743042 + }, + { + "p": 0.05613112449645996, + "m": 0.0 + }, + { + "p": 0.0035443950910121202, + "m": 0.5435935854911804 + }, + { + "p": 0.03111892193555832, + "m": 0.7444349527359009 + }, + { + "p": 0.11349209398031235, + "m": 0.7508546710014343 + }, + { + "p": 0.09849905967712402, + "m": 0.6940716505050659 + }, + { + "p": 0.057194847613573074, + "m": 1.0 + }, + { + "p": 0.1348835825920105, + "m": 1.0 + }, + { + "p": 0.056663550436496735, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.0235912799835205, + "val_loss": 0.9875990152359009, + "acc": 67.3, + "time": 200.09140050504357, + "param": [ + { + "p": 0.13754995167255402, + "m": 1.0 + }, + { + "p": 0.022101474925875664, + "m": 1.0 + }, + { + "p": 0.08577431738376617, + "m": 1.0 + }, + { + "p": 0.09772591292858124, + "m": 0.06461301445960999 + }, + { + "p": 0.04806439206004143, + "m": 0.7202039361000061 + }, + { + "p": 0.047182463109493256, + "m": 0.942535936832428 + }, + { + "p": 0.06319796293973923, + "m": 0.0 + }, + { + "p": 0.0031922850757837296, + "m": 0.5076109170913696 + }, + { + "p": 0.045519400388002396, + "m": 0.7432398796081543 + }, + { + "p": 0.10017590969800949, + "m": 0.7334187626838684 + }, + { + "p": 0.09743984043598175, + "m": 0.6917102336883545 + }, + { + "p": 0.04752504453063011, + "m": 1.0 + }, + { + "p": 0.14097020030021667, + "m": 1.0 + }, + { + "p": 0.06358075886964798, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 0.7843336462974548, + "val_loss": 0.9776973724365234, + "acc": 67.95, + "time": 197.96617226488888, + "param": [ + { + "p": 0.1392367035150528, + "m": 1.0 + }, + { + "p": 0.017759695649147034, + "m": 1.0 + }, + { + "p": 0.08644797652959824, + "m": 1.0 + }, + { + "p": 0.08360268920660019, + "m": 0.11100635677576065 + }, + { + "p": 0.038403257727622986, + "m": 0.6982703804969788 + }, + { + "p": 0.05157804116606712, + "m": 0.9187290668487549 + }, + { + "p": 0.058061495423316956, + "m": 0.013540779240429401 + }, + { + "p": 0.026576222851872444, + "m": 0.5018215775489807 + }, + { + "p": 0.05478369817137718, + "m": 0.754218339920044 + }, + { + "p": 0.09172970801591873, + "m": 0.7021918296813965 + }, + { + "p": 0.09696408361196518, + "m": 0.7007200121879578 + }, + { + "p": 0.04884055629372597, + "m": 1.0 + }, + { + "p": 0.14183002710342407, + "m": 1.0 + }, + { + "p": 0.06418590992689133, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 0.8056148886680603, + "val_loss": 1.0463346242904663, + "acc": 67.93, + "time": 199.34853459103033, + "param": [ + { + "p": 0.15141887962818146, + "m": 1.0 + }, + { + "p": 0.009773941710591316, + "m": 1.0 + }, + { + "p": 0.09731997549533844, + "m": 1.0 + }, + { + "p": 0.0875292420387268, + "m": 0.10397917032241821 + }, + { + "p": 0.02274356596171856, + "m": 0.6650376915931702 + }, + { + "p": 0.0549362488090992, + "m": 0.9222236275672913 + }, + { + "p": 0.05235987529158592, + "m": 0.0 + }, + { + "p": 0.03404185548424721, + "m": 0.5091561079025269 + }, + { + "p": 0.05892708897590637, + "m": 0.7474485635757446 + }, + { + "p": 0.09419041872024536, + "m": 0.7178915143013 + }, + { + "p": 0.09611622244119644, + "m": 0.6893351674079895 + }, + { + "p": 0.06398182362318039, + "m": 1.0 + }, + { + "p": 0.12877871096134186, + "m": 1.0 + }, + { + "p": 0.04788210242986679, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 0.7733890414237976, + "val_loss": 0.9748417735099792, + "acc": 68.05, + "time": 199.29101791908033, + "param": [ + { + "p": 0.16655558347702026, + "m": 1.0 + }, + { + "p": 0.007627307437360287, + "m": 1.0 + }, + { + "p": 0.11578230559825897, + "m": 1.0 + }, + { + "p": 0.09326811879873276, + "m": 0.051220908761024475 + }, + { + "p": 0.004465706180781126, + "m": 0.6325997710227966 + }, + { + "p": 0.06351125240325928, + "m": 0.9408475756645203 + }, + { + "p": 0.044115807861089706, + "m": 0.0 + }, + { + "p": 0.024303559213876724, + "m": 0.47501906752586365 + }, + { + "p": 0.06555023789405823, + "m": 0.7403984665870667 + }, + { + "p": 0.0843219980597496, + "m": 0.7533406019210815 + }, + { + "p": 0.10363905876874924, + "m": 0.6879952549934387 + }, + { + "p": 0.06738673895597458, + "m": 1.0 + }, + { + "p": 0.1286635398864746, + "m": 1.0 + }, + { + "p": 0.030808817595243454, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 0.7156211137771606, + "val_loss": 0.9070002436637878, + "acc": 68.13, + "time": 197.92865116498433, + "param": [ + { + "p": 0.2016642987728119, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14159563183784485, + "m": 1.0 + }, + { + "p": 0.10382089763879776, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6220142841339111 + }, + { + "p": 0.06783077865839005, + "m": 0.9985403418540955 + }, + { + "p": 0.008910438977181911, + "m": 0.0014252298278734088 + }, + { + "p": 0.0, + "m": 0.44957736134529114 + }, + { + "p": 0.06538263708353043, + "m": 0.7178443074226379 + }, + { + "p": 0.07907719910144806, + "m": 0.7701318264007568 + }, + { + "p": 0.12283562123775482, + "m": 0.6616708040237427 + }, + { + "p": 0.05471721664071083, + "m": 1.0 + }, + { + "p": 0.14059334993362427, + "m": 1.0 + }, + { + "p": 0.013571909628808498, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 0.9605215787887573, + "val_loss": 0.8897496461868286, + "acc": 68.07, + "time": 201.73422251897864, + "param": [ + { + "p": 0.2204809933900833, + "m": 1.0 + }, + { + "p": 0.006936690770089626, + "m": 1.0 + }, + { + "p": 0.15027393400669098, + "m": 1.0 + }, + { + "p": 0.1031385138630867, + "m": 0.0 + }, + { + "p": 0.0038329351227730513, + "m": 0.6811704635620117 + }, + { + "p": 0.056106407195329666, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.004151083063334227 + }, + { + "p": 0.0, + "m": 0.41906335949897766 + }, + { + "p": 0.045933280140161514, + "m": 0.7075666785240173 + }, + { + "p": 0.07618836313486099, + "m": 0.7753356099128723 + }, + { + "p": 0.1424739509820938, + "m": 0.6650921702384949 + }, + { + "p": 0.05038829892873764, + "m": 1.0 + }, + { + "p": 0.1309257447719574, + "m": 1.0 + }, + { + "p": 0.013320858590304852, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 0.600773274898529, + "val_loss": 0.9858353137969971, + "acc": 67.6, + "time": 199.19847070099786, + "param": [ + { + "p": 0.2094172090291977, + "m": 1.0 + }, + { + "p": 0.02429020218551159, + "m": 1.0 + }, + { + "p": 0.14096400141716003, + "m": 1.0 + }, + { + "p": 0.0974484458565712, + "m": 0.0 + }, + { + "p": 0.024631384760141373, + "m": 0.7080581784248352 + }, + { + "p": 0.04795953631401062, + "m": 1.0 + }, + { + "p": 0.0008364040404558182, + "m": 0.011439532041549683 + }, + { + "p": 0.0, + "m": 0.3889060318470001 + }, + { + "p": 0.03797609731554985, + "m": 0.7033180594444275 + }, + { + "p": 0.07844970375299454, + "m": 0.7753419280052185 + }, + { + "p": 0.13626696169376373, + "m": 0.6694493889808655 + }, + { + "p": 0.06461568176746368, + "m": 1.0 + }, + { + "p": 0.11416264623403549, + "m": 1.0 + }, + { + "p": 0.022981662303209305, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 0.9622119665145874, + "val_loss": 0.8302286863327026, + "acc": 68.15, + "time": 197.95400195778348, + "param": [ + { + "p": 0.17940419912338257, + "m": 1.0 + }, + { + "p": 0.035407405346632004, + "m": 1.0 + }, + { + "p": 0.12793220579624176, + "m": 1.0 + }, + { + "p": 0.0931987315416336, + "m": 0.0 + }, + { + "p": 0.06398040056228638, + "m": 0.7224679589271545 + }, + { + "p": 0.047953180968761444, + "m": 1.0 + }, + { + "p": 0.009955066256225109, + "m": 0.012844894081354141 + }, + { + "p": 0.01529853418469429, + "m": 0.3536043167114258 + }, + { + "p": 0.043429166078567505, + "m": 0.7015508413314819 + }, + { + "p": 0.08506346493959427, + "m": 0.7975073456764221 + }, + { + "p": 0.11564682424068451, + "m": 0.6802147626876831 + }, + { + "p": 0.06960892677307129, + "m": 1.0 + }, + { + "p": 0.09249769896268845, + "m": 1.0 + }, + { + "p": 0.02062426134943962, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 0.71939617395401, + "val_loss": 0.9141818284988403, + "acc": 68.08, + "time": 198.90361709613353, + "param": [ + { + "p": 0.17742033302783966, + "m": 1.0 + }, + { + "p": 0.03133223205804825, + "m": 1.0 + }, + { + "p": 0.10649091750383377, + "m": 1.0 + }, + { + "p": 0.10788777470588684, + "m": 0.0 + }, + { + "p": 0.08126261085271835, + "m": 0.6913123726844788 + }, + { + "p": 0.06013297662138939, + "m": 1.0 + }, + { + "p": 0.00863549392670393, + "m": 0.0012334446655586362 + }, + { + "p": 0.027836881577968597, + "m": 0.33586353063583374 + }, + { + "p": 0.0686778575181961, + "m": 0.723045289516449 + }, + { + "p": 0.09229384362697601, + "m": 0.8104857206344604 + }, + { + "p": 0.11099795252084732, + "m": 0.6773607134819031 + }, + { + "p": 0.05567074194550514, + "m": 1.0 + }, + { + "p": 0.06719354540109634, + "m": 1.0 + }, + { + "p": 0.004166899248957634, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 0.7120612859725952, + "val_loss": 0.8793335556983948, + "acc": 67.63, + "time": 197.56868656119332, + "param": [ + { + "p": 0.18360190093517303, + "m": 1.0 + }, + { + "p": 0.031675927340984344, + "m": 1.0 + }, + { + "p": 0.0740322396159172, + "m": 1.0 + }, + { + "p": 0.1232958510518074, + "m": 0.0 + }, + { + "p": 0.09066608548164368, + "m": 0.6919186115264893 + }, + { + "p": 0.0880357101559639, + "m": 1.0 + }, + { + "p": 0.0018248904962092638, + "m": 0.0 + }, + { + "p": 0.02815835177898407, + "m": 0.30918535590171814 + }, + { + "p": 0.09093613922595978, + "m": 0.7228353023529053 + }, + { + "p": 0.1055007204413414, + "m": 0.8325714468955994 + }, + { + "p": 0.10809340327978134, + "m": 0.6683618426322937 + }, + { + "p": 0.028121720999479294, + "m": 1.0 + }, + { + "p": 0.04253851994872093, + "m": 1.0 + }, + { + "p": 0.0035185988526791334, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.0435965061187744, + "val_loss": 0.7961273789405823, + "acc": 68.69, + "time": 197.18225289904512, + "param": [ + { + "p": 0.19771088659763336, + "m": 1.0 + }, + { + "p": 0.015627490356564522, + "m": 1.0 + }, + { + "p": 0.05853245034813881, + "m": 1.0 + }, + { + "p": 0.15041981637477875, + "m": 0.0 + }, + { + "p": 0.094961978495121, + "m": 0.7375820279121399 + }, + { + "p": 0.10274318605661392, + "m": 1.0 + }, + { + "p": 0.0002672328846529126, + "m": 0.0028050378896296024 + }, + { + "p": 0.020568961277604103, + "m": 0.30823612213134766 + }, + { + "p": 0.0951661765575409, + "m": 0.7256883978843689 + }, + { + "p": 0.13003218173980713, + "m": 0.8550869226455688 + }, + { + "p": 0.10382187366485596, + "m": 0.6561735272407532 + }, + { + "p": 0.015980040654540062, + "m": 1.0 + }, + { + "p": 0.0014585949247702956, + "m": 1.0 + }, + { + "p": 0.012709069065749645, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.0498027801513672, + "val_loss": 1.0347436666488647, + "acc": 68.51, + "time": 198.81377466884442, + "param": [ + { + "p": 0.17506684362888336, + "m": 1.0 + }, + { + "p": 0.015395525842905045, + "m": 1.0 + }, + { + "p": 0.05501522868871689, + "m": 1.0 + }, + { + "p": 0.14357322454452515, + "m": 0.0014674457488581538 + }, + { + "p": 0.07725280523300171, + "m": 0.7697275280952454 + }, + { + "p": 0.09516114741563797, + "m": 0.9815595746040344 + }, + { + "p": 0.016473893076181412, + "m": 0.009654613211750984 + }, + { + "p": 0.03719852492213249, + "m": 0.29920291900634766 + }, + { + "p": 0.07804428786039352, + "m": 0.7091643214225769 + }, + { + "p": 0.12278088927268982, + "m": 0.8486600518226624 + }, + { + "p": 0.10614005476236343, + "m": 0.6601814031600952 + }, + { + "p": 0.024365536868572235, + "m": 1.0 + }, + { + "p": 0.0193632859736681, + "m": 1.0 + }, + { + "p": 0.03416882082819939, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 0.6428684592247009, + "val_loss": 0.9349700212478638, + "acc": 68.9, + "time": 197.9494765920099, + "param": [ + { + "p": 0.1677388995885849, + "m": 1.0 + }, + { + "p": 0.012356041930615902, + "m": 1.0 + }, + { + "p": 0.03830195590853691, + "m": 1.0 + }, + { + "p": 0.1472017616033554, + "m": 0.0 + }, + { + "p": 0.05035613849759102, + "m": 0.786508321762085 + }, + { + "p": 0.10034900903701782, + "m": 0.9803116321563721 + }, + { + "p": 0.0336117148399353, + "m": 0.0 + }, + { + "p": 0.051794663071632385, + "m": 0.26134464144706726 + }, + { + "p": 0.06658707559108734, + "m": 0.6867362260818481 + }, + { + "p": 0.11116781085729599, + "m": 0.8672109842300415 + }, + { + "p": 0.11020421981811523, + "m": 0.667904794216156 + }, + { + "p": 0.023747269064188004, + "m": 1.0 + }, + { + "p": 0.03418415039777756, + "m": 1.0 + }, + { + "p": 0.05239924415946007, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 0.9446606040000916, + "val_loss": 0.9576002359390259, + "acc": 68.28, + "time": 197.9863595829811, + "param": [ + { + "p": 0.15094240009784698, + "m": 1.0 + }, + { + "p": 0.017761822789907455, + "m": 1.0 + }, + { + "p": 0.03545733541250229, + "m": 1.0 + }, + { + "p": 0.1464785635471344, + "m": 0.0 + }, + { + "p": 0.03707171604037285, + "m": 0.8110668659210205 + }, + { + "p": 0.09313284605741501, + "m": 0.9900095462799072 + }, + { + "p": 0.04459284245967865, + "m": 0.0 + }, + { + "p": 0.0638187900185585, + "m": 0.203917995095253 + }, + { + "p": 0.05718217045068741, + "m": 0.6791542172431946 + }, + { + "p": 0.09713349491357803, + "m": 0.8556932806968689 + }, + { + "p": 0.10777250677347183, + "m": 0.6837659478187561 + }, + { + "p": 0.025159161537885666, + "m": 1.0 + }, + { + "p": 0.05336954817175865, + "m": 1.0 + }, + { + "p": 0.07012687623500824, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 0.7156857252120972, + "val_loss": 0.8700905442237854, + "acc": 68.24, + "time": 192.25313811702654, + "param": [ + { + "p": 0.15103594958782196, + "m": 1.0 + }, + { + "p": 0.01271654013544321, + "m": 1.0 + }, + { + "p": 0.05549124628305435, + "m": 1.0 + }, + { + "p": 0.14941225945949554, + "m": 0.0 + }, + { + "p": 0.026883242651820183, + "m": 0.8613388538360596 + }, + { + "p": 0.0901859849691391, + "m": 0.9845470190048218 + }, + { + "p": 0.033280398696660995, + "m": 0.0 + }, + { + "p": 0.07302205264568329, + "m": 0.14663510024547577 + }, + { + "p": 0.05148051306605339, + "m": 0.683729350566864 + }, + { + "p": 0.08641757071018219, + "m": 0.8455749750137329 + }, + { + "p": 0.10766199231147766, + "m": 0.6752922534942627 + }, + { + "p": 0.0170902032405138, + "m": 1.0 + }, + { + "p": 0.06720263510942459, + "m": 1.0 + }, + { + "p": 0.07811944931745529, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 0.8940575122833252, + "val_loss": 0.8637391924858093, + "acc": 68.91, + "time": 200.5174803249538, + "param": [ + { + "p": 0.1380544900894165, + "m": 1.0 + }, + { + "p": 0.02900853380560875, + "m": 1.0 + }, + { + "p": 0.08289569616317749, + "m": 1.0 + }, + { + "p": 0.12918756902217865, + "m": 0.01647746004164219 + }, + { + "p": 0.037271227687597275, + "m": 0.8735896348953247 + }, + { + "p": 0.08622826635837555, + "m": 0.9900595545768738 + }, + { + "p": 0.03190300986170769, + "m": 0.0 + }, + { + "p": 0.0666980892419815, + "m": 0.09631392359733582 + }, + { + "p": 0.05397545546293259, + "m": 0.7023560404777527 + }, + { + "p": 0.08578767627477646, + "m": 0.8495625257492065 + }, + { + "p": 0.10292401909828186, + "m": 0.6790391802787781 + }, + { + "p": 0.02358761802315712, + "m": 1.0 + }, + { + "p": 0.06141472980380058, + "m": 1.0 + }, + { + "p": 0.07106368988752365, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 0.7292954325675964, + "val_loss": 0.9909054636955261, + "acc": 68.4, + "time": 191.27692216285504, + "param": [ + { + "p": 0.12246885895729065, + "m": 1.0 + }, + { + "p": 0.037038687616586685, + "m": 1.0 + }, + { + "p": 0.08727345615625381, + "m": 1.0 + }, + { + "p": 0.114359050989151, + "m": 0.030529558658599854 + }, + { + "p": 0.04526976868510246, + "m": 0.8673022985458374 + }, + { + "p": 0.09306216239929199, + "m": 0.994844377040863 + }, + { + "p": 0.03567693755030632, + "m": 0.0 + }, + { + "p": 0.05861034244298935, + "m": 0.0837639570236206 + }, + { + "p": 0.06721706688404083, + "m": 0.7238022089004517 + }, + { + "p": 0.07754664123058319, + "m": 0.8623907566070557 + }, + { + "p": 0.08760754019021988, + "m": 0.678155779838562 + }, + { + "p": 0.04136741906404495, + "m": 1.0 + }, + { + "p": 0.04868302866816521, + "m": 1.0 + }, + { + "p": 0.08381903916597366, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 0.7935097813606262, + "val_loss": 0.791283130645752, + "acc": 68.61, + "time": 199.85579489078373, + "param": [ + { + "p": 0.10751688480377197, + "m": 1.0 + }, + { + "p": 0.03774503618478775, + "m": 1.0 + }, + { + "p": 0.08349496871232986, + "m": 1.0 + }, + { + "p": 0.10430949926376343, + "m": 0.016774849966168404 + }, + { + "p": 0.05628756433725357, + "m": 0.8602198958396912 + }, + { + "p": 0.10307816416025162, + "m": 1.0 + }, + { + "p": 0.052506159991025925, + "m": 0.0 + }, + { + "p": 0.048840075731277466, + "m": 0.055446088314056396 + }, + { + "p": 0.07142245769500732, + "m": 0.7255257964134216 + }, + { + "p": 0.07870139181613922, + "m": 0.8651304841041565 + }, + { + "p": 0.06570079177618027, + "m": 0.6815906167030334 + }, + { + "p": 0.06645378470420837, + "m": 1.0 + }, + { + "p": 0.0457124337553978, + "m": 1.0 + }, + { + "p": 0.07823076844215393, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 0.8717266917228699, + "val_loss": 0.8436080813407898, + "acc": 68.19, + "time": 200.05183860310353, + "param": [ + { + "p": 0.10898255556821823, + "m": 1.0 + }, + { + "p": 0.025119723752141, + "m": 1.0 + }, + { + "p": 0.08140762895345688, + "m": 1.0 + }, + { + "p": 0.10617326945066452, + "m": 0.0281329657882452 + }, + { + "p": 0.058059487491846085, + "m": 0.8497753739356995 + }, + { + "p": 0.1246403381228447, + "m": 0.9989649057388306 + }, + { + "p": 0.07166267931461334, + "m": 0.003976065199822187 + }, + { + "p": 0.04248334467411041, + "m": 0.07446031272411346 + }, + { + "p": 0.07645845413208008, + "m": 0.7192487120628357 + }, + { + "p": 0.08100868761539459, + "m": 0.8612362146377563 + }, + { + "p": 0.046384796500205994, + "m": 0.6816026568412781 + }, + { + "p": 0.0764782726764679, + "m": 0.9952493906021118 + }, + { + "p": 0.03786923363804817, + "m": 1.0 + }, + { + "p": 0.06327153742313385, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 0.9929203391075134, + "val_loss": 0.924031674861908, + "acc": 68.7, + "time": 198.93498802301474, + "param": [ + { + "p": 0.10672900080680847, + "m": 1.0 + }, + { + "p": 0.02521270513534546, + "m": 1.0 + }, + { + "p": 0.09193748980760574, + "m": 1.0 + }, + { + "p": 0.09748294204473495, + "m": 0.03627337887883186 + }, + { + "p": 0.06331685185432434, + "m": 0.8144668936729431 + }, + { + "p": 0.1467813402414322, + "m": 0.9805241227149963 + }, + { + "p": 0.07417992502450943, + "m": 6.97631185175851e-05 + }, + { + "p": 0.025416212156414986, + "m": 0.055799756199121475 + }, + { + "p": 0.07240764796733856, + "m": 0.7164252996444702 + }, + { + "p": 0.08474986255168915, + "m": 0.8433623909950256 + }, + { + "p": 0.04908325895667076, + "m": 0.6855927109718323 + }, + { + "p": 0.07769112288951874, + "m": 1.0 + }, + { + "p": 0.025139961391687393, + "m": 1.0 + }, + { + "p": 0.059871651232242584, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.0629910230636597, + "val_loss": 0.943868100643158, + "acc": 68.39, + "time": 200.86636367905885, + "param": [ + { + "p": 0.10056349635124207, + "m": 1.0 + }, + { + "p": 0.03750081732869148, + "m": 1.0 + }, + { + "p": 0.1139393076300621, + "m": 1.0 + }, + { + "p": 0.08024748414754868, + "m": 0.043601617217063904 + }, + { + "p": 0.05405738949775696, + "m": 0.8045094013214111 + }, + { + "p": 0.14934591948986053, + "m": 0.9574130177497864 + }, + { + "p": 0.07158610224723816, + "m": 0.0 + }, + { + "p": 0.020976033061742783, + "m": 0.004973661620169878 + }, + { + "p": 0.06368470937013626, + "m": 0.718709409236908 + }, + { + "p": 0.07583893090486526, + "m": 0.8481312990188599 + }, + { + "p": 0.054410550743341446, + "m": 0.6973961591720581 + }, + { + "p": 0.08690492063760757, + "m": 1.0 + }, + { + "p": 0.024707676842808723, + "m": 1.0 + }, + { + "p": 0.06623674184083939, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 0.9503830671310425, + "val_loss": 0.7967630624771118, + "acc": 68.34, + "time": 201.04077108600177, + "param": [ + { + "p": 0.11454024165868759, + "m": 1.0 + }, + { + "p": 0.03335835412144661, + "m": 1.0 + }, + { + "p": 0.12271171063184738, + "m": 1.0 + }, + { + "p": 0.07098186016082764, + "m": 0.0505620501935482 + }, + { + "p": 0.04413047805428505, + "m": 0.784809410572052 + }, + { + "p": 0.15441486239433289, + "m": 0.9145499467849731 + }, + { + "p": 0.08129691332578659, + "m": 0.0 + }, + { + "p": 0.024492476135492325, + "m": 0.00015667533443775028 + }, + { + "p": 0.04382673278450966, + "m": 0.7202123403549194 + }, + { + "p": 0.06261477619409561, + "m": 0.8561397194862366 + }, + { + "p": 0.0557403489947319, + "m": 0.7035124897956848 + }, + { + "p": 0.105758436024189, + "m": 1.0 + }, + { + "p": 0.023849697783589363, + "m": 1.0 + }, + { + "p": 0.062283072620630264, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 0.9389490485191345, + "val_loss": 0.8813835382461548, + "acc": 68.38, + "time": 198.0439951759763, + "param": [ + { + "p": 0.13005946576595306, + "m": 1.0 + }, + { + "p": 0.01371079497039318, + "m": 1.0 + }, + { + "p": 0.1267251968383789, + "m": 1.0 + }, + { + "p": 0.06463918089866638, + "m": 0.05151940882205963 + }, + { + "p": 0.044670358300209045, + "m": 0.7631877064704895 + }, + { + "p": 0.15817075967788696, + "m": 0.899376392364502 + }, + { + "p": 0.07821956276893616, + "m": 0.001226244494318962 + }, + { + "p": 0.025769023224711418, + "m": 0.042380932718515396 + }, + { + "p": 0.028815535828471184, + "m": 0.7177811861038208 + }, + { + "p": 0.05346003174781799, + "m": 0.8556877374649048 + }, + { + "p": 0.05021599680185318, + "m": 0.7038390040397644 + }, + { + "p": 0.13047076761722565, + "m": 1.0 + }, + { + "p": 0.027879012748599052, + "m": 1.0 + }, + { + "p": 0.06719432771205902, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 0.9386999011039734, + "val_loss": 0.8763910531997681, + "acc": 68.97, + "time": 199.77130496688187, + "param": [ + { + "p": 0.1399405598640442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13122914731502533, + "m": 1.0 + }, + { + "p": 0.060797352343797684, + "m": 0.042795903980731964 + }, + { + "p": 0.05720691755414009, + "m": 0.7504635453224182 + }, + { + "p": 0.14086630940437317, + "m": 0.8877795338630676 + }, + { + "p": 0.08255795389413834, + "m": 0.010687090456485748 + }, + { + "p": 0.022091807797551155, + "m": 0.01679088920354843 + }, + { + "p": 0.010501591488718987, + "m": 0.6992673277854919 + }, + { + "p": 0.053465306758880615, + "m": 0.8268527388572693 + }, + { + "p": 0.04135662689805031, + "m": 0.7096424698829651 + }, + { + "p": 0.14403651654720306, + "m": 1.0 + }, + { + "p": 0.03070138581097126, + "m": 1.0 + }, + { + "p": 0.08524852991104126, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 0.7329285144805908, + "val_loss": 0.888723611831665, + "acc": 68.39, + "time": 199.20702729700133, + "param": [ + { + "p": 0.1341085135936737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12585118412971497, + "m": 1.0 + }, + { + "p": 0.05266615375876427, + "m": 0.026790432631969452 + }, + { + "p": 0.06008262559771538, + "m": 0.7404963374137878 + }, + { + "p": 0.134357750415802, + "m": 0.8811360001564026 + }, + { + "p": 0.09090352803468704, + "m": 0.0 + }, + { + "p": 0.02022266574203968, + "m": 0.0 + }, + { + "p": 0.00601891428232193, + "m": 0.6984917521476746 + }, + { + "p": 0.0665973499417305, + "m": 0.8169264793395996 + }, + { + "p": 0.02569422870874405, + "m": 0.7066395878791809 + }, + { + "p": 0.1653299331665039, + "m": 1.0 + }, + { + "p": 0.03073948062956333, + "m": 1.0 + }, + { + "p": 0.08742769062519073, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 0.6832553148269653, + "val_loss": 0.9387814998626709, + "acc": 69.37, + "time": 201.2738630559761, + "param": [ + { + "p": 0.12190940976142883, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12397466599941254, + "m": 1.0 + }, + { + "p": 0.06038812920451164, + "m": 0.0 + }, + { + "p": 0.0525214709341526, + "m": 0.7491993308067322 + }, + { + "p": 0.12704317271709442, + "m": 0.8759884834289551 + }, + { + "p": 0.09282344579696655, + "m": 0.0 + }, + { + "p": 0.022398777306079865, + "m": 0.00018444527813699096 + }, + { + "p": 0.012845058925449848, + "m": 0.7034153938293457 + }, + { + "p": 0.07381895929574966, + "m": 0.8338057398796082 + }, + { + "p": 0.027307264506816864, + "m": 0.7060983777046204 + }, + { + "p": 0.164033904671669, + "m": 1.0 + }, + { + "p": 0.0342785008251667, + "m": 1.0 + }, + { + "p": 0.08665721863508224, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.6419938802719116, + "val_loss": 0.8943253755569458, + "acc": 68.71, + "time": 200.92451204592362, + "param": [ + { + "p": 0.09244164824485779, + "m": 1.0 + }, + { + "p": 0.018486445769667625, + "m": 1.0 + }, + { + "p": 0.09672947227954865, + "m": 1.0 + }, + { + "p": 0.08922196179628372, + "m": 0.0 + }, + { + "p": 0.048018645495176315, + "m": 0.759157657623291 + }, + { + "p": 0.10103899985551834, + "m": 0.8647533655166626 + }, + { + "p": 0.09259388595819473, + "m": 0.004838162567466497 + }, + { + "p": 0.04508737102150917, + "m": 0.0 + }, + { + "p": 0.031194856390357018, + "m": 0.7136020064353943 + }, + { + "p": 0.07804316282272339, + "m": 0.855232298374176 + }, + { + "p": 0.057132091373205185, + "m": 0.7224216461181641 + }, + { + "p": 0.13205915689468384, + "m": 1.0 + }, + { + "p": 0.04190904274582863, + "m": 1.0 + }, + { + "p": 0.07604324072599411, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.6637069582939148, + "val_loss": 0.8874568343162537, + "acc": 70.06, + "time": 199.14148598606698, + "param": [ + { + "p": 0.0679522454738617, + "m": 1.0 + }, + { + "p": 0.06157068535685539, + "m": 1.0 + }, + { + "p": 0.08244722336530685, + "m": 1.0 + }, + { + "p": 0.0984451100230217, + "m": 0.006198605988174677 + }, + { + "p": 0.05584516376256943, + "m": 0.7901602983474731 + }, + { + "p": 0.07450620085000992, + "m": 0.8442444801330566 + }, + { + "p": 0.08989810943603516, + "m": 0.0 + }, + { + "p": 0.05748738721013069, + "m": 0.0 + }, + { + "p": 0.041271012276411057, + "m": 0.7108557224273682 + }, + { + "p": 0.07617367058992386, + "m": 0.8555797338485718 + }, + { + "p": 0.07250941544771194, + "m": 0.756607711315155 + }, + { + "p": 0.10430968552827835, + "m": 0.9996505975723267 + }, + { + "p": 0.06174842268228531, + "m": 1.0 + }, + { + "p": 0.05583566054701805, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.8072541356086731, + "val_loss": 0.879409670829773, + "acc": 69.58, + "time": 200.06349318800494, + "param": [ + { + "p": 0.06873860955238342, + "m": 1.0 + }, + { + "p": 0.07734313607215881, + "m": 1.0 + }, + { + "p": 0.08774106949567795, + "m": 1.0 + }, + { + "p": 0.10305769741535187, + "m": 0.0 + }, + { + "p": 0.058086127042770386, + "m": 0.7755581736564636 + }, + { + "p": 0.06339836120605469, + "m": 0.8097973465919495 + }, + { + "p": 0.08048690855503082, + "m": 0.0010881979251280427 + }, + { + "p": 0.04142768681049347, + "m": 0.021286893635988235 + }, + { + "p": 0.04928415268659592, + "m": 0.6987780332565308 + }, + { + "p": 0.07384579628705978, + "m": 0.8488134145736694 + }, + { + "p": 0.08256864547729492, + "m": 0.7655977010726929 + }, + { + "p": 0.08453188836574554, + "m": 1.0 + }, + { + "p": 0.07956410944461823, + "m": 1.0 + }, + { + "p": 0.04992581158876419, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 0.6847501993179321, + "val_loss": 0.7671190500259399, + "acc": 69.39, + "time": 196.44296751683578, + "param": [ + { + "p": 0.06610129773616791, + "m": 1.0 + }, + { + "p": 0.08044622093439102, + "m": 1.0 + }, + { + "p": 0.08584806323051453, + "m": 1.0 + }, + { + "p": 0.10293780267238617, + "m": 0.0005584809114225209 + }, + { + "p": 0.07571588456630707, + "m": 0.7995039224624634 + }, + { + "p": 0.0736532062292099, + "m": 0.7988088726997375 + }, + { + "p": 0.0651853159070015, + "m": 0.0 + }, + { + "p": 0.03399401530623436, + "m": 0.04651307314634323 + }, + { + "p": 0.05714205652475357, + "m": 0.6620988845825195 + }, + { + "p": 0.07374778389930725, + "m": 0.8342677354812622 + }, + { + "p": 0.07754868268966675, + "m": 0.760479748249054 + }, + { + "p": 0.07633375376462936, + "m": 1.0 + }, + { + "p": 0.08974853903055191, + "m": 1.0 + }, + { + "p": 0.0415973924100399, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.5433998107910156, + "val_loss": 0.8338002562522888, + "acc": 69.17, + "time": 198.5462843819987, + "param": [ + { + "p": 0.062222205102443695, + "m": 1.0 + }, + { + "p": 0.07172402739524841, + "m": 1.0 + }, + { + "p": 0.08662091195583344, + "m": 1.0 + }, + { + "p": 0.10057995468378067, + "m": 0.0 + }, + { + "p": 0.08365081995725632, + "m": 0.7493963241577148 + }, + { + "p": 0.08931951969861984, + "m": 0.7882981300354004 + }, + { + "p": 0.05511805787682533, + "m": 0.0 + }, + { + "p": 0.02232423797249794, + "m": 0.0433308407664299 + }, + { + "p": 0.0710439383983612, + "m": 0.6559075713157654 + }, + { + "p": 0.06939548999071121, + "m": 0.816629946231842 + }, + { + "p": 0.07273560017347336, + "m": 0.7539916038513184 + }, + { + "p": 0.06644844263792038, + "m": 1.0 + }, + { + "p": 0.09942645579576492, + "m": 1.0 + }, + { + "p": 0.049390386790037155, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.7508676648139954, + "val_loss": 0.9480637311935425, + "acc": 69.29, + "time": 199.29162491788156, + "param": [ + { + "p": 0.05885697156190872, + "m": 1.0 + }, + { + "p": 0.06102992221713066, + "m": 1.0 + }, + { + "p": 0.09548261761665344, + "m": 1.0 + }, + { + "p": 0.11390349268913269, + "m": 0.0 + }, + { + "p": 0.07805252820253372, + "m": 0.6963963508605957 + }, + { + "p": 0.10097407549619675, + "m": 0.7540271282196045 + }, + { + "p": 0.04577353969216347, + "m": 0.0 + }, + { + "p": 0.027020955458283424, + "m": 0.051489971578121185 + }, + { + "p": 0.08250807225704193, + "m": 0.6580371856689453 + }, + { + "p": 0.053294286131858826, + "m": 0.8089846968650818 + }, + { + "p": 0.06450524181127548, + "m": 0.7250049114227295 + }, + { + "p": 0.0684381052851677, + "m": 1.0 + }, + { + "p": 0.0901949480175972, + "m": 1.0 + }, + { + "p": 0.05996520072221756, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 0.7631825804710388, + "val_loss": 0.8705237507820129, + "acc": 69.13, + "time": 199.30708111915737, + "param": [ + { + "p": 0.06494711339473724, + "m": 1.0 + }, + { + "p": 0.05923285335302353, + "m": 1.0 + }, + { + "p": 0.10364409536123276, + "m": 1.0 + }, + { + "p": 0.11927147209644318, + "m": 0.0023125221487134695 + }, + { + "p": 0.07906197011470795, + "m": 0.6771376729011536 + }, + { + "p": 0.0991244912147522, + "m": 0.7282112240791321 + }, + { + "p": 0.04805115982890129, + "m": 0.0 + }, + { + "p": 0.02939765341579914, + "m": 0.027727361768484116 + }, + { + "p": 0.0787239819765091, + "m": 0.6163796186447144 + }, + { + "p": 0.03638739138841629, + "m": 0.8086032867431641 + }, + { + "p": 0.05750582739710808, + "m": 0.6888397932052612 + }, + { + "p": 0.054667774587869644, + "m": 1.0 + }, + { + "p": 0.09268639236688614, + "m": 1.0 + }, + { + "p": 0.07729780673980713, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.8141615390777588, + "val_loss": 1.0081621408462524, + "acc": 68.93, + "time": 198.57048678281717, + "param": [ + { + "p": 0.0796593427658081, + "m": 1.0 + }, + { + "p": 0.046686574816703796, + "m": 1.0 + }, + { + "p": 0.10110393166542053, + "m": 1.0 + }, + { + "p": 0.10745108127593994, + "m": 0.02133803814649582 + }, + { + "p": 0.07256714254617691, + "m": 0.6855170130729675 + }, + { + "p": 0.09561142325401306, + "m": 0.7190733551979065 + }, + { + "p": 0.06419690698385239, + "m": 0.01088372990489006 + }, + { + "p": 0.037354476749897, + "m": 0.0 + }, + { + "p": 0.07471051067113876, + "m": 0.5979223251342773 + }, + { + "p": 0.02095632255077362, + "m": 0.7863748073577881 + }, + { + "p": 0.06323269009590149, + "m": 0.6793800592422485 + }, + { + "p": 0.05347604677081108, + "m": 1.0 + }, + { + "p": 0.09678492695093155, + "m": 1.0 + }, + { + "p": 0.08620863407850266, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.6652469635009766, + "val_loss": 0.9781530499458313, + "acc": 69.02, + "time": 200.00059920502827, + "param": [ + { + "p": 0.09871845692396164, + "m": 1.0 + }, + { + "p": 0.03709679841995239, + "m": 1.0 + }, + { + "p": 0.09516219794750214, + "m": 1.0 + }, + { + "p": 0.0847286656498909, + "m": 0.017414361238479614 + }, + { + "p": 0.05819232016801834, + "m": 0.6998843550682068 + }, + { + "p": 0.11293217539787292, + "m": 0.7341501116752625 + }, + { + "p": 0.07177018374204636, + "m": 0.016795529052615166 + }, + { + "p": 0.03737591207027435, + "m": 0.0 + }, + { + "p": 0.07222472876310349, + "m": 0.5831627249717712 + }, + { + "p": 0.021912328898906708, + "m": 0.7626744508743286 + }, + { + "p": 0.0697041004896164, + "m": 0.6619696617126465 + }, + { + "p": 0.0657326728105545, + "m": 1.0 + }, + { + "p": 0.08965127915143967, + "m": 1.0 + }, + { + "p": 0.08479815721511841, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.6141151189804077, + "val_loss": 0.8439479470252991, + "acc": 69.02, + "time": 199.03800226305611, + "param": [ + { + "p": 0.09967130422592163, + "m": 1.0 + }, + { + "p": 0.04441414400935173, + "m": 1.0 + }, + { + "p": 0.08263754844665527, + "m": 1.0 + }, + { + "p": 0.06821564584970474, + "m": 0.005644301883876324 + }, + { + "p": 0.06897474080324173, + "m": 0.6992086172103882 + }, + { + "p": 0.12881159782409668, + "m": 0.7511348128318787 + }, + { + "p": 0.08045757561922073, + "m": 0.027808889746665955 + }, + { + "p": 0.03774802014231682, + "m": 0.0 + }, + { + "p": 0.06973809748888016, + "m": 0.5824158787727356 + }, + { + "p": 0.009710262529551983, + "m": 0.766639769077301 + }, + { + "p": 0.07735402882099152, + "m": 0.6360880732536316 + }, + { + "p": 0.05452378839254379, + "m": 1.0 + }, + { + "p": 0.08712805062532425, + "m": 1.0 + }, + { + "p": 0.09061527252197266, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 0.7063219547271729, + "val_loss": 0.9507752060890198, + "acc": 68.84, + "time": 199.93481407803483, + "param": [ + { + "p": 0.09036007523536682, + "m": 1.0 + }, + { + "p": 0.06933066248893738, + "m": 1.0 + }, + { + "p": 0.06613129377365112, + "m": 1.0 + }, + { + "p": 0.05135674774646759, + "m": 0.0003669645811896771 + }, + { + "p": 0.07824304699897766, + "m": 0.6733455061912537 + }, + { + "p": 0.13723522424697876, + "m": 0.7067492008209229 + }, + { + "p": 0.0849374383687973, + "m": 0.0 + }, + { + "p": 0.03524870425462723, + "m": 2.3212867745314725e-05 + }, + { + "p": 0.0666351318359375, + "m": 0.5800578594207764 + }, + { + "p": 0.010949154384434223, + "m": 0.7766153216362 + }, + { + "p": 0.08208631724119186, + "m": 0.6242429614067078 + }, + { + "p": 0.040815867483615875, + "m": 0.9999512434005737 + }, + { + "p": 0.08608482033014297, + "m": 1.0 + }, + { + "p": 0.1005854681134224, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.598975419998169, + "val_loss": 1.0470373630523682, + "acc": 68.01, + "time": 193.9900736270938, + "param": [ + { + "p": 0.09364967793226242, + "m": 1.0 + }, + { + "p": 0.09270448982715607, + "m": 1.0 + }, + { + "p": 0.05217712000012398, + "m": 1.0 + }, + { + "p": 0.03680220618844032, + "m": 0.0 + }, + { + "p": 0.0760284811258316, + "m": 0.6383617520332336 + }, + { + "p": 0.1539015769958496, + "m": 0.6358910799026489 + }, + { + "p": 0.07763006538152695, + "m": 0.0 + }, + { + "p": 0.034981220960617065, + "m": 0.0 + }, + { + "p": 0.05567001923918724, + "m": 0.5824657678604126 + }, + { + "p": 0.0, + "m": 0.785136342048645 + }, + { + "p": 0.08095017820596695, + "m": 0.6019002795219421 + }, + { + "p": 0.04749087244272232, + "m": 1.0 + }, + { + "p": 0.07668440788984299, + "m": 1.0 + }, + { + "p": 0.12132959067821503, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.7930407524108887, + "val_loss": 0.7532951235771179, + "acc": 68.82, + "time": 201.74238004093058, + "param": [ + { + "p": 0.08348193764686584, + "m": 1.0 + }, + { + "p": 0.09547773003578186, + "m": 1.0 + }, + { + "p": 0.054243508726358414, + "m": 1.0 + }, + { + "p": 0.024387605488300323, + "m": 0.02043810300529003 + }, + { + "p": 0.07040910422801971, + "m": 0.5662990212440491 + }, + { + "p": 0.17353646457195282, + "m": 0.5758314728736877 + }, + { + "p": 0.06088275462388992, + "m": 0.02590183913707733 + }, + { + "p": 0.037008266896009445, + "m": 0.0003054171975236386 + }, + { + "p": 0.040766507387161255, + "m": 0.5519511699676514 + }, + { + "p": 0.00251498119905591, + "m": 0.8004829287528992 + }, + { + "p": 0.08800743520259857, + "m": 0.5869153738021851 + }, + { + "p": 0.06477390974760056, + "m": 0.9994262456893921 + }, + { + "p": 0.071656234562397, + "m": 1.0 + }, + { + "p": 0.13285361230373383, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.8129809498786926, + "val_loss": 0.8771705031394958, + "acc": 68.64, + "time": 201.3178706690669, + "param": [ + { + "p": 0.08002402633428574, + "m": 1.0 + }, + { + "p": 0.08045437186956406, + "m": 1.0 + }, + { + "p": 0.07333525270223618, + "m": 1.0 + }, + { + "p": 0.013304668478667736, + "m": 0.030255688354372978 + }, + { + "p": 0.06496816873550415, + "m": 0.4937651753425598 + }, + { + "p": 0.16923744976520538, + "m": 0.499221533536911 + }, + { + "p": 0.05064115300774574, + "m": 0.012510796077549458 + }, + { + "p": 0.037565089762210846, + "m": 0.0020536184310913086 + }, + { + "p": 0.04469741880893707, + "m": 0.5445846915245056 + }, + { + "p": 0.017169151455163956, + "m": 0.8211981654167175 + }, + { + "p": 0.09526901692152023, + "m": 0.5938906073570251 + }, + { + "p": 0.08410477638244629, + "m": 0.9977797269821167 + }, + { + "p": 0.08408243954181671, + "m": 1.0 + }, + { + "p": 0.10514704883098602, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.7797147035598755, + "val_loss": 1.0296854972839355, + "acc": 68.89, + "time": 196.5093992720358, + "param": [ + { + "p": 0.06882397085428238, + "m": 1.0 + }, + { + "p": 0.059940461069345474, + "m": 1.0 + }, + { + "p": 0.09035063534975052, + "m": 1.0 + }, + { + "p": 0.016251204535365105, + "m": 0.006002727430313826 + }, + { + "p": 0.06379897147417068, + "m": 0.44142410159111023 + }, + { + "p": 0.16224323213100433, + "m": 0.4808565378189087 + }, + { + "p": 0.048265013843774796, + "m": 0.0 + }, + { + "p": 0.04160694032907486, + "m": 0.0 + }, + { + "p": 0.05300145596265793, + "m": 0.5611008405685425 + }, + { + "p": 0.03518776595592499, + "m": 0.8262072205543518 + }, + { + "p": 0.0911802127957344, + "m": 0.583234429359436 + }, + { + "p": 0.08888363838195801, + "m": 1.0 + }, + { + "p": 0.0922207310795784, + "m": 1.0 + }, + { + "p": 0.08824580907821655, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.8493212461471558, + "val_loss": 0.8792948126792908, + "acc": 69.17, + "time": 198.39828435494564, + "param": [ + { + "p": 0.045705121010541916, + "m": 1.0 + }, + { + "p": 0.03870077431201935, + "m": 1.0 + }, + { + "p": 0.12207925319671631, + "m": 1.0 + }, + { + "p": 0.023925740271806717, + "m": 0.0 + }, + { + "p": 0.07013651728630066, + "m": 0.41624218225479126 + }, + { + "p": 0.16923372447490692, + "m": 0.4588218629360199 + }, + { + "p": 0.04019886627793312, + "m": 0.0 + }, + { + "p": 0.03404373303055763, + "m": 0.0 + }, + { + "p": 0.07536192983388901, + "m": 0.5922833681106567 + }, + { + "p": 0.03074289672076702, + "m": 0.8314026594161987 + }, + { + "p": 0.08714926987886429, + "m": 0.5750996470451355 + }, + { + "p": 0.08845650404691696, + "m": 1.0 + }, + { + "p": 0.09566213935613632, + "m": 1.0 + }, + { + "p": 0.07860349863767624, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.6850013732910156, + "val_loss": 0.9717215895652771, + "acc": 69.23, + "time": 199.10529853589833, + "param": [ + { + "p": 0.016762401908636093, + "m": 1.0 + }, + { + "p": 0.025809964165091515, + "m": 1.0 + }, + { + "p": 0.15738026797771454, + "m": 1.0 + }, + { + "p": 0.03218945115804672, + "m": 0.0 + }, + { + "p": 0.08099659532308578, + "m": 0.3522316813468933 + }, + { + "p": 0.1936316192150116, + "m": 0.3779986798763275 + }, + { + "p": 0.04373165965080261, + "m": 0.0031482840422540903 + }, + { + "p": 0.03745637461543083, + "m": 0.0 + }, + { + "p": 0.08620373904705048, + "m": 0.5988835096359253 + }, + { + "p": 0.008044052869081497, + "m": 0.8126755356788635 + }, + { + "p": 0.0885060578584671, + "m": 0.5697163939476013 + }, + { + "p": 0.07561086863279343, + "m": 1.0 + }, + { + "p": 0.08853320777416229, + "m": 1.0 + }, + { + "p": 0.0651436448097229, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.6049295663833618, + "val_loss": 0.9759254455566406, + "acc": 69.16, + "time": 198.79138862411492, + "param": [ + { + "p": 0.019447382539510727, + "m": 1.0 + }, + { + "p": 0.034276966005563736, + "m": 1.0 + }, + { + "p": 0.17108386754989624, + "m": 1.0 + }, + { + "p": 0.03602462634444237, + "m": 0.0 + }, + { + "p": 0.0678650289773941, + "m": 0.33289259672164917 + }, + { + "p": 0.18186795711517334, + "m": 0.2815639078617096 + }, + { + "p": 0.05796745792031288, + "m": 0.020276498049497604 + }, + { + "p": 0.04088630899786949, + "m": 0.00017933687195181847 + }, + { + "p": 0.0854571983218193, + "m": 0.6010129451751709 + }, + { + "p": 0.0013415287248790264, + "m": 0.7875312566757202 + }, + { + "p": 0.09071598201990128, + "m": 0.5689272880554199 + }, + { + "p": 0.06085122004151344, + "m": 1.0 + }, + { + "p": 0.0835801437497139, + "m": 1.0 + }, + { + "p": 0.06863435357809067, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.5210086107254028, + "val_loss": 0.9690073728561401, + "acc": 69.52, + "time": 193.429896812886, + "param": [ + { + "p": 0.030388426035642624, + "m": 1.0 + }, + { + "p": 0.06297963857650757, + "m": 1.0 + }, + { + "p": 0.1608346700668335, + "m": 1.0 + }, + { + "p": 0.044430311769247055, + "m": 0.0020040434319525957 + }, + { + "p": 0.04366036131978035, + "m": 0.3268081247806549 + }, + { + "p": 0.16793008148670197, + "m": 0.16712495684623718 + }, + { + "p": 0.07148981094360352, + "m": 0.0 + }, + { + "p": 0.05273249000310898, + "m": 0.0 + }, + { + "p": 0.0783807784318924, + "m": 0.6200068593025208 + }, + { + "p": 0.0, + "m": 0.7888286709785461 + }, + { + "p": 0.10133683681488037, + "m": 0.5952879786491394 + }, + { + "p": 0.03969345614314079, + "m": 1.0 + }, + { + "p": 0.06933649629354477, + "m": 1.0 + }, + { + "p": 0.07680665701627731, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.6739543080329895, + "val_loss": 1.0079326629638672, + "acc": 69.77, + "time": 200.3936579930596, + "param": [ + { + "p": 0.02617345191538334, + "m": 1.0 + }, + { + "p": 0.09638425707817078, + "m": 1.0 + }, + { + "p": 0.15314719080924988, + "m": 1.0 + }, + { + "p": 0.053024351596832275, + "m": 0.0005057225353084505 + }, + { + "p": 0.036776356399059296, + "m": 0.31535911560058594 + }, + { + "p": 0.14862172305583954, + "m": 0.0703369677066803 + }, + { + "p": 0.08174987882375717, + "m": 0.005526138003915548 + }, + { + "p": 0.05584574490785599, + "m": 0.0 + }, + { + "p": 0.07083962112665176, + "m": 0.6144423484802246 + }, + { + "p": 0.01422471459954977, + "m": 0.785431981086731 + }, + { + "p": 0.10858449339866638, + "m": 0.633745551109314 + }, + { + "p": 0.02403961680829525, + "m": 1.0 + }, + { + "p": 0.050199948251247406, + "m": 1.0 + }, + { + "p": 0.0803886130452156, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.5799453854560852, + "val_loss": 1.0649645328521729, + "acc": 69.29, + "time": 200.3765518029686, + "param": [ + { + "p": 0.0004269957134965807, + "m": 1.0 + }, + { + "p": 0.13022878766059875, + "m": 1.0 + }, + { + "p": 0.17839404940605164, + "m": 1.0 + }, + { + "p": 0.05644230917096138, + "m": 0.0 + }, + { + "p": 0.04690993204712868, + "m": 0.34957510232925415 + }, + { + "p": 0.16016437113285065, + "m": 0.0 + }, + { + "p": 0.0901784673333168, + "m": 0.0 + }, + { + "p": 0.05748605355620384, + "m": 0.0 + }, + { + "p": 0.05314665660262108, + "m": 0.5813605189323425 + }, + { + "p": 0.000975152594037354, + "m": 0.7752177715301514 + }, + { + "p": 0.11833687126636505, + "m": 0.6281378865242004 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02819296345114708, + "m": 1.0 + }, + { + "p": 0.07911746203899384, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.6633713245391846, + "val_loss": 0.9546673893928528, + "acc": 68.98, + "time": 199.85669241612777, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17040695250034332, + "m": 1.0 + }, + { + "p": 0.20409202575683594, + "m": 1.0 + }, + { + "p": 0.05768274888396263, + "m": 0.0 + }, + { + "p": 0.023980965837836266, + "m": 0.34117773175239563 + }, + { + "p": 0.19350984692573547, + "m": 0.019856451079249382 + }, + { + "p": 0.09599946439266205, + "m": 0.0 + }, + { + "p": 0.05542745068669319, + "m": 0.0 + }, + { + "p": 0.0023945632856339216, + "m": 0.5675355792045593 + }, + { + "p": 0.0, + "m": 0.7762882709503174 + }, + { + "p": 0.12142739444971085, + "m": 0.6189193725585938 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0750785544514656, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.8048012852668762, + "val_loss": 0.9236922264099121, + "acc": 68.69, + "time": 201.03629905497655, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16643740236759186, + "m": 1.0 + }, + { + "p": 0.18945641815662384, + "m": 1.0 + }, + { + "p": 0.05937647446990013, + "m": 0.0 + }, + { + "p": 0.020711226388812065, + "m": 0.3148370683193207 + }, + { + "p": 0.19384028017520905, + "m": 0.0217729564756155 + }, + { + "p": 0.0927702933549881, + "m": 0.0 + }, + { + "p": 0.05935550108551979, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5675971508026123 + }, + { + "p": 0.006984343286603689, + "m": 0.7674124240875244 + }, + { + "p": 0.11651002615690231, + "m": 0.5932479500770569 + }, + { + "p": 0.004648502916097641, + "m": 1.0 + }, + { + "p": 0.0017465268028900027, + "m": 1.0 + }, + { + "p": 0.08816304057836533, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.5010701417922974, + "val_loss": 1.0437260866165161, + "acc": 68.64, + "time": 201.8704312730115, + "param": [ + { + "p": 0.0009219792555086315, + "m": 1.0 + }, + { + "p": 0.15404632687568665, + "m": 1.0 + }, + { + "p": 0.15878580510616302, + "m": 1.0 + }, + { + "p": 0.06335029751062393, + "m": 0.0 + }, + { + "p": 0.041123174130916595, + "m": 0.2843293845653534 + }, + { + "p": 0.17665278911590576, + "m": 0.0 + }, + { + "p": 0.08534100651741028, + "m": 0.0 + }, + { + "p": 0.07069136202335358, + "m": 0.0015869691269472241 + }, + { + "p": 0.019799554720520973, + "m": 0.5819841027259827 + }, + { + "p": 0.0011707053054124117, + "m": 0.7532138228416443 + }, + { + "p": 0.10583975166082382, + "m": 0.5845751166343689 + }, + { + "p": 0.008692505769431591, + "m": 1.0 + }, + { + "p": 0.005098236724734306, + "m": 1.0 + }, + { + "p": 0.10848656296730042, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.633178174495697, + "val_loss": 0.8855278491973877, + "acc": 69.47, + "time": 200.23997942404822, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1359001100063324, + "m": 1.0 + }, + { + "p": 0.14910539984703064, + "m": 1.0 + }, + { + "p": 0.05178866162896156, + "m": 0.0 + }, + { + "p": 0.0658230260014534, + "m": 0.24636168777942657 + }, + { + "p": 0.15142598748207092, + "m": 0.0 + }, + { + "p": 0.08567937463521957, + "m": 0.02767929993569851 + }, + { + "p": 0.07815229147672653, + "m": 0.009789200499653816 + }, + { + "p": 0.04426300898194313, + "m": 0.5990632176399231 + }, + { + "p": 0.00934999343007803, + "m": 0.736487865447998 + }, + { + "p": 0.10214885324239731, + "m": 0.5900241732597351 + }, + { + "p": 0.014342570677399635, + "m": 1.0 + }, + { + "p": 0.009645330719649792, + "m": 1.0 + }, + { + "p": 0.10237535834312439, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.6065739393234253, + "val_loss": 0.9072868824005127, + "acc": 70.11, + "time": 202.0763885008637, + "param": [ + { + "p": 0.01015248242765665, + "m": 1.0 + }, + { + "p": 0.11621829122304916, + "m": 1.0 + }, + { + "p": 0.14577582478523254, + "m": 1.0 + }, + { + "p": 0.04352393373847008, + "m": 0.0 + }, + { + "p": 0.08896785229444504, + "m": 0.18339671194553375 + }, + { + "p": 0.1264651119709015, + "m": 0.0 + }, + { + "p": 0.0864819586277008, + "m": 0.03227374702692032 + }, + { + "p": 0.07728279381990433, + "m": 0.0221299659460783 + }, + { + "p": 0.052385542541742325, + "m": 0.6131450533866882 + }, + { + "p": 0.024676013737916946, + "m": 0.7359769940376282 + }, + { + "p": 0.08729393780231476, + "m": 0.5804511308670044 + }, + { + "p": 0.019807595759630203, + "m": 1.0 + }, + { + "p": 0.01841169036924839, + "m": 1.0 + }, + { + "p": 0.10255692154169083, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.5252465009689331, + "val_loss": 0.9776526689529419, + "acc": 69.13, + "time": 200.4646084839478, + "param": [ + { + "p": 0.0155316898599267, + "m": 1.0 + }, + { + "p": 0.10171901434659958, + "m": 1.0 + }, + { + "p": 0.14727285504341125, + "m": 1.0 + }, + { + "p": 0.024767260998487473, + "m": 0.0 + }, + { + "p": 0.091766357421875, + "m": 0.11517712473869324 + }, + { + "p": 0.11463398486375809, + "m": 0.007324831560254097 + }, + { + "p": 0.0841846838593483, + "m": 0.017114633694291115 + }, + { + "p": 0.08112069964408875, + "m": 0.028619986027479172 + }, + { + "p": 0.05299905315041542, + "m": 0.6205771565437317 + }, + { + "p": 0.0422104112803936, + "m": 0.7369944453239441 + }, + { + "p": 0.08336613327264786, + "m": 0.5759069323539734 + }, + { + "p": 0.024952584877610207, + "m": 1.0 + }, + { + "p": 0.02550744079053402, + "m": 1.0 + }, + { + "p": 0.10996783524751663, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.4336065649986267, + "val_loss": 0.8100818991661072, + "acc": 69.99, + "time": 201.6009861920029, + "param": [ + { + "p": 0.00870471727102995, + "m": 1.0 + }, + { + "p": 0.10620114207267761, + "m": 1.0 + }, + { + "p": 0.14729627966880798, + "m": 1.0 + }, + { + "p": 0.014735200442373753, + "m": 0.001560973352752626 + }, + { + "p": 0.0804503858089447, + "m": 0.028097866103053093 + }, + { + "p": 0.10631398111581802, + "m": 0.023400457575917244 + }, + { + "p": 0.08982798457145691, + "m": 0.0 + }, + { + "p": 0.07717587053775787, + "m": 0.06499730795621872 + }, + { + "p": 0.0617743544280529, + "m": 0.6018838882446289 + }, + { + "p": 0.060874465852975845, + "m": 0.727804958820343 + }, + { + "p": 0.07868269085884094, + "m": 0.5727327466011047 + }, + { + "p": 0.03388233110308647, + "m": 1.0 + }, + { + "p": 0.018744271248579025, + "m": 1.0 + }, + { + "p": 0.11533627659082413, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.5306275486946106, + "val_loss": 0.9318068027496338, + "acc": 69.64, + "time": 200.0263862439897, + "param": [ + { + "p": 0.005662956275045872, + "m": 1.0 + }, + { + "p": 0.10331707447767258, + "m": 1.0 + }, + { + "p": 0.13203613460063934, + "m": 1.0 + }, + { + "p": 0.017535965889692307, + "m": 0.007102391682565212 + }, + { + "p": 0.0840890035033226, + "m": 0.0 + }, + { + "p": 0.09366360306739807, + "m": 0.002905456582084298 + }, + { + "p": 0.07690379023551941, + "m": 0.0 + }, + { + "p": 0.07047376036643982, + "m": 0.07811988145112991 + }, + { + "p": 0.062326882034540176, + "m": 0.578423023223877 + }, + { + "p": 0.08208959549665451, + "m": 0.6932702660560608 + }, + { + "p": 0.08146373182535172, + "m": 0.6023573875427246 + }, + { + "p": 0.06557608395814896, + "m": 1.0 + }, + { + "p": 0.008573356084525585, + "m": 1.0 + }, + { + "p": 0.11628811806440353, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.6939142942428589, + "val_loss": 0.8852823972702026, + "acc": 69.43, + "time": 201.19103391189128, + "param": [ + { + "p": 0.000890453637111932, + "m": 1.0 + }, + { + "p": 0.10058123618364334, + "m": 1.0 + }, + { + "p": 0.13302379846572876, + "m": 1.0 + }, + { + "p": 0.009486152790486813, + "m": 0.02956118807196617 + }, + { + "p": 0.08549945056438446, + "m": 0.0 + }, + { + "p": 0.0828070342540741, + "m": 0.006041625514626503 + }, + { + "p": 0.07233734428882599, + "m": 0.0 + }, + { + "p": 0.06336323171854019, + "m": 0.04810495674610138 + }, + { + "p": 0.060532063245773315, + "m": 0.5666113495826721 + }, + { + "p": 0.07653985172510147, + "m": 0.6814022660255432 + }, + { + "p": 0.08748560398817062, + "m": 0.5991486310958862 + }, + { + "p": 0.07993701100349426, + "m": 0.9816722869873047 + }, + { + "p": 0.015889951959252357, + "m": 1.0 + }, + { + "p": 0.13162687420845032, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.5748776793479919, + "val_loss": 1.006791353225708, + "acc": 69.1, + "time": 200.0003710668534, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11408895999193192, + "m": 1.0 + }, + { + "p": 0.11259825527667999, + "m": 1.0 + }, + { + "p": 0.0017797595355659723, + "m": 0.041872020810842514 + }, + { + "p": 0.08987011015415192, + "m": 0.0 + }, + { + "p": 0.07079235464334488, + "m": 0.030652567744255066 + }, + { + "p": 0.06688820570707321, + "m": 0.0033611785620450974 + }, + { + "p": 0.057622671127319336, + "m": 0.014886762015521526 + }, + { + "p": 0.06794989854097366, + "m": 0.5669655799865723 + }, + { + "p": 0.05755412206053734, + "m": 0.6420988440513611 + }, + { + "p": 0.1012064516544342, + "m": 0.6001726388931274 + }, + { + "p": 0.08278505504131317, + "m": 0.9881409406661987 + }, + { + "p": 0.02937396802008152, + "m": 1.0 + }, + { + "p": 0.14749030768871307, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.5814723372459412, + "val_loss": 1.0411258935928345, + "acc": 68.78, + "time": 201.6058972920291, + "param": [ + { + "p": 0.0012374373618513346, + "m": 1.0 + }, + { + "p": 0.1111653745174408, + "m": 1.0 + }, + { + "p": 0.08930090814828873, + "m": 1.0 + }, + { + "p": 0.010387451387941837, + "m": 0.05276805907487869 + }, + { + "p": 0.08549814671278, + "m": 0.025479840114712715 + }, + { + "p": 0.05953076481819153, + "m": 0.044575706124305725 + }, + { + "p": 0.06448007375001907, + "m": 0.017622362822294235 + }, + { + "p": 0.060992538928985596, + "m": 0.0 + }, + { + "p": 0.06437671929597855, + "m": 0.5451915264129639 + }, + { + "p": 0.051574524492025375, + "m": 0.6198839545249939 + }, + { + "p": 0.13544142246246338, + "m": 0.5794172286987305 + }, + { + "p": 0.08230553567409515, + "m": 0.9789203405380249 + }, + { + "p": 0.038229573518037796, + "m": 1.0 + }, + { + "p": 0.1454794704914093, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.5997235178947449, + "val_loss": 1.137254238128662, + "acc": 69.23, + "time": 201.1520272709895, + "param": [ + { + "p": 0.017598487436771393, + "m": 1.0 + }, + { + "p": 0.09622717648744583, + "m": 1.0 + }, + { + "p": 0.07316767424345016, + "m": 1.0 + }, + { + "p": 0.017490578815340996, + "m": 0.0676197037100792 + }, + { + "p": 0.08353614062070847, + "m": 0.02946571446955204 + }, + { + "p": 0.04981661215424538, + "m": 0.025868024677038193 + }, + { + "p": 0.05303419381380081, + "m": 0.06619245558977127 + }, + { + "p": 0.06123458594083786, + "m": 0.0 + }, + { + "p": 0.06402453035116196, + "m": 0.5329327583312988 + }, + { + "p": 0.064616858959198, + "m": 0.5918976068496704 + }, + { + "p": 0.1446838080883026, + "m": 0.5223537683486938 + }, + { + "p": 0.07794815301895142, + "m": 0.9854931235313416 + }, + { + "p": 0.03742233291268349, + "m": 1.0 + }, + { + "p": 0.1591988503932953, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.36395323276519775, + "val_loss": 1.090959906578064, + "acc": 68.84, + "time": 200.70968249300495, + "param": [ + { + "p": 0.015352499671280384, + "m": 1.0 + }, + { + "p": 0.10034170746803284, + "m": 1.0 + }, + { + "p": 0.08056844025850296, + "m": 1.0 + }, + { + "p": 0.02275480329990387, + "m": 0.06803321093320847 + }, + { + "p": 0.0814610943198204, + "m": 0.011707122437655926 + }, + { + "p": 0.06020606309175491, + "m": 0.010603061877191067 + }, + { + "p": 0.030987141653895378, + "m": 0.05537351593375206 + }, + { + "p": 0.05238315090537071, + "m": 0.0 + }, + { + "p": 0.05779176950454712, + "m": 0.5436700582504272 + }, + { + "p": 0.0627661943435669, + "m": 0.5884331464767456 + }, + { + "p": 0.1403558850288391, + "m": 0.4652802646160126 + }, + { + "p": 0.07856003195047379, + "m": 0.9812712669372559 + }, + { + "p": 0.03291596844792366, + "m": 1.0 + }, + { + "p": 0.1835552304983139, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.736932635307312, + "val_loss": 0.9931060671806335, + "acc": 68.58, + "time": 201.6314932599198, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11755529046058655, + "m": 1.0 + }, + { + "p": 0.12133467197418213, + "m": 1.0 + }, + { + "p": 0.017137331888079643, + "m": 0.07034274190664291 + }, + { + "p": 0.10253867506980896, + "m": 0.0 + }, + { + "p": 0.07412207871675491, + "m": 0.05441458523273468 + }, + { + "p": 0.0, + "m": 0.041753657162189484 + }, + { + "p": 0.034333910793066025, + "m": 0.0 + }, + { + "p": 0.035433538258075714, + "m": 0.5148349404335022 + }, + { + "p": 0.0587303452193737, + "m": 0.5943102240562439 + }, + { + "p": 0.1341666579246521, + "m": 0.4101017713546753 + }, + { + "p": 0.07539261132478714, + "m": 0.9739996790885925 + }, + { + "p": 0.018213994801044464, + "m": 1.0 + }, + { + "p": 0.2110409438610077, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.6422901749610901, + "val_loss": 1.0613176822662354, + "acc": 68.28, + "time": 200.98538103397004, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10333503037691116, + "m": 1.0 + }, + { + "p": 0.1589166820049286, + "m": 1.0 + }, + { + "p": 0.028174322098493576, + "m": 0.05355755239725113 + }, + { + "p": 0.09074753522872925, + "m": 0.0 + }, + { + "p": 0.08096875250339508, + "m": 0.0659404769539833 + }, + { + "p": 0.007985013537108898, + "m": 0.04474454000592232 + }, + { + "p": 0.026588330045342445, + "m": 0.0 + }, + { + "p": 0.029094437137246132, + "m": 0.480043888092041 + }, + { + "p": 0.07307223230600357, + "m": 0.5672540664672852 + }, + { + "p": 0.11674496531486511, + "m": 0.41654443740844727 + }, + { + "p": 0.07022083550691605, + "m": 0.957007884979248 + }, + { + "p": 0.03064250387251377, + "m": 1.0 + }, + { + "p": 0.18350942432880402, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.5056992769241333, + "val_loss": 1.2816427946090698, + "acc": 68.22, + "time": 202.33226586994715, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1054125651717186, + "m": 1.0 + }, + { + "p": 0.1670992225408554, + "m": 1.0 + }, + { + "p": 0.01614004746079445, + "m": 0.0308133065700531 + }, + { + "p": 0.07940451055765152, + "m": 0.0 + }, + { + "p": 0.08967084437608719, + "m": 0.023372875526547432 + }, + { + "p": 0.002371520269662142, + "m": 0.04348310828208923 + }, + { + "p": 0.008004077710211277, + "m": 0.001849135383963585 + }, + { + "p": 0.03364654257893562, + "m": 0.46810251474380493 + }, + { + "p": 0.08478216826915741, + "m": 0.566969633102417 + }, + { + "p": 0.12363909929990768, + "m": 0.38142630457878113 + }, + { + "p": 0.0771433413028717, + "m": 0.9338492155075073 + }, + { + "p": 0.029426826164126396, + "m": 1.0 + }, + { + "p": 0.18325918912887573, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.40167897939682007, + "val_loss": 1.200059413909912, + "acc": 68.42, + "time": 203.7056066649966, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1177164614200592, + "m": 1.0 + }, + { + "p": 0.15386360883712769, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.06708872318267822, + "m": 0.0 + }, + { + "p": 0.07936083525419235, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.018978016451001167 + }, + { + "p": 0.0, + "m": 0.009676739573478699 + }, + { + "p": 0.04097322002053261, + "m": 0.4527115523815155 + }, + { + "p": 0.08080778270959854, + "m": 0.5862585306167603 + }, + { + "p": 0.1454056203365326, + "m": 0.3527122735977173 + }, + { + "p": 0.08856011182069778, + "m": 0.9426174759864807 + }, + { + "p": 0.021548908203840256, + "m": 1.0 + }, + { + "p": 0.20467469096183777, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.5176258683204651, + "val_loss": 1.1294726133346558, + "acc": 68.24, + "time": 202.69470493588597, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1348130851984024, + "m": 1.0 + }, + { + "p": 0.14984442293643951, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.00238980446010828 + }, + { + "p": 0.04680374637246132, + "m": 0.0 + }, + { + "p": 0.06911920756101608, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.005088091362267733 + }, + { + "p": 0.0, + "m": 0.012182344682514668 + }, + { + "p": 0.04512835294008255, + "m": 0.4132779538631439 + }, + { + "p": 0.06549584120512009, + "m": 0.6069155931472778 + }, + { + "p": 0.17280444502830505, + "m": 0.3475189208984375 + }, + { + "p": 0.08978648483753204, + "m": 0.9716915488243103 + }, + { + "p": 0.003846016013994813, + "m": 1.0 + }, + { + "p": 0.22235830128192902, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.44041919708251953, + "val_loss": 1.1017451286315918, + "acc": 68.37, + "time": 204.02870553708635, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1492791622877121, + "m": 1.0 + }, + { + "p": 0.14182516932487488, + "m": 1.0 + }, + { + "p": 0.0034382869489490986, + "m": 0.0 + }, + { + "p": 0.021034326404333115, + "m": 0.01569468528032303 + }, + { + "p": 0.07218684256076813, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.007397756911814213, + "m": 0.011709778569638729 + }, + { + "p": 0.03932518884539604, + "m": 0.33923670649528503 + }, + { + "p": 0.0533260703086853, + "m": 0.6340938210487366 + }, + { + "p": 0.18855415284633636, + "m": 0.3614805042743683 + }, + { + "p": 0.09950687736272812, + "m": 0.972751796245575 + }, + { + "p": 0.0023988066241145134, + "m": 1.0 + }, + { + "p": 0.22172747552394867, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.5709274411201477, + "val_loss": 0.9375914931297302, + "acc": 68.06, + "time": 201.42127764900215, + "param": [ + { + "p": 0.014546788297593594, + "m": 1.0 + }, + { + "p": 0.13754145801067352, + "m": 1.0 + }, + { + "p": 0.13554592430591583, + "m": 1.0 + }, + { + "p": 0.03994498774409294, + "m": 0.0032288760412484407 + }, + { + "p": 0.028627309948205948, + "m": 0.05444728955626488 + }, + { + "p": 0.09219039231538773, + "m": 0.0 + }, + { + "p": 0.011632420122623444, + "m": 0.0 + }, + { + "p": 0.0264769084751606, + "m": 0.0 + }, + { + "p": 0.04542234167456627, + "m": 0.2632209360599518 + }, + { + "p": 0.04417034983634949, + "m": 0.6118658185005188 + }, + { + "p": 0.15113785862922668, + "m": 0.36830875277519226 + }, + { + "p": 0.08680888265371323, + "m": 0.9659744501113892 + }, + { + "p": 0.01598728820681572, + "m": 1.0 + }, + { + "p": 0.16996708512306213, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.5347704887390137, + "val_loss": 1.2428603172302246, + "acc": 69.02, + "time": 200.71741640311666, + "param": [ + { + "p": 0.04287129268050194, + "m": 1.0 + }, + { + "p": 0.12385760992765427, + "m": 1.0 + }, + { + "p": 0.12883806228637695, + "m": 1.0 + }, + { + "p": 0.05431574955582619, + "m": 0.008258478716015816 + }, + { + "p": 0.043715640902519226, + "m": 0.030895069241523743 + }, + { + "p": 0.09104110300540924, + "m": 0.011135539039969444 + }, + { + "p": 0.023294268175959587, + "m": 0.019041115418076515 + }, + { + "p": 0.03581773489713669, + "m": 0.0 + }, + { + "p": 0.05771109089255333, + "m": 0.23640817403793335 + }, + { + "p": 0.03487320616841316, + "m": 0.6295135021209717 + }, + { + "p": 0.1216079443693161, + "m": 0.3978560268878937 + }, + { + "p": 0.08693063259124756, + "m": 0.9290242195129395 + }, + { + "p": 0.01067016925662756, + "m": 1.0 + }, + { + "p": 0.14445540308952332, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.3969782292842865, + "val_loss": 0.8060011863708496, + "acc": 69.03, + "time": 201.46915786899626, + "param": [ + { + "p": 0.03443974629044533, + "m": 1.0 + }, + { + "p": 0.11653076112270355, + "m": 1.0 + }, + { + "p": 0.14037612080574036, + "m": 1.0 + }, + { + "p": 0.04821467399597168, + "m": 0.043252188712358475 + }, + { + "p": 0.045763514935970306, + "m": 0.0 + }, + { + "p": 0.08601260930299759, + "m": 0.044801801443099976 + }, + { + "p": 0.022527610883116722, + "m": 0.04373299703001976 + }, + { + "p": 0.03568481653928757, + "m": 0.0027234333101660013 + }, + { + "p": 0.07574862986803055, + "m": 0.23029747605323792 + }, + { + "p": 0.03773881122469902, + "m": 0.6302222013473511 + }, + { + "p": 0.11298296600580215, + "m": 0.4062595069408417 + }, + { + "p": 0.07887682318687439, + "m": 0.9018938541412354 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16510283946990967, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.5291736721992493, + "val_loss": 1.114195704460144, + "acc": 68.65, + "time": 201.1684335039463, + "param": [ + { + "p": 0.02368936873972416, + "m": 1.0 + }, + { + "p": 0.10151295363903046, + "m": 1.0 + }, + { + "p": 0.13392199575901031, + "m": 1.0 + }, + { + "p": 0.03524940088391304, + "m": 0.062498949468135834 + }, + { + "p": 0.050481464713811874, + "m": 0.0 + }, + { + "p": 0.07793136686086655, + "m": 0.03097929060459137 + }, + { + "p": 0.0403842031955719, + "m": 0.06321875751018524 + }, + { + "p": 0.045939814299345016, + "m": 0.0021944325417280197 + }, + { + "p": 0.08623819798231125, + "m": 0.23825475573539734 + }, + { + "p": 0.0451907217502594, + "m": 0.6210619807243347 + }, + { + "p": 0.10801244527101517, + "m": 0.3729509711265564 + }, + { + "p": 0.06278832256793976, + "m": 0.8909096121788025 + }, + { + "p": 0.0011796638136729598, + "m": 1.0 + }, + { + "p": 0.1874801069498062, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.6197878122329712, + "val_loss": 1.1124392747879028, + "acc": 68.19, + "time": 203.2611421169713, + "param": [ + { + "p": 0.021639453247189522, + "m": 1.0 + }, + { + "p": 0.0865764394402504, + "m": 1.0 + }, + { + "p": 0.11635763198137283, + "m": 1.0 + }, + { + "p": 0.04656074196100235, + "m": 0.060674432665109634 + }, + { + "p": 0.05305590108036995, + "m": 0.0 + }, + { + "p": 0.08310330659151077, + "m": 0.01649770885705948 + }, + { + "p": 0.07067308574914932, + "m": 0.07586624473333359 + }, + { + "p": 0.06688264012336731, + "m": 0.012565651908516884 + }, + { + "p": 0.0863981768488884, + "m": 0.27528566122055054 + }, + { + "p": 0.03578217327594757, + "m": 0.6168315410614014 + }, + { + "p": 0.08546663075685501, + "m": 0.34645527601242065 + }, + { + "p": 0.039028558880090714, + "m": 0.8823871612548828 + }, + { + "p": 0.0021182498894631863, + "m": 1.0 + }, + { + "p": 0.20635701715946198, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.43867960572242737, + "val_loss": 0.8951349258422852, + "acc": 68.77, + "time": 201.30950033292174, + "param": [ + { + "p": 0.017862528562545776, + "m": 1.0 + }, + { + "p": 0.0894852951169014, + "m": 1.0 + }, + { + "p": 0.11828119307756424, + "m": 1.0 + }, + { + "p": 0.05801491439342499, + "m": 0.04574638605117798 + }, + { + "p": 0.059372369199991226, + "m": 0.0 + }, + { + "p": 0.07514671981334686, + "m": 0.00598811125382781 + }, + { + "p": 0.07200904935598373, + "m": 0.04076138138771057 + }, + { + "p": 0.06375477463006973, + "m": 0.010187223553657532 + }, + { + "p": 0.08729057759046555, + "m": 0.30098822712898254 + }, + { + "p": 0.022443898022174835, + "m": 0.626502275466919 + }, + { + "p": 0.07325015962123871, + "m": 0.3268853425979614 + }, + { + "p": 0.025863921269774437, + "m": 0.8894239068031311 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23722457885742188, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.5815116763114929, + "val_loss": 0.833845853805542, + "acc": 68.7, + "time": 199.41934983199462, + "param": [ + { + "p": 0.03620171174407005, + "m": 1.0 + }, + { + "p": 0.1041216105222702, + "m": 1.0 + }, + { + "p": 0.10014374554157257, + "m": 1.0 + }, + { + "p": 0.06506934016942978, + "m": 0.0 + }, + { + "p": 0.054052285850048065, + "m": 0.0 + }, + { + "p": 0.05463152378797531, + "m": 0.026819806545972824 + }, + { + "p": 0.05352899804711342, + "m": 0.01155091356486082 + }, + { + "p": 0.05192440003156662, + "m": 0.024451205506920815 + }, + { + "p": 0.10664001107215881, + "m": 0.26181307435035706 + }, + { + "p": 0.027286984026432037, + "m": 0.6047998070716858 + }, + { + "p": 0.09411119669675827, + "m": 0.3019665777683258 + }, + { + "p": 0.01308621559292078, + "m": 0.8826860189437866 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23920197784900665, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.8416810631752014, + "val_loss": 1.2360366582870483, + "acc": 68.49, + "time": 203.15074317110702, + "param": [ + { + "p": 0.026704568415880203, + "m": 1.0 + }, + { + "p": 0.12410646677017212, + "m": 1.0 + }, + { + "p": 0.09156996756792068, + "m": 1.0 + }, + { + "p": 0.06135231629014015, + "m": 0.013425515033304691 + }, + { + "p": 0.0484929084777832, + "m": 5.2445175242610276e-05 + }, + { + "p": 0.04348979890346527, + "m": 0.06298769265413284 + }, + { + "p": 0.031384553760290146, + "m": 0.0 + }, + { + "p": 0.030540941283106804, + "m": 0.008508976548910141 + }, + { + "p": 0.14579470455646515, + "m": 0.21132417023181915 + }, + { + "p": 0.004075668286532164, + "m": 0.5930711030960083 + }, + { + "p": 0.1344386786222458, + "m": 0.27835550904273987 + }, + { + "p": 0.0, + "m": 0.8648711442947388 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2580494284629822, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.8277191519737244, + "val_loss": 0.9697023034095764, + "acc": 67.85, + "time": 204.92783283093013, + "param": [ + { + "p": 0.010196132585406303, + "m": 1.0 + }, + { + "p": 0.12390408664941788, + "m": 1.0 + }, + { + "p": 0.08895058184862137, + "m": 1.0 + }, + { + "p": 0.05123953893780708, + "m": 0.07510685920715332 + }, + { + "p": 0.02705969102680683, + "m": 0.0 + }, + { + "p": 0.03102976083755493, + "m": 0.07898329943418503 + }, + { + "p": 0.00832093320786953, + "m": 0.01829366758465767 + }, + { + "p": 0.01272891741245985, + "m": 0.0 + }, + { + "p": 0.20366400480270386, + "m": 0.143106609582901 + }, + { + "p": 0.0, + "m": 0.5821451544761658 + }, + { + "p": 0.17263638973236084, + "m": 0.2387174814939499 + }, + { + "p": 0.0, + "m": 0.8615649938583374 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2702699601650238, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.9409696459770203, + "val_loss": 1.322594404220581, + "acc": 68.02, + "time": 203.234947508201, + "param": [ + { + "p": 0.00012496420822571963, + "m": 1.0 + }, + { + "p": 0.1260947585105896, + "m": 1.0 + }, + { + "p": 0.08160100132226944, + "m": 1.0 + }, + { + "p": 0.04338259994983673, + "m": 0.08622050285339355 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.019045177847146988, + "m": 0.08219461888074875 + }, + { + "p": 0.0018245495157316327, + "m": 0.06986450403928757 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.24463225901126862, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5620332360267639 + }, + { + "p": 0.1999054253101349, + "m": 0.18771301209926605 + }, + { + "p": 0.0011673665139824152, + "m": 0.8667332530021667 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2822219431400299, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.8889978528022766, + "val_loss": 1.1059601306915283, + "acc": 65.53, + "time": 203.1625824731309, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11418993771076202, + "m": 1.0 + }, + { + "p": 0.0985444113612175, + "m": 1.0 + }, + { + "p": 0.028013616800308228, + "m": 0.07508126646280289 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.03520150110125542, + "m": 0.0688890740275383 + }, + { + "p": 0.009173959493637085, + "m": 0.05343126878142357 + }, + { + "p": 0.0057454584166407585, + "m": 0.008192665874958038 + }, + { + "p": 0.26072627305984497, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5312755703926086 + }, + { + "p": 0.19477413594722748, + "m": 0.11710065603256226 + }, + { + "p": 0.013704154640436172, + "m": 0.8812310695648193 + }, + { + "p": 0.0007210303447209299, + "m": 1.0 + }, + { + "p": 0.23920555412769318, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.490334391593933, + "val_loss": 1.1328898668289185, + "acc": 66.22, + "time": 202.27479217783548, + "param": [ + { + "p": 0.0008710300899110734, + "m": 1.0 + }, + { + "p": 0.12336697429418564, + "m": 1.0 + }, + { + "p": 0.12734100222587585, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.04025926813483238 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.041913606226444244, + "m": 0.046805378049612045 + }, + { + "p": 0.0, + "m": 0.03038801997900009 + }, + { + "p": 0.004640451166778803, + "m": 0.010967555455863476 + }, + { + "p": 0.25356218218803406, + "m": 0.00013053338625468314 + }, + { + "p": 0.0, + "m": 0.5006753206253052 + }, + { + "p": 0.2059469372034073, + "m": 0.1920170933008194 + }, + { + "p": 0.017988385632634163, + "m": 0.8831199407577515 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22436939179897308, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.1348243951797485, + "val_loss": 1.244271993637085, + "acc": 67.12, + "time": 204.44783185306005, + "param": [ + { + "p": 0.005440824665129185, + "m": 1.0 + }, + { + "p": 0.12186703830957413, + "m": 1.0 + }, + { + "p": 0.13670577108860016, + "m": 1.0 + }, + { + "p": 0.0015014000236988068, + "m": 0.020562689751386642 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.024814246222376823, + "m": 0.02037394791841507 + }, + { + "p": 0.0, + "m": 0.016961926594376564 + }, + { + "p": 0.011380953714251518, + "m": 0.0 + }, + { + "p": 0.24129422008991241, + "m": 0.0009562374907545745 + }, + { + "p": 0.005499578081071377, + "m": 0.48224812746047974 + }, + { + "p": 0.20612885057926178, + "m": 0.24338878691196442 + }, + { + "p": 0.02136499062180519, + "m": 0.8828582763671875 + }, + { + "p": 0.0017877827631309628, + "m": 1.0 + }, + { + "p": 0.22221429646015167, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.9518510103225708, + "val_loss": 1.292770504951477, + "acc": 68.25, + "time": 202.8638239011634, + "param": [ + { + "p": 0.012967648915946484, + "m": 1.0 + }, + { + "p": 0.11583052575588226, + "m": 1.0 + }, + { + "p": 0.1411193460226059, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.006140273064374924 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.03804318979382515, + "m": 0.017059586942195892 + }, + { + "p": 0.0, + "m": 0.01739320158958435 + }, + { + "p": 0.015994161367416382, + "m": 0.0 + }, + { + "p": 0.20284947752952576, + "m": 0.0 + }, + { + "p": 0.04023100063204765, + "m": 0.4744226336479187 + }, + { + "p": 0.18881870806217194, + "m": 0.23246954381465912 + }, + { + "p": 0.02568145841360092, + "m": 0.8788535594940186 + }, + { + "p": 0.0002471881452947855, + "m": 1.0 + }, + { + "p": 0.21821734309196472, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.006838321685791, + "val_loss": 0.9793667197227478, + "acc": 67.38, + "time": 192.78458168101497, + "param": [ + { + "p": 0.004916558973491192, + "m": 1.0 + }, + { + "p": 0.14279532432556152, + "m": 1.0 + }, + { + "p": 0.14648327231407166, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.008600260131061077 + }, + { + "p": 0.0, + "m": 0.004208044148981571 + }, + { + "p": 0.047591034322977066, + "m": 0.04056982696056366 + }, + { + "p": 0.0, + "m": 0.006525204982608557 + }, + { + "p": 0.006359682884067297, + "m": 0.0 + }, + { + "p": 0.18038225173950195, + "m": 0.0 + }, + { + "p": 0.05230456963181496, + "m": 0.4547591507434845 + }, + { + "p": 0.17313294112682343, + "m": 0.21563637256622314 + }, + { + "p": 0.021393023431301117, + "m": 0.8682631254196167 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22464129328727722, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.9339310526847839, + "val_loss": 1.2218544483184814, + "acc": 67.77, + "time": 200.27833447698504, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1646929830312729, + "m": 1.0 + }, + { + "p": 0.1520538181066513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.030902422964572906 + }, + { + "p": 0.0, + "m": 0.03156447038054466 + }, + { + "p": 0.0353628471493721, + "m": 0.03266538307070732 + }, + { + "p": 0.0, + "m": 0.03043818101286888 + }, + { + "p": 0.0, + "m": 0.0003941503237001598 + }, + { + "p": 0.179537832736969, + "m": 0.0 + }, + { + "p": 0.03343251347541809, + "m": 0.48000019788742065 + }, + { + "p": 0.17182154953479767, + "m": 0.20395943522453308 + }, + { + "p": 0.0, + "m": 0.8660662174224854 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.26309850811958313, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.110372543334961, + "val_loss": 1.067954182624817, + "acc": 67.72, + "time": 204.53866266505793, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1600378453731537, + "m": 1.0 + }, + { + "p": 0.15057624876499176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.027860932052135468 + }, + { + "p": 0.0, + "m": 0.02218051254749298 + }, + { + "p": 0.016171321272850037, + "m": 0.025724776089191437 + }, + { + "p": 0.0, + "m": 0.04764365404844284 + }, + { + "p": 0.0, + "m": 0.009957680478692055 + }, + { + "p": 0.17084643244743347, + "m": 0.002627764828503132 + }, + { + "p": 0.02365911193192005, + "m": 0.5067073106765747 + }, + { + "p": 0.1696154624223709, + "m": 0.18953102827072144 + }, + { + "p": 0.0, + "m": 0.8731526732444763 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30909356474876404, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.5115691423416138, + "val_loss": 1.2495092153549194, + "acc": 66.78, + "time": 205.2989438418299, + "param": [ + { + "p": 0.002170244697481394, + "m": 1.0 + }, + { + "p": 0.1380165070295334, + "m": 1.0 + }, + { + "p": 0.1377386450767517, + "m": 1.0 + }, + { + "p": 0.016501817852258682, + "m": 0.013904426246881485 + }, + { + "p": 0.010051039978861809, + "m": 0.0 + }, + { + "p": 0.02926940657198429, + "m": 0.021746477112174034 + }, + { + "p": 0.015321689657866955, + "m": 0.06921408325433731 + }, + { + "p": 0.0031196875497698784, + "m": 0.0 + }, + { + "p": 0.1285816729068756, + "m": 0.08580982685089111 + }, + { + "p": 0.0383697971701622, + "m": 0.5480849742889404 + }, + { + "p": 0.14313772320747375, + "m": 0.19198910892009735 + }, + { + "p": 0.020784227177500725, + "m": 0.8747589588165283 + }, + { + "p": 0.011388957500457764, + "m": 1.0 + }, + { + "p": 0.3055485785007477, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.9873360991477966, + "val_loss": 1.1619203090667725, + "acc": 67.41, + "time": 202.13989293086343, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1314387172460556, + "m": 1.0 + }, + { + "p": 0.1527000069618225, + "m": 1.0 + }, + { + "p": 0.026788342744112015, + "m": 0.00826265849173069 + }, + { + "p": 0.02665017545223236, + "m": 0.0 + }, + { + "p": 0.04659075662493706, + "m": 0.03647106513381004 + }, + { + "p": 0.02328345738351345, + "m": 0.0681692361831665 + }, + { + "p": 0.008138323202729225, + "m": 0.01920872926712036 + }, + { + "p": 0.1019018217921257, + "m": 0.14772845804691315 + }, + { + "p": 0.03769950941205025, + "m": 0.5983803868293762 + }, + { + "p": 0.13248607516288757, + "m": 0.19593852758407593 + }, + { + "p": 0.012500951997935772, + "m": 0.8704899549484253 + }, + { + "p": 0.010049153119325638, + "m": 1.0 + }, + { + "p": 0.28977271914482117, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.9752007722854614, + "val_loss": 1.3548544645309448, + "acc": 66.26, + "time": 201.61710655805655, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14939101040363312, + "m": 1.0 + }, + { + "p": 0.15212227404117584, + "m": 1.0 + }, + { + "p": 0.030814403668045998, + "m": 0.013368912972509861 + }, + { + "p": 0.015146365389227867, + "m": 0.015074845403432846 + }, + { + "p": 0.06105496361851692, + "m": 0.04445899650454521 + }, + { + "p": 0.01670457050204277, + "m": 0.058714333921670914 + }, + { + "p": 0.0, + "m": 0.031022287905216217 + }, + { + "p": 0.10433533787727356, + "m": 0.17317822575569153 + }, + { + "p": 0.03584742173552513, + "m": 0.627033531665802 + }, + { + "p": 0.13758066296577454, + "m": 0.17493408918380737 + }, + { + "p": 0.008043348789215088, + "m": 0.8673797845840454 + }, + { + "p": 0.0017102307174354792, + "m": 1.0 + }, + { + "p": 0.2872493863105774, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.5569788813591003, + "val_loss": 1.271026372909546, + "acc": 67.48, + "time": 198.36159423203208, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1536770462989807, + "m": 1.0 + }, + { + "p": 0.1341068148612976, + "m": 1.0 + }, + { + "p": 0.018798427656292915, + "m": 0.013147213496267796 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.05851708725094795, + "m": 0.017568890005350113 + }, + { + "p": 0.012668877840042114, + "m": 0.05862624570727348 + }, + { + "p": 0.0, + "m": 0.03242310881614685 + }, + { + "p": 0.11565864831209183, + "m": 0.18385832011699677 + }, + { + "p": 0.03206883370876312, + "m": 0.668099045753479 + }, + { + "p": 0.16686776280403137, + "m": 0.1281309872865677 + }, + { + "p": 0.0, + "m": 0.8680131435394287 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3076365292072296, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.7919018268585205, + "val_loss": 1.2279415130615234, + "acc": 66.8, + "time": 202.3693623051513, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16986949741840363, + "m": 1.0 + }, + { + "p": 0.10888122767210007, + "m": 1.0 + }, + { + "p": 0.004700046963989735, + "m": 0.0007445465307682753 + }, + { + "p": 0.0, + "m": 0.0017297129379585385 + }, + { + "p": 0.03764444589614868, + "m": 0.006506755016744137 + }, + { + "p": 0.0, + "m": 0.04012094810605049 + }, + { + "p": 0.0, + "m": 0.028127970173954964 + }, + { + "p": 0.12125687301158905, + "m": 0.18712441623210907 + }, + { + "p": 0.027936585247516632, + "m": 0.675654947757721 + }, + { + "p": 0.1987387090921402, + "m": 0.11980415880680084 + }, + { + "p": 0.0, + "m": 0.8639342188835144 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3309726417064667, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.7540022134780884, + "val_loss": 1.1555613279342651, + "acc": 66.82, + "time": 204.4455406020861, + "param": [ + { + "p": 0.0011494727805256844, + "m": 1.0 + }, + { + "p": 0.16593576967716217, + "m": 1.0 + }, + { + "p": 0.09415256977081299, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.00994009617716074 + }, + { + "p": 0.04340093210339546, + "m": 0.03451123833656311 + }, + { + "p": 0.0, + "m": 0.028669307008385658 + }, + { + "p": 0.011451921425759792, + "m": 0.06824472546577454 + }, + { + "p": 0.10863585770130157, + "m": 0.18952278792858124 + }, + { + "p": 0.01677967794239521, + "m": 0.6646621823310852 + }, + { + "p": 0.20899829268455505, + "m": 0.1748655140399933 + }, + { + "p": 0.0014276386937126517, + "m": 0.8370380401611328 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.34806784987449646, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json new file mode 100644 index 0000000..18a42a8 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 73.63, + "Time": [ + 88.61166055052696, + 5.161928907822884 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.287405252456665, + "val_loss": 2.2701499462127686, + "acc": 20.13, + "time": 85.31958955293521, + "param": [ + { + "p": 0.09734988212585449, + "m": 1.0 + }, + { + "p": 0.07431870698928833, + "m": 1.0 + }, + { + "p": 0.06094992160797119, + "m": 1.0 + }, + { + "p": 0.0830099880695343, + "m": 1.0 + }, + { + "p": 0.07657446712255478, + "m": 1.0 + }, + { + "p": 0.07309281826019287, + "m": 1.0 + }, + { + "p": 0.08597704768180847, + "m": 1.0 + }, + { + "p": 0.051401346921920776, + "m": 1.0 + }, + { + "p": 0.07523633539676666, + "m": 1.0 + }, + { + "p": 0.09067486971616745, + "m": 1.0 + }, + { + "p": 0.0572822168469429, + "m": 1.0 + }, + { + "p": 0.05823943763971329, + "m": 1.0 + }, + { + "p": 0.09862129390239716, + "m": 1.0 + }, + { + "p": 0.017271682620048523, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.1824791431427, + "val_loss": 2.061840057373047, + "acc": 24.35, + "time": 83.76259178807959, + "param": [ + { + "p": 0.09705313295125961, + "m": 1.0 + }, + { + "p": 0.06040884926915169, + "m": 1.0 + }, + { + "p": 0.07272826880216599, + "m": 1.0 + }, + { + "p": 0.07549863308668137, + "m": 1.0 + }, + { + "p": 0.07427658140659332, + "m": 1.0 + }, + { + "p": 0.08823178708553314, + "m": 1.0 + }, + { + "p": 0.09373076260089874, + "m": 1.0 + }, + { + "p": 0.04880475252866745, + "m": 1.0 + }, + { + "p": 0.07028559595346451, + "m": 1.0 + }, + { + "p": 0.09253260493278503, + "m": 1.0 + }, + { + "p": 0.05125978961586952, + "m": 1.0 + }, + { + "p": 0.06976187229156494, + "m": 1.0 + }, + { + "p": 0.10542728751897812, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1080379486083984, + "val_loss": 1.9309450387954712, + "acc": 30.73, + "time": 97.39760152902454, + "param": [ + { + "p": 0.09431897103786469, + "m": 1.0 + }, + { + "p": 0.08305028080940247, + "m": 1.0 + }, + { + "p": 0.09871143102645874, + "m": 1.0 + }, + { + "p": 0.04146257042884827, + "m": 1.0 + }, + { + "p": 0.07388076186180115, + "m": 1.0 + }, + { + "p": 0.10449870675802231, + "m": 1.0 + }, + { + "p": 0.07509056478738785, + "m": 1.0 + }, + { + "p": 0.05325397104024887, + "m": 1.0 + }, + { + "p": 0.052039917558431625, + "m": 1.0 + }, + { + "p": 0.08462546765804291, + "m": 1.0 + }, + { + "p": 0.05500805005431175, + "m": 1.0 + }, + { + "p": 0.06895500421524048, + "m": 1.0 + }, + { + "p": 0.11510433256626129, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 1.8578851222991943, + "val_loss": 1.7834504842758179, + "acc": 36.89, + "time": 84.35504892794415, + "param": [ + { + "p": 0.09115529805421829, + "m": 1.0 + }, + { + "p": 0.07832523435354233, + "m": 1.0 + }, + { + "p": 0.10200878232717514, + "m": 1.0 + }, + { + "p": 0.04920284077525139, + "m": 1.0 + }, + { + "p": 0.06590556353330612, + "m": 1.0 + }, + { + "p": 0.10138658434152603, + "m": 1.0 + }, + { + "p": 0.07129830121994019, + "m": 1.0 + }, + { + "p": 0.05436447635293007, + "m": 1.0 + }, + { + "p": 0.04611203446984291, + "m": 1.0 + }, + { + "p": 0.08116255700588226, + "m": 1.0 + }, + { + "p": 0.04580853879451752, + "m": 1.0 + }, + { + "p": 0.0892031267285347, + "m": 1.0 + }, + { + "p": 0.12406671792268753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.9366240501403809, + "val_loss": 1.686806082725525, + "acc": 39.43, + "time": 96.53319385717623, + "param": [ + { + "p": 0.09313605725765228, + "m": 1.0 + }, + { + "p": 0.06118583306670189, + "m": 1.0 + }, + { + "p": 0.12397065758705139, + "m": 1.0 + }, + { + "p": 0.0781823918223381, + "m": 1.0 + }, + { + "p": 0.05224686861038208, + "m": 1.0 + }, + { + "p": 0.08690117299556732, + "m": 1.0 + }, + { + "p": 0.05510267987847328, + "m": 1.0 + }, + { + "p": 0.049417611211538315, + "m": 1.0 + }, + { + "p": 0.05045091360807419, + "m": 1.0 + }, + { + "p": 0.07668410986661911, + "m": 1.0 + }, + { + "p": 0.04427196457982063, + "m": 1.0 + }, + { + "p": 0.0968097671866417, + "m": 1.0 + }, + { + "p": 0.1316400021314621, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.7915499210357666, + "val_loss": 1.6837408542633057, + "acc": 39.98, + "time": 97.75080576399341, + "param": [ + { + "p": 0.09784267097711563, + "m": 1.0 + }, + { + "p": 0.04620074853301048, + "m": 1.0 + }, + { + "p": 0.14252084493637085, + "m": 1.0 + }, + { + "p": 0.09821896255016327, + "m": 1.0 + }, + { + "p": 0.045283786952495575, + "m": 1.0 + }, + { + "p": 0.06704837828874588, + "m": 1.0 + }, + { + "p": 0.043329253792762756, + "m": 1.0 + }, + { + "p": 0.04615308344364166, + "m": 1.0 + }, + { + "p": 0.05920594558119774, + "m": 1.0 + }, + { + "p": 0.0737120509147644, + "m": 1.0 + }, + { + "p": 0.04175196960568428, + "m": 1.0 + }, + { + "p": 0.09082305431365967, + "m": 1.0 + }, + { + "p": 0.14790931344032288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.7252895832061768, + "val_loss": 1.612677812576294, + "acc": 42.54, + "time": 86.85264456900768, + "param": [ + { + "p": 0.10972047597169876, + "m": 1.0 + }, + { + "p": 0.01575641706585884, + "m": 1.0 + }, + { + "p": 0.17800204455852509, + "m": 1.0 + }, + { + "p": 0.11869295686483383, + "m": 1.0 + }, + { + "p": 0.034029316157102585, + "m": 1.0 + }, + { + "p": 0.04690851643681526, + "m": 1.0 + }, + { + "p": 0.029849965125322342, + "m": 1.0 + }, + { + "p": 0.03779517859220505, + "m": 1.0 + }, + { + "p": 0.05580097809433937, + "m": 1.0 + }, + { + "p": 0.0707593709230423, + "m": 1.0 + }, + { + "p": 0.035962559282779694, + "m": 1.0 + }, + { + "p": 0.0897713229060173, + "m": 1.0 + }, + { + "p": 0.17695091664791107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.7433196306228638, + "val_loss": 1.558357834815979, + "acc": 41.53, + "time": 83.37960212701, + "param": [ + { + "p": 0.12400944530963898, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22497914731502533, + "m": 1.0 + }, + { + "p": 0.13300053775310516, + "m": 1.0 + }, + { + "p": 0.010856732726097107, + "m": 1.0 + }, + { + "p": 0.021409181877970695, + "m": 1.0 + }, + { + "p": 0.016741745173931122, + "m": 1.0 + }, + { + "p": 0.014064918272197247, + "m": 1.0 + }, + { + "p": 0.0464046373963356, + "m": 1.0 + }, + { + "p": 0.061574626713991165, + "m": 1.0 + }, + { + "p": 0.02454816922545433, + "m": 1.0 + }, + { + "p": 0.0903741717338562, + "m": 1.0 + }, + { + "p": 0.23203667998313904, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.525707721710205, + "val_loss": 1.4670403003692627, + "acc": 45.55, + "time": 97.2810917259194, + "param": [ + { + "p": 0.126475989818573, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23862512409687042, + "m": 1.0 + }, + { + "p": 0.132090762257576, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012860137969255447, + "m": 1.0 + }, + { + "p": 0.00926093477755785, + "m": 1.0 + }, + { + "p": 0.05548904463648796, + "m": 1.0 + }, + { + "p": 0.05899709835648537, + "m": 1.0 + }, + { + "p": 0.023397060111165047, + "m": 1.0 + }, + { + "p": 0.08116305619478226, + "m": 1.0 + }, + { + "p": 0.2616407573223114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.7208224534988403, + "val_loss": 1.5221362113952637, + "acc": 45.71, + "time": 100.21154181705788, + "param": [ + { + "p": 0.11520183831453323, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20839804410934448, + "m": 1.0 + }, + { + "p": 0.11654677987098694, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03590143099427223, + "m": 1.0 + }, + { + "p": 0.018729956820607185, + "m": 1.0 + }, + { + "p": 0.06409373879432678, + "m": 1.0 + }, + { + "p": 0.06578601896762848, + "m": 1.0 + }, + { + "p": 0.04695664346218109, + "m": 1.0 + }, + { + "p": 0.0820818692445755, + "m": 1.0 + }, + { + "p": 0.24630357325077057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.7372246980667114, + "val_loss": 1.5025806427001953, + "acc": 47.85, + "time": 97.74593503004871, + "param": [ + { + "p": 0.10731681436300278, + "m": 1.0 + }, + { + "p": 0.009512745775282383, + "m": 1.0 + }, + { + "p": 0.17079833149909973, + "m": 1.0 + }, + { + "p": 0.10254805535078049, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00023293530102819204, + "m": 1.0 + }, + { + "p": 0.05917423218488693, + "m": 1.0 + }, + { + "p": 0.04037271812558174, + "m": 1.0 + }, + { + "p": 0.06168685480952263, + "m": 1.0 + }, + { + "p": 0.08849502354860306, + "m": 1.0 + }, + { + "p": 0.062222376465797424, + "m": 1.0 + }, + { + "p": 0.08808839321136475, + "m": 1.0 + }, + { + "p": 0.20955143868923187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.7271853685379028, + "val_loss": 1.4803415536880493, + "acc": 46.78, + "time": 85.22433881601319, + "param": [ + { + "p": 0.10289817303419113, + "m": 1.0 + }, + { + "p": 0.007513719145208597, + "m": 1.0 + }, + { + "p": 0.16235724091529846, + "m": 1.0 + }, + { + "p": 0.09601230919361115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06291058659553528, + "m": 1.0 + }, + { + "p": 0.035449594259262085, + "m": 1.0 + }, + { + "p": 0.05354197323322296, + "m": 1.0 + }, + { + "p": 0.10865996032953262, + "m": 1.0 + }, + { + "p": 0.07484349608421326, + "m": 1.0 + }, + { + "p": 0.08625603467226028, + "m": 1.0 + }, + { + "p": 0.20955684781074524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.394808053970337, + "val_loss": 1.3539831638336182, + "acc": 50.28, + "time": 84.39694792497903, + "param": [ + { + "p": 0.10367006063461304, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16129852831363678, + "m": 1.0 + }, + { + "p": 0.08335021883249283, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06798349320888519, + "m": 1.0 + }, + { + "p": 0.012207208201289177, + "m": 1.0 + }, + { + "p": 0.0415201373398304, + "m": 1.0 + }, + { + "p": 0.13321372866630554, + "m": 1.0 + }, + { + "p": 0.08638796955347061, + "m": 1.0 + }, + { + "p": 0.07657961547374725, + "m": 1.0 + }, + { + "p": 0.23378899693489075, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.6937682628631592, + "val_loss": 1.3706307411193848, + "acc": 51.56, + "time": 83.81102326884866, + "param": [ + { + "p": 0.11592674255371094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16005685925483704, + "m": 1.0 + }, + { + "p": 0.07816074043512344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07184595614671707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024305664002895355, + "m": 1.0 + }, + { + "p": 0.14447495341300964, + "m": 1.0 + }, + { + "p": 0.0991288274526596, + "m": 1.0 + }, + { + "p": 0.0686006247997284, + "m": 1.0 + }, + { + "p": 0.23749956488609314, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.5723413228988647, + "val_loss": 1.3005614280700684, + "acc": 53.78, + "time": 97.75840544491075, + "param": [ + { + "p": 0.12614108622074127, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16816507279872894, + "m": 1.0 + }, + { + "p": 0.06594081223011017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05662029981613159, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009854847565293312, + "m": 1.0 + }, + { + "p": 0.15553641319274902, + "m": 1.0 + }, + { + "p": 0.09530666470527649, + "m": 1.0 + }, + { + "p": 0.062287505716085434, + "m": 1.0 + }, + { + "p": 0.2601473331451416, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.5934878587722778, + "val_loss": 1.4215527772903442, + "acc": 54.34, + "time": 90.58671039598994, + "param": [ + { + "p": 0.1288420557975769, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1715540587902069, + "m": 1.0 + }, + { + "p": 0.05286140367388725, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050172265619039536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16013772785663605, + "m": 1.0 + }, + { + "p": 0.09464594721794128, + "m": 1.0 + }, + { + "p": 0.06177271902561188, + "m": 1.0 + }, + { + "p": 0.2800138592720032, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.5000154972076416, + "val_loss": 1.3109405040740967, + "acc": 54.12, + "time": 83.07182117900811, + "param": [ + { + "p": 0.13248580694198608, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16070964932441711, + "m": 1.0 + }, + { + "p": 0.03571063652634621, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05253363028168678, + "m": 1.0 + }, + { + "p": 0.004956914111971855, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15537795424461365, + "m": 1.0 + }, + { + "p": 0.09300484508275986, + "m": 1.0 + }, + { + "p": 0.07171190530061722, + "m": 1.0 + }, + { + "p": 0.2935086786746979, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.4155267477035522, + "val_loss": 1.2560627460479736, + "acc": 56.77, + "time": 83.8156892110128, + "param": [ + { + "p": 0.13894085586071014, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14017201960086823, + "m": 1.0 + }, + { + "p": 0.024699734523892403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001520176767371595, + "m": 1.0 + }, + { + "p": 0.056685641407966614, + "m": 1.0 + }, + { + "p": 0.023517969995737076, + "m": 1.0 + }, + { + "p": 0.001882819808088243, + "m": 1.0 + }, + { + "p": 0.14195601642131805, + "m": 1.0 + }, + { + "p": 0.10278791934251785, + "m": 1.0 + }, + { + "p": 0.0841377004981041, + "m": 1.0 + }, + { + "p": 0.2697659134864807, + "m": 1.0 + }, + { + "p": 0.013933212496340275, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.2771292924880981, + "val_loss": 1.3298531770706177, + "acc": 55.3, + "time": 91.44146854407154, + "param": [ + { + "p": 0.15024974942207336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12819790840148926, + "m": 1.0 + }, + { + "p": 0.01846812665462494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05245665833353996, + "m": 1.0 + }, + { + "p": 0.026232756674289703, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1427420824766159, + "m": 1.0 + }, + { + "p": 0.10667838156223297, + "m": 1.0 + }, + { + "p": 0.09280461072921753, + "m": 1.0 + }, + { + "p": 0.28077489137649536, + "m": 1.0 + }, + { + "p": 0.001394876861013472, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.4638584852218628, + "val_loss": 1.250264048576355, + "acc": 56.24, + "time": 86.38692868314683, + "param": [ + { + "p": 0.15857483446598053, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12264712899923325, + "m": 1.0 + }, + { + "p": 0.008676803670823574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04967549815773964, + "m": 1.0 + }, + { + "p": 0.02083529345691204, + "m": 1.0 + }, + { + "p": 0.0032543533015996218, + "m": 1.0 + }, + { + "p": 0.14395175874233246, + "m": 1.0 + }, + { + "p": 0.10306596010923386, + "m": 1.0 + }, + { + "p": 0.09663848578929901, + "m": 1.0 + }, + { + "p": 0.29267993569374084, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.3973881006240845, + "val_loss": 1.1647100448608398, + "acc": 58.72, + "time": 87.63812917820178, + "param": [ + { + "p": 0.16663618385791779, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12121103703975677, + "m": 1.0 + }, + { + "p": 0.004405272658914328, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04068835824728012, + "m": 1.0 + }, + { + "p": 0.009629953652620316, + "m": 1.0 + }, + { + "p": 0.006018741987645626, + "m": 1.0 + }, + { + "p": 0.1516236513853073, + "m": 1.0 + }, + { + "p": 0.09120980650186539, + "m": 1.0 + }, + { + "p": 0.1068224236369133, + "m": 1.0 + }, + { + "p": 0.30175456404685974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.3296630382537842, + "val_loss": 1.2525010108947754, + "acc": 58.43, + "time": 85.37503499281593, + "param": [ + { + "p": 0.15663264691829681, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1319081336259842, + "m": 1.0 + }, + { + "p": 0.017466014251112938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0033960456494241953, + "m": 1.0 + }, + { + "p": 0.035250913351774216, + "m": 1.0 + }, + { + "p": 0.018791835755109787, + "m": 1.0 + }, + { + "p": 0.009228275157511234, + "m": 1.0 + }, + { + "p": 0.14932703971862793, + "m": 1.0 + }, + { + "p": 0.08013620972633362, + "m": 1.0 + }, + { + "p": 0.11119376122951508, + "m": 1.0 + }, + { + "p": 0.2866691052913666, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.2912871837615967, + "val_loss": 1.1663569211959839, + "acc": 58.14, + "time": 97.61963606788777, + "param": [ + { + "p": 0.13376936316490173, + "m": 1.0 + }, + { + "p": 0.003956431522965431, + "m": 1.0 + }, + { + "p": 0.13142025470733643, + "m": 1.0 + }, + { + "p": 0.03868195042014122, + "m": 1.0 + }, + { + "p": 0.0012548059457913041, + "m": 1.0 + }, + { + "p": 0.009386327117681503, + "m": 1.0 + }, + { + "p": 0.03586290031671524, + "m": 1.0 + }, + { + "p": 0.031193826347589493, + "m": 1.0 + }, + { + "p": 0.027862677350640297, + "m": 1.0 + }, + { + "p": 0.14387434720993042, + "m": 1.0 + }, + { + "p": 0.06477145105600357, + "m": 1.0 + }, + { + "p": 0.1132754236459732, + "m": 1.0 + }, + { + "p": 0.2642005383968353, + "m": 1.0 + }, + { + "p": 0.0004896557074971497, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.446851372718811, + "val_loss": 1.1473344564437866, + "acc": 60.54, + "time": 92.22574043599889, + "param": [ + { + "p": 0.11958400160074234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1241619661450386, + "m": 1.0 + }, + { + "p": 0.05412665382027626, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020583052188158035, + "m": 1.0 + }, + { + "p": 0.027240071445703506, + "m": 1.0 + }, + { + "p": 0.04107079282402992, + "m": 1.0 + }, + { + "p": 0.03924817964434624, + "m": 1.0 + }, + { + "p": 0.14084768295288086, + "m": 1.0 + }, + { + "p": 0.045641638338565826, + "m": 1.0 + }, + { + "p": 0.11946770548820496, + "m": 1.0 + }, + { + "p": 0.26413312554359436, + "m": 1.0 + }, + { + "p": 0.0038950396701693535, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.2773958444595337, + "val_loss": 1.218786358833313, + "acc": 59.99, + "time": 96.69155627395958, + "param": [ + { + "p": 0.10531359165906906, + "m": 1.0 + }, + { + "p": 0.0033737863413989544, + "m": 1.0 + }, + { + "p": 0.11503522843122482, + "m": 1.0 + }, + { + "p": 0.06393200159072876, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033364806324243546, + "m": 1.0 + }, + { + "p": 0.035898931324481964, + "m": 1.0 + }, + { + "p": 0.05326729640364647, + "m": 1.0 + }, + { + "p": 0.0422290563583374, + "m": 1.0 + }, + { + "p": 0.13446204364299774, + "m": 1.0 + }, + { + "p": 0.04140523821115494, + "m": 1.0 + }, + { + "p": 0.12104736268520355, + "m": 1.0 + }, + { + "p": 0.23729316890239716, + "m": 1.0 + }, + { + "p": 0.013377622701227665, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.3961340188980103, + "val_loss": 1.09765625, + "acc": 60.27, + "time": 97.09227366000414, + "param": [ + { + "p": 0.09647299349308014, + "m": 1.0 + }, + { + "p": 0.003011366119608283, + "m": 1.0 + }, + { + "p": 0.1054626926779747, + "m": 1.0 + }, + { + "p": 0.07222999632358551, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02900143899023533, + "m": 1.0 + }, + { + "p": 0.04643809795379639, + "m": 1.0 + }, + { + "p": 0.06624647974967957, + "m": 1.0 + }, + { + "p": 0.05259169265627861, + "m": 1.0 + }, + { + "p": 0.1332901269197464, + "m": 1.0 + }, + { + "p": 0.04714189097285271, + "m": 1.0 + }, + { + "p": 0.12186449766159058, + "m": 1.0 + }, + { + "p": 0.21139872074127197, + "m": 1.0 + }, + { + "p": 0.014849914237856865, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.25288724899292, + "val_loss": 1.1775838136672974, + "acc": 60.05, + "time": 98.70419392804615, + "param": [ + { + "p": 0.0860946774482727, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09778324514627457, + "m": 1.0 + }, + { + "p": 0.07142989337444305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0250620748847723, + "m": 1.0 + }, + { + "p": 0.06593681126832962, + "m": 1.0 + }, + { + "p": 0.06870856881141663, + "m": 1.0 + }, + { + "p": 0.05275654420256615, + "m": 1.0 + }, + { + "p": 0.14188164472579956, + "m": 1.0 + }, + { + "p": 0.0585741251707077, + "m": 1.0 + }, + { + "p": 0.12062893807888031, + "m": 1.0 + }, + { + "p": 0.19898544251918793, + "m": 1.0 + }, + { + "p": 0.012157991528511047, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.063017725944519, + "val_loss": 1.05006742477417, + "acc": 61.01, + "time": 85.75337719288655, + "param": [ + { + "p": 0.07425931096076965, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10261330753564835, + "m": 1.0 + }, + { + "p": 0.05924829840660095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01172481570392847, + "m": 1.0 + }, + { + "p": 0.08496324717998505, + "m": 1.0 + }, + { + "p": 0.05776083469390869, + "m": 1.0 + }, + { + "p": 0.03498497232794762, + "m": 1.0 + }, + { + "p": 0.15735071897506714, + "m": 1.0 + }, + { + "p": 0.056507352739572525, + "m": 1.0 + }, + { + "p": 0.12884829938411713, + "m": 1.0 + }, + { + "p": 0.21242231130599976, + "m": 1.0 + }, + { + "p": 0.019316576421260834, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.1534382104873657, + "val_loss": 1.0920740365982056, + "acc": 62.64, + "time": 83.35469630802982, + "param": [ + { + "p": 0.07159218937158585, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10091525316238403, + "m": 1.0 + }, + { + "p": 0.0535653792321682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009257227065972984, + "m": 1.0 + }, + { + "p": 0.08690521121025085, + "m": 1.0 + }, + { + "p": 0.05388972908258438, + "m": 1.0 + }, + { + "p": 0.03373296931385994, + "m": 1.0 + }, + { + "p": 0.17254409193992615, + "m": 1.0 + }, + { + "p": 0.06096425652503967, + "m": 1.0 + }, + { + "p": 0.14547964930534363, + "m": 1.0 + }, + { + "p": 0.2194855511188507, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.3771307468414307, + "val_loss": 1.0687315464019775, + "acc": 62.45, + "time": 82.80659363302402, + "param": [ + { + "p": 0.06548135727643967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11115983873605728, + "m": 1.0 + }, + { + "p": 0.02634834684431553, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09182718396186829, + "m": 1.0 + }, + { + "p": 0.0454024113714695, + "m": 1.0 + }, + { + "p": 0.03010256588459015, + "m": 1.0 + }, + { + "p": 0.18186043202877045, + "m": 1.0 + }, + { + "p": 0.04507872462272644, + "m": 1.0 + }, + { + "p": 0.167631134390831, + "m": 1.0 + }, + { + "p": 0.23510804772377014, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.399969458580017, + "val_loss": 1.017691731452942, + "acc": 62.38, + "time": 90.43092089192942, + "param": [ + { + "p": 0.05470360815525055, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11267665028572083, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10084988921880722, + "m": 1.0 + }, + { + "p": 0.015577693469822407, + "m": 1.0 + }, + { + "p": 0.018862146884202957, + "m": 1.0 + }, + { + "p": 0.21329617500305176, + "m": 1.0 + }, + { + "p": 0.0323161818087101, + "m": 1.0 + }, + { + "p": 0.18146690726280212, + "m": 1.0 + }, + { + "p": 0.27025073766708374, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.311847448348999, + "val_loss": 1.0582492351531982, + "acc": 60.48, + "time": 83.83605305012316, + "param": [ + { + "p": 0.046696245670318604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10208990424871445, + "m": 1.0 + }, + { + "p": 6.525915523525327e-05, + "m": 1.0 + }, + { + "p": 0.0002907229063566774, + "m": 1.0 + }, + { + "p": 0.0017867849674075842, + "m": 1.0 + }, + { + "p": 0.09693937003612518, + "m": 1.0 + }, + { + "p": 0.011137600056827068, + "m": 1.0 + }, + { + "p": 0.013429660350084305, + "m": 1.0 + }, + { + "p": 0.22537022829055786, + "m": 1.0 + }, + { + "p": 0.02308163046836853, + "m": 1.0 + }, + { + "p": 0.18978765606880188, + "m": 1.0 + }, + { + "p": 0.28704407811164856, + "m": 1.0 + }, + { + "p": 0.0022808655630797148, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.101828694343567, + "val_loss": 1.0558475255966187, + "acc": 62.94, + "time": 89.80225980700925, + "param": [ + { + "p": 0.05024112015962601, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08710340410470963, + "m": 1.0 + }, + { + "p": 0.0014615828404203057, + "m": 1.0 + }, + { + "p": 0.023283077403903008, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08402924984693527, + "m": 1.0 + }, + { + "p": 0.025126513093709946, + "m": 1.0 + }, + { + "p": 0.02205768972635269, + "m": 1.0 + }, + { + "p": 0.22058412432670593, + "m": 1.0 + }, + { + "p": 0.0204196497797966, + "m": 1.0 + }, + { + "p": 0.18749400973320007, + "m": 1.0 + }, + { + "p": 0.27819958329200745, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.356504201889038, + "val_loss": 0.986789345741272, + "acc": 63.37, + "time": 84.9997066189535, + "param": [ + { + "p": 0.06343256682157516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08228766918182373, + "m": 1.0 + }, + { + "p": 0.016450008377432823, + "m": 1.0 + }, + { + "p": 0.030682474374771118, + "m": 1.0 + }, + { + "p": 0.0011166500626131892, + "m": 1.0 + }, + { + "p": 0.07699503004550934, + "m": 1.0 + }, + { + "p": 0.03675718978047371, + "m": 1.0 + }, + { + "p": 0.03532829135656357, + "m": 1.0 + }, + { + "p": 0.20503371953964233, + "m": 1.0 + }, + { + "p": 0.022482067346572876, + "m": 1.0 + }, + { + "p": 0.16926448047161102, + "m": 1.0 + }, + { + "p": 0.2534784972667694, + "m": 1.0 + }, + { + "p": 0.006691228598356247, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.449669361114502, + "val_loss": 1.1012356281280518, + "acc": 63.92, + "time": 83.99499191599898, + "param": [ + { + "p": 0.07441224157810211, + "m": 1.0 + }, + { + "p": 0.006283225957304239, + "m": 1.0 + }, + { + "p": 0.08200699090957642, + "m": 1.0 + }, + { + "p": 0.03365609422326088, + "m": 1.0 + }, + { + "p": 0.04431218281388283, + "m": 1.0 + }, + { + "p": 0.00042634690180420876, + "m": 1.0 + }, + { + "p": 0.07515322417020798, + "m": 1.0 + }, + { + "p": 0.05156379193067551, + "m": 1.0 + }, + { + "p": 0.04933447018265724, + "m": 1.0 + }, + { + "p": 0.16666005551815033, + "m": 1.0 + }, + { + "p": 0.04380883648991585, + "m": 1.0 + }, + { + "p": 0.14052826166152954, + "m": 1.0 + }, + { + "p": 0.20604662597179413, + "m": 1.0 + }, + { + "p": 0.025807732716202736, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.1775610446929932, + "val_loss": 1.012991189956665, + "acc": 63.93, + "time": 85.361268944107, + "param": [ + { + "p": 0.08669722825288773, + "m": 1.0 + }, + { + "p": 0.002258413238450885, + "m": 1.0 + }, + { + "p": 0.08700354397296906, + "m": 1.0 + }, + { + "p": 0.045533791184425354, + "m": 1.0 + }, + { + "p": 0.03825173154473305, + "m": 1.0 + }, + { + "p": 0.0015908022178336978, + "m": 1.0 + }, + { + "p": 0.07447870820760727, + "m": 1.0 + }, + { + "p": 0.052516426891088486, + "m": 1.0 + }, + { + "p": 0.06063403561711311, + "m": 1.0 + }, + { + "p": 0.15612977743148804, + "m": 1.0 + }, + { + "p": 0.058794520795345306, + "m": 1.0 + }, + { + "p": 0.1323976069688797, + "m": 1.0 + }, + { + "p": 0.17388908565044403, + "m": 1.0 + }, + { + "p": 0.029824338853359222, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.4364198446273804, + "val_loss": 1.0714954137802124, + "acc": 65.54, + "time": 85.54013629001565, + "param": [ + { + "p": 0.09418553858995438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08814310282468796, + "m": 1.0 + }, + { + "p": 0.060042090713977814, + "m": 1.0 + }, + { + "p": 0.01916361227631569, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06209086999297142, + "m": 1.0 + }, + { + "p": 0.06172578036785126, + "m": 1.0 + }, + { + "p": 0.06259727478027344, + "m": 1.0 + }, + { + "p": 0.16170546412467957, + "m": 1.0 + }, + { + "p": 0.07184895873069763, + "m": 1.0 + }, + { + "p": 0.1385367214679718, + "m": 1.0 + }, + { + "p": 0.16196423768997192, + "m": 1.0 + }, + { + "p": 0.01799631305038929, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.3480055332183838, + "val_loss": 0.8836350440979004, + "acc": 64.53, + "time": 82.82264155405574, + "param": [ + { + "p": 0.09428799152374268, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09367042034864426, + "m": 1.0 + }, + { + "p": 0.06925005465745926, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002122133271768689, + "m": 1.0 + }, + { + "p": 0.06111668050289154, + "m": 1.0 + }, + { + "p": 0.07318482547998428, + "m": 1.0 + }, + { + "p": 0.05896154046058655, + "m": 1.0 + }, + { + "p": 0.1673814207315445, + "m": 1.0 + }, + { + "p": 0.07034450024366379, + "m": 1.0 + }, + { + "p": 0.13046011328697205, + "m": 1.0 + }, + { + "p": 0.16716094315052032, + "m": 1.0 + }, + { + "p": 0.012059440836310387, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.2087355852127075, + "val_loss": 0.9458838105201721, + "acc": 65.43, + "time": 85.36359656206332, + "param": [ + { + "p": 0.09320002794265747, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09791386127471924, + "m": 1.0 + }, + { + "p": 0.06584937870502472, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05991623178124428, + "m": 1.0 + }, + { + "p": 0.07680980116128922, + "m": 1.0 + }, + { + "p": 0.049101460725069046, + "m": 1.0 + }, + { + "p": 0.1820671260356903, + "m": 1.0 + }, + { + "p": 0.05878573656082153, + "m": 1.0 + }, + { + "p": 0.12397167086601257, + "m": 1.0 + }, + { + "p": 0.19238463044166565, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.0389204025268555, + "val_loss": 0.8855674266815186, + "acc": 66.12, + "time": 83.98737479303963, + "param": [ + { + "p": 0.09272503107786179, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09952857345342636, + "m": 1.0 + }, + { + "p": 0.05313754454255104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0705331563949585, + "m": 1.0 + }, + { + "p": 0.07576493173837662, + "m": 1.0 + }, + { + "p": 0.027670415118336678, + "m": 1.0 + }, + { + "p": 0.19436949491500854, + "m": 1.0 + }, + { + "p": 0.04998696967959404, + "m": 1.0 + }, + { + "p": 0.11840953677892685, + "m": 1.0 + }, + { + "p": 0.21787437796592712, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.2214421033859253, + "val_loss": 0.9779534935951233, + "acc": 65.83, + "time": 84.27279951306991, + "param": [ + { + "p": 0.09318192303180695, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11463712155818939, + "m": 1.0 + }, + { + "p": 0.04286830127239227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00018674001330509782, + "m": 1.0 + }, + { + "p": 0.06372963637113571, + "m": 1.0 + }, + { + "p": 0.07563304901123047, + "m": 1.0 + }, + { + "p": 0.012975399382412434, + "m": 1.0 + }, + { + "p": 0.20437820255756378, + "m": 1.0 + }, + { + "p": 0.04812826216220856, + "m": 1.0 + }, + { + "p": 0.12153346836566925, + "m": 1.0 + }, + { + "p": 0.22274789214134216, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.193922996520996, + "val_loss": 1.037054181098938, + "acc": 65.39, + "time": 89.53292227303609, + "param": [ + { + "p": 0.09802456945180893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13472220301628113, + "m": 1.0 + }, + { + "p": 0.0321904756128788, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0006015971885062754, + "m": 1.0 + }, + { + "p": 0.04797133430838585, + "m": 1.0 + }, + { + "p": 0.07818993180990219, + "m": 1.0 + }, + { + "p": 0.006637467537075281, + "m": 1.0 + }, + { + "p": 0.20801368355751038, + "m": 1.0 + }, + { + "p": 0.04091421514749527, + "m": 1.0 + }, + { + "p": 0.14213404059410095, + "m": 1.0 + }, + { + "p": 0.2106005996465683, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.2413330078125, + "val_loss": 1.0129107236862183, + "acc": 66.59, + "time": 91.47710876306519, + "param": [ + { + "p": 0.10475809127092361, + "m": 1.0 + }, + { + "p": 0.0004129987792111933, + "m": 1.0 + }, + { + "p": 0.1427730917930603, + "m": 1.0 + }, + { + "p": 0.02895328775048256, + "m": 1.0 + }, + { + "p": 0.0004075534816365689, + "m": 1.0 + }, + { + "p": 0.002369134221225977, + "m": 1.0 + }, + { + "p": 0.03872331976890564, + "m": 1.0 + }, + { + "p": 0.07830396294593811, + "m": 1.0 + }, + { + "p": 0.015982113778591156, + "m": 1.0 + }, + { + "p": 0.2060275375843048, + "m": 1.0 + }, + { + "p": 0.026849547401070595, + "m": 1.0 + }, + { + "p": 0.14844657480716705, + "m": 1.0 + }, + { + "p": 0.19869260489940643, + "m": 1.0 + }, + { + "p": 0.007300189230591059, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 0.9216246008872986, + "val_loss": 0.8896802663803101, + "acc": 67.2, + "time": 85.75081237498671, + "param": [ + { + "p": 0.10607494413852692, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13531911373138428, + "m": 1.0 + }, + { + "p": 0.0359715074300766, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03914519026875496, + "m": 1.0 + }, + { + "p": 0.08771588653326035, + "m": 1.0 + }, + { + "p": 0.04071686416864395, + "m": 1.0 + }, + { + "p": 0.19031043350696564, + "m": 1.0 + }, + { + "p": 0.0293299350887537, + "m": 1.0 + }, + { + "p": 0.14167779684066772, + "m": 1.0 + }, + { + "p": 0.18063762784004211, + "m": 1.0 + }, + { + "p": 0.013100774958729744, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.1390107870101929, + "val_loss": 0.8954319357872009, + "acc": 66.81, + "time": 83.17168383789249, + "param": [ + { + "p": 0.11111380159854889, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1315411478281021, + "m": 1.0 + }, + { + "p": 0.0513681136071682, + "m": 1.0 + }, + { + "p": 0.009279207326471806, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04318428039550781, + "m": 1.0 + }, + { + "p": 0.09541425853967667, + "m": 1.0 + }, + { + "p": 0.055498361587524414, + "m": 1.0 + }, + { + "p": 0.15995940566062927, + "m": 1.0 + }, + { + "p": 0.021493785083293915, + "m": 1.0 + }, + { + "p": 0.13525184988975525, + "m": 1.0 + }, + { + "p": 0.16793400049209595, + "m": 1.0 + }, + { + "p": 0.017961861565709114, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.2465182542800903, + "val_loss": 0.9725402593612671, + "acc": 67.57, + "time": 82.68748391489498, + "param": [ + { + "p": 0.11312013119459152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12878480553627014, + "m": 1.0 + }, + { + "p": 0.06520963460206985, + "m": 1.0 + }, + { + "p": 0.010176424868404865, + "m": 1.0 + }, + { + "p": 0.002130420645698905, + "m": 1.0 + }, + { + "p": 0.040577009320259094, + "m": 1.0 + }, + { + "p": 0.0930735245347023, + "m": 1.0 + }, + { + "p": 0.0796104371547699, + "m": 1.0 + }, + { + "p": 0.13082562386989594, + "m": 1.0 + }, + { + "p": 0.004373687785118818, + "m": 1.0 + }, + { + "p": 0.15024343132972717, + "m": 1.0 + }, + { + "p": 0.16008508205413818, + "m": 1.0 + }, + { + "p": 0.021789876744151115, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.1996278762817383, + "val_loss": 0.9007476568222046, + "acc": 66.31, + "time": 82.86616213805974, + "param": [ + { + "p": 0.12246520072221756, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11204992234706879, + "m": 1.0 + }, + { + "p": 0.07439490407705307, + "m": 1.0 + }, + { + "p": 0.022406259551644325, + "m": 1.0 + }, + { + "p": 0.008842851966619492, + "m": 1.0 + }, + { + "p": 0.04863886162638664, + "m": 1.0 + }, + { + "p": 0.0913543850183487, + "m": 1.0 + }, + { + "p": 0.08674494177103043, + "m": 1.0 + }, + { + "p": 0.09789241850376129, + "m": 1.0 + }, + { + "p": 0.00535563426092267, + "m": 1.0 + }, + { + "p": 0.14948968589305878, + "m": 1.0 + }, + { + "p": 0.1480187624692917, + "m": 1.0 + }, + { + "p": 0.0323462039232254, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.0918654203414917, + "val_loss": 0.856930673122406, + "acc": 67.53, + "time": 85.93850421113893, + "param": [ + { + "p": 0.1276881843805313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.101425401866436, + "m": 1.0 + }, + { + "p": 0.07616136223077774, + "m": 1.0 + }, + { + "p": 0.021800870075821877, + "m": 1.0 + }, + { + "p": 0.01217880379408598, + "m": 1.0 + }, + { + "p": 0.05218559131026268, + "m": 1.0 + }, + { + "p": 0.10184044390916824, + "m": 1.0 + }, + { + "p": 0.0893816351890564, + "m": 1.0 + }, + { + "p": 0.0799778625369072, + "m": 1.0 + }, + { + "p": 0.005964437033981085, + "m": 1.0 + }, + { + "p": 0.15713980793952942, + "m": 1.0 + }, + { + "p": 0.14331407845020294, + "m": 1.0 + }, + { + "p": 0.030941441655158997, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.1490345001220703, + "val_loss": 0.8870027661323547, + "acc": 68.19, + "time": 93.55161641607992, + "param": [ + { + "p": 0.11600081622600555, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0846625491976738, + "m": 1.0 + }, + { + "p": 0.07360435277223587, + "m": 1.0 + }, + { + "p": 0.025073617696762085, + "m": 1.0 + }, + { + "p": 0.02345745638012886, + "m": 1.0 + }, + { + "p": 0.05261225253343582, + "m": 1.0 + }, + { + "p": 0.10935984551906586, + "m": 1.0 + }, + { + "p": 0.09129057824611664, + "m": 1.0 + }, + { + "p": 0.07556355744600296, + "m": 1.0 + }, + { + "p": 0.013389998115599155, + "m": 1.0 + }, + { + "p": 0.15908914804458618, + "m": 1.0 + }, + { + "p": 0.14785975217819214, + "m": 1.0 + }, + { + "p": 0.028036167845129967, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.0553780794143677, + "val_loss": 0.9306752681732178, + "acc": 68.28, + "time": 82.95162062300369, + "param": [ + { + "p": 0.11344722658395767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06761351227760315, + "m": 1.0 + }, + { + "p": 0.060177091509103775, + "m": 1.0 + }, + { + "p": 0.019511746242642403, + "m": 1.0 + }, + { + "p": 0.04131310060620308, + "m": 1.0 + }, + { + "p": 0.054233867675065994, + "m": 1.0 + }, + { + "p": 0.10607187449932098, + "m": 1.0 + }, + { + "p": 0.09669193625450134, + "m": 1.0 + }, + { + "p": 0.07508005946874619, + "m": 1.0 + }, + { + "p": 0.026329245418310165, + "m": 1.0 + }, + { + "p": 0.16259975731372833, + "m": 1.0 + }, + { + "p": 0.14965324103832245, + "m": 1.0 + }, + { + "p": 0.027277370914816856, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.2587822675704956, + "val_loss": 0.9021943211555481, + "acc": 68.38, + "time": 85.1084577429574, + "param": [ + { + "p": 0.12117492407560349, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.062459371984004974, + "m": 1.0 + }, + { + "p": 0.05289590358734131, + "m": 1.0 + }, + { + "p": 0.0168578140437603, + "m": 1.0 + }, + { + "p": 0.05050763487815857, + "m": 1.0 + }, + { + "p": 0.04601968824863434, + "m": 1.0 + }, + { + "p": 0.09223836660385132, + "m": 1.0 + }, + { + "p": 0.11167873442173004, + "m": 1.0 + }, + { + "p": 0.057644765824079514, + "m": 1.0 + }, + { + "p": 0.03611250966787338, + "m": 1.0 + }, + { + "p": 0.1715754121541977, + "m": 1.0 + }, + { + "p": 0.1402260661125183, + "m": 1.0 + }, + { + "p": 0.04060874879360199, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 0.994683027267456, + "val_loss": 1.0414453744888306, + "acc": 67.68, + "time": 87.01306340005249, + "param": [ + { + "p": 0.15378232300281525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05237703397870064, + "m": 1.0 + }, + { + "p": 0.03292643278837204, + "m": 1.0 + }, + { + "p": 0.005675572901964188, + "m": 1.0 + }, + { + "p": 0.04744690656661987, + "m": 1.0 + }, + { + "p": 0.01933649741113186, + "m": 1.0 + }, + { + "p": 0.07775269448757172, + "m": 1.0 + }, + { + "p": 0.12894301116466522, + "m": 1.0 + }, + { + "p": 0.033962611109018326, + "m": 1.0 + }, + { + "p": 0.028446756303310394, + "m": 1.0 + }, + { + "p": 0.20872841775417328, + "m": 1.0 + }, + { + "p": 0.16040322184562683, + "m": 1.0 + }, + { + "p": 0.050218526273965836, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.0758254528045654, + "val_loss": 1.0682660341262817, + "acc": 67.1, + "time": 89.5575952809304, + "param": [ + { + "p": 0.18367354571819305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.040298592299222946, + "m": 1.0 + }, + { + "p": 0.009554707445204258, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03318941220641136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06933248788118362, + "m": 1.0 + }, + { + "p": 0.1409938931465149, + "m": 1.0 + }, + { + "p": 0.01714818738400936, + "m": 1.0 + }, + { + "p": 0.01864619553089142, + "m": 1.0 + }, + { + "p": 0.257553368806839, + "m": 1.0 + }, + { + "p": 0.17921365797519684, + "m": 1.0 + }, + { + "p": 0.050395987927913666, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 0.8251791000366211, + "val_loss": 0.8786454200744629, + "acc": 67.55, + "time": 82.40734519483522, + "param": [ + { + "p": 0.21498070657253265, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019459210336208344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0002090771304210648, + "m": 1.0 + }, + { + "p": 0.03299394249916077, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.053516220301389694, + "m": 1.0 + }, + { + "p": 0.13825175166130066, + "m": 1.0 + }, + { + "p": 0.00410827063024044, + "m": 1.0 + }, + { + "p": 0.002717168303206563, + "m": 1.0 + }, + { + "p": 0.31316521763801575, + "m": 1.0 + }, + { + "p": 0.18518009781837463, + "m": 1.0 + }, + { + "p": 0.035418346524238586, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.2119306325912476, + "val_loss": 0.9487240314483643, + "acc": 67.62, + "time": 92.662175625097, + "param": [ + { + "p": 0.21922120451927185, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012595504522323608, + "m": 1.0 + }, + { + "p": 0.0044211335480213165, + "m": 1.0 + }, + { + "p": 0.004087100736796856, + "m": 1.0 + }, + { + "p": 0.03963609039783478, + "m": 1.0 + }, + { + "p": 0.015530519187450409, + "m": 1.0 + }, + { + "p": 0.044992588460445404, + "m": 1.0 + }, + { + "p": 0.1332976222038269, + "m": 1.0 + }, + { + "p": 0.014501961879432201, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.32766634225845337, + "m": 1.0 + }, + { + "p": 0.16861626505851746, + "m": 1.0 + }, + { + "p": 0.015433656983077526, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.0308681726455688, + "val_loss": 0.8334435820579529, + "acc": 67.54, + "time": 97.90323440311477, + "param": [ + { + "p": 0.21262840926647186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011629299260675907, + "m": 1.0 + }, + { + "p": 0.005986553151160479, + "m": 1.0 + }, + { + "p": 0.01315219234675169, + "m": 1.0 + }, + { + "p": 0.045980773866176605, + "m": 1.0 + }, + { + "p": 0.035187143832445145, + "m": 1.0 + }, + { + "p": 0.03044125624001026, + "m": 1.0 + }, + { + "p": 0.13262403011322021, + "m": 1.0 + }, + { + "p": 0.01982160098850727, + "m": 1.0 + }, + { + "p": 0.0016863540513440967, + "m": 1.0 + }, + { + "p": 0.32674917578697205, + "m": 1.0 + }, + { + "p": 0.1465967893600464, + "m": 1.0 + }, + { + "p": 0.01751643978059292, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 0.9078887104988098, + "val_loss": 0.878580629825592, + "acc": 67.78, + "time": 93.87037393893115, + "param": [ + { + "p": 0.19764183461666107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01776120439171791, + "m": 1.0 + }, + { + "p": 0.011397259309887886, + "m": 1.0 + }, + { + "p": 0.019789639860391617, + "m": 1.0 + }, + { + "p": 0.054570868611335754, + "m": 1.0 + }, + { + "p": 0.04455607011914253, + "m": 1.0 + }, + { + "p": 0.027991149574518204, + "m": 1.0 + }, + { + "p": 0.13356375694274902, + "m": 1.0 + }, + { + "p": 0.02091110311448574, + "m": 1.0 + }, + { + "p": 0.007719716522842646, + "m": 1.0 + }, + { + "p": 0.314278781414032, + "m": 1.0 + }, + { + "p": 0.12157051265239716, + "m": 1.0 + }, + { + "p": 0.028248067945241928, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.198944091796875, + "val_loss": 0.9685752391815186, + "acc": 69.38, + "time": 83.04898525797762, + "param": [ + { + "p": 0.1766400933265686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0275043323636055, + "m": 1.0 + }, + { + "p": 0.017857806757092476, + "m": 1.0 + }, + { + "p": 0.023993832990527153, + "m": 1.0 + }, + { + "p": 0.06297684460878372, + "m": 1.0 + }, + { + "p": 0.05499361827969551, + "m": 1.0 + }, + { + "p": 0.02902199514210224, + "m": 1.0 + }, + { + "p": 0.12424067407846451, + "m": 1.0 + }, + { + "p": 0.02403075434267521, + "m": 1.0 + }, + { + "p": 0.029510362073779106, + "m": 1.0 + }, + { + "p": 0.28726550936698914, + "m": 1.0 + }, + { + "p": 0.11002715677022934, + "m": 1.0 + }, + { + "p": 0.03193697705864906, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 0.8572065830230713, + "val_loss": 0.9162672758102417, + "acc": 68.3, + "time": 83.96319584501907, + "param": [ + { + "p": 0.16804075241088867, + "m": 1.0 + }, + { + "p": 0.0010069127893075347, + "m": 1.0 + }, + { + "p": 0.039833277463912964, + "m": 1.0 + }, + { + "p": 0.01318106334656477, + "m": 1.0 + }, + { + "p": 0.013415529392659664, + "m": 1.0 + }, + { + "p": 0.05648251250386238, + "m": 1.0 + }, + { + "p": 0.07154108583927155, + "m": 1.0 + }, + { + "p": 0.029771851375699043, + "m": 1.0 + }, + { + "p": 0.11332333087921143, + "m": 1.0 + }, + { + "p": 0.03074001520872116, + "m": 1.0 + }, + { + "p": 0.05230260267853737, + "m": 1.0 + }, + { + "p": 0.2753109037876129, + "m": 1.0 + }, + { + "p": 0.11215054243803024, + "m": 1.0 + }, + { + "p": 0.022899631410837173, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 0.9346616864204407, + "val_loss": 0.8512173295021057, + "acc": 69.13, + "time": 85.97018528706394, + "param": [ + { + "p": 0.1572427600622177, + "m": 1.0 + }, + { + "p": 0.008946813642978668, + "m": 1.0 + }, + { + "p": 0.042138826102018356, + "m": 1.0 + }, + { + "p": 0.0208910945802927, + "m": 1.0 + }, + { + "p": 0.0009375590598210692, + "m": 1.0 + }, + { + "p": 0.0473790243268013, + "m": 1.0 + }, + { + "p": 0.06495392322540283, + "m": 1.0 + }, + { + "p": 0.035283464938402176, + "m": 1.0 + }, + { + "p": 0.10909178107976913, + "m": 1.0 + }, + { + "p": 0.04860329627990723, + "m": 1.0 + }, + { + "p": 0.08262159675359726, + "m": 1.0 + }, + { + "p": 0.2570737302303314, + "m": 1.0 + }, + { + "p": 0.11557126045227051, + "m": 1.0 + }, + { + "p": 0.009264905005693436, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 0.9248756170272827, + "val_loss": 0.7841275930404663, + "acc": 69.01, + "time": 89.94794978993014, + "param": [ + { + "p": 0.14305587112903595, + "m": 1.0 + }, + { + "p": 0.015131021849811077, + "m": 1.0 + }, + { + "p": 0.055704034864902496, + "m": 1.0 + }, + { + "p": 0.03480521962046623, + "m": 1.0 + }, + { + "p": 0.0009761315304785967, + "m": 1.0 + }, + { + "p": 0.0482294075191021, + "m": 1.0 + }, + { + "p": 0.05107812583446503, + "m": 1.0 + }, + { + "p": 0.044005271047353745, + "m": 1.0 + }, + { + "p": 0.10386990755796432, + "m": 1.0 + }, + { + "p": 0.059027694165706635, + "m": 1.0 + }, + { + "p": 0.0985446348786354, + "m": 1.0 + }, + { + "p": 0.21334679424762726, + "m": 1.0 + }, + { + "p": 0.11450646817684174, + "m": 1.0 + }, + { + "p": 0.01771942712366581, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.0774142742156982, + "val_loss": 0.9756574630737305, + "acc": 69.14, + "time": 83.10764947906137, + "param": [ + { + "p": 0.11869267374277115, + "m": 1.0 + }, + { + "p": 0.023209216073155403, + "m": 1.0 + }, + { + "p": 0.05731561779975891, + "m": 1.0 + }, + { + "p": 0.05340077728033066, + "m": 1.0 + }, + { + "p": 0.009585550986230373, + "m": 1.0 + }, + { + "p": 0.040151916444301605, + "m": 1.0 + }, + { + "p": 0.0391555093228817, + "m": 1.0 + }, + { + "p": 0.060751426964998245, + "m": 1.0 + }, + { + "p": 0.096225805580616, + "m": 1.0 + }, + { + "p": 0.06861526519060135, + "m": 1.0 + }, + { + "p": 0.1096428632736206, + "m": 1.0 + }, + { + "p": 0.17604000866413116, + "m": 1.0 + }, + { + "p": 0.10702188313007355, + "m": 1.0 + }, + { + "p": 0.040191400796175, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 0.8132900595664978, + "val_loss": 0.898564875125885, + "acc": 69.87, + "time": 83.61760057206266, + "param": [ + { + "p": 0.12679503858089447, + "m": 1.0 + }, + { + "p": 0.0060261888429522514, + "m": 1.0 + }, + { + "p": 0.0521414540708065, + "m": 1.0 + }, + { + "p": 0.0614633709192276, + "m": 1.0 + }, + { + "p": 0.018811805173754692, + "m": 1.0 + }, + { + "p": 0.0241091288626194, + "m": 1.0 + }, + { + "p": 0.029173729941248894, + "m": 1.0 + }, + { + "p": 0.0718429908156395, + "m": 1.0 + }, + { + "p": 0.0920911356806755, + "m": 1.0 + }, + { + "p": 0.07338277995586395, + "m": 1.0 + }, + { + "p": 0.11561474204063416, + "m": 1.0 + }, + { + "p": 0.1724129170179367, + "m": 1.0 + }, + { + "p": 0.10891148447990417, + "m": 1.0 + }, + { + "p": 0.04722323268651962, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 0.9912421703338623, + "val_loss": 0.9661061763763428, + "acc": 68.07, + "time": 87.99290068703704, + "param": [ + { + "p": 0.13867241144180298, + "m": 1.0 + }, + { + "p": 0.0009747985168360174, + "m": 1.0 + }, + { + "p": 0.0568852536380291, + "m": 1.0 + }, + { + "p": 0.05532478168606758, + "m": 1.0 + }, + { + "p": 0.03230343759059906, + "m": 1.0 + }, + { + "p": 0.010297639295458794, + "m": 1.0 + }, + { + "p": 0.026522861793637276, + "m": 1.0 + }, + { + "p": 0.07485810667276382, + "m": 1.0 + }, + { + "p": 0.08216720074415207, + "m": 1.0 + }, + { + "p": 0.07517623901367188, + "m": 1.0 + }, + { + "p": 0.1130608320236206, + "m": 1.0 + }, + { + "p": 0.17803426086902618, + "m": 1.0 + }, + { + "p": 0.10613325983285904, + "m": 1.0 + }, + { + "p": 0.04958892613649368, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.0912401676177979, + "val_loss": 0.9034613966941833, + "acc": 69.1, + "time": 83.39796356600709, + "param": [ + { + "p": 0.12971064448356628, + "m": 1.0 + }, + { + "p": 0.003113140119239688, + "m": 1.0 + }, + { + "p": 0.055730268359184265, + "m": 1.0 + }, + { + "p": 0.04715881496667862, + "m": 1.0 + }, + { + "p": 0.05773685872554779, + "m": 1.0 + }, + { + "p": 0.006636084523051977, + "m": 1.0 + }, + { + "p": 0.04535813629627228, + "m": 1.0 + }, + { + "p": 0.06646914780139923, + "m": 1.0 + }, + { + "p": 0.07757961004972458, + "m": 1.0 + }, + { + "p": 0.07305196672677994, + "m": 1.0 + }, + { + "p": 0.10632734000682831, + "m": 1.0 + }, + { + "p": 0.16757556796073914, + "m": 1.0 + }, + { + "p": 0.1004244014620781, + "m": 1.0 + }, + { + "p": 0.0631280466914177, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.0592231750488281, + "val_loss": 0.8870428204536438, + "acc": 69.62, + "time": 82.83470760309137, + "param": [ + { + "p": 0.12297630310058594, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05578060448169708, + "m": 1.0 + }, + { + "p": 0.038502611219882965, + "m": 1.0 + }, + { + "p": 0.08199217170476913, + "m": 1.0 + }, + { + "p": 0.019206451252102852, + "m": 1.0 + }, + { + "p": 0.04879932478070259, + "m": 1.0 + }, + { + "p": 0.06527446955442429, + "m": 1.0 + }, + { + "p": 0.08376459777355194, + "m": 1.0 + }, + { + "p": 0.057423096150159836, + "m": 1.0 + }, + { + "p": 0.09763602167367935, + "m": 1.0 + }, + { + "p": 0.16191153228282928, + "m": 1.0 + }, + { + "p": 0.09648008644580841, + "m": 1.0 + }, + { + "p": 0.07025279849767685, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.109883189201355, + "val_loss": 0.9085809588432312, + "acc": 70.15, + "time": 85.54345336300321, + "param": [ + { + "p": 0.11955124139785767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.054195765405893326, + "m": 1.0 + }, + { + "p": 0.024045048281550407, + "m": 1.0 + }, + { + "p": 0.09360840171575546, + "m": 1.0 + }, + { + "p": 0.04012175276875496, + "m": 1.0 + }, + { + "p": 0.04836461320519447, + "m": 1.0 + }, + { + "p": 0.055435940623283386, + "m": 1.0 + }, + { + "p": 0.08526550978422165, + "m": 1.0 + }, + { + "p": 0.059018153697252274, + "m": 1.0 + }, + { + "p": 0.08448707312345505, + "m": 1.0 + }, + { + "p": 0.16862908005714417, + "m": 1.0 + }, + { + "p": 0.1026320531964302, + "m": 1.0 + }, + { + "p": 0.06464540213346481, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 0.9840508103370667, + "val_loss": 0.781160295009613, + "acc": 70.4, + "time": 89.99689319683239, + "param": [ + { + "p": 0.11483614146709442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05788370966911316, + "m": 1.0 + }, + { + "p": 0.020024150609970093, + "m": 1.0 + }, + { + "p": 0.08408547192811966, + "m": 1.0 + }, + { + "p": 0.05068817734718323, + "m": 1.0 + }, + { + "p": 0.04025401547551155, + "m": 1.0 + }, + { + "p": 0.06109559163451195, + "m": 1.0 + }, + { + "p": 0.0833473652601242, + "m": 1.0 + }, + { + "p": 0.0664614737033844, + "m": 1.0 + }, + { + "p": 0.07003681361675262, + "m": 1.0 + }, + { + "p": 0.16460949182510376, + "m": 1.0 + }, + { + "p": 0.11796924471855164, + "m": 1.0 + }, + { + "p": 0.06870827078819275, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 0.9527844190597534, + "val_loss": 0.905566394329071, + "acc": 70.75, + "time": 83.19599600997753, + "param": [ + { + "p": 0.10860411822795868, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05957125872373581, + "m": 1.0 + }, + { + "p": 0.017887882888317108, + "m": 1.0 + }, + { + "p": 0.06339390575885773, + "m": 1.0 + }, + { + "p": 0.06073173135519028, + "m": 1.0 + }, + { + "p": 0.04761777073144913, + "m": 1.0 + }, + { + "p": 0.06954769045114517, + "m": 1.0 + }, + { + "p": 0.08352559804916382, + "m": 1.0 + }, + { + "p": 0.07516857236623764, + "m": 1.0 + }, + { + "p": 0.0753837451338768, + "m": 1.0 + }, + { + "p": 0.16227346658706665, + "m": 1.0 + }, + { + "p": 0.12259470671415329, + "m": 1.0 + }, + { + "p": 0.05369951203465462, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 0.8568935394287109, + "val_loss": 0.9700471758842468, + "acc": 70.11, + "time": 90.83089538407512, + "param": [ + { + "p": 0.11409801244735718, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05698825791478157, + "m": 1.0 + }, + { + "p": 0.01227826252579689, + "m": 1.0 + }, + { + "p": 0.049310363829135895, + "m": 1.0 + }, + { + "p": 0.05933677777647972, + "m": 1.0 + }, + { + "p": 0.060252364724874496, + "m": 1.0 + }, + { + "p": 0.07040058076381683, + "m": 1.0 + }, + { + "p": 0.08571797609329224, + "m": 1.0 + }, + { + "p": 0.07712718099355698, + "m": 1.0 + }, + { + "p": 0.0759384036064148, + "m": 1.0 + }, + { + "p": 0.169780433177948, + "m": 1.0 + }, + { + "p": 0.13144168257713318, + "m": 1.0 + }, + { + "p": 0.03732968494296074, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.0264973640441895, + "val_loss": 0.8668050169944763, + "acc": 69.78, + "time": 93.39427407085896, + "param": [ + { + "p": 0.12180908024311066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.034461915493011475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04512520506978035, + "m": 1.0 + }, + { + "p": 0.04536103457212448, + "m": 1.0 + }, + { + "p": 0.05839351564645767, + "m": 1.0 + }, + { + "p": 0.07176347076892853, + "m": 1.0 + }, + { + "p": 0.09513060003519058, + "m": 1.0 + }, + { + "p": 0.0766853541135788, + "m": 1.0 + }, + { + "p": 0.07157013565301895, + "m": 1.0 + }, + { + "p": 0.20401149988174438, + "m": 1.0 + }, + { + "p": 0.15286429226398468, + "m": 1.0 + }, + { + "p": 0.022823791950941086, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 0.6427332758903503, + "val_loss": 0.8209148645401001, + "acc": 69.8, + "time": 92.99715072312392, + "param": [ + { + "p": 0.1328975260257721, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02231542579829693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02790873497724533, + "m": 1.0 + }, + { + "p": 0.028462709859013557, + "m": 1.0 + }, + { + "p": 0.046792324632406235, + "m": 1.0 + }, + { + "p": 0.0742134228348732, + "m": 1.0 + }, + { + "p": 0.10193925350904465, + "m": 1.0 + }, + { + "p": 0.07943853735923767, + "m": 1.0 + }, + { + "p": 0.06892840564250946, + "m": 1.0 + }, + { + "p": 0.24498504400253296, + "m": 1.0 + }, + { + "p": 0.17053571343421936, + "m": 1.0 + }, + { + "p": 0.0015829168260097504, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 0.6812978386878967, + "val_loss": 0.8840112090110779, + "acc": 70.83, + "time": 86.32544639194384, + "param": [ + { + "p": 0.13707953691482544, + "m": 1.0 + }, + { + "p": 0.001999951433390379, + "m": 1.0 + }, + { + "p": 0.023195534944534302, + "m": 1.0 + }, + { + "p": 0.0012450986541807652, + "m": 1.0 + }, + { + "p": 0.014634774997830391, + "m": 1.0 + }, + { + "p": 0.025520561262965202, + "m": 1.0 + }, + { + "p": 0.03298918157815933, + "m": 1.0 + }, + { + "p": 0.07312951236963272, + "m": 1.0 + }, + { + "p": 0.10347353667020798, + "m": 1.0 + }, + { + "p": 0.07964523136615753, + "m": 1.0 + }, + { + "p": 0.06590571999549866, + "m": 1.0 + }, + { + "p": 0.25557106733322144, + "m": 1.0 + }, + { + "p": 0.18403348326683044, + "m": 1.0 + }, + { + "p": 0.001576790353283286, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 0.9207112193107605, + "val_loss": 0.9155493378639221, + "acc": 69.71, + "time": 97.64619682403281, + "param": [ + { + "p": 0.13366246223449707, + "m": 1.0 + }, + { + "p": 0.01995227113366127, + "m": 1.0 + }, + { + "p": 0.034442782402038574, + "m": 1.0 + }, + { + "p": 0.01657838374376297, + "m": 1.0 + }, + { + "p": 0.022465595975518227, + "m": 1.0 + }, + { + "p": 0.030309369787573814, + "m": 1.0 + }, + { + "p": 0.03439358249306679, + "m": 1.0 + }, + { + "p": 0.06419211626052856, + "m": 1.0 + }, + { + "p": 0.1053280308842659, + "m": 1.0 + }, + { + "p": 0.07725797593593597, + "m": 1.0 + }, + { + "p": 0.05078435689210892, + "m": 1.0 + }, + { + "p": 0.23391592502593994, + "m": 1.0 + }, + { + "p": 0.15751919150352478, + "m": 1.0 + }, + { + "p": 0.019197864457964897, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 0.8765326738357544, + "val_loss": 0.8564939498901367, + "acc": 70.55, + "time": 84.3420288960915, + "param": [ + { + "p": 0.12326531857252121, + "m": 1.0 + }, + { + "p": 0.02543731778860092, + "m": 1.0 + }, + { + "p": 0.04263931140303612, + "m": 1.0 + }, + { + "p": 0.03924018517136574, + "m": 1.0 + }, + { + "p": 0.0325201041996479, + "m": 1.0 + }, + { + "p": 0.04040256887674332, + "m": 1.0 + }, + { + "p": 0.04231638461351395, + "m": 1.0 + }, + { + "p": 0.06331074982881546, + "m": 1.0 + }, + { + "p": 0.10124153643846512, + "m": 1.0 + }, + { + "p": 0.07834146171808243, + "m": 1.0 + }, + { + "p": 0.04317088425159454, + "m": 1.0 + }, + { + "p": 0.1894584745168686, + "m": 1.0 + }, + { + "p": 0.12780071794986725, + "m": 1.0 + }, + { + "p": 0.050855085253715515, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.119217872619629, + "val_loss": 0.8966798186302185, + "acc": 69.51, + "time": 86.41140650282614, + "param": [ + { + "p": 0.11547794938087463, + "m": 1.0 + }, + { + "p": 0.025148490443825722, + "m": 1.0 + }, + { + "p": 0.050018925219774246, + "m": 1.0 + }, + { + "p": 0.035879600793123245, + "m": 1.0 + }, + { + "p": 0.04770310968160629, + "m": 1.0 + }, + { + "p": 0.05731966719031334, + "m": 1.0 + }, + { + "p": 0.0371190570294857, + "m": 1.0 + }, + { + "p": 0.0650685727596283, + "m": 1.0 + }, + { + "p": 0.09589503705501556, + "m": 1.0 + }, + { + "p": 0.0826297253370285, + "m": 1.0 + }, + { + "p": 0.06114930659532547, + "m": 1.0 + }, + { + "p": 0.15313033759593964, + "m": 1.0 + }, + { + "p": 0.11499058455228806, + "m": 1.0 + }, + { + "p": 0.05846967175602913, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.2181464433670044, + "val_loss": 0.8324041962623596, + "acc": 71.03, + "time": 96.23664016509429, + "param": [ + { + "p": 0.11315403133630753, + "m": 1.0 + }, + { + "p": 0.015803145244717598, + "m": 1.0 + }, + { + "p": 0.0450899638235569, + "m": 1.0 + }, + { + "p": 0.022621488198637962, + "m": 1.0 + }, + { + "p": 0.05218444764614105, + "m": 1.0 + }, + { + "p": 0.06782247871160507, + "m": 1.0 + }, + { + "p": 0.020770160481333733, + "m": 1.0 + }, + { + "p": 0.06056959182024002, + "m": 1.0 + }, + { + "p": 0.08854494243860245, + "m": 1.0 + }, + { + "p": 0.09535487741231918, + "m": 1.0 + }, + { + "p": 0.08998209238052368, + "m": 1.0 + }, + { + "p": 0.1469656080007553, + "m": 1.0 + }, + { + "p": 0.11896950751543045, + "m": 1.0 + }, + { + "p": 0.062167659401893616, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 0.994500458240509, + "val_loss": 0.8036741614341736, + "acc": 70.64, + "time": 89.8464946448803, + "param": [ + { + "p": 0.12380219250917435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04495101794600487, + "m": 1.0 + }, + { + "p": 0.020877264440059662, + "m": 1.0 + }, + { + "p": 0.04610184580087662, + "m": 1.0 + }, + { + "p": 0.08734577149152756, + "m": 1.0 + }, + { + "p": 0.002353015122935176, + "m": 1.0 + }, + { + "p": 0.04960988461971283, + "m": 1.0 + }, + { + "p": 0.08570623397827148, + "m": 1.0 + }, + { + "p": 0.10400788486003876, + "m": 1.0 + }, + { + "p": 0.11031327396631241, + "m": 1.0 + }, + { + "p": 0.14696232974529266, + "m": 1.0 + }, + { + "p": 0.11978141218423843, + "m": 1.0 + }, + { + "p": 0.058187805116176605, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 0.9997375011444092, + "val_loss": 0.7714599967002869, + "acc": 71.37, + "time": 83.66652187495492, + "param": [ + { + "p": 0.12701156735420227, + "m": 1.0 + }, + { + "p": 0.0007814675918780267, + "m": 1.0 + }, + { + "p": 0.04300762340426445, + "m": 1.0 + }, + { + "p": 0.02100781910121441, + "m": 1.0 + }, + { + "p": 0.04074908420443535, + "m": 1.0 + }, + { + "p": 0.10635638236999512, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03737562522292137, + "m": 1.0 + }, + { + "p": 0.07682186365127563, + "m": 1.0 + }, + { + "p": 0.10243133455514908, + "m": 1.0 + }, + { + "p": 0.12019678205251694, + "m": 1.0 + }, + { + "p": 0.13444338738918304, + "m": 1.0 + }, + { + "p": 0.13092133402824402, + "m": 1.0 + }, + { + "p": 0.05889575183391571, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 0.840144693851471, + "val_loss": 0.9222412109375, + "acc": 70.71, + "time": 84.8913960698992, + "param": [ + { + "p": 0.1288754642009735, + "m": 1.0 + }, + { + "p": 0.018336383625864983, + "m": 1.0 + }, + { + "p": 0.05151630938053131, + "m": 1.0 + }, + { + "p": 0.03319172188639641, + "m": 1.0 + }, + { + "p": 0.05065770819783211, + "m": 1.0 + }, + { + "p": 0.09590993076562881, + "m": 1.0 + }, + { + "p": 0.011348358355462551, + "m": 1.0 + }, + { + "p": 0.041731446981430054, + "m": 1.0 + }, + { + "p": 0.05499829724431038, + "m": 1.0 + }, + { + "p": 0.08604912459850311, + "m": 1.0 + }, + { + "p": 0.12113270908594131, + "m": 1.0 + }, + { + "p": 0.11879858374595642, + "m": 1.0 + }, + { + "p": 0.13222044706344604, + "m": 1.0 + }, + { + "p": 0.05523357167840004, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 0.8172163367271423, + "val_loss": 0.7832677960395813, + "acc": 70.99, + "time": 85.63880802388303, + "param": [ + { + "p": 0.13169772922992706, + "m": 1.0 + }, + { + "p": 0.02807479351758957, + "m": 1.0 + }, + { + "p": 0.06267466396093369, + "m": 1.0 + }, + { + "p": 0.023366441950201988, + "m": 1.0 + }, + { + "p": 0.0446244515478611, + "m": 1.0 + }, + { + "p": 0.08614139258861542, + "m": 1.0 + }, + { + "p": 0.0276423841714859, + "m": 1.0 + }, + { + "p": 0.041937220841646194, + "m": 1.0 + }, + { + "p": 0.0565890297293663, + "m": 1.0 + }, + { + "p": 0.07460217922925949, + "m": 1.0 + }, + { + "p": 0.12269207835197449, + "m": 1.0 + }, + { + "p": 0.12703387439250946, + "m": 1.0 + }, + { + "p": 0.1281137615442276, + "m": 1.0 + }, + { + "p": 0.044809989631175995, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 0.8769169449806213, + "val_loss": 0.8212548494338989, + "acc": 70.91, + "time": 83.78018981893547, + "param": [ + { + "p": 0.1488530933856964, + "m": 1.0 + }, + { + "p": 0.03001711703836918, + "m": 1.0 + }, + { + "p": 0.07204598933458328, + "m": 1.0 + }, + { + "p": 0.01509513147175312, + "m": 1.0 + }, + { + "p": 0.028279943391680717, + "m": 1.0 + }, + { + "p": 0.08273519575595856, + "m": 1.0 + }, + { + "p": 0.041128724813461304, + "m": 1.0 + }, + { + "p": 0.043943457305431366, + "m": 1.0 + }, + { + "p": 0.06530492752790451, + "m": 1.0 + }, + { + "p": 0.07912518084049225, + "m": 1.0 + }, + { + "p": 0.110179603099823, + "m": 1.0 + }, + { + "p": 0.12045741826295853, + "m": 1.0 + }, + { + "p": 0.11508166044950485, + "m": 1.0 + }, + { + "p": 0.047752562910318375, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 0.966428816318512, + "val_loss": 0.8612014651298523, + "acc": 71.2, + "time": 84.41126238694414, + "param": [ + { + "p": 0.16928444802761078, + "m": 1.0 + }, + { + "p": 0.019453439861536026, + "m": 1.0 + }, + { + "p": 0.07216764986515045, + "m": 1.0 + }, + { + "p": 0.02017427608370781, + "m": 1.0 + }, + { + "p": 0.020539943128824234, + "m": 1.0 + }, + { + "p": 0.08205004036426544, + "m": 1.0 + }, + { + "p": 0.03896564990282059, + "m": 1.0 + }, + { + "p": 0.04471370205283165, + "m": 1.0 + }, + { + "p": 0.06486788392066956, + "m": 1.0 + }, + { + "p": 0.08142691850662231, + "m": 1.0 + }, + { + "p": 0.10515177249908447, + "m": 1.0 + }, + { + "p": 0.1078028604388237, + "m": 1.0 + }, + { + "p": 0.12702693045139313, + "m": 1.0 + }, + { + "p": 0.04637448117136955, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 0.7396377325057983, + "val_loss": 0.9153546094894409, + "acc": 70.99, + "time": 83.80832661106251, + "param": [ + { + "p": 0.17451409995555878, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06817328184843063, + "m": 1.0 + }, + { + "p": 0.013375036418437958, + "m": 1.0 + }, + { + "p": 0.030710382387042046, + "m": 1.0 + }, + { + "p": 0.0896674394607544, + "m": 1.0 + }, + { + "p": 0.04733164235949516, + "m": 1.0 + }, + { + "p": 0.04071745648980141, + "m": 1.0 + }, + { + "p": 0.06488124281167984, + "m": 1.0 + }, + { + "p": 0.08474691212177277, + "m": 1.0 + }, + { + "p": 0.10274638235569, + "m": 1.0 + }, + { + "p": 0.0976453348994255, + "m": 1.0 + }, + { + "p": 0.14296893775463104, + "m": 1.0 + }, + { + "p": 0.042521823197603226, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 0.7879736423492432, + "val_loss": 0.8601782321929932, + "acc": 70.54, + "time": 88.82102617691271, + "param": [ + { + "p": 0.18134474754333496, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07394694536924362, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03811633959412575, + "m": 1.0 + }, + { + "p": 0.08190008997917175, + "m": 1.0 + }, + { + "p": 0.033592574298381805, + "m": 1.0 + }, + { + "p": 0.025267470628023148, + "m": 1.0 + }, + { + "p": 0.059029001742601395, + "m": 1.0 + }, + { + "p": 0.08859933912754059, + "m": 1.0 + }, + { + "p": 0.1247192770242691, + "m": 1.0 + }, + { + "p": 0.09260038286447525, + "m": 1.0 + }, + { + "p": 0.16260071098804474, + "m": 1.0 + }, + { + "p": 0.0382830873131752, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.0086640119552612, + "val_loss": 0.915647566318512, + "acc": 69.51, + "time": 94.68235480017029, + "param": [ + { + "p": 0.19609376788139343, + "m": 1.0 + }, + { + "p": 0.008969477377831936, + "m": 1.0 + }, + { + "p": 0.07570206373929977, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.035535018891096115, + "m": 1.0 + }, + { + "p": 0.07127317786216736, + "m": 1.0 + }, + { + "p": 0.0316261425614357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05613033100962639, + "m": 1.0 + }, + { + "p": 0.09076704829931259, + "m": 1.0 + }, + { + "p": 0.14488206803798676, + "m": 1.0 + }, + { + "p": 0.084441177546978, + "m": 1.0 + }, + { + "p": 0.1708122342824936, + "m": 1.0 + }, + { + "p": 0.03376749902963638, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.0005663633346558, + "val_loss": 0.8124681115150452, + "acc": 71.01, + "time": 93.66262533003464, + "param": [ + { + "p": 0.22364935278892517, + "m": 1.0 + }, + { + "p": 0.00909245852380991, + "m": 1.0 + }, + { + "p": 0.07042129337787628, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.031416989862918854, + "m": 1.0 + }, + { + "p": 0.07375866919755936, + "m": 1.0 + }, + { + "p": 0.010856818407773972, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030806012451648712, + "m": 1.0 + }, + { + "p": 0.09698238223791122, + "m": 1.0 + }, + { + "p": 0.16293996572494507, + "m": 1.0 + }, + { + "p": 0.06902525573968887, + "m": 1.0 + }, + { + "p": 0.18981178104877472, + "m": 1.0 + }, + { + "p": 0.031239019706845284, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.8293473720550537, + "val_loss": 0.8289496302604675, + "acc": 70.79, + "time": 97.28980053099804, + "param": [ + { + "p": 0.223830908536911, + "m": 1.0 + }, + { + "p": 0.0071843392215669155, + "m": 1.0 + }, + { + "p": 0.06644260883331299, + "m": 1.0 + }, + { + "p": 0.0005685583455488086, + "m": 1.0 + }, + { + "p": 0.029910748824477196, + "m": 1.0 + }, + { + "p": 0.07120175659656525, + "m": 1.0 + }, + { + "p": 7.693833322264254e-05, + "m": 1.0 + }, + { + "p": 0.0023840628564357758, + "m": 1.0 + }, + { + "p": 0.01888604648411274, + "m": 1.0 + }, + { + "p": 0.10368397831916809, + "m": 1.0 + }, + { + "p": 0.1744791865348816, + "m": 1.0 + }, + { + "p": 0.06446538865566254, + "m": 1.0 + }, + { + "p": 0.19413714110851288, + "m": 1.0 + }, + { + "p": 0.04274827986955643, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.8229464292526245, + "val_loss": 0.8714760541915894, + "acc": 71.07, + "time": 91.20440484792925, + "param": [ + { + "p": 0.19458699226379395, + "m": 1.0 + }, + { + "p": 0.007844195701181889, + "m": 1.0 + }, + { + "p": 0.07725118100643158, + "m": 1.0 + }, + { + "p": 0.009316842071712017, + "m": 1.0 + }, + { + "p": 0.025972027331590652, + "m": 1.0 + }, + { + "p": 0.07019876688718796, + "m": 1.0 + }, + { + "p": 0.006084473337978125, + "m": 1.0 + }, + { + "p": 0.01445156242698431, + "m": 1.0 + }, + { + "p": 0.0411580353975296, + "m": 1.0 + }, + { + "p": 0.09619170427322388, + "m": 1.0 + }, + { + "p": 0.1542830914258957, + "m": 1.0 + }, + { + "p": 0.06421048194169998, + "m": 1.0 + }, + { + "p": 0.17555563151836395, + "m": 1.0 + }, + { + "p": 0.06289499998092651, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.8974992036819458, + "val_loss": 0.7469037771224976, + "acc": 71.26, + "time": 83.32421015994623, + "param": [ + { + "p": 0.16387668251991272, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08358535915613174, + "m": 1.0 + }, + { + "p": 0.025367414578795433, + "m": 1.0 + }, + { + "p": 0.028813881799578667, + "m": 1.0 + }, + { + "p": 0.07005404680967331, + "m": 1.0 + }, + { + "p": 0.01849311776459217, + "m": 1.0 + }, + { + "p": 0.0473366416990757, + "m": 1.0 + }, + { + "p": 0.047679733484983444, + "m": 1.0 + }, + { + "p": 0.09427904337644577, + "m": 1.0 + }, + { + "p": 0.13945713639259338, + "m": 1.0 + }, + { + "p": 0.06778478622436523, + "m": 1.0 + }, + { + "p": 0.13973937928676605, + "m": 1.0 + }, + { + "p": 0.07353275269269943, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 0.7680581212043762, + "val_loss": 0.834695041179657, + "acc": 71.02, + "time": 89.72646090318449, + "param": [ + { + "p": 0.15460054576396942, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0818600133061409, + "m": 1.0 + }, + { + "p": 0.03666246309876442, + "m": 1.0 + }, + { + "p": 0.016265058889985085, + "m": 1.0 + }, + { + "p": 0.07868435978889465, + "m": 1.0 + }, + { + "p": 0.013893474824726582, + "m": 1.0 + }, + { + "p": 0.06141156703233719, + "m": 1.0 + }, + { + "p": 0.04007965698838234, + "m": 1.0 + }, + { + "p": 0.10510461032390594, + "m": 1.0 + }, + { + "p": 0.13998904824256897, + "m": 1.0 + }, + { + "p": 0.08058289438486099, + "m": 1.0 + }, + { + "p": 0.11829657107591629, + "m": 1.0 + }, + { + "p": 0.07256980985403061, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.0091266632080078, + "val_loss": 0.9195572137832642, + "acc": 70.7, + "time": 92.76905649085529, + "param": [ + { + "p": 0.15375016629695892, + "m": 1.0 + }, + { + "p": 0.00023820585920475423, + "m": 1.0 + }, + { + "p": 0.08514586091041565, + "m": 1.0 + }, + { + "p": 0.03175206109881401, + "m": 1.0 + }, + { + "p": 0.02729286253452301, + "m": 1.0 + }, + { + "p": 0.08951802551746368, + "m": 1.0 + }, + { + "p": 0.007372161373496056, + "m": 1.0 + }, + { + "p": 0.06604001671075821, + "m": 1.0 + }, + { + "p": 0.049269091337919235, + "m": 1.0 + }, + { + "p": 0.10895045101642609, + "m": 1.0 + }, + { + "p": 0.1322677731513977, + "m": 1.0 + }, + { + "p": 0.07296016812324524, + "m": 1.0 + }, + { + "p": 0.10297047346830368, + "m": 1.0 + }, + { + "p": 0.07247262448072433, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.9197173714637756, + "val_loss": 0.9155061841011047, + "acc": 71.25, + "time": 89.340004659025, + "param": [ + { + "p": 0.14900606870651245, + "m": 1.0 + }, + { + "p": 0.0004003439680673182, + "m": 1.0 + }, + { + "p": 0.08790618181228638, + "m": 1.0 + }, + { + "p": 0.029696516692638397, + "m": 1.0 + }, + { + "p": 0.05449002608656883, + "m": 1.0 + }, + { + "p": 0.0808199793100357, + "m": 1.0 + }, + { + "p": 0.00022727820032741874, + "m": 1.0 + }, + { + "p": 0.07059282809495926, + "m": 1.0 + }, + { + "p": 0.05933874472975731, + "m": 1.0 + }, + { + "p": 0.10694755613803864, + "m": 1.0 + }, + { + "p": 0.11141987890005112, + "m": 1.0 + }, + { + "p": 0.07334234565496445, + "m": 1.0 + }, + { + "p": 0.09706013649702072, + "m": 1.0 + }, + { + "p": 0.07875215262174606, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 0.8626179099082947, + "val_loss": 0.8028021454811096, + "acc": 70.86, + "time": 84.19942423515022, + "param": [ + { + "p": 0.13479100167751312, + "m": 1.0 + }, + { + "p": 0.010098788887262344, + "m": 1.0 + }, + { + "p": 0.08145272731781006, + "m": 1.0 + }, + { + "p": 0.04296775907278061, + "m": 1.0 + }, + { + "p": 0.07679625600576401, + "m": 1.0 + }, + { + "p": 0.07875015586614609, + "m": 1.0 + }, + { + "p": 0.007869160734117031, + "m": 1.0 + }, + { + "p": 0.06326255202293396, + "m": 1.0 + }, + { + "p": 0.06184036657214165, + "m": 1.0 + }, + { + "p": 0.08758082240819931, + "m": 1.0 + }, + { + "p": 0.1031709834933281, + "m": 1.0 + }, + { + "p": 0.06493625044822693, + "m": 1.0 + }, + { + "p": 0.09753463417291641, + "m": 1.0 + }, + { + "p": 0.08894858509302139, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.9331222176551819, + "val_loss": 0.8096659183502197, + "acc": 71.85, + "time": 86.054266752908, + "param": [ + { + "p": 0.14500294625759125, + "m": 1.0 + }, + { + "p": 0.019995352253317833, + "m": 1.0 + }, + { + "p": 0.07339014112949371, + "m": 1.0 + }, + { + "p": 0.053882937878370285, + "m": 1.0 + }, + { + "p": 0.09254797548055649, + "m": 1.0 + }, + { + "p": 0.07755152881145477, + "m": 1.0 + }, + { + "p": 0.0005618909490294755, + "m": 1.0 + }, + { + "p": 0.05176473781466484, + "m": 1.0 + }, + { + "p": 0.054601237177848816, + "m": 1.0 + }, + { + "p": 0.06774313747882843, + "m": 1.0 + }, + { + "p": 0.11092878878116608, + "m": 1.0 + }, + { + "p": 0.06172029301524162, + "m": 1.0 + }, + { + "p": 0.10720402747392654, + "m": 1.0 + }, + { + "p": 0.08310504257678986, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.9541223645210266, + "val_loss": 0.8398876190185547, + "acc": 71.25, + "time": 88.25580835598521, + "param": [ + { + "p": 0.14684495329856873, + "m": 1.0 + }, + { + "p": 0.026459597051143646, + "m": 1.0 + }, + { + "p": 0.06449320912361145, + "m": 1.0 + }, + { + "p": 0.06938934326171875, + "m": 1.0 + }, + { + "p": 0.09221789985895157, + "m": 1.0 + }, + { + "p": 0.09027513116598129, + "m": 1.0 + }, + { + "p": 0.002231376012787223, + "m": 1.0 + }, + { + "p": 0.046426400542259216, + "m": 1.0 + }, + { + "p": 0.05465297773480415, + "m": 1.0 + }, + { + "p": 0.04861621931195259, + "m": 1.0 + }, + { + "p": 0.116286501288414, + "m": 1.0 + }, + { + "p": 0.056987445801496506, + "m": 1.0 + }, + { + "p": 0.12047899514436722, + "m": 1.0 + }, + { + "p": 0.06463992595672607, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.9099500179290771, + "val_loss": 0.7814528346061707, + "acc": 71.52, + "time": 84.59370024502277, + "param": [ + { + "p": 0.12827804684638977, + "m": 1.0 + }, + { + "p": 0.03336440026760101, + "m": 1.0 + }, + { + "p": 0.049488913267850876, + "m": 1.0 + }, + { + "p": 0.08212743699550629, + "m": 1.0 + }, + { + "p": 0.09447214752435684, + "m": 1.0 + }, + { + "p": 0.08461802452802658, + "m": 1.0 + }, + { + "p": 0.014181017875671387, + "m": 1.0 + }, + { + "p": 0.04651619866490364, + "m": 1.0 + }, + { + "p": 0.06111089140176773, + "m": 1.0 + }, + { + "p": 0.05861779302358627, + "m": 1.0 + }, + { + "p": 0.11084836721420288, + "m": 1.0 + }, + { + "p": 0.05078404024243355, + "m": 1.0 + }, + { + "p": 0.1316055953502655, + "m": 1.0 + }, + { + "p": 0.05398708954453468, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 0.9720615744590759, + "val_loss": 0.8355966210365295, + "acc": 71.25, + "time": 89.84454107400961, + "param": [ + { + "p": 0.11970986425876617, + "m": 1.0 + }, + { + "p": 0.037169311195611954, + "m": 1.0 + }, + { + "p": 0.0493827722966671, + "m": 1.0 + }, + { + "p": 0.08365102112293243, + "m": 1.0 + }, + { + "p": 0.08780767768621445, + "m": 1.0 + }, + { + "p": 0.06569010764360428, + "m": 1.0 + }, + { + "p": 0.01884937286376953, + "m": 1.0 + }, + { + "p": 0.056681759655475616, + "m": 1.0 + }, + { + "p": 0.07331212610006332, + "m": 1.0 + }, + { + "p": 0.07899303734302521, + "m": 1.0 + }, + { + "p": 0.09529206156730652, + "m": 1.0 + }, + { + "p": 0.060485027730464935, + "m": 1.0 + }, + { + "p": 0.12087957561016083, + "m": 1.0 + }, + { + "p": 0.052096281200647354, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.0544099807739258, + "val_loss": 0.7102094292640686, + "acc": 72.04, + "time": 85.46615152689628, + "param": [ + { + "p": 0.10964516550302505, + "m": 1.0 + }, + { + "p": 0.05250164121389389, + "m": 1.0 + }, + { + "p": 0.05790935456752777, + "m": 1.0 + }, + { + "p": 0.07735732942819595, + "m": 1.0 + }, + { + "p": 0.08336388319730759, + "m": 1.0 + }, + { + "p": 0.04916652292013168, + "m": 1.0 + }, + { + "p": 0.02229750156402588, + "m": 1.0 + }, + { + "p": 0.05143943801522255, + "m": 1.0 + }, + { + "p": 0.08150805532932281, + "m": 1.0 + }, + { + "p": 0.09787176549434662, + "m": 1.0 + }, + { + "p": 0.08149521797895432, + "m": 1.0 + }, + { + "p": 0.06564155966043472, + "m": 1.0 + }, + { + "p": 0.11533021926879883, + "m": 1.0 + }, + { + "p": 0.054472412914037704, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.0351287126541138, + "val_loss": 0.8932622075080872, + "acc": 71.16, + "time": 94.72856484516524, + "param": [ + { + "p": 0.10677208751440048, + "m": 1.0 + }, + { + "p": 0.05860939994454384, + "m": 1.0 + }, + { + "p": 0.07541809231042862, + "m": 1.0 + }, + { + "p": 0.06175646930932999, + "m": 1.0 + }, + { + "p": 0.07509909570217133, + "m": 1.0 + }, + { + "p": 0.04571766033768654, + "m": 1.0 + }, + { + "p": 0.01761750318109989, + "m": 1.0 + }, + { + "p": 0.04476403445005417, + "m": 1.0 + }, + { + "p": 0.09467831254005432, + "m": 1.0 + }, + { + "p": 0.10928134620189667, + "m": 1.0 + }, + { + "p": 0.07975214719772339, + "m": 1.0 + }, + { + "p": 0.06815134733915329, + "m": 1.0 + }, + { + "p": 0.11419898271560669, + "m": 1.0 + }, + { + "p": 0.04818348586559296, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.8853939771652222, + "val_loss": 0.8071363568305969, + "acc": 70.87, + "time": 87.34682509489357, + "param": [ + { + "p": 0.10435142368078232, + "m": 1.0 + }, + { + "p": 0.06342744827270508, + "m": 1.0 + }, + { + "p": 0.09408441185951233, + "m": 1.0 + }, + { + "p": 0.05450257286429405, + "m": 1.0 + }, + { + "p": 0.06069832667708397, + "m": 1.0 + }, + { + "p": 0.03688296675682068, + "m": 1.0 + }, + { + "p": 0.0105741573497653, + "m": 1.0 + }, + { + "p": 0.03296563774347305, + "m": 1.0 + }, + { + "p": 0.10151387006044388, + "m": 1.0 + }, + { + "p": 0.11698935180902481, + "m": 1.0 + }, + { + "p": 0.09014222025871277, + "m": 1.0 + }, + { + "p": 0.06554827839136124, + "m": 1.0 + }, + { + "p": 0.1233384907245636, + "m": 1.0 + }, + { + "p": 0.044980768114328384, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.6836127042770386, + "val_loss": 0.9391573071479797, + "acc": 70.96, + "time": 94.16597981913947, + "param": [ + { + "p": 0.09987182170152664, + "m": 1.0 + }, + { + "p": 0.06059916689991951, + "m": 1.0 + }, + { + "p": 0.10454792529344559, + "m": 1.0 + }, + { + "p": 0.04196707159280777, + "m": 1.0 + }, + { + "p": 0.04899439215660095, + "m": 1.0 + }, + { + "p": 0.028326889500021935, + "m": 1.0 + }, + { + "p": 0.011952335946261883, + "m": 1.0 + }, + { + "p": 0.031088724732398987, + "m": 1.0 + }, + { + "p": 0.09466932713985443, + "m": 1.0 + }, + { + "p": 0.13075366616249084, + "m": 1.0 + }, + { + "p": 0.10753308981657028, + "m": 1.0 + }, + { + "p": 0.07274401187896729, + "m": 1.0 + }, + { + "p": 0.11671921610832214, + "m": 1.0 + }, + { + "p": 0.05023239925503731, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.0181307792663574, + "val_loss": 0.8347230553627014, + "acc": 71.94, + "time": 89.60053315199912, + "param": [ + { + "p": 0.1010022759437561, + "m": 1.0 + }, + { + "p": 0.04797133430838585, + "m": 1.0 + }, + { + "p": 0.11598131060600281, + "m": 1.0 + }, + { + "p": 0.030426448211073875, + "m": 1.0 + }, + { + "p": 0.04543070122599602, + "m": 1.0 + }, + { + "p": 0.019498512148857117, + "m": 1.0 + }, + { + "p": 3.816863682004623e-06, + "m": 1.0 + }, + { + "p": 0.03722621873021126, + "m": 1.0 + }, + { + "p": 0.085050068795681, + "m": 1.0 + }, + { + "p": 0.15502682328224182, + "m": 1.0 + }, + { + "p": 0.12613271176815033, + "m": 1.0 + }, + { + "p": 0.0764932781457901, + "m": 1.0 + }, + { + "p": 0.11228188127279282, + "m": 1.0 + }, + { + "p": 0.047474589198827744, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.6803052425384521, + "val_loss": 0.9030432105064392, + "acc": 72.22, + "time": 84.14199880394153, + "param": [ + { + "p": 0.10308392345905304, + "m": 1.0 + }, + { + "p": 0.03540737181901932, + "m": 1.0 + }, + { + "p": 0.11410242319107056, + "m": 1.0 + }, + { + "p": 0.022547485306859016, + "m": 1.0 + }, + { + "p": 0.04758557304739952, + "m": 1.0 + }, + { + "p": 0.00571586936712265, + "m": 1.0 + }, + { + "p": 0.005117205437272787, + "m": 1.0 + }, + { + "p": 0.04856672137975693, + "m": 1.0 + }, + { + "p": 0.07497631758451462, + "m": 1.0 + }, + { + "p": 0.1706850528717041, + "m": 1.0 + }, + { + "p": 0.12845753133296967, + "m": 1.0 + }, + { + "p": 0.09641066938638687, + "m": 1.0 + }, + { + "p": 0.11081312596797943, + "m": 1.0 + }, + { + "p": 0.03653080388903618, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.8639423847198486, + "val_loss": 0.929076611995697, + "acc": 71.26, + "time": 85.26145310513675, + "param": [ + { + "p": 0.10224032402038574, + "m": 1.0 + }, + { + "p": 0.025784270837903023, + "m": 1.0 + }, + { + "p": 0.10805948078632355, + "m": 1.0 + }, + { + "p": 0.03259781375527382, + "m": 1.0 + }, + { + "p": 0.05638852342963219, + "m": 1.0 + }, + { + "p": 0.0063586109317839146, + "m": 1.0 + }, + { + "p": 0.008207118138670921, + "m": 1.0 + }, + { + "p": 0.0609591081738472, + "m": 1.0 + }, + { + "p": 0.0625414103269577, + "m": 1.0 + }, + { + "p": 0.17719528079032898, + "m": 1.0 + }, + { + "p": 0.12510617077350616, + "m": 1.0 + }, + { + "p": 0.10976606607437134, + "m": 1.0 + }, + { + "p": 0.09862544387578964, + "m": 1.0 + }, + { + "p": 0.02617044933140278, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.7002907395362854, + "val_loss": 0.8047282695770264, + "acc": 72.19, + "time": 85.32449334906414, + "param": [ + { + "p": 0.09255019575357437, + "m": 1.0 + }, + { + "p": 0.01710229553282261, + "m": 1.0 + }, + { + "p": 0.09623650461435318, + "m": 1.0 + }, + { + "p": 0.05965924263000488, + "m": 1.0 + }, + { + "p": 0.059275757521390915, + "m": 1.0 + }, + { + "p": 0.012160041369497776, + "m": 1.0 + }, + { + "p": 0.012235838919878006, + "m": 1.0 + }, + { + "p": 0.07173482328653336, + "m": 1.0 + }, + { + "p": 0.056038204580545425, + "m": 1.0 + }, + { + "p": 0.16462218761444092, + "m": 1.0 + }, + { + "p": 0.11955960094928741, + "m": 1.0 + }, + { + "p": 0.12276972830295563, + "m": 1.0 + }, + { + "p": 0.08425681293010712, + "m": 1.0 + }, + { + "p": 0.031798820942640305, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.6600046157836914, + "val_loss": 0.8628110885620117, + "acc": 71.0, + "time": 82.70459712203592, + "param": [ + { + "p": 0.08515258133411407, + "m": 1.0 + }, + { + "p": 0.010802934877574444, + "m": 1.0 + }, + { + "p": 0.07197720557451248, + "m": 1.0 + }, + { + "p": 0.080792635679245, + "m": 1.0 + }, + { + "p": 0.026638822630047798, + "m": 1.0 + }, + { + "p": 0.01470135897397995, + "m": 1.0 + }, + { + "p": 0.023341068997979164, + "m": 1.0 + }, + { + "p": 0.09667136520147324, + "m": 1.0 + }, + { + "p": 0.052516717463731766, + "m": 1.0 + }, + { + "p": 0.16452060639858246, + "m": 1.0 + }, + { + "p": 0.12406479567289352, + "m": 1.0 + }, + { + "p": 0.136819526553154, + "m": 1.0 + }, + { + "p": 0.07536032050848007, + "m": 1.0 + }, + { + "p": 0.036640070378780365, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.6214515566825867, + "val_loss": 0.9682614207267761, + "acc": 70.93, + "time": 82.8453494689893, + "param": [ + { + "p": 0.09262232482433319, + "m": 1.0 + }, + { + "p": 0.007111160084605217, + "m": 1.0 + }, + { + "p": 0.07619374990463257, + "m": 1.0 + }, + { + "p": 0.0756838470697403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009696234948933125, + "m": 1.0 + }, + { + "p": 0.024522006511688232, + "m": 1.0 + }, + { + "p": 0.11097361147403717, + "m": 1.0 + }, + { + "p": 0.054274965077638626, + "m": 1.0 + }, + { + "p": 0.16780425608158112, + "m": 1.0 + }, + { + "p": 0.1358826905488968, + "m": 1.0 + }, + { + "p": 0.140531986951828, + "m": 1.0 + }, + { + "p": 0.06328625231981277, + "m": 1.0 + }, + { + "p": 0.04141690582036972, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.6836118698120117, + "val_loss": 0.8450297117233276, + "acc": 71.97, + "time": 83.10946427588351, + "param": [ + { + "p": 0.09256842732429504, + "m": 1.0 + }, + { + "p": 0.00034942018100991845, + "m": 1.0 + }, + { + "p": 0.0868571400642395, + "m": 1.0 + }, + { + "p": 0.06503630429506302, + "m": 1.0 + }, + { + "p": 0.001081006950698793, + "m": 1.0 + }, + { + "p": 0.023537565022706985, + "m": 1.0 + }, + { + "p": 0.023372896015644073, + "m": 1.0 + }, + { + "p": 0.1168690025806427, + "m": 1.0 + }, + { + "p": 0.06735558062791824, + "m": 1.0 + }, + { + "p": 0.15673530101776123, + "m": 1.0 + }, + { + "p": 0.13499577343463898, + "m": 1.0 + }, + { + "p": 0.13075366616249084, + "m": 1.0 + }, + { + "p": 0.052361860871315, + "m": 1.0 + }, + { + "p": 0.04812609404325485, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.8231385350227356, + "val_loss": 0.7437652349472046, + "acc": 71.89, + "time": 90.3200637830887, + "param": [ + { + "p": 0.09818548709154129, + "m": 1.0 + }, + { + "p": 0.008352359756827354, + "m": 1.0 + }, + { + "p": 0.09164448082447052, + "m": 1.0 + }, + { + "p": 0.05561452731490135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.036859333515167236, + "m": 1.0 + }, + { + "p": 0.02704194374382496, + "m": 1.0 + }, + { + "p": 0.11239710450172424, + "m": 1.0 + }, + { + "p": 0.06874498724937439, + "m": 1.0 + }, + { + "p": 0.15029709041118622, + "m": 1.0 + }, + { + "p": 0.1405533105134964, + "m": 1.0 + }, + { + "p": 0.12580609321594238, + "m": 1.0 + }, + { + "p": 0.0566529855132103, + "m": 1.0 + }, + { + "p": 0.027850298210978508, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.808642566204071, + "val_loss": 0.8600757718086243, + "acc": 72.39, + "time": 95.53073808201589, + "param": [ + { + "p": 0.1161377876996994, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10635367780923843, + "m": 1.0 + }, + { + "p": 0.05123402178287506, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04935651272535324, + "m": 1.0 + }, + { + "p": 0.02198442444205284, + "m": 1.0 + }, + { + "p": 0.09592752903699875, + "m": 1.0 + }, + { + "p": 0.05977057293057442, + "m": 1.0 + }, + { + "p": 0.14771941304206848, + "m": 1.0 + }, + { + "p": 0.1402491182088852, + "m": 1.0 + }, + { + "p": 0.13120080530643463, + "m": 1.0 + }, + { + "p": 0.06117302179336548, + "m": 1.0 + }, + { + "p": 0.018893076106905937, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.8283348679542542, + "val_loss": 0.806406557559967, + "acc": 71.92, + "time": 83.15002376609482, + "param": [ + { + "p": 0.12525393068790436, + "m": 1.0 + }, + { + "p": 0.009044041857123375, + "m": 1.0 + }, + { + "p": 0.10540419816970825, + "m": 1.0 + }, + { + "p": 0.061143647879362106, + "m": 1.0 + }, + { + "p": 0.002542778616771102, + "m": 1.0 + }, + { + "p": 0.05139240622520447, + "m": 1.0 + }, + { + "p": 0.036882031708955765, + "m": 1.0 + }, + { + "p": 0.07303299754858017, + "m": 1.0 + }, + { + "p": 0.050814542919397354, + "m": 1.0 + }, + { + "p": 0.13044406473636627, + "m": 1.0 + }, + { + "p": 0.1274276077747345, + "m": 1.0 + }, + { + "p": 0.12161353975534439, + "m": 1.0 + }, + { + "p": 0.07442846149206161, + "m": 1.0 + }, + { + "p": 0.030575791373848915, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.8615244626998901, + "val_loss": 0.9007874727249146, + "acc": 71.79, + "time": 85.95893647405319, + "param": [ + { + "p": 0.1341853141784668, + "m": 1.0 + }, + { + "p": 0.00640475656837225, + "m": 1.0 + }, + { + "p": 0.10087180137634277, + "m": 1.0 + }, + { + "p": 0.05608567222952843, + "m": 1.0 + }, + { + "p": 0.009683294221758842, + "m": 1.0 + }, + { + "p": 0.04552670568227768, + "m": 1.0 + }, + { + "p": 0.050645723938941956, + "m": 1.0 + }, + { + "p": 0.045415714383125305, + "m": 1.0 + }, + { + "p": 0.04477539286017418, + "m": 1.0 + }, + { + "p": 0.13054098188877106, + "m": 1.0 + }, + { + "p": 0.11412227898836136, + "m": 1.0 + }, + { + "p": 0.12164968252182007, + "m": 1.0 + }, + { + "p": 0.09073954820632935, + "m": 1.0 + }, + { + "p": 0.049353230744600296, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.9889268279075623, + "val_loss": 0.870298445224762, + "acc": 72.6, + "time": 100.77634258312173, + "param": [ + { + "p": 0.13172735273838043, + "m": 1.0 + }, + { + "p": 0.02444162778556347, + "m": 1.0 + }, + { + "p": 0.09524567425251007, + "m": 1.0 + }, + { + "p": 0.04024478793144226, + "m": 1.0 + }, + { + "p": 0.026911785826086998, + "m": 1.0 + }, + { + "p": 0.04605371505022049, + "m": 1.0 + }, + { + "p": 0.06353411823511124, + "m": 1.0 + }, + { + "p": 0.047880470752716064, + "m": 1.0 + }, + { + "p": 0.045194175094366074, + "m": 1.0 + }, + { + "p": 0.11457688361406326, + "m": 1.0 + }, + { + "p": 0.09192550927400589, + "m": 1.0 + }, + { + "p": 0.11323518306016922, + "m": 1.0 + }, + { + "p": 0.0938280001282692, + "m": 1.0 + }, + { + "p": 0.06520082801580429, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.6740552186965942, + "val_loss": 0.8897724151611328, + "acc": 72.15, + "time": 89.09389160992578, + "param": [ + { + "p": 0.12385347485542297, + "m": 1.0 + }, + { + "p": 0.027864813804626465, + "m": 1.0 + }, + { + "p": 0.08728380501270294, + "m": 1.0 + }, + { + "p": 0.0360197052359581, + "m": 1.0 + }, + { + "p": 0.024578498676419258, + "m": 1.0 + }, + { + "p": 0.0570891909301281, + "m": 1.0 + }, + { + "p": 0.07558947801589966, + "m": 1.0 + }, + { + "p": 0.036671169102191925, + "m": 1.0 + }, + { + "p": 0.06512685120105743, + "m": 1.0 + }, + { + "p": 0.10029296576976776, + "m": 1.0 + }, + { + "p": 0.0734306275844574, + "m": 1.0 + }, + { + "p": 0.10771110653877258, + "m": 1.0 + }, + { + "p": 0.1026371642947197, + "m": 1.0 + }, + { + "p": 0.0818510353565216, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.0250452756881714, + "val_loss": 0.9512598514556885, + "acc": 72.51, + "time": 93.99801635998301, + "param": [ + { + "p": 0.1169264018535614, + "m": 1.0 + }, + { + "p": 0.025419464334845543, + "m": 1.0 + }, + { + "p": 0.07369083166122437, + "m": 1.0 + }, + { + "p": 0.03936447948217392, + "m": 1.0 + }, + { + "p": 0.03488368168473244, + "m": 1.0 + }, + { + "p": 0.06480912119150162, + "m": 1.0 + }, + { + "p": 0.08372865617275238, + "m": 1.0 + }, + { + "p": 0.024689750745892525, + "m": 1.0 + }, + { + "p": 0.08833964914083481, + "m": 1.0 + }, + { + "p": 0.08683517575263977, + "m": 1.0 + }, + { + "p": 0.06957118213176727, + "m": 1.0 + }, + { + "p": 0.10026659071445465, + "m": 1.0 + }, + { + "p": 0.0987248569726944, + "m": 1.0 + }, + { + "p": 0.09275016188621521, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.7552632093429565, + "val_loss": 0.6317459344863892, + "acc": 72.48, + "time": 92.68769218400121, + "param": [ + { + "p": 0.11201774328947067, + "m": 1.0 + }, + { + "p": 0.023544253781437874, + "m": 1.0 + }, + { + "p": 0.06508918851613998, + "m": 1.0 + }, + { + "p": 0.03803299367427826, + "m": 1.0 + }, + { + "p": 0.05187580734491348, + "m": 1.0 + }, + { + "p": 0.0634346753358841, + "m": 1.0 + }, + { + "p": 0.08971404284238815, + "m": 1.0 + }, + { + "p": 0.021579120308160782, + "m": 1.0 + }, + { + "p": 0.10629624873399734, + "m": 1.0 + }, + { + "p": 0.07619854062795639, + "m": 1.0 + }, + { + "p": 0.06710032373666763, + "m": 1.0 + }, + { + "p": 0.09347505867481232, + "m": 1.0 + }, + { + "p": 0.08946339040994644, + "m": 1.0 + }, + { + "p": 0.10217863321304321, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.9016964435577393, + "val_loss": 0.89434814453125, + "acc": 72.72, + "time": 92.93142556585371, + "param": [ + { + "p": 0.1190137267112732, + "m": 1.0 + }, + { + "p": 0.012753933668136597, + "m": 1.0 + }, + { + "p": 0.04852404445409775, + "m": 1.0 + }, + { + "p": 0.03891656920313835, + "m": 1.0 + }, + { + "p": 0.07601298391819, + "m": 1.0 + }, + { + "p": 0.06391126662492752, + "m": 1.0 + }, + { + "p": 0.08764678984880447, + "m": 1.0 + }, + { + "p": 0.025369619950652122, + "m": 1.0 + }, + { + "p": 0.10680297762155533, + "m": 1.0 + }, + { + "p": 0.0686069056391716, + "m": 1.0 + }, + { + "p": 0.059328630566596985, + "m": 1.0 + }, + { + "p": 0.09463717043399811, + "m": 1.0 + }, + { + "p": 0.08459432423114777, + "m": 1.0 + }, + { + "p": 0.11388108879327774, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.8251104354858398, + "val_loss": 0.9301360249519348, + "acc": 72.25, + "time": 84.04959306004457, + "param": [ + { + "p": 0.13557420670986176, + "m": 1.0 + }, + { + "p": 0.0006899295840412378, + "m": 1.0 + }, + { + "p": 0.037731416523456573, + "m": 1.0 + }, + { + "p": 0.04101680964231491, + "m": 1.0 + }, + { + "p": 0.064963199198246, + "m": 1.0 + }, + { + "p": 0.07421724498271942, + "m": 1.0 + }, + { + "p": 0.07871448248624802, + "m": 1.0 + }, + { + "p": 0.02851044572889805, + "m": 1.0 + }, + { + "p": 0.0954236313700676, + "m": 1.0 + }, + { + "p": 0.06807102262973785, + "m": 1.0 + }, + { + "p": 0.05028354376554489, + "m": 1.0 + }, + { + "p": 0.09356077760457993, + "m": 1.0 + }, + { + "p": 0.09143400937318802, + "m": 1.0 + }, + { + "p": 0.13980916142463684, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.9812189340591431, + "val_loss": 0.7700104117393494, + "acc": 73.07, + "time": 83.88600296992809, + "param": [ + { + "p": 0.16167420148849487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01842384971678257, + "m": 1.0 + }, + { + "p": 0.055564600974321365, + "m": 1.0 + }, + { + "p": 0.05987617000937462, + "m": 1.0 + }, + { + "p": 0.0786604955792427, + "m": 1.0 + }, + { + "p": 0.057270850986242294, + "m": 1.0 + }, + { + "p": 0.032342858612537384, + "m": 1.0 + }, + { + "p": 0.08227882534265518, + "m": 1.0 + }, + { + "p": 0.05815962702035904, + "m": 1.0 + }, + { + "p": 0.05027688667178154, + "m": 1.0 + }, + { + "p": 0.09967825561761856, + "m": 1.0 + }, + { + "p": 0.0831943228840828, + "m": 1.0 + }, + { + "p": 0.1625990867614746, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.953781247138977, + "val_loss": 0.8301358819007874, + "acc": 72.13, + "time": 85.72291399212554, + "param": [ + { + "p": 0.1763821393251419, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011851982213556767, + "m": 1.0 + }, + { + "p": 0.06365717202425003, + "m": 1.0 + }, + { + "p": 0.07103361189365387, + "m": 1.0 + }, + { + "p": 0.08132991194725037, + "m": 1.0 + }, + { + "p": 0.021228214725852013, + "m": 1.0 + }, + { + "p": 0.03251330181956291, + "m": 1.0 + }, + { + "p": 0.07325787097215652, + "m": 1.0 + }, + { + "p": 0.046564824879169464, + "m": 1.0 + }, + { + "p": 0.06536035984754562, + "m": 1.0 + }, + { + "p": 0.09015892446041107, + "m": 1.0 + }, + { + "p": 0.08564076572656631, + "m": 1.0 + }, + { + "p": 0.18102093040943146, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.9670457243919373, + "val_loss": 0.8229267597198486, + "acc": 72.76, + "time": 84.39155624690466, + "param": [ + { + "p": 0.17241381108760834, + "m": 1.0 + }, + { + "p": 0.013963048346340656, + "m": 1.0 + }, + { + "p": 0.018329471349716187, + "m": 1.0 + }, + { + "p": 0.06984726339578629, + "m": 1.0 + }, + { + "p": 0.06809515506029129, + "m": 1.0 + }, + { + "p": 0.0763387680053711, + "m": 1.0 + }, + { + "p": 0.0026708892546594143, + "m": 1.0 + }, + { + "p": 0.045125748962163925, + "m": 1.0 + }, + { + "p": 0.06101435795426369, + "m": 1.0 + }, + { + "p": 0.05456234887242317, + "m": 1.0 + }, + { + "p": 0.05724113807082176, + "m": 1.0 + }, + { + "p": 0.08039989322423935, + "m": 1.0 + }, + { + "p": 0.10346195101737976, + "m": 1.0 + }, + { + "p": 0.1765361875295639, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.9592414498329163, + "val_loss": 0.8007602095603943, + "acc": 72.58, + "time": 85.33624053397216, + "param": [ + { + "p": 0.14814597368240356, + "m": 1.0 + }, + { + "p": 0.0329916886985302, + "m": 1.0 + }, + { + "p": 0.05326354503631592, + "m": 1.0 + }, + { + "p": 0.07172972708940506, + "m": 1.0 + }, + { + "p": 0.05222266912460327, + "m": 1.0 + }, + { + "p": 0.061017584055662155, + "m": 1.0 + }, + { + "p": 0.013980167917907238, + "m": 1.0 + }, + { + "p": 0.05881457403302193, + "m": 1.0 + }, + { + "p": 0.06827421486377716, + "m": 1.0 + }, + { + "p": 0.07705533504486084, + "m": 1.0 + }, + { + "p": 0.05648434907197952, + "m": 1.0 + }, + { + "p": 0.0676126480102539, + "m": 1.0 + }, + { + "p": 0.09699444472789764, + "m": 1.0 + }, + { + "p": 0.1414131224155426, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.062320351600647, + "val_loss": 0.7248965501785278, + "acc": 72.78, + "time": 83.51657241699286, + "param": [ + { + "p": 0.12344305217266083, + "m": 1.0 + }, + { + "p": 0.046726591885089874, + "m": 1.0 + }, + { + "p": 0.06591279804706573, + "m": 1.0 + }, + { + "p": 0.06857451796531677, + "m": 1.0 + }, + { + "p": 0.0478515550494194, + "m": 1.0 + }, + { + "p": 0.05815592035651207, + "m": 1.0 + }, + { + "p": 0.02768850326538086, + "m": 1.0 + }, + { + "p": 0.064258873462677, + "m": 1.0 + }, + { + "p": 0.08701200783252716, + "m": 1.0 + }, + { + "p": 0.07300426065921783, + "m": 1.0 + }, + { + "p": 0.061188410967588425, + "m": 1.0 + }, + { + "p": 0.05560429021716118, + "m": 1.0 + }, + { + "p": 0.09269655495882034, + "m": 1.0 + }, + { + "p": 0.12788262963294983, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.8363626599311829, + "val_loss": 0.7697320580482483, + "acc": 72.84, + "time": 82.98592147091404, + "param": [ + { + "p": 0.10909277945756912, + "m": 1.0 + }, + { + "p": 0.04479813575744629, + "m": 1.0 + }, + { + "p": 0.08003605157136917, + "m": 1.0 + }, + { + "p": 0.0520627461373806, + "m": 1.0 + }, + { + "p": 0.03944939374923706, + "m": 1.0 + }, + { + "p": 0.06746475398540497, + "m": 1.0 + }, + { + "p": 0.023625504225492477, + "m": 1.0 + }, + { + "p": 0.06720183044672012, + "m": 1.0 + }, + { + "p": 0.10535228997468948, + "m": 1.0 + }, + { + "p": 0.056602321565151215, + "m": 1.0 + }, + { + "p": 0.08199001848697662, + "m": 1.0 + }, + { + "p": 0.05447732284665108, + "m": 1.0 + }, + { + "p": 0.10118260979652405, + "m": 1.0 + }, + { + "p": 0.11666423827409744, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.9096671938896179, + "val_loss": 0.8700348734855652, + "acc": 72.74, + "time": 82.74473552103154, + "param": [ + { + "p": 0.09579520672559738, + "m": 1.0 + }, + { + "p": 0.03397483006119728, + "m": 1.0 + }, + { + "p": 0.10817500203847885, + "m": 1.0 + }, + { + "p": 0.04500836879014969, + "m": 1.0 + }, + { + "p": 0.04066206142306328, + "m": 1.0 + }, + { + "p": 0.057283930480480194, + "m": 1.0 + }, + { + "p": 0.011325705796480179, + "m": 1.0 + }, + { + "p": 0.06050950661301613, + "m": 1.0 + }, + { + "p": 0.11289841681718826, + "m": 1.0 + }, + { + "p": 0.04737234115600586, + "m": 1.0 + }, + { + "p": 0.10144521296024323, + "m": 1.0 + }, + { + "p": 0.05683527886867523, + "m": 1.0 + }, + { + "p": 0.12182722985744476, + "m": 1.0 + }, + { + "p": 0.10688691586256027, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.0442990064620972, + "val_loss": 0.816191554069519, + "acc": 71.95, + "time": 88.4566050581634, + "param": [ + { + "p": 0.08754986524581909, + "m": 1.0 + }, + { + "p": 0.0350370779633522, + "m": 1.0 + }, + { + "p": 0.1312350183725357, + "m": 1.0 + }, + { + "p": 0.05087476223707199, + "m": 1.0 + }, + { + "p": 0.04112204909324646, + "m": 1.0 + }, + { + "p": 0.055838506668806076, + "m": 1.0 + }, + { + "p": 0.015397213399410248, + "m": 1.0 + }, + { + "p": 0.05914314091205597, + "m": 1.0 + }, + { + "p": 0.09840591251850128, + "m": 1.0 + }, + { + "p": 0.0548381507396698, + "m": 1.0 + }, + { + "p": 0.09560950845479965, + "m": 1.0 + }, + { + "p": 0.048694904893636703, + "m": 1.0 + }, + { + "p": 0.1407521516084671, + "m": 1.0 + }, + { + "p": 0.08550166338682175, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.6150189638137817, + "val_loss": 0.8635094165802002, + "acc": 72.43, + "time": 88.05191902304068, + "param": [ + { + "p": 0.0780303031206131, + "m": 1.0 + }, + { + "p": 0.039694324135780334, + "m": 1.0 + }, + { + "p": 0.11847830563783646, + "m": 1.0 + }, + { + "p": 0.05604021996259689, + "m": 1.0 + }, + { + "p": 0.03966910019516945, + "m": 1.0 + }, + { + "p": 0.07162108272314072, + "m": 1.0 + }, + { + "p": 0.019124077633023262, + "m": 1.0 + }, + { + "p": 0.052696533501148224, + "m": 1.0 + }, + { + "p": 0.09140469878911972, + "m": 1.0 + }, + { + "p": 0.07188411056995392, + "m": 1.0 + }, + { + "p": 0.09973350167274475, + "m": 1.0 + }, + { + "p": 0.05339536443352699, + "m": 1.0 + }, + { + "p": 0.13545532524585724, + "m": 1.0 + }, + { + "p": 0.07277315109968185, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.8229245543479919, + "val_loss": 0.7368395328521729, + "acc": 72.47, + "time": 94.96627654088661, + "param": [ + { + "p": 0.06394106149673462, + "m": 1.0 + }, + { + "p": 0.03549914434552193, + "m": 1.0 + }, + { + "p": 0.09445755183696747, + "m": 1.0 + }, + { + "p": 0.05868766829371452, + "m": 1.0 + }, + { + "p": 0.04154115542769432, + "m": 1.0 + }, + { + "p": 0.08587227761745453, + "m": 1.0 + }, + { + "p": 0.032211486250162125, + "m": 1.0 + }, + { + "p": 0.04499487206339836, + "m": 1.0 + }, + { + "p": 0.08614491671323776, + "m": 1.0 + }, + { + "p": 0.08926159888505936, + "m": 1.0 + }, + { + "p": 0.10822973400354385, + "m": 1.0 + }, + { + "p": 0.06026063859462738, + "m": 1.0 + }, + { + "p": 0.1256064772605896, + "m": 1.0 + }, + { + "p": 0.07329140603542328, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.9061716794967651, + "val_loss": 0.6077194213867188, + "acc": 72.61, + "time": 94.38174790004268, + "param": [ + { + "p": 0.051461994647979736, + "m": 1.0 + }, + { + "p": 0.022271784022450447, + "m": 1.0 + }, + { + "p": 0.0761454626917839, + "m": 1.0 + }, + { + "p": 0.055673860013484955, + "m": 1.0 + }, + { + "p": 0.05211402103304863, + "m": 1.0 + }, + { + "p": 0.09276829659938812, + "m": 1.0 + }, + { + "p": 0.030940299853682518, + "m": 1.0 + }, + { + "p": 0.044485945254564285, + "m": 1.0 + }, + { + "p": 0.07506583631038666, + "m": 1.0 + }, + { + "p": 0.09903104603290558, + "m": 1.0 + }, + { + "p": 0.12601438164710999, + "m": 1.0 + }, + { + "p": 0.07451140880584717, + "m": 1.0 + }, + { + "p": 0.12491858005523682, + "m": 1.0 + }, + { + "p": 0.07459709793329239, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.7531547546386719, + "val_loss": 0.9820442795753479, + "acc": 72.9, + "time": 84.00476094381884, + "param": [ + { + "p": 0.04788229241967201, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07716673612594604, + "m": 1.0 + }, + { + "p": 0.051840536296367645, + "m": 1.0 + }, + { + "p": 0.05433984473347664, + "m": 1.0 + }, + { + "p": 0.08366476744413376, + "m": 1.0 + }, + { + "p": 0.02216188982129097, + "m": 1.0 + }, + { + "p": 0.035343606024980545, + "m": 1.0 + }, + { + "p": 0.0692974105477333, + "m": 1.0 + }, + { + "p": 0.11823025345802307, + "m": 1.0 + }, + { + "p": 0.14035451412200928, + "m": 1.0 + }, + { + "p": 0.07595667243003845, + "m": 1.0 + }, + { + "p": 0.14039093255996704, + "m": 1.0 + }, + { + "p": 0.08337050676345825, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.0505846738815308, + "val_loss": 0.9169369339942932, + "acc": 72.47, + "time": 92.58778410800733, + "param": [ + { + "p": 0.06073049455881119, + "m": 1.0 + }, + { + "p": 0.0005243956111371517, + "m": 1.0 + }, + { + "p": 0.06336529552936554, + "m": 1.0 + }, + { + "p": 0.04753740876913071, + "m": 1.0 + }, + { + "p": 0.046278227120637894, + "m": 1.0 + }, + { + "p": 0.09311173111200333, + "m": 1.0 + }, + { + "p": 0.024978747591376305, + "m": 1.0 + }, + { + "p": 0.03171337768435478, + "m": 1.0 + }, + { + "p": 0.05886499956250191, + "m": 1.0 + }, + { + "p": 0.1290995478630066, + "m": 1.0 + }, + { + "p": 0.14350374042987823, + "m": 1.0 + }, + { + "p": 0.06608248502016068, + "m": 1.0 + }, + { + "p": 0.14156338572502136, + "m": 1.0 + }, + { + "p": 0.09264619648456573, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.9080038070678711, + "val_loss": 0.78959721326828, + "acc": 72.53, + "time": 94.83399359788746, + "param": [ + { + "p": 0.0725526437163353, + "m": 1.0 + }, + { + "p": 0.01012822799384594, + "m": 1.0 + }, + { + "p": 0.057950377464294434, + "m": 1.0 + }, + { + "p": 0.05061446502804756, + "m": 1.0 + }, + { + "p": 0.030823534354567528, + "m": 1.0 + }, + { + "p": 0.10258360952138901, + "m": 1.0 + }, + { + "p": 0.04346782714128494, + "m": 1.0 + }, + { + "p": 0.035708095878362656, + "m": 1.0 + }, + { + "p": 0.05633534491062164, + "m": 1.0 + }, + { + "p": 0.12264595925807953, + "m": 1.0 + }, + { + "p": 0.13459880650043488, + "m": 1.0 + }, + { + "p": 0.05754956603050232, + "m": 1.0 + }, + { + "p": 0.13227404654026031, + "m": 1.0 + }, + { + "p": 0.09276747703552246, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.057862639427185, + "val_loss": 0.7779653668403625, + "acc": 73.39, + "time": 92.51940695219673, + "param": [ + { + "p": 0.06394640356302261, + "m": 1.0 + }, + { + "p": 0.026405902579426765, + "m": 1.0 + }, + { + "p": 0.08453277498483658, + "m": 1.0 + }, + { + "p": 0.05404839292168617, + "m": 1.0 + }, + { + "p": 0.005556738469749689, + "m": 1.0 + }, + { + "p": 0.1050717905163765, + "m": 1.0 + }, + { + "p": 0.059261418879032135, + "m": 1.0 + }, + { + "p": 0.04486412927508354, + "m": 1.0 + }, + { + "p": 0.058994218707084656, + "m": 1.0 + }, + { + "p": 0.11525975912809372, + "m": 1.0 + }, + { + "p": 0.12288600206375122, + "m": 1.0 + }, + { + "p": 0.04424988478422165, + "m": 1.0 + }, + { + "p": 0.14536240696907043, + "m": 1.0 + }, + { + "p": 0.06956017762422562, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.8701611161231995, + "val_loss": 0.8982112407684326, + "acc": 72.09, + "time": 93.40069433511235, + "param": [ + { + "p": 0.05296456441283226, + "m": 1.0 + }, + { + "p": 0.0249052532017231, + "m": 1.0 + }, + { + "p": 0.11199083179235458, + "m": 1.0 + }, + { + "p": 0.05473192408680916, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10677943378686905, + "m": 1.0 + }, + { + "p": 0.05366876721382141, + "m": 1.0 + }, + { + "p": 0.0553133599460125, + "m": 1.0 + }, + { + "p": 0.07122182846069336, + "m": 1.0 + }, + { + "p": 0.1129743829369545, + "m": 1.0 + }, + { + "p": 0.11869366466999054, + "m": 1.0 + }, + { + "p": 0.030065318569540977, + "m": 1.0 + }, + { + "p": 0.15547864139080048, + "m": 1.0 + }, + { + "p": 0.051212042570114136, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.8474851846694946, + "val_loss": 0.8091294169425964, + "acc": 72.63, + "time": 93.85672062612139, + "param": [ + { + "p": 0.057385366410017014, + "m": 1.0 + }, + { + "p": 0.028714604675769806, + "m": 1.0 + }, + { + "p": 0.10274738818407059, + "m": 1.0 + }, + { + "p": 0.061779215931892395, + "m": 1.0 + }, + { + "p": 0.007758548017591238, + "m": 1.0 + }, + { + "p": 0.11087942123413086, + "m": 1.0 + }, + { + "p": 0.038956865668296814, + "m": 1.0 + }, + { + "p": 0.05923993140459061, + "m": 1.0 + }, + { + "p": 0.09291766583919525, + "m": 1.0 + }, + { + "p": 0.09796955436468124, + "m": 1.0 + }, + { + "p": 0.10927381366491318, + "m": 1.0 + }, + { + "p": 0.03491813689470291, + "m": 1.0 + }, + { + "p": 0.14077438414096832, + "m": 1.0 + }, + { + "p": 0.05668508633971214, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.9075120091438293, + "val_loss": 0.7770863175392151, + "acc": 72.91, + "time": 97.0424420919735, + "param": [ + { + "p": 0.0560988150537014, + "m": 1.0 + }, + { + "p": 0.04624353349208832, + "m": 1.0 + }, + { + "p": 0.09826115518808365, + "m": 1.0 + }, + { + "p": 0.06403959542512894, + "m": 1.0 + }, + { + "p": 0.0206547062844038, + "m": 1.0 + }, + { + "p": 0.09842755645513535, + "m": 1.0 + }, + { + "p": 0.04174470528960228, + "m": 1.0 + }, + { + "p": 0.056316956877708435, + "m": 1.0 + }, + { + "p": 0.0908859521150589, + "m": 1.0 + }, + { + "p": 0.08844956755638123, + "m": 1.0 + }, + { + "p": 0.09750200062990189, + "m": 1.0 + }, + { + "p": 0.05043869465589523, + "m": 1.0 + }, + { + "p": 0.1263209879398346, + "m": 1.0 + }, + { + "p": 0.06461579352617264, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.8119826912879944, + "val_loss": 0.8293080925941467, + "acc": 72.82, + "time": 82.88142556813546, + "param": [ + { + "p": 0.05286029353737831, + "m": 1.0 + }, + { + "p": 0.05259895324707031, + "m": 1.0 + }, + { + "p": 0.09399376809597015, + "m": 1.0 + }, + { + "p": 0.0678461343050003, + "m": 1.0 + }, + { + "p": 0.019341662526130676, + "m": 1.0 + }, + { + "p": 0.10270653665065765, + "m": 1.0 + }, + { + "p": 0.047219328582286835, + "m": 1.0 + }, + { + "p": 0.04329995438456535, + "m": 1.0 + }, + { + "p": 0.09320846199989319, + "m": 1.0 + }, + { + "p": 0.09720826148986816, + "m": 1.0 + }, + { + "p": 0.0858025774359703, + "m": 1.0 + }, + { + "p": 0.04947734624147415, + "m": 1.0 + }, + { + "p": 0.11989622563123703, + "m": 1.0 + }, + { + "p": 0.07454055547714233, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.9177513718605042, + "val_loss": 0.8603585958480835, + "acc": 72.41, + "time": 84.30138205108233, + "param": [ + { + "p": 0.06756650656461716, + "m": 1.0 + }, + { + "p": 0.05841302499175072, + "m": 1.0 + }, + { + "p": 0.0884198471903801, + "m": 1.0 + }, + { + "p": 0.062152061611413956, + "m": 1.0 + }, + { + "p": 0.020627761259675026, + "m": 1.0 + }, + { + "p": 0.09965353459119797, + "m": 1.0 + }, + { + "p": 0.06785180419683456, + "m": 1.0 + }, + { + "p": 0.04315030202269554, + "m": 1.0 + }, + { + "p": 0.08289871364831924, + "m": 1.0 + }, + { + "p": 0.09528780728578568, + "m": 1.0 + }, + { + "p": 0.07174555957317352, + "m": 1.0 + }, + { + "p": 0.05249359831213951, + "m": 1.0 + }, + { + "p": 0.10742374509572983, + "m": 1.0 + }, + { + "p": 0.08231569081544876, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.8629890084266663, + "val_loss": 0.8865270018577576, + "acc": 73.28, + "time": 85.33181182295084, + "param": [ + { + "p": 0.0728086456656456, + "m": 1.0 + }, + { + "p": 0.059331975877285004, + "m": 1.0 + }, + { + "p": 0.07310496270656586, + "m": 1.0 + }, + { + "p": 0.06342128664255142, + "m": 1.0 + }, + { + "p": 0.03113175928592682, + "m": 1.0 + }, + { + "p": 0.10850245505571365, + "m": 1.0 + }, + { + "p": 0.09058421105146408, + "m": 1.0 + }, + { + "p": 0.05837260186672211, + "m": 1.0 + }, + { + "p": 0.0684458315372467, + "m": 1.0 + }, + { + "p": 0.08964481949806213, + "m": 1.0 + }, + { + "p": 0.04473823681473732, + "m": 1.0 + }, + { + "p": 0.043850190937519073, + "m": 1.0 + }, + { + "p": 0.11702429503202438, + "m": 1.0 + }, + { + "p": 0.07903868705034256, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.865696370601654, + "val_loss": 0.861945390701294, + "acc": 72.89, + "time": 85.85069758212194, + "param": [ + { + "p": 0.08530731499195099, + "m": 1.0 + }, + { + "p": 0.0428474098443985, + "m": 1.0 + }, + { + "p": 0.0589667484164238, + "m": 1.0 + }, + { + "p": 0.06270739436149597, + "m": 1.0 + }, + { + "p": 0.036027926951646805, + "m": 1.0 + }, + { + "p": 0.12223836034536362, + "m": 1.0 + }, + { + "p": 0.07883139699697495, + "m": 1.0 + }, + { + "p": 0.06192009150981903, + "m": 1.0 + }, + { + "p": 0.08330026268959045, + "m": 1.0 + }, + { + "p": 0.08178962022066116, + "m": 1.0 + }, + { + "p": 0.03465314954519272, + "m": 1.0 + }, + { + "p": 0.04891269654035568, + "m": 1.0 + }, + { + "p": 0.12659865617752075, + "m": 1.0 + }, + { + "p": 0.07589902728796005, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.7219372391700745, + "val_loss": 0.8048142790794373, + "acc": 72.98, + "time": 94.39215562399477, + "param": [ + { + "p": 0.09251297265291214, + "m": 1.0 + }, + { + "p": 0.020928140729665756, + "m": 1.0 + }, + { + "p": 0.05930709466338158, + "m": 1.0 + }, + { + "p": 0.06838564574718475, + "m": 1.0 + }, + { + "p": 0.04776803404092789, + "m": 1.0 + }, + { + "p": 0.11381072551012039, + "m": 1.0 + }, + { + "p": 0.06916903704404831, + "m": 1.0 + }, + { + "p": 0.05979786440730095, + "m": 1.0 + }, + { + "p": 0.08587314188480377, + "m": 1.0 + }, + { + "p": 0.07299960404634476, + "m": 1.0 + }, + { + "p": 0.0310373455286026, + "m": 1.0 + }, + { + "p": 0.058906808495521545, + "m": 1.0 + }, + { + "p": 0.13971643149852753, + "m": 1.0 + }, + { + "p": 0.0797872245311737, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.8418603539466858, + "val_loss": 0.9594658613204956, + "acc": 73.35, + "time": 83.56377121806145, + "param": [ + { + "p": 0.08736059814691544, + "m": 1.0 + }, + { + "p": 0.012989583425223827, + "m": 1.0 + }, + { + "p": 0.05813287943601608, + "m": 1.0 + }, + { + "p": 0.06939445436000824, + "m": 1.0 + }, + { + "p": 0.06856086850166321, + "m": 1.0 + }, + { + "p": 0.09731639921665192, + "m": 1.0 + }, + { + "p": 0.07039128988981247, + "m": 1.0 + }, + { + "p": 0.07123401015996933, + "m": 1.0 + }, + { + "p": 0.08521535247564316, + "m": 1.0 + }, + { + "p": 0.07558520883321762, + "m": 1.0 + }, + { + "p": 0.032726582139730453, + "m": 1.0 + }, + { + "p": 0.06541158258914948, + "m": 1.0 + }, + { + "p": 0.12584295868873596, + "m": 1.0 + }, + { + "p": 0.07983825355768204, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.8851332664489746, + "val_loss": 0.9084780812263489, + "acc": 73.63, + "time": 88.63818545895629, + "param": [ + { + "p": 0.08307908475399017, + "m": 1.0 + }, + { + "p": 0.022197328507900238, + "m": 1.0 + }, + { + "p": 0.053130924701690674, + "m": 1.0 + }, + { + "p": 0.062368374317884445, + "m": 1.0 + }, + { + "p": 0.08414667099714279, + "m": 1.0 + }, + { + "p": 0.09847413003444672, + "m": 1.0 + }, + { + "p": 0.06237863004207611, + "m": 1.0 + }, + { + "p": 0.06796246021986008, + "m": 1.0 + }, + { + "p": 0.07594911009073257, + "m": 1.0 + }, + { + "p": 0.07529677450656891, + "m": 1.0 + }, + { + "p": 0.054313406348228455, + "m": 1.0 + }, + { + "p": 0.07210291922092438, + "m": 1.0 + }, + { + "p": 0.11086834222078323, + "m": 1.0 + }, + { + "p": 0.07773183286190033, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.9928266406059265, + "val_loss": 0.874968945980072, + "acc": 72.82, + "time": 85.60082008317113, + "param": [ + { + "p": 0.07764817029237747, + "m": 1.0 + }, + { + "p": 0.02689483016729355, + "m": 1.0 + }, + { + "p": 0.045657914131879807, + "m": 1.0 + }, + { + "p": 0.06377412378787994, + "m": 1.0 + }, + { + "p": 0.08844664692878723, + "m": 1.0 + }, + { + "p": 0.10044512897729874, + "m": 1.0 + }, + { + "p": 0.0636889860033989, + "m": 1.0 + }, + { + "p": 0.06755770742893219, + "m": 1.0 + }, + { + "p": 0.07682179659605026, + "m": 1.0 + }, + { + "p": 0.07698880881071091, + "m": 1.0 + }, + { + "p": 0.057756777852773666, + "m": 1.0 + }, + { + "p": 0.06923019140958786, + "m": 1.0 + }, + { + "p": 0.09854817390441895, + "m": 1.0 + }, + { + "p": 0.08654072880744934, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.800008237361908, + "val_loss": 0.8263612985610962, + "acc": 73.05, + "time": 95.35571874398738, + "param": [ + { + "p": 0.07797174155712128, + "m": 1.0 + }, + { + "p": 0.03883938491344452, + "m": 1.0 + }, + { + "p": 0.05461382865905762, + "m": 1.0 + }, + { + "p": 0.05859619751572609, + "m": 1.0 + }, + { + "p": 0.09189194440841675, + "m": 1.0 + }, + { + "p": 0.09834042191505432, + "m": 1.0 + }, + { + "p": 0.06430350244045258, + "m": 1.0 + }, + { + "p": 0.07495182007551193, + "m": 1.0 + }, + { + "p": 0.08434157818555832, + "m": 1.0 + }, + { + "p": 0.08121562749147415, + "m": 1.0 + }, + { + "p": 0.044718317687511444, + "m": 1.0 + }, + { + "p": 0.07223394513130188, + "m": 1.0 + }, + { + "p": 0.0824689269065857, + "m": 1.0 + }, + { + "p": 0.07551271468400955, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.0969583988189697, + "val_loss": 0.854412853717804, + "acc": 73.18, + "time": 93.80442893481813, + "param": [ + { + "p": 0.08146008849143982, + "m": 1.0 + }, + { + "p": 0.040636979043483734, + "m": 1.0 + }, + { + "p": 0.07604262977838516, + "m": 1.0 + }, + { + "p": 0.0498562827706337, + "m": 1.0 + }, + { + "p": 0.09235335886478424, + "m": 1.0 + }, + { + "p": 0.0956648588180542, + "m": 1.0 + }, + { + "p": 0.07201368361711502, + "m": 1.0 + }, + { + "p": 0.08836127072572708, + "m": 1.0 + }, + { + "p": 0.09480170905590057, + "m": 1.0 + }, + { + "p": 0.08125939965248108, + "m": 1.0 + }, + { + "p": 0.024375714361667633, + "m": 1.0 + }, + { + "p": 0.05893513932824135, + "m": 1.0 + }, + { + "p": 0.07986582070589066, + "m": 1.0 + }, + { + "p": 0.06437301635742188, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.9182732105255127, + "val_loss": 0.8037329316139221, + "acc": 73.42, + "time": 96.42277318611741, + "param": [ + { + "p": 0.09089890867471695, + "m": 1.0 + }, + { + "p": 0.021627845242619514, + "m": 1.0 + }, + { + "p": 0.0975203737616539, + "m": 1.0 + }, + { + "p": 0.04467339441180229, + "m": 1.0 + }, + { + "p": 0.08737156540155411, + "m": 1.0 + }, + { + "p": 0.10100144147872925, + "m": 1.0 + }, + { + "p": 0.07048693299293518, + "m": 1.0 + }, + { + "p": 0.09887335449457169, + "m": 1.0 + }, + { + "p": 0.11224151402711868, + "m": 1.0 + }, + { + "p": 0.082840196788311, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07766816020011902, + "m": 1.0 + }, + { + "p": 0.06650345027446747, + "m": 1.0 + }, + { + "p": 0.048292871564626694, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.798147439956665, + "val_loss": 0.8555192351341248, + "acc": 72.86, + "time": 98.26368874893524, + "param": [ + { + "p": 0.09670612215995789, + "m": 1.0 + }, + { + "p": 0.005465337540954351, + "m": 1.0 + }, + { + "p": 0.1192554384469986, + "m": 1.0 + }, + { + "p": 0.038980986922979355, + "m": 1.0 + }, + { + "p": 0.08711452782154083, + "m": 1.0 + }, + { + "p": 0.10714225471019745, + "m": 1.0 + }, + { + "p": 0.06760729104280472, + "m": 1.0 + }, + { + "p": 0.10654749721288681, + "m": 1.0 + }, + { + "p": 0.12750010192394257, + "m": 1.0 + }, + { + "p": 0.08538027107715607, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09345604479312897, + "m": 1.0 + }, + { + "p": 0.036924391984939575, + "m": 1.0 + }, + { + "p": 0.02791971154510975, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.8008267879486084, + "val_loss": 0.8458405137062073, + "acc": 72.98, + "time": 99.64546968298964, + "param": [ + { + "p": 0.08373652398586273, + "m": 1.0 + }, + { + "p": 0.005729392170906067, + "m": 1.0 + }, + { + "p": 0.12173033505678177, + "m": 1.0 + }, + { + "p": 0.052991073578596115, + "m": 1.0 + }, + { + "p": 0.08463063091039658, + "m": 1.0 + }, + { + "p": 0.12058527022600174, + "m": 1.0 + }, + { + "p": 0.07147904485464096, + "m": 1.0 + }, + { + "p": 0.10373342037200928, + "m": 1.0 + }, + { + "p": 0.1316877156496048, + "m": 1.0 + }, + { + "p": 0.07753455638885498, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09589789062738419, + "m": 1.0 + }, + { + "p": 0.02441481500864029, + "m": 1.0 + }, + { + "p": 0.025849290192127228, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json new file mode 100644 index 0000000..2dc082a --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 72.6, + "Time": [ + 88.91970440511592, + 5.336709589002847 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.246955156326294, + "val_loss": 2.2710084915161133, + "acc": 14.0, + "time": 97.39837369113229, + "param": [ + { + "p": 0.08294428139925003, + "m": 1.0 + }, + { + "p": 0.015248681418597698, + "m": 1.0 + }, + { + "p": 0.01930849254131317, + "m": 1.0 + }, + { + "p": 0.06069369614124298, + "m": 1.0 + }, + { + "p": 0.07692714780569077, + "m": 1.0 + }, + { + "p": 0.08131544291973114, + "m": 1.0 + }, + { + "p": 0.05848481506109238, + "m": 1.0 + }, + { + "p": 0.09309995174407959, + "m": 1.0 + }, + { + "p": 0.08806896209716797, + "m": 1.0 + }, + { + "p": 0.09232696145772934, + "m": 1.0 + }, + { + "p": 0.07206456363201141, + "m": 1.0 + }, + { + "p": 0.0894574522972107, + "m": 1.0 + }, + { + "p": 0.09371334314346313, + "m": 1.0 + }, + { + "p": 0.07634621858596802, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.0421767234802246, + "val_loss": 2.0534286499023438, + "acc": 25.79, + "time": 98.09447286697105, + "param": [ + { + "p": 0.09839871525764465, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03681694716215134, + "m": 1.0 + }, + { + "p": 0.09530595690011978, + "m": 1.0 + }, + { + "p": 0.06938356906175613, + "m": 1.0 + }, + { + "p": 0.07281796634197235, + "m": 1.0 + }, + { + "p": 0.06315571069717407, + "m": 1.0 + }, + { + "p": 0.07782150059938431, + "m": 1.0 + }, + { + "p": 0.0851016715168953, + "m": 1.0 + }, + { + "p": 0.1123514175415039, + "m": 1.0 + }, + { + "p": 0.07441537082195282, + "m": 1.0 + }, + { + "p": 0.08030004054307938, + "m": 1.0 + }, + { + "p": 0.10792388767004013, + "m": 1.0 + }, + { + "p": 0.026207270100712776, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.052809476852417, + "val_loss": 1.9140748977661133, + "acc": 30.45, + "time": 94.84167140512727, + "param": [ + { + "p": 0.14412491023540497, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03290427103638649, + "m": 1.0 + }, + { + "p": 0.11962748318910599, + "m": 1.0 + }, + { + "p": 0.03905968368053436, + "m": 1.0 + }, + { + "p": 0.054120983928442, + "m": 1.0 + }, + { + "p": 0.029143083840608597, + "m": 1.0 + }, + { + "p": 0.06635912507772446, + "m": 1.0 + }, + { + "p": 0.09533407539129257, + "m": 1.0 + }, + { + "p": 0.140089750289917, + "m": 1.0 + }, + { + "p": 0.06496196985244751, + "m": 1.0 + }, + { + "p": 0.08442565053701401, + "m": 1.0 + }, + { + "p": 0.12984903156757355, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.201904058456421, + "val_loss": 1.7957680225372314, + "acc": 35.83, + "time": 99.77552713011391, + "param": [ + { + "p": 0.2027166485786438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026862815022468567, + "m": 1.0 + }, + { + "p": 0.15322370827198029, + "m": 1.0 + }, + { + "p": 0.002991104731336236, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06969600915908813, + "m": 1.0 + }, + { + "p": 0.09042400866746902, + "m": 1.0 + }, + { + "p": 0.16146305203437805, + "m": 1.0 + }, + { + "p": 0.0461929589509964, + "m": 1.0 + }, + { + "p": 0.092081718146801, + "m": 1.0 + }, + { + "p": 0.15434804558753967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.3890538215637207, + "val_loss": 1.6133968830108643, + "acc": 41.66, + "time": 90.78905407898128, + "param": [ + { + "p": 0.26916608214378357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.183424174785614, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022330697625875473, + "m": 1.0 + }, + { + "p": 0.06785478442907333, + "m": 1.0 + }, + { + "p": 0.1908072978258133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08737056702375412, + "m": 1.0 + }, + { + "p": 0.17904648184776306, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.570896863937378, + "val_loss": 1.6625888347625732, + "acc": 41.06, + "time": 83.96413092198782, + "param": [ + { + "p": 0.30222639441490173, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18901465833187103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0022156760096549988, + "m": 1.0 + }, + { + "p": 0.05116095766425133, + "m": 1.0 + }, + { + "p": 0.19108490645885468, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07345911115407944, + "m": 1.0 + }, + { + "p": 0.19083832204341888, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 2.1369705200195312, + "val_loss": 1.5971657037734985, + "acc": 43.73, + "time": 83.95824455679394, + "param": [ + { + "p": 0.31379252672195435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0011310162954032421, + "m": 1.0 + }, + { + "p": 0.18713629245758057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04741052910685539, + "m": 1.0 + }, + { + "p": 0.1863565742969513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0727236419916153, + "m": 1.0 + }, + { + "p": 0.1914493888616562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.7884539365768433, + "val_loss": 1.488875150680542, + "acc": 46.42, + "time": 84.67273305100389, + "param": [ + { + "p": 0.32622966170310974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0025349745992571115, + "m": 1.0 + }, + { + "p": 0.18516823649406433, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0008986427565105259, + "m": 1.0 + }, + { + "p": 0.031146876513957977, + "m": 1.0 + }, + { + "p": 0.18585816025733948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0679047480225563, + "m": 1.0 + }, + { + "p": 0.20025871694087982, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.8196223974227905, + "val_loss": 1.5358692407608032, + "acc": 45.36, + "time": 97.87624455895275, + "param": [ + { + "p": 0.31178346276283264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02467598207294941, + "m": 1.0 + }, + { + "p": 0.1672641485929489, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011882989667356014, + "m": 1.0 + }, + { + "p": 0.02694402076303959, + "m": 1.0 + }, + { + "p": 0.02106795273721218, + "m": 1.0 + }, + { + "p": 0.17126606404781342, + "m": 1.0 + }, + { + "p": 0.00464125070720911, + "m": 1.0 + }, + { + "p": 0.07594523578882217, + "m": 1.0 + }, + { + "p": 0.1845289170742035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 2.1246955394744873, + "val_loss": 1.5423599481582642, + "acc": 45.96, + "time": 88.68250582111068, + "param": [ + { + "p": 0.34072715044021606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009619184769690037, + "m": 1.0 + }, + { + "p": 0.1796051412820816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02234935201704502, + "m": 1.0 + }, + { + "p": 0.002678606892004609, + "m": 1.0 + }, + { + "p": 0.17883917689323425, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08755824714899063, + "m": 1.0 + }, + { + "p": 0.17862321436405182, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.6217254400253296, + "val_loss": 1.4525585174560547, + "acc": 47.07, + "time": 85.24406627402641, + "param": [ + { + "p": 0.3583615720272064, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0021122987382113934, + "m": 1.0 + }, + { + "p": 0.18792791664600372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00010701029532356188, + "m": 1.0 + }, + { + "p": 0.0048288521356880665, + "m": 1.0 + }, + { + "p": 0.0011387958656996489, + "m": 1.0 + }, + { + "p": 0.18323901295661926, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09661518782377243, + "m": 1.0 + }, + { + "p": 0.1656692773103714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.680009365081787, + "val_loss": 1.3915536403656006, + "acc": 51.03, + "time": 83.62465779902413, + "param": [ + { + "p": 0.3674759268760681, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1857108473777771, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006393815390765667, + "m": 1.0 + }, + { + "p": 0.004947928711771965, + "m": 1.0 + }, + { + "p": 0.18127411603927612, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09693790972232819, + "m": 1.0 + }, + { + "p": 0.15725940465927124, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.6813000440597534, + "val_loss": 1.3842493295669556, + "acc": 48.81, + "time": 93.55583239789121, + "param": [ + { + "p": 0.38199836015701294, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009617569739930332, + "m": 1.0 + }, + { + "p": 0.18082167208194733, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0011927438899874687, + "m": 1.0 + }, + { + "p": 0.0021013470832258463, + "m": 1.0 + }, + { + "p": 0.0010664107976481318, + "m": 1.0 + }, + { + "p": 0.18128463625907898, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09493952989578247, + "m": 1.0 + }, + { + "p": 0.15507075190544128, + "m": 1.0 + }, + { + "p": 0.0005627761711366475, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7031078338623047, + "val_loss": 1.321660041809082, + "acc": 51.74, + "time": 84.76280731614679, + "param": [ + { + "p": 0.3847329020500183, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0022966547403484583, + "m": 1.0 + }, + { + "p": 0.17227114737033844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0054706488735973835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17218223214149475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1003078743815422, + "m": 1.0 + }, + { + "p": 0.16273853182792664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.2687710523605347, + "val_loss": 1.2609076499938965, + "acc": 51.49, + "time": 97.14877782203257, + "param": [ + { + "p": 0.3903031349182129, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00041728996438905597, + "m": 1.0 + }, + { + "p": 0.15787434577941895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015789490193128586, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16669446229934692, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10556649416685104, + "m": 1.0 + }, + { + "p": 0.163354754447937, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.291117787361145, + "val_loss": 1.2547458410263062, + "acc": 52.79, + "time": 97.4513792139478, + "param": [ + { + "p": 0.36204445362091064, + "m": 1.0 + }, + { + "p": 0.0006314702914096415, + "m": 1.0 + }, + { + "p": 0.009288444183766842, + "m": 1.0 + }, + { + "p": 0.13805124163627625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0018914181273430586, + "m": 1.0 + }, + { + "p": 0.03804846853017807, + "m": 1.0 + }, + { + "p": 0.003963715396821499, + "m": 1.0 + }, + { + "p": 0.013896310701966286, + "m": 1.0 + }, + { + "p": 0.155779168009758, + "m": 1.0 + }, + { + "p": 0.016583729535341263, + "m": 1.0 + }, + { + "p": 0.10718591511249542, + "m": 1.0 + }, + { + "p": 0.14684385061264038, + "m": 1.0 + }, + { + "p": 0.0057919928804039955, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.3511035442352295, + "val_loss": 1.3283710479736328, + "acc": 53.67, + "time": 98.13520429003984, + "param": [ + { + "p": 0.33101189136505127, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026445886120200157, + "m": 1.0 + }, + { + "p": 0.12623684108257294, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006098524667322636, + "m": 1.0 + }, + { + "p": 0.06542906165122986, + "m": 1.0 + }, + { + "p": 0.00772983068600297, + "m": 1.0 + }, + { + "p": 0.031011052429676056, + "m": 1.0 + }, + { + "p": 0.1356833577156067, + "m": 1.0 + }, + { + "p": 0.025554878637194633, + "m": 1.0 + }, + { + "p": 0.1074761375784874, + "m": 1.0 + }, + { + "p": 0.12858441472053528, + "m": 1.0 + }, + { + "p": 0.008738123811781406, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.2354968786239624, + "val_loss": 1.2677611112594604, + "acc": 55.08, + "time": 89.22572811204009, + "param": [ + { + "p": 0.3177984952926636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.029638616368174553, + "m": 1.0 + }, + { + "p": 0.11212702095508575, + "m": 1.0 + }, + { + "p": 0.0004546394047793001, + "m": 1.0 + }, + { + "p": 0.0025267526507377625, + "m": 1.0 + }, + { + "p": 0.08808553218841553, + "m": 1.0 + }, + { + "p": 0.013278074562549591, + "m": 1.0 + }, + { + "p": 0.04901033639907837, + "m": 1.0 + }, + { + "p": 0.12372250109910965, + "m": 1.0 + }, + { + "p": 0.03227270394563675, + "m": 1.0 + }, + { + "p": 0.10458052903413773, + "m": 1.0 + }, + { + "p": 0.1169985830783844, + "m": 1.0 + }, + { + "p": 0.009506276808679104, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.4670453071594238, + "val_loss": 1.2308865785598755, + "acc": 54.3, + "time": 86.76423004013486, + "param": [ + { + "p": 0.26137569546699524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0465959869325161, + "m": 1.0 + }, + { + "p": 0.09500566869974136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09181050956249237, + "m": 1.0 + }, + { + "p": 0.04190715774893761, + "m": 1.0 + }, + { + "p": 0.06347516179084778, + "m": 1.0 + }, + { + "p": 0.11498101055622101, + "m": 1.0 + }, + { + "p": 0.0464240238070488, + "m": 1.0 + }, + { + "p": 0.10006149113178253, + "m": 1.0 + }, + { + "p": 0.10774598270654678, + "m": 1.0 + }, + { + "p": 0.03061729669570923, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.4360265731811523, + "val_loss": 1.2563517093658447, + "acc": 56.47, + "time": 97.1091605888214, + "param": [ + { + "p": 0.23918814957141876, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0492062121629715, + "m": 1.0 + }, + { + "p": 0.10109543055295944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09278880059719086, + "m": 1.0 + }, + { + "p": 0.060536403208971024, + "m": 1.0 + }, + { + "p": 0.07024409621953964, + "m": 1.0 + }, + { + "p": 0.11539777368307114, + "m": 1.0 + }, + { + "p": 0.038662176579236984, + "m": 1.0 + }, + { + "p": 0.1130756288766861, + "m": 1.0 + }, + { + "p": 0.10287871211767197, + "m": 1.0 + }, + { + "p": 0.016926664859056473, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.4094301462173462, + "val_loss": 1.3546286821365356, + "acc": 56.37, + "time": 95.76594494492747, + "param": [ + { + "p": 0.2292775958776474, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050399407744407654, + "m": 1.0 + }, + { + "p": 0.09241171926259995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009807695169001818, + "m": 1.0 + }, + { + "p": 0.08683127909898758, + "m": 1.0 + }, + { + "p": 0.07809551060199738, + "m": 1.0 + }, + { + "p": 0.07620679587125778, + "m": 1.0 + }, + { + "p": 0.1163678914308548, + "m": 1.0 + }, + { + "p": 0.0340946689248085, + "m": 1.0 + }, + { + "p": 0.13725760579109192, + "m": 1.0 + }, + { + "p": 0.09392505884170532, + "m": 1.0 + }, + { + "p": 0.004151702392846346, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.4074437618255615, + "val_loss": 1.1581196784973145, + "acc": 57.92, + "time": 98.16879207314923, + "param": [ + { + "p": 0.21520625054836273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05048856511712074, + "m": 1.0 + }, + { + "p": 0.07682125270366669, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07836229354143143, + "m": 1.0 + }, + { + "p": 0.0863189771771431, + "m": 1.0 + }, + { + "p": 0.08207415044307709, + "m": 1.0 + }, + { + "p": 0.1212037205696106, + "m": 1.0 + }, + { + "p": 0.03969283029437065, + "m": 1.0 + }, + { + "p": 0.14989499747753143, + "m": 1.0 + }, + { + "p": 0.08644982427358627, + "m": 1.0 + }, + { + "p": 0.013487135991454124, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.4469009637832642, + "val_loss": 1.237633228302002, + "acc": 56.29, + "time": 83.46096916892566, + "param": [ + { + "p": 0.20799347758293152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05986315384507179, + "m": 1.0 + }, + { + "p": 0.05996466055512428, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00034071202389895916, + "m": 1.0 + }, + { + "p": 0.07468298077583313, + "m": 1.0 + }, + { + "p": 0.08310765027999878, + "m": 1.0 + }, + { + "p": 0.08014456927776337, + "m": 1.0 + }, + { + "p": 0.13486312329769135, + "m": 1.0 + }, + { + "p": 0.03991987556219101, + "m": 1.0 + }, + { + "p": 0.1599845141172409, + "m": 1.0 + }, + { + "p": 0.08190939575433731, + "m": 1.0 + }, + { + "p": 0.017225848510861397, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.196257472038269, + "val_loss": 1.2422606945037842, + "acc": 55.51, + "time": 83.06480637402274, + "param": [ + { + "p": 0.204942986369133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07314994186162949, + "m": 1.0 + }, + { + "p": 0.0448080375790596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06942399591207504, + "m": 1.0 + }, + { + "p": 0.08210213482379913, + "m": 1.0 + }, + { + "p": 0.06730180233716965, + "m": 1.0 + }, + { + "p": 0.13588908314704895, + "m": 1.0 + }, + { + "p": 0.041967764496803284, + "m": 1.0 + }, + { + "p": 0.16131198406219482, + "m": 1.0 + }, + { + "p": 0.07721500098705292, + "m": 1.0 + }, + { + "p": 0.041887328028678894, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.157106876373291, + "val_loss": 1.1004102230072021, + "acc": 58.14, + "time": 83.4761239909567, + "param": [ + { + "p": 0.20185653865337372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08010450005531311, + "m": 1.0 + }, + { + "p": 0.04488154500722885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002334031742066145, + "m": 1.0 + }, + { + "p": 0.0677584558725357, + "m": 1.0 + }, + { + "p": 0.08170247822999954, + "m": 1.0 + }, + { + "p": 0.0703212320804596, + "m": 1.0 + }, + { + "p": 0.12154284864664078, + "m": 1.0 + }, + { + "p": 0.053890760987997055, + "m": 1.0 + }, + { + "p": 0.15066954493522644, + "m": 1.0 + }, + { + "p": 0.07339175790548325, + "m": 1.0 + }, + { + "p": 0.051546357572078705, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.3436880111694336, + "val_loss": 1.0447719097137451, + "acc": 59.64, + "time": 82.81481685815379, + "param": [ + { + "p": 0.19837751984596252, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07742555439472198, + "m": 1.0 + }, + { + "p": 0.04887988045811653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06762448698282242, + "m": 1.0 + }, + { + "p": 0.08652304857969284, + "m": 1.0 + }, + { + "p": 0.07099315524101257, + "m": 1.0 + }, + { + "p": 0.1163061112165451, + "m": 1.0 + }, + { + "p": 0.0655004009604454, + "m": 1.0 + }, + { + "p": 0.14950048923492432, + "m": 1.0 + }, + { + "p": 0.07176996022462845, + "m": 1.0 + }, + { + "p": 0.04709939286112785, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.1395244598388672, + "val_loss": 1.2009128332138062, + "acc": 58.78, + "time": 92.98329378198832, + "param": [ + { + "p": 0.19596563279628754, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07650382816791534, + "m": 1.0 + }, + { + "p": 0.04690175503492355, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07094500958919525, + "m": 1.0 + }, + { + "p": 0.08673270046710968, + "m": 1.0 + }, + { + "p": 0.07055927813053131, + "m": 1.0 + }, + { + "p": 0.1094563826918602, + "m": 1.0 + }, + { + "p": 0.07113394886255264, + "m": 1.0 + }, + { + "p": 0.15466447174549103, + "m": 1.0 + }, + { + "p": 0.08132695406675339, + "m": 1.0 + }, + { + "p": 0.03581002727150917, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.2194862365722656, + "val_loss": 1.1665598154067993, + "acc": 58.92, + "time": 82.2514576939866, + "param": [ + { + "p": 0.1888550966978073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08901413530111313, + "m": 1.0 + }, + { + "p": 0.05160171538591385, + "m": 1.0 + }, + { + "p": 0.0006317422958090901, + "m": 1.0 + }, + { + "p": 0.0007317823474295437, + "m": 1.0 + }, + { + "p": 0.0677611380815506, + "m": 1.0 + }, + { + "p": 0.0773761048913002, + "m": 1.0 + }, + { + "p": 0.07684087008237839, + "m": 1.0 + }, + { + "p": 0.09356711059808731, + "m": 1.0 + }, + { + "p": 0.07622295618057251, + "m": 1.0 + }, + { + "p": 0.15128089487552643, + "m": 1.0 + }, + { + "p": 0.09955934435129166, + "m": 1.0 + }, + { + "p": 0.026557166129350662, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.3443673849105835, + "val_loss": 1.0761852264404297, + "acc": 60.31, + "time": 84.44556763814762, + "param": [ + { + "p": 0.17835412919521332, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10803771764039993, + "m": 1.0 + }, + { + "p": 0.04433417692780495, + "m": 1.0 + }, + { + "p": 0.003352165687829256, + "m": 1.0 + }, + { + "p": 0.001967591466382146, + "m": 1.0 + }, + { + "p": 0.05720818415284157, + "m": 1.0 + }, + { + "p": 0.07714350521564484, + "m": 1.0 + }, + { + "p": 0.08084939420223236, + "m": 1.0 + }, + { + "p": 0.08942820131778717, + "m": 1.0 + }, + { + "p": 0.08833809196949005, + "m": 1.0 + }, + { + "p": 0.14027507603168488, + "m": 1.0 + }, + { + "p": 0.11494545638561249, + "m": 1.0 + }, + { + "p": 0.01576630026102066, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.400762915611267, + "val_loss": 1.131287693977356, + "acc": 59.87, + "time": 96.20005213399418, + "param": [ + { + "p": 0.1680155098438263, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1254243105649948, + "m": 1.0 + }, + { + "p": 0.03558211401104927, + "m": 1.0 + }, + { + "p": 0.018106218427419662, + "m": 1.0 + }, + { + "p": 0.003957378212362528, + "m": 1.0 + }, + { + "p": 0.05421387404203415, + "m": 1.0 + }, + { + "p": 0.07613740116357803, + "m": 1.0 + }, + { + "p": 0.08883648365736008, + "m": 1.0 + }, + { + "p": 0.08046941459178925, + "m": 1.0 + }, + { + "p": 0.10387104004621506, + "m": 1.0 + }, + { + "p": 0.12234374135732651, + "m": 1.0 + }, + { + "p": 0.11448103934526443, + "m": 1.0 + }, + { + "p": 0.008561461232602596, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.2604522705078125, + "val_loss": 1.2457261085510254, + "acc": 60.78, + "time": 94.05599553300999, + "param": [ + { + "p": 0.15300942957401276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1382611095905304, + "m": 1.0 + }, + { + "p": 0.025829480960965157, + "m": 1.0 + }, + { + "p": 0.029509462416172028, + "m": 1.0 + }, + { + "p": 0.026320679113268852, + "m": 1.0 + }, + { + "p": 0.07204511761665344, + "m": 1.0 + }, + { + "p": 0.07191330194473267, + "m": 1.0 + }, + { + "p": 0.08735298365354538, + "m": 1.0 + }, + { + "p": 0.06860252469778061, + "m": 1.0 + }, + { + "p": 0.10964521020650864, + "m": 1.0 + }, + { + "p": 0.10920765995979309, + "m": 1.0 + }, + { + "p": 0.09842168539762497, + "m": 1.0 + }, + { + "p": 0.009881439618766308, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.3782126903533936, + "val_loss": 1.0846128463745117, + "acc": 61.94, + "time": 82.64138443605043, + "param": [ + { + "p": 0.1310831755399704, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14802701771259308, + "m": 1.0 + }, + { + "p": 0.012961932457983494, + "m": 1.0 + }, + { + "p": 0.018848121166229248, + "m": 1.0 + }, + { + "p": 0.036162395030260086, + "m": 1.0 + }, + { + "p": 0.09371519088745117, + "m": 1.0 + }, + { + "p": 0.07011286169290543, + "m": 1.0 + }, + { + "p": 0.08576291799545288, + "m": 1.0 + }, + { + "p": 0.061090145260095596, + "m": 1.0 + }, + { + "p": 0.11645089834928513, + "m": 1.0 + }, + { + "p": 0.09917481243610382, + "m": 1.0 + }, + { + "p": 0.10282719880342484, + "m": 1.0 + }, + { + "p": 0.02378339134156704, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.319285273551941, + "val_loss": 1.0621474981307983, + "acc": 62.05, + "time": 89.52946615312248, + "param": [ + { + "p": 0.10714840888977051, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14567942917346954, + "m": 1.0 + }, + { + "p": 0.012556611560285091, + "m": 1.0 + }, + { + "p": 0.004971517249941826, + "m": 1.0 + }, + { + "p": 0.027024727314710617, + "m": 1.0 + }, + { + "p": 0.10911664366722107, + "m": 1.0 + }, + { + "p": 0.07291670888662338, + "m": 1.0 + }, + { + "p": 0.08305050432682037, + "m": 1.0 + }, + { + "p": 0.06423743814229965, + "m": 1.0 + }, + { + "p": 0.13011613488197327, + "m": 1.0 + }, + { + "p": 0.08780978620052338, + "m": 1.0 + }, + { + "p": 0.10837322473526001, + "m": 1.0 + }, + { + "p": 0.04699889197945595, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.2660683393478394, + "val_loss": 1.1255779266357422, + "acc": 62.47, + "time": 84.3841704649385, + "param": [ + { + "p": 0.10122482478618622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12679769098758698, + "m": 1.0 + }, + { + "p": 0.028819505125284195, + "m": 1.0 + }, + { + "p": 0.009758822619915009, + "m": 1.0 + }, + { + "p": 0.027526212856173515, + "m": 1.0 + }, + { + "p": 0.1113203763961792, + "m": 1.0 + }, + { + "p": 0.06043821573257446, + "m": 1.0 + }, + { + "p": 0.09615764021873474, + "m": 1.0 + }, + { + "p": 0.0734393447637558, + "m": 1.0 + }, + { + "p": 0.13025665283203125, + "m": 1.0 + }, + { + "p": 0.07495295256376266, + "m": 1.0 + }, + { + "p": 0.11431018263101578, + "m": 1.0 + }, + { + "p": 0.04499755799770355, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.2381542921066284, + "val_loss": 1.0316263437271118, + "acc": 63.62, + "time": 96.51064769201912, + "param": [ + { + "p": 0.10643608868122101, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11482322961091995, + "m": 1.0 + }, + { + "p": 0.03025582991540432, + "m": 1.0 + }, + { + "p": 0.005129319615662098, + "m": 1.0 + }, + { + "p": 0.034261975437402725, + "m": 1.0 + }, + { + "p": 0.12350168824195862, + "m": 1.0 + }, + { + "p": 0.04000171273946762, + "m": 1.0 + }, + { + "p": 0.0944957435131073, + "m": 1.0 + }, + { + "p": 0.09698403626680374, + "m": 1.0 + }, + { + "p": 0.1243322491645813, + "m": 1.0 + }, + { + "p": 0.06227665767073631, + "m": 1.0 + }, + { + "p": 0.12508134543895721, + "m": 1.0 + }, + { + "p": 0.0424201525747776, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.413248896598816, + "val_loss": 1.0147022008895874, + "acc": 62.94, + "time": 95.95343150780536, + "param": [ + { + "p": 0.10047437250614166, + "m": 1.0 + }, + { + "p": 0.004356891382485628, + "m": 1.0 + }, + { + "p": 0.1048785150051117, + "m": 1.0 + }, + { + "p": 0.03151316940784454, + "m": 1.0 + }, + { + "p": 0.019376588985323906, + "m": 1.0 + }, + { + "p": 0.04666793718934059, + "m": 1.0 + }, + { + "p": 0.10467848926782608, + "m": 1.0 + }, + { + "p": 0.04581301286816597, + "m": 1.0 + }, + { + "p": 0.08566614985466003, + "m": 1.0 + }, + { + "p": 0.11158682405948639, + "m": 1.0 + }, + { + "p": 0.11674164235591888, + "m": 1.0 + }, + { + "p": 0.052718497812747955, + "m": 1.0 + }, + { + "p": 0.1254538595676422, + "m": 1.0 + }, + { + "p": 0.05007396265864372, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.1349694728851318, + "val_loss": 1.0002049207687378, + "acc": 63.61, + "time": 89.72106684115715, + "param": [ + { + "p": 0.10111276060342789, + "m": 1.0 + }, + { + "p": 0.008017909713089466, + "m": 1.0 + }, + { + "p": 0.10500258952379227, + "m": 1.0 + }, + { + "p": 0.027468042448163033, + "m": 1.0 + }, + { + "p": 0.029652230441570282, + "m": 1.0 + }, + { + "p": 0.055358875542879105, + "m": 1.0 + }, + { + "p": 0.07823696732521057, + "m": 1.0 + }, + { + "p": 0.06032638996839523, + "m": 1.0 + }, + { + "p": 0.07580123841762543, + "m": 1.0 + }, + { + "p": 0.11978404968976974, + "m": 1.0 + }, + { + "p": 0.10395799577236176, + "m": 1.0 + }, + { + "p": 0.06716658920049667, + "m": 1.0 + }, + { + "p": 0.12557555735111237, + "m": 1.0 + }, + { + "p": 0.042538832873106, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.0845205783843994, + "val_loss": 0.9340551495552063, + "acc": 63.67, + "time": 85.16536788409576, + "param": [ + { + "p": 0.10696838796138763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11144906282424927, + "m": 1.0 + }, + { + "p": 0.01272579561918974, + "m": 1.0 + }, + { + "p": 0.02417106181383133, + "m": 1.0 + }, + { + "p": 0.05773983523249626, + "m": 1.0 + }, + { + "p": 0.0739641785621643, + "m": 1.0 + }, + { + "p": 0.0688852071762085, + "m": 1.0 + }, + { + "p": 0.06974183022975922, + "m": 1.0 + }, + { + "p": 0.1251838058233261, + "m": 1.0 + }, + { + "p": 0.10431826114654541, + "m": 1.0 + }, + { + "p": 0.07768431305885315, + "m": 1.0 + }, + { + "p": 0.12132036685943604, + "m": 1.0 + }, + { + "p": 0.0458478219807148, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.2058979272842407, + "val_loss": 1.0144895315170288, + "acc": 63.04, + "time": 89.6222925670445, + "param": [ + { + "p": 0.10694052278995514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11431785672903061, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01021649967879057, + "m": 1.0 + }, + { + "p": 0.04962299391627312, + "m": 1.0 + }, + { + "p": 0.06934626400470734, + "m": 1.0 + }, + { + "p": 0.07792104780673981, + "m": 1.0 + }, + { + "p": 0.0647025778889656, + "m": 1.0 + }, + { + "p": 0.12200447916984558, + "m": 1.0 + }, + { + "p": 0.11447250097990036, + "m": 1.0 + }, + { + "p": 0.0768088847398758, + "m": 1.0 + }, + { + "p": 0.12874145805835724, + "m": 1.0 + }, + { + "p": 0.06490489095449448, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.3432390689849854, + "val_loss": 1.0542339086532593, + "acc": 63.48, + "time": 98.41706633707508, + "param": [ + { + "p": 0.10696212202310562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1165664941072464, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005057355388998985, + "m": 1.0 + }, + { + "p": 0.044510409235954285, + "m": 1.0 + }, + { + "p": 0.06522537767887115, + "m": 1.0 + }, + { + "p": 0.08515854179859161, + "m": 1.0 + }, + { + "p": 0.05378180742263794, + "m": 1.0 + }, + { + "p": 0.1238054484128952, + "m": 1.0 + }, + { + "p": 0.11121882498264313, + "m": 1.0 + }, + { + "p": 0.08161914348602295, + "m": 1.0 + }, + { + "p": 0.13847143948078156, + "m": 1.0 + }, + { + "p": 0.06762298941612244, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.0530942678451538, + "val_loss": 0.9566208720207214, + "acc": 64.75, + "time": 90.4882122729905, + "param": [ + { + "p": 0.10419216006994247, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12107372283935547, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.000139155556098558, + "m": 1.0 + }, + { + "p": 0.019872652366757393, + "m": 1.0 + }, + { + "p": 0.04378349706530571, + "m": 1.0 + }, + { + "p": 0.08225593715906143, + "m": 1.0 + }, + { + "p": 0.06220906227827072, + "m": 1.0 + }, + { + "p": 0.13488461077213287, + "m": 1.0 + }, + { + "p": 0.12527450919151306, + "m": 1.0 + }, + { + "p": 0.09872734546661377, + "m": 1.0 + }, + { + "p": 0.15257978439331055, + "m": 1.0 + }, + { + "p": 0.05500759184360504, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.2589728832244873, + "val_loss": 1.012239933013916, + "acc": 63.26, + "time": 83.21618016599678, + "param": [ + { + "p": 0.11114439368247986, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1250719428062439, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005723388399928808, + "m": 1.0 + }, + { + "p": 0.007853973656892776, + "m": 1.0 + }, + { + "p": 0.04216175898909569, + "m": 1.0 + }, + { + "p": 0.07447471469640732, + "m": 1.0 + }, + { + "p": 0.06540369987487793, + "m": 1.0 + }, + { + "p": 0.14784009754657745, + "m": 1.0 + }, + { + "p": 0.12898120284080505, + "m": 1.0 + }, + { + "p": 0.10336507111787796, + "m": 1.0 + }, + { + "p": 0.151899054646492, + "m": 1.0 + }, + { + "p": 0.03608075901865959, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.1825544834136963, + "val_loss": 1.0121138095855713, + "acc": 64.16, + "time": 84.14488630904816, + "param": [ + { + "p": 0.12061142176389694, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1288820505142212, + "m": 1.0 + }, + { + "p": 0.0003925467608496547, + "m": 1.0 + }, + { + "p": 0.011385208927094936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048785511404275894, + "m": 1.0 + }, + { + "p": 0.07556846737861633, + "m": 1.0 + }, + { + "p": 0.062050458043813705, + "m": 1.0 + }, + { + "p": 0.14532220363616943, + "m": 1.0 + }, + { + "p": 0.13530252873897552, + "m": 1.0 + }, + { + "p": 0.09565970301628113, + "m": 1.0 + }, + { + "p": 0.16213496029376984, + "m": 1.0 + }, + { + "p": 0.013904944062232971, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.0851900577545166, + "val_loss": 0.970009982585907, + "acc": 63.96, + "time": 83.84610701119527, + "param": [ + { + "p": 0.12272605299949646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12954705953598022, + "m": 1.0 + }, + { + "p": 0.006889593321830034, + "m": 1.0 + }, + { + "p": 0.03349306061863899, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04983944073319435, + "m": 1.0 + }, + { + "p": 0.07746613025665283, + "m": 1.0 + }, + { + "p": 0.05214107781648636, + "m": 1.0 + }, + { + "p": 0.13192218542099, + "m": 1.0 + }, + { + "p": 0.12001713365316391, + "m": 1.0 + }, + { + "p": 0.09293829649686813, + "m": 1.0 + }, + { + "p": 0.17287422716617584, + "m": 1.0 + }, + { + "p": 0.010145708918571472, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 0.9920811057090759, + "val_loss": 1.0415267944335938, + "acc": 65.41, + "time": 90.0569076850079, + "param": [ + { + "p": 0.1299719661474228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1287417858839035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.041735175997018814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04316754639148712, + "m": 1.0 + }, + { + "p": 0.08011070638895035, + "m": 1.0 + }, + { + "p": 0.06183865666389465, + "m": 1.0 + }, + { + "p": 0.11820490658283234, + "m": 1.0 + }, + { + "p": 0.1067051962018013, + "m": 1.0 + }, + { + "p": 0.10949364304542542, + "m": 1.0 + }, + { + "p": 0.17423073947429657, + "m": 1.0 + }, + { + "p": 0.005799701437354088, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.0992600917816162, + "val_loss": 0.9647318720817566, + "acc": 66.42, + "time": 96.77890837891027, + "param": [ + { + "p": 0.149799644947052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1476980447769165, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.044263485819101334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.031061729416251183, + "m": 1.0 + }, + { + "p": 0.055987950414419174, + "m": 1.0 + }, + { + "p": 0.05975573509931564, + "m": 1.0 + }, + { + "p": 0.10522887110710144, + "m": 1.0 + }, + { + "p": 0.10135438293218613, + "m": 1.0 + }, + { + "p": 0.12225323915481567, + "m": 1.0 + }, + { + "p": 0.18259699642658234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.1589974164962769, + "val_loss": 0.9839732646942139, + "acc": 64.95, + "time": 95.88279830501415, + "param": [ + { + "p": 0.15589626133441925, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1585598886013031, + "m": 1.0 + }, + { + "p": 0.002230612561106682, + "m": 1.0 + }, + { + "p": 0.04443364217877388, + "m": 1.0 + }, + { + "p": 0.007620880845934153, + "m": 1.0 + }, + { + "p": 0.026140186935663223, + "m": 1.0 + }, + { + "p": 0.03484879061579704, + "m": 1.0 + }, + { + "p": 0.05331163480877876, + "m": 1.0 + }, + { + "p": 0.09633595496416092, + "m": 1.0 + }, + { + "p": 0.09664099663496017, + "m": 1.0 + }, + { + "p": 0.12503865361213684, + "m": 1.0 + }, + { + "p": 0.18968486785888672, + "m": 1.0 + }, + { + "p": 0.009257649071514606, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 0.7841737270355225, + "val_loss": 0.9439399242401123, + "acc": 65.87, + "time": 96.87324387091212, + "param": [ + { + "p": 0.1537720113992691, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16459037363529205, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04277031868696213, + "m": 1.0 + }, + { + "p": 0.0179738886654377, + "m": 1.0 + }, + { + "p": 0.023650892078876495, + "m": 1.0 + }, + { + "p": 0.02454727701842785, + "m": 1.0 + }, + { + "p": 0.04510805010795593, + "m": 1.0 + }, + { + "p": 0.10309048742055893, + "m": 1.0 + }, + { + "p": 0.08638119697570801, + "m": 1.0 + }, + { + "p": 0.12315437197685242, + "m": 1.0 + }, + { + "p": 0.19005364179611206, + "m": 1.0 + }, + { + "p": 0.024907516315579414, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.13951575756073, + "val_loss": 1.0353615283966064, + "acc": 64.11, + "time": 97.10549493506551, + "param": [ + { + "p": 0.15324437618255615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16634798049926758, + "m": 1.0 + }, + { + "p": 0.0026961357798427343, + "m": 1.0 + }, + { + "p": 0.031134607270359993, + "m": 1.0 + }, + { + "p": 0.022257816046476364, + "m": 1.0 + }, + { + "p": 0.021962808445096016, + "m": 1.0 + }, + { + "p": 0.03331202641129494, + "m": 1.0 + }, + { + "p": 0.02457561530172825, + "m": 1.0 + }, + { + "p": 0.09356961399316788, + "m": 1.0 + }, + { + "p": 0.09257413446903229, + "m": 1.0 + }, + { + "p": 0.1299845427274704, + "m": 1.0 + }, + { + "p": 0.18967083096504211, + "m": 1.0 + }, + { + "p": 0.038669511675834656, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.1209347248077393, + "val_loss": 1.0217175483703613, + "acc": 64.9, + "time": 94.45471998001449, + "param": [ + { + "p": 0.16348503530025482, + "m": 1.0 + }, + { + "p": 6.369440234266222e-05, + "m": 1.0 + }, + { + "p": 0.16750511527061462, + "m": 1.0 + }, + { + "p": 0.009063499979674816, + "m": 1.0 + }, + { + "p": 0.013653019443154335, + "m": 1.0 + }, + { + "p": 0.019593385979533195, + "m": 1.0 + }, + { + "p": 0.0354665070772171, + "m": 1.0 + }, + { + "p": 0.04210742935538292, + "m": 1.0 + }, + { + "p": 0.01625077798962593, + "m": 1.0 + }, + { + "p": 0.09089983999729156, + "m": 1.0 + }, + { + "p": 0.08655926585197449, + "m": 1.0 + }, + { + "p": 0.1321934014558792, + "m": 1.0 + }, + { + "p": 0.19491992890834808, + "m": 1.0 + }, + { + "p": 0.028239166364073753, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.150226354598999, + "val_loss": 1.0685229301452637, + "acc": 66.51, + "time": 84.34477068879642, + "param": [ + { + "p": 0.16452260315418243, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1706862449645996, + "m": 1.0 + }, + { + "p": 0.007196639198809862, + "m": 1.0 + }, + { + "p": 0.005905390251427889, + "m": 1.0 + }, + { + "p": 0.014274250715970993, + "m": 1.0 + }, + { + "p": 0.052263692021369934, + "m": 1.0 + }, + { + "p": 0.06621203571557999, + "m": 1.0 + }, + { + "p": 0.010223708115518093, + "m": 1.0 + }, + { + "p": 0.10398169606924057, + "m": 1.0 + }, + { + "p": 0.06366963684558868, + "m": 1.0 + }, + { + "p": 0.13259300589561462, + "m": 1.0 + }, + { + "p": 0.1962651014328003, + "m": 1.0 + }, + { + "p": 0.012206081300973892, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 0.9578951597213745, + "val_loss": 0.9576799273490906, + "acc": 66.06, + "time": 83.90509523102082, + "param": [ + { + "p": 0.16012489795684814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1597534716129303, + "m": 1.0 + }, + { + "p": 0.014069627039134502, + "m": 1.0 + }, + { + "p": 0.004674167837947607, + "m": 1.0 + }, + { + "p": 0.012841444462537766, + "m": 1.0 + }, + { + "p": 0.07460910081863403, + "m": 1.0 + }, + { + "p": 0.07510791718959808, + "m": 1.0 + }, + { + "p": 0.02072235755622387, + "m": 1.0 + }, + { + "p": 0.09756411612033844, + "m": 1.0 + }, + { + "p": 0.0457158125936985, + "m": 1.0 + }, + { + "p": 0.13363011181354523, + "m": 1.0 + }, + { + "p": 0.18475842475891113, + "m": 1.0 + }, + { + "p": 0.01642853021621704, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.025598406791687, + "val_loss": 0.9993127584457397, + "acc": 65.51, + "time": 83.39436675910838, + "param": [ + { + "p": 0.15528450906276703, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15830296277999878, + "m": 1.0 + }, + { + "p": 0.007260263431817293, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011174463666975498, + "m": 1.0 + }, + { + "p": 0.07760857045650482, + "m": 1.0 + }, + { + "p": 0.07481938600540161, + "m": 1.0 + }, + { + "p": 0.018230753019452095, + "m": 1.0 + }, + { + "p": 0.0919194146990776, + "m": 1.0 + }, + { + "p": 0.03882937878370285, + "m": 1.0 + }, + { + "p": 0.15004831552505493, + "m": 1.0 + }, + { + "p": 0.18359941244125366, + "m": 1.0 + }, + { + "p": 0.03292256221175194, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.1715441942214966, + "val_loss": 0.9913517236709595, + "acc": 66.47, + "time": 87.6804173081182, + "param": [ + { + "p": 0.16202636063098907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15858058631420135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00933696050196886, + "m": 1.0 + }, + { + "p": 0.06431446969509125, + "m": 1.0 + }, + { + "p": 0.06530735641717911, + "m": 1.0 + }, + { + "p": 0.00749543122947216, + "m": 1.0 + }, + { + "p": 0.09766992181539536, + "m": 1.0 + }, + { + "p": 0.044452134519815445, + "m": 1.0 + }, + { + "p": 0.16584128141403198, + "m": 1.0 + }, + { + "p": 0.18018439412117004, + "m": 1.0 + }, + { + "p": 0.044791121035814285, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.0341547727584839, + "val_loss": 0.8731744289398193, + "acc": 66.59, + "time": 86.80210650200024, + "param": [ + { + "p": 0.15911990404129028, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14523032307624817, + "m": 1.0 + }, + { + "p": 0.010748679749667645, + "m": 1.0 + }, + { + "p": 0.010661299340426922, + "m": 1.0 + }, + { + "p": 0.017324574291706085, + "m": 1.0 + }, + { + "p": 0.05894734337925911, + "m": 1.0 + }, + { + "p": 0.04483552649617195, + "m": 1.0 + }, + { + "p": 0.01312721986323595, + "m": 1.0 + }, + { + "p": 0.09475214779376984, + "m": 1.0 + }, + { + "p": 0.0684610903263092, + "m": 1.0 + }, + { + "p": 0.16611818969249725, + "m": 1.0 + }, + { + "p": 0.16760165989398956, + "m": 1.0 + }, + { + "p": 0.043071988970041275, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.2030203342437744, + "val_loss": 0.9143735766410828, + "acc": 67.22, + "time": 87.82182894297875, + "param": [ + { + "p": 0.16195674240589142, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12912596762180328, + "m": 1.0 + }, + { + "p": 0.013486813753843307, + "m": 1.0 + }, + { + "p": 0.010044407099485397, + "m": 1.0 + }, + { + "p": 0.008357616141438484, + "m": 1.0 + }, + { + "p": 0.060182832181453705, + "m": 1.0 + }, + { + "p": 0.039236608892679214, + "m": 1.0 + }, + { + "p": 0.014119861647486687, + "m": 1.0 + }, + { + "p": 0.09700486063957214, + "m": 1.0 + }, + { + "p": 0.08661287277936935, + "m": 1.0 + }, + { + "p": 0.17204858362674713, + "m": 1.0 + }, + { + "p": 0.16640619933605194, + "m": 1.0 + }, + { + "p": 0.041416604071855545, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.1216392517089844, + "val_loss": 0.8351471424102783, + "acc": 67.46, + "time": 91.46790546388365, + "param": [ + { + "p": 0.14947541058063507, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11723347753286362, + "m": 1.0 + }, + { + "p": 0.0271341223269701, + "m": 1.0 + }, + { + "p": 0.002461461117491126, + "m": 1.0 + }, + { + "p": 0.02024799771606922, + "m": 1.0 + }, + { + "p": 0.07551233470439911, + "m": 1.0 + }, + { + "p": 0.0418795645236969, + "m": 1.0 + }, + { + "p": 0.029864469543099403, + "m": 1.0 + }, + { + "p": 0.09140586107969284, + "m": 1.0 + }, + { + "p": 0.08961403369903564, + "m": 1.0 + }, + { + "p": 0.16178974509239197, + "m": 1.0 + }, + { + "p": 0.14911064505577087, + "m": 1.0 + }, + { + "p": 0.04427088424563408, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.0724252462387085, + "val_loss": 0.9690868854522705, + "acc": 67.31, + "time": 95.1739907618612, + "param": [ + { + "p": 0.14677833020687103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09845107048749924, + "m": 1.0 + }, + { + "p": 0.03664069622755051, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03468134254217148, + "m": 1.0 + }, + { + "p": 0.08732956647872925, + "m": 1.0 + }, + { + "p": 0.043631523847579956, + "m": 1.0 + }, + { + "p": 0.035355206578969955, + "m": 1.0 + }, + { + "p": 0.09782752394676208, + "m": 1.0 + }, + { + "p": 0.08402201533317566, + "m": 1.0 + }, + { + "p": 0.1429411768913269, + "m": 1.0 + }, + { + "p": 0.14733387529850006, + "m": 1.0 + }, + { + "p": 0.04500769078731537, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.2327936887741089, + "val_loss": 0.9909033179283142, + "acc": 66.83, + "time": 99.45015913899988, + "param": [ + { + "p": 0.13253697752952576, + "m": 1.0 + }, + { + "p": 0.0030611478723585606, + "m": 1.0 + }, + { + "p": 0.08493351191282272, + "m": 1.0 + }, + { + "p": 0.04794749617576599, + "m": 1.0 + }, + { + "p": 0.0031261537224054337, + "m": 1.0 + }, + { + "p": 0.03903590887784958, + "m": 1.0 + }, + { + "p": 0.0931054949760437, + "m": 1.0 + }, + { + "p": 0.038532596081495285, + "m": 1.0 + }, + { + "p": 0.051693737506866455, + "m": 1.0 + }, + { + "p": 0.09851526468992233, + "m": 1.0 + }, + { + "p": 0.08963793516159058, + "m": 1.0 + }, + { + "p": 0.12466967105865479, + "m": 1.0 + }, + { + "p": 0.1429792195558548, + "m": 1.0 + }, + { + "p": 0.05022481828927994, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.1595089435577393, + "val_loss": 0.855760931968689, + "acc": 67.89, + "time": 84.46502100885846, + "param": [ + { + "p": 0.12606878578662872, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06577327102422714, + "m": 1.0 + }, + { + "p": 0.05787406861782074, + "m": 1.0 + }, + { + "p": 0.01445819716900587, + "m": 1.0 + }, + { + "p": 0.053582798689603806, + "m": 1.0 + }, + { + "p": 0.11284981667995453, + "m": 1.0 + }, + { + "p": 0.013726594857871532, + "m": 1.0 + }, + { + "p": 0.07543313503265381, + "m": 1.0 + }, + { + "p": 0.09435274451971054, + "m": 1.0 + }, + { + "p": 0.08480512350797653, + "m": 1.0 + }, + { + "p": 0.10704569518566132, + "m": 1.0 + }, + { + "p": 0.1351020187139511, + "m": 1.0 + }, + { + "p": 0.05892778933048248, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 0.9997842311859131, + "val_loss": 0.9688042402267456, + "acc": 67.94, + "time": 84.4537921238225, + "param": [ + { + "p": 0.12786182761192322, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050992853939533234, + "m": 1.0 + }, + { + "p": 0.04926319792866707, + "m": 1.0 + }, + { + "p": 0.020574895665049553, + "m": 1.0 + }, + { + "p": 0.0727914497256279, + "m": 1.0 + }, + { + "p": 0.12624701857566833, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07660464942455292, + "m": 1.0 + }, + { + "p": 0.10914550721645355, + "m": 1.0 + }, + { + "p": 0.07572166621685028, + "m": 1.0 + }, + { + "p": 0.10172828286886215, + "m": 1.0 + }, + { + "p": 0.12827835977077484, + "m": 1.0 + }, + { + "p": 0.06079031899571419, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.0004528760910034, + "val_loss": 0.887661337852478, + "acc": 67.04, + "time": 85.69356936891563, + "param": [ + { + "p": 0.13781452178955078, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04144812375307083, + "m": 1.0 + }, + { + "p": 0.03646990284323692, + "m": 1.0 + }, + { + "p": 0.019902817904949188, + "m": 1.0 + }, + { + "p": 0.07249726355075836, + "m": 1.0 + }, + { + "p": 0.1347043514251709, + "m": 1.0 + }, + { + "p": 0.0007155961357057095, + "m": 1.0 + }, + { + "p": 0.07241374999284744, + "m": 1.0 + }, + { + "p": 0.11604759842157364, + "m": 1.0 + }, + { + "p": 0.07011938095092773, + "m": 1.0 + }, + { + "p": 0.09142244607210159, + "m": 1.0 + }, + { + "p": 0.14040245115756989, + "m": 1.0 + }, + { + "p": 0.06604178249835968, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 0.9987668991088867, + "val_loss": 1.0642815828323364, + "acc": 67.78, + "time": 88.22180800419301, + "param": [ + { + "p": 0.13370957970619202, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05035196989774704, + "m": 1.0 + }, + { + "p": 0.036731332540512085, + "m": 1.0 + }, + { + "p": 0.0235693771392107, + "m": 1.0 + }, + { + "p": 0.07185208052396774, + "m": 1.0 + }, + { + "p": 0.1311049908399582, + "m": 1.0 + }, + { + "p": 0.0006604183581657708, + "m": 1.0 + }, + { + "p": 0.06799650192260742, + "m": 1.0 + }, + { + "p": 0.11262549459934235, + "m": 1.0 + }, + { + "p": 0.07138155400753021, + "m": 1.0 + }, + { + "p": 0.08058984577655792, + "m": 1.0 + }, + { + "p": 0.15050633251667023, + "m": 1.0 + }, + { + "p": 0.06892048567533493, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.2078582048416138, + "val_loss": 0.8850793242454529, + "acc": 68.25, + "time": 85.18004269292578, + "param": [ + { + "p": 0.13042016327381134, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07243070751428604, + "m": 1.0 + }, + { + "p": 0.0332922637462616, + "m": 1.0 + }, + { + "p": 0.023912090808153152, + "m": 1.0 + }, + { + "p": 0.06680436432361603, + "m": 1.0 + }, + { + "p": 0.11636829376220703, + "m": 1.0 + }, + { + "p": 0.01161215454339981, + "m": 1.0 + }, + { + "p": 0.07225283980369568, + "m": 1.0 + }, + { + "p": 0.11013983935117722, + "m": 1.0 + }, + { + "p": 0.06476353853940964, + "m": 1.0 + }, + { + "p": 0.07520704716444016, + "m": 1.0 + }, + { + "p": 0.1429569572210312, + "m": 1.0 + }, + { + "p": 0.07983977347612381, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.214529037475586, + "val_loss": 0.9441077709197998, + "acc": 68.09, + "time": 84.72749544703402, + "param": [ + { + "p": 0.14099477231502533, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09067615866661072, + "m": 1.0 + }, + { + "p": 0.035662297159433365, + "m": 1.0 + }, + { + "p": 0.01631723716855049, + "m": 1.0 + }, + { + "p": 0.06898754090070724, + "m": 1.0 + }, + { + "p": 0.09569043666124344, + "m": 1.0 + }, + { + "p": 0.028772708028554916, + "m": 1.0 + }, + { + "p": 0.07735295593738556, + "m": 1.0 + }, + { + "p": 0.1081651821732521, + "m": 1.0 + }, + { + "p": 0.05802197381854057, + "m": 1.0 + }, + { + "p": 0.07580146938562393, + "m": 1.0 + }, + { + "p": 0.13762600719928741, + "m": 1.0 + }, + { + "p": 0.06593121588230133, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.0492583513259888, + "val_loss": 0.9285172820091248, + "acc": 67.71, + "time": 83.3051635241136, + "param": [ + { + "p": 0.14880497753620148, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09846967458724976, + "m": 1.0 + }, + { + "p": 0.04353857785463333, + "m": 1.0 + }, + { + "p": 0.01050597708672285, + "m": 1.0 + }, + { + "p": 0.06860092282295227, + "m": 1.0 + }, + { + "p": 0.08256130665540695, + "m": 1.0 + }, + { + "p": 0.053072739392519, + "m": 1.0 + }, + { + "p": 0.06715225428342819, + "m": 1.0 + }, + { + "p": 0.12216022610664368, + "m": 1.0 + }, + { + "p": 0.054078444838523865, + "m": 1.0 + }, + { + "p": 0.07388859987258911, + "m": 1.0 + }, + { + "p": 0.13558700680732727, + "m": 1.0 + }, + { + "p": 0.04157934710383415, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.0069876909255981, + "val_loss": 0.873243510723114, + "acc": 68.06, + "time": 90.25551816099323, + "param": [ + { + "p": 0.16002213954925537, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09449416399002075, + "m": 1.0 + }, + { + "p": 0.06374835968017578, + "m": 1.0 + }, + { + "p": 0.002441220683977008, + "m": 1.0 + }, + { + "p": 0.07592838257551193, + "m": 1.0 + }, + { + "p": 0.07100075483322144, + "m": 1.0 + }, + { + "p": 0.08017726242542267, + "m": 1.0 + }, + { + "p": 0.06049002707004547, + "m": 1.0 + }, + { + "p": 0.1217145100235939, + "m": 1.0 + }, + { + "p": 0.05142807215452194, + "m": 1.0 + }, + { + "p": 0.07530581206083298, + "m": 1.0 + }, + { + "p": 0.13748417794704437, + "m": 1.0 + }, + { + "p": 0.005765057634562254, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.2084709405899048, + "val_loss": 0.8629655241966248, + "acc": 67.94, + "time": 83.26407093508169, + "param": [ + { + "p": 0.1652042716741562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08763671666383743, + "m": 1.0 + }, + { + "p": 0.07825053483247757, + "m": 1.0 + }, + { + "p": 0.007978917099535465, + "m": 1.0 + }, + { + "p": 0.08719335496425629, + "m": 1.0 + }, + { + "p": 0.05651107057929039, + "m": 1.0 + }, + { + "p": 0.09355209022760391, + "m": 1.0 + }, + { + "p": 0.05884697660803795, + "m": 1.0 + }, + { + "p": 0.10605769604444504, + "m": 1.0 + }, + { + "p": 0.0469479039311409, + "m": 1.0 + }, + { + "p": 0.07494872808456421, + "m": 1.0 + }, + { + "p": 0.13687175512313843, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.1058815717697144, + "val_loss": 0.8609302639961243, + "acc": 68.45, + "time": 83.3995744890999, + "param": [ + { + "p": 0.17915078997612, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08674438297748566, + "m": 1.0 + }, + { + "p": 0.0694902166724205, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09671301394701004, + "m": 1.0 + }, + { + "p": 0.05282190814614296, + "m": 1.0 + }, + { + "p": 0.08799556642770767, + "m": 1.0 + }, + { + "p": 0.05849044770002365, + "m": 1.0 + }, + { + "p": 0.09929762780666351, + "m": 1.0 + }, + { + "p": 0.049486469477415085, + "m": 1.0 + }, + { + "p": 0.08169730752706528, + "m": 1.0 + }, + { + "p": 0.1375323385000229, + "m": 1.0 + }, + { + "p": 0.0005799728678539395, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 0.8421116471290588, + "val_loss": 1.051721453666687, + "acc": 68.54, + "time": 86.41276224097237, + "param": [ + { + "p": 0.1800815314054489, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08915519714355469, + "m": 1.0 + }, + { + "p": 0.06824662536382675, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0838102325797081, + "m": 1.0 + }, + { + "p": 0.04424220323562622, + "m": 1.0 + }, + { + "p": 0.07088927924633026, + "m": 1.0 + }, + { + "p": 0.06582150608301163, + "m": 1.0 + }, + { + "p": 0.09217404574155807, + "m": 1.0 + }, + { + "p": 0.05851905420422554, + "m": 1.0 + }, + { + "p": 0.0993146225810051, + "m": 1.0 + }, + { + "p": 0.11993737518787384, + "m": 1.0 + }, + { + "p": 0.027808308601379395, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 0.8863593935966492, + "val_loss": 0.849025547504425, + "acc": 67.68, + "time": 88.8652309528552, + "param": [ + { + "p": 0.20427794754505157, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09914849698543549, + "m": 1.0 + }, + { + "p": 0.04176177456974983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07101365923881531, + "m": 1.0 + }, + { + "p": 0.017171848565340042, + "m": 1.0 + }, + { + "p": 0.05450264364480972, + "m": 1.0 + }, + { + "p": 0.0655825063586235, + "m": 1.0 + }, + { + "p": 0.09003864228725433, + "m": 1.0 + }, + { + "p": 0.06521681696176529, + "m": 1.0 + }, + { + "p": 0.10243377834558487, + "m": 1.0 + }, + { + "p": 0.12750783562660217, + "m": 1.0 + }, + { + "p": 0.06134402006864548, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 0.9832702279090881, + "val_loss": 0.8329396843910217, + "acc": 68.21, + "time": 93.81555197597481, + "param": [ + { + "p": 0.2283814400434494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10416248440742493, + "m": 1.0 + }, + { + "p": 0.006300670560449362, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05749219283461571, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046834081411361694, + "m": 1.0 + }, + { + "p": 0.06462632119655609, + "m": 1.0 + }, + { + "p": 0.09692303836345673, + "m": 1.0 + }, + { + "p": 0.063404381275177, + "m": 1.0 + }, + { + "p": 0.10688108950853348, + "m": 1.0 + }, + { + "p": 0.13019172847270966, + "m": 1.0 + }, + { + "p": 0.09480258822441101, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.010318636894226, + "val_loss": 0.8361709713935852, + "acc": 67.88, + "time": 87.11631953297183, + "param": [ + { + "p": 0.24154987931251526, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10646609216928482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05290553718805313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03867236524820328, + "m": 1.0 + }, + { + "p": 0.05466439947485924, + "m": 1.0 + }, + { + "p": 0.10019758343696594, + "m": 1.0 + }, + { + "p": 0.06635303050279617, + "m": 1.0 + }, + { + "p": 0.10761869698762894, + "m": 1.0 + }, + { + "p": 0.13091489672660828, + "m": 1.0 + }, + { + "p": 0.10065754503011703, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.0285807847976685, + "val_loss": 0.8480278253555298, + "acc": 68.22, + "time": 89.24640083988197, + "param": [ + { + "p": 0.2683969736099243, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10637390613555908, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0407133623957634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.034478988498449326, + "m": 1.0 + }, + { + "p": 0.05730700120329857, + "m": 1.0 + }, + { + "p": 0.09132974594831467, + "m": 1.0 + }, + { + "p": 0.055475689470767975, + "m": 1.0 + }, + { + "p": 0.1118701696395874, + "m": 1.0 + }, + { + "p": 0.14789213240146637, + "m": 1.0 + }, + { + "p": 0.08616214245557785, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 0.9505965709686279, + "val_loss": 0.9405661821365356, + "acc": 67.63, + "time": 84.0347244408913, + "param": [ + { + "p": 0.28176456689834595, + "m": 1.0 + }, + { + "p": 0.002089289715513587, + "m": 1.0 + }, + { + "p": 0.10623586177825928, + "m": 1.0 + }, + { + "p": 0.0017036726931110024, + "m": 1.0 + }, + { + "p": 0.004178265109658241, + "m": 1.0 + }, + { + "p": 0.02628110907971859, + "m": 1.0 + }, + { + "p": 0.00393825164064765, + "m": 1.0 + }, + { + "p": 0.05312925577163696, + "m": 1.0 + }, + { + "p": 0.06635366380214691, + "m": 1.0 + }, + { + "p": 0.08090087026357651, + "m": 1.0 + }, + { + "p": 0.03540322557091713, + "m": 1.0 + }, + { + "p": 0.11990561336278915, + "m": 1.0 + }, + { + "p": 0.1537085622549057, + "m": 1.0 + }, + { + "p": 0.06440781056880951, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.089257836341858, + "val_loss": 0.8482708930969238, + "acc": 68.6, + "time": 89.27083823783323, + "param": [ + { + "p": 0.24680083990097046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08735179156064987, + "m": 1.0 + }, + { + "p": 0.014458093792200089, + "m": 1.0 + }, + { + "p": 0.025027213618159294, + "m": 1.0 + }, + { + "p": 0.03434443101286888, + "m": 1.0 + }, + { + "p": 0.023677755147218704, + "m": 1.0 + }, + { + "p": 0.07955235242843628, + "m": 1.0 + }, + { + "p": 0.07026174664497375, + "m": 1.0 + }, + { + "p": 0.08198799937963486, + "m": 1.0 + }, + { + "p": 0.021560054272413254, + "m": 1.0 + }, + { + "p": 0.12595245242118835, + "m": 1.0 + }, + { + "p": 0.13851696252822876, + "m": 1.0 + }, + { + "p": 0.05050840973854065, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.12535560131073, + "val_loss": 0.7542008757591248, + "acc": 68.3, + "time": 87.3725132739637, + "param": [ + { + "p": 0.21576593816280365, + "m": 1.0 + }, + { + "p": 0.011555098928511143, + "m": 1.0 + }, + { + "p": 0.06578376144170761, + "m": 1.0 + }, + { + "p": 0.018810966983437538, + "m": 1.0 + }, + { + "p": 0.026832476258277893, + "m": 1.0 + }, + { + "p": 0.06248009204864502, + "m": 1.0 + }, + { + "p": 0.03594725579023361, + "m": 1.0 + }, + { + "p": 0.08977854996919632, + "m": 1.0 + }, + { + "p": 0.06788495182991028, + "m": 1.0 + }, + { + "p": 0.07830694317817688, + "m": 1.0 + }, + { + "p": 0.031592439860105515, + "m": 1.0 + }, + { + "p": 0.12081392854452133, + "m": 1.0 + }, + { + "p": 0.13567103445529938, + "m": 1.0 + }, + { + "p": 0.03877652809023857, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 0.8130295276641846, + "val_loss": 0.8924704790115356, + "acc": 69.58, + "time": 98.79521101806313, + "param": [ + { + "p": 0.2094281166791916, + "m": 1.0 + }, + { + "p": 0.02116653323173523, + "m": 1.0 + }, + { + "p": 0.03874475136399269, + "m": 1.0 + }, + { + "p": 0.023232707753777504, + "m": 1.0 + }, + { + "p": 0.015496821142733097, + "m": 1.0 + }, + { + "p": 0.07439980655908585, + "m": 1.0 + }, + { + "p": 0.04193078354001045, + "m": 1.0 + }, + { + "p": 0.0943387821316719, + "m": 1.0 + }, + { + "p": 0.07685477286577225, + "m": 1.0 + }, + { + "p": 0.0752638652920723, + "m": 1.0 + }, + { + "p": 0.0524640753865242, + "m": 1.0 + }, + { + "p": 0.11658012121915817, + "m": 1.0 + }, + { + "p": 0.13537468016147614, + "m": 1.0 + }, + { + "p": 0.024724191054701805, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 0.8284835815429688, + "val_loss": 0.8451704382896423, + "acc": 69.46, + "time": 87.31357101909816, + "param": [ + { + "p": 0.18997326493263245, + "m": 1.0 + }, + { + "p": 0.019677504897117615, + "m": 1.0 + }, + { + "p": 0.03848321735858917, + "m": 1.0 + }, + { + "p": 0.03425902873277664, + "m": 1.0 + }, + { + "p": 0.005116534885019064, + "m": 1.0 + }, + { + "p": 0.06283184885978699, + "m": 1.0 + }, + { + "p": 0.05913713574409485, + "m": 1.0 + }, + { + "p": 0.10073796659708023, + "m": 1.0 + }, + { + "p": 0.08599203824996948, + "m": 1.0 + }, + { + "p": 0.06767138838768005, + "m": 1.0 + }, + { + "p": 0.06645071506500244, + "m": 1.0 + }, + { + "p": 0.1216963604092598, + "m": 1.0 + }, + { + "p": 0.12683960795402527, + "m": 1.0 + }, + { + "p": 0.02113340049982071, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.0242486000061035, + "val_loss": 0.9957321286201477, + "acc": 69.25, + "time": 84.74700512108393, + "param": [ + { + "p": 0.16808435320854187, + "m": 1.0 + }, + { + "p": 0.02193067967891693, + "m": 1.0 + }, + { + "p": 0.05510210245847702, + "m": 1.0 + }, + { + "p": 0.047674499452114105, + "m": 1.0 + }, + { + "p": 0.0004939493956044316, + "m": 1.0 + }, + { + "p": 0.046173565089702606, + "m": 1.0 + }, + { + "p": 0.06505745649337769, + "m": 1.0 + }, + { + "p": 0.0972546935081482, + "m": 1.0 + }, + { + "p": 0.09068380296230316, + "m": 1.0 + }, + { + "p": 0.07376901060342789, + "m": 1.0 + }, + { + "p": 0.07081446796655655, + "m": 1.0 + }, + { + "p": 0.12394791841506958, + "m": 1.0 + }, + { + "p": 0.10671426355838776, + "m": 1.0 + }, + { + "p": 0.03229915723204613, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 0.988734245300293, + "val_loss": 0.9578454494476318, + "acc": 69.59, + "time": 83.42418586579151, + "param": [ + { + "p": 0.17725421488285065, + "m": 1.0 + }, + { + "p": 0.023044664412736893, + "m": 1.0 + }, + { + "p": 0.07509194314479828, + "m": 1.0 + }, + { + "p": 0.0489671528339386, + "m": 1.0 + }, + { + "p": 0.0011345826787874103, + "m": 1.0 + }, + { + "p": 0.022751018404960632, + "m": 1.0 + }, + { + "p": 0.06474503129720688, + "m": 1.0 + }, + { + "p": 0.09130696952342987, + "m": 1.0 + }, + { + "p": 0.09315115213394165, + "m": 1.0 + }, + { + "p": 0.0724339485168457, + "m": 1.0 + }, + { + "p": 0.05791906267404556, + "m": 1.0 + }, + { + "p": 0.12506034970283508, + "m": 1.0 + }, + { + "p": 0.08733605593442917, + "m": 1.0 + }, + { + "p": 0.059803858399391174, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.1510953903198242, + "val_loss": 0.8475947380065918, + "acc": 68.94, + "time": 86.06500535388477, + "param": [ + { + "p": 0.16134130954742432, + "m": 1.0 + }, + { + "p": 0.027196785435080528, + "m": 1.0 + }, + { + "p": 0.08297968655824661, + "m": 1.0 + }, + { + "p": 0.04136776551604271, + "m": 1.0 + }, + { + "p": 0.012434656731784344, + "m": 1.0 + }, + { + "p": 0.015480348840355873, + "m": 1.0 + }, + { + "p": 0.0647728219628334, + "m": 1.0 + }, + { + "p": 0.10180908441543579, + "m": 1.0 + }, + { + "p": 0.08453145623207092, + "m": 1.0 + }, + { + "p": 0.08227544277906418, + "m": 1.0 + }, + { + "p": 0.06317894905805588, + "m": 1.0 + }, + { + "p": 0.12023968994617462, + "m": 1.0 + }, + { + "p": 0.06851769238710403, + "m": 1.0 + }, + { + "p": 0.07387436926364899, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.086214303970337, + "val_loss": 0.882359504699707, + "acc": 69.22, + "time": 82.66583368112333, + "param": [ + { + "p": 0.1549481600522995, + "m": 1.0 + }, + { + "p": 0.015494569204747677, + "m": 1.0 + }, + { + "p": 0.0852210521697998, + "m": 1.0 + }, + { + "p": 0.024816911667585373, + "m": 1.0 + }, + { + "p": 0.038379982113838196, + "m": 1.0 + }, + { + "p": 0.030296262353658676, + "m": 1.0 + }, + { + "p": 0.05353383347392082, + "m": 1.0 + }, + { + "p": 0.09754118323326111, + "m": 1.0 + }, + { + "p": 0.07712840288877487, + "m": 1.0 + }, + { + "p": 0.08906100690364838, + "m": 1.0 + }, + { + "p": 0.06649632006883621, + "m": 1.0 + }, + { + "p": 0.10902240872383118, + "m": 1.0 + }, + { + "p": 0.08250007033348083, + "m": 1.0 + }, + { + "p": 0.07555980235338211, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 0.9694985747337341, + "val_loss": 0.8857282400131226, + "acc": 69.47, + "time": 83.6112630518619, + "param": [ + { + "p": 0.1586758941411972, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08736863732337952, + "m": 1.0 + }, + { + "p": 0.020642630755901337, + "m": 1.0 + }, + { + "p": 0.06896098703145981, + "m": 1.0 + }, + { + "p": 0.0409703403711319, + "m": 1.0 + }, + { + "p": 0.043389592319726944, + "m": 1.0 + }, + { + "p": 0.08264589309692383, + "m": 1.0 + }, + { + "p": 0.06253787875175476, + "m": 1.0 + }, + { + "p": 0.09585440158843994, + "m": 1.0 + }, + { + "p": 0.07194238156080246, + "m": 1.0 + }, + { + "p": 0.09009440243244171, + "m": 1.0 + }, + { + "p": 0.10092264413833618, + "m": 1.0 + }, + { + "p": 0.07599428296089172, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 0.8221030831336975, + "val_loss": 0.9394011497497559, + "acc": 69.72, + "time": 89.07233060803264, + "param": [ + { + "p": 0.1723693162202835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08394481986761093, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06788240373134613, + "m": 1.0 + }, + { + "p": 0.0659756138920784, + "m": 1.0 + }, + { + "p": 0.027588116005063057, + "m": 1.0 + }, + { + "p": 0.07547785341739655, + "m": 1.0 + }, + { + "p": 0.04970914497971535, + "m": 1.0 + }, + { + "p": 0.1001834124326706, + "m": 1.0 + }, + { + "p": 0.0670061856508255, + "m": 1.0 + }, + { + "p": 0.08111265301704407, + "m": 1.0 + }, + { + "p": 0.12338076531887054, + "m": 1.0 + }, + { + "p": 0.08536979556083679, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.0710338354110718, + "val_loss": 0.8760120868682861, + "acc": 68.63, + "time": 83.88027079193853, + "param": [ + { + "p": 0.17859502136707306, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08279421180486679, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08057557791471481, + "m": 1.0 + }, + { + "p": 0.08679387718439102, + "m": 1.0 + }, + { + "p": 0.014680775813758373, + "m": 1.0 + }, + { + "p": 0.053670015186071396, + "m": 1.0 + }, + { + "p": 0.03314979746937752, + "m": 1.0 + }, + { + "p": 0.10728161782026291, + "m": 1.0 + }, + { + "p": 0.07752817124128342, + "m": 1.0 + }, + { + "p": 0.07357944548130035, + "m": 1.0 + }, + { + "p": 0.1387890726327896, + "m": 1.0 + }, + { + "p": 0.07256245613098145, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.1427769660949707, + "val_loss": 0.8957920074462891, + "acc": 69.59, + "time": 91.1766494109761, + "param": [ + { + "p": 0.18595944344997406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09341789036989212, + "m": 1.0 + }, + { + "p": 0.0034866598434746265, + "m": 1.0 + }, + { + "p": 0.08547520637512207, + "m": 1.0 + }, + { + "p": 0.09859324991703033, + "m": 1.0 + }, + { + "p": 0.00016645215509925038, + "m": 1.0 + }, + { + "p": 0.052791841328144073, + "m": 1.0 + }, + { + "p": 0.01714758761227131, + "m": 1.0 + }, + { + "p": 0.10515762865543365, + "m": 1.0 + }, + { + "p": 0.0865747481584549, + "m": 1.0 + }, + { + "p": 0.05787502974271774, + "m": 1.0 + }, + { + "p": 0.1493980437517166, + "m": 1.0 + }, + { + "p": 0.06395629048347473, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.8268006443977356, + "val_loss": 0.9857664108276367, + "acc": 69.67, + "time": 93.12503794301301, + "param": [ + { + "p": 0.1867765486240387, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09835661947727203, + "m": 1.0 + }, + { + "p": 0.006914054974913597, + "m": 1.0 + }, + { + "p": 0.0835721492767334, + "m": 1.0 + }, + { + "p": 0.10234624892473221, + "m": 1.0 + }, + { + "p": 0.006693709641695023, + "m": 1.0 + }, + { + "p": 0.05108869448304176, + "m": 1.0 + }, + { + "p": 0.0202234648168087, + "m": 1.0 + }, + { + "p": 0.10344716906547546, + "m": 1.0 + }, + { + "p": 0.0766310915350914, + "m": 1.0 + }, + { + "p": 0.06302575021982193, + "m": 1.0 + }, + { + "p": 0.15529067814350128, + "m": 1.0 + }, + { + "p": 0.04563377797603607, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.9702795743942261, + "val_loss": 1.0655245780944824, + "acc": 69.84, + "time": 91.77276863786392, + "param": [ + { + "p": 0.17221321165561676, + "m": 1.0 + }, + { + "p": 0.0044195642694830894, + "m": 1.0 + }, + { + "p": 0.10577858239412308, + "m": 1.0 + }, + { + "p": 0.027931323274970055, + "m": 1.0 + }, + { + "p": 0.07850228250026703, + "m": 1.0 + }, + { + "p": 0.0926855280995369, + "m": 1.0 + }, + { + "p": 0.018214698880910873, + "m": 1.0 + }, + { + "p": 0.04739519581198692, + "m": 1.0 + }, + { + "p": 0.030633917078375816, + "m": 1.0 + }, + { + "p": 0.09028377383947372, + "m": 1.0 + }, + { + "p": 0.06297333538532257, + "m": 1.0 + }, + { + "p": 0.07279236614704132, + "m": 1.0 + }, + { + "p": 0.14568641781806946, + "m": 1.0 + }, + { + "p": 0.05048974230885506, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.011303186416626, + "val_loss": 0.873337984085083, + "acc": 70.62, + "time": 97.36514963582158, + "param": [ + { + "p": 0.16809077560901642, + "m": 1.0 + }, + { + "p": 0.008900360204279423, + "m": 1.0 + }, + { + "p": 0.11182331293821335, + "m": 1.0 + }, + { + "p": 0.04712796211242676, + "m": 1.0 + }, + { + "p": 0.07777044922113419, + "m": 1.0 + }, + { + "p": 0.08329891413450241, + "m": 1.0 + }, + { + "p": 0.026029832661151886, + "m": 1.0 + }, + { + "p": 0.047479838132858276, + "m": 1.0 + }, + { + "p": 0.02429705299437046, + "m": 1.0 + }, + { + "p": 0.06884554773569107, + "m": 1.0 + }, + { + "p": 0.059142306447029114, + "m": 1.0 + }, + { + "p": 0.07795529812574387, + "m": 1.0 + }, + { + "p": 0.13738681375980377, + "m": 1.0 + }, + { + "p": 0.061851538717746735, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.0148526430130005, + "val_loss": 0.9473298192024231, + "acc": 69.69, + "time": 82.39123104000464, + "param": [ + { + "p": 0.17519277334213257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12756545841693878, + "m": 1.0 + }, + { + "p": 0.05586719140410423, + "m": 1.0 + }, + { + "p": 0.09028033167123795, + "m": 1.0 + }, + { + "p": 0.066404327750206, + "m": 1.0 + }, + { + "p": 0.02089170180261135, + "m": 1.0 + }, + { + "p": 0.04970322176814079, + "m": 1.0 + }, + { + "p": 0.016253333538770676, + "m": 1.0 + }, + { + "p": 0.059324804693460464, + "m": 1.0 + }, + { + "p": 0.052927788347005844, + "m": 1.0 + }, + { + "p": 0.07612112909555435, + "m": 1.0 + }, + { + "p": 0.14105506241321564, + "m": 1.0 + }, + { + "p": 0.06841292232275009, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.9590403437614441, + "val_loss": 0.9321189522743225, + "acc": 69.98, + "time": 92.00406488613226, + "param": [ + { + "p": 0.18668583035469055, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14632898569107056, + "m": 1.0 + }, + { + "p": 0.046079229563474655, + "m": 1.0 + }, + { + "p": 0.10651803761720657, + "m": 1.0 + }, + { + "p": 0.052897389978170395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039342861622571945, + "m": 1.0 + }, + { + "p": 0.013929851353168488, + "m": 1.0 + }, + { + "p": 0.06822716444730759, + "m": 1.0 + }, + { + "p": 0.056850969791412354, + "m": 1.0 + }, + { + "p": 0.07218143343925476, + "m": 1.0 + }, + { + "p": 0.14016535878181458, + "m": 1.0 + }, + { + "p": 0.07079297304153442, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.9355638027191162, + "val_loss": 0.8734177947044373, + "acc": 70.65, + "time": 95.96041877917014, + "param": [ + { + "p": 0.17649590969085693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14534376561641693, + "m": 1.0 + }, + { + "p": 0.04186654090881348, + "m": 1.0 + }, + { + "p": 0.10736087709665298, + "m": 1.0 + }, + { + "p": 0.0601252019405365, + "m": 1.0 + }, + { + "p": 0.003697717096656561, + "m": 1.0 + }, + { + "p": 0.03789813071489334, + "m": 1.0 + }, + { + "p": 0.029772788286209106, + "m": 1.0 + }, + { + "p": 0.07160045951604843, + "m": 1.0 + }, + { + "p": 0.0653136596083641, + "m": 1.0 + }, + { + "p": 0.06852521747350693, + "m": 1.0 + }, + { + "p": 0.1269134283065796, + "m": 1.0 + }, + { + "p": 0.06508627533912659, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 0.9263067245483398, + "val_loss": 0.933163583278656, + "acc": 71.11, + "time": 90.6729962748941, + "param": [ + { + "p": 0.1585371345281601, + "m": 1.0 + }, + { + "p": 0.002408280735835433, + "m": 1.0 + }, + { + "p": 0.13847707211971283, + "m": 1.0 + }, + { + "p": 0.039561834186315536, + "m": 1.0 + }, + { + "p": 0.10995500534772873, + "m": 1.0 + }, + { + "p": 0.06146577000617981, + "m": 1.0 + }, + { + "p": 0.01524718664586544, + "m": 1.0 + }, + { + "p": 0.038444072008132935, + "m": 1.0 + }, + { + "p": 0.035620588809251785, + "m": 1.0 + }, + { + "p": 0.07751718908548355, + "m": 1.0 + }, + { + "p": 0.07119904458522797, + "m": 1.0 + }, + { + "p": 0.08596042543649673, + "m": 1.0 + }, + { + "p": 0.11373740434646606, + "m": 1.0 + }, + { + "p": 0.051868926733732224, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.0084383487701416, + "val_loss": 0.8463271856307983, + "acc": 70.42, + "time": 91.59463181579486, + "param": [ + { + "p": 0.14301225543022156, + "m": 1.0 + }, + { + "p": 0.0012802828568965197, + "m": 1.0 + }, + { + "p": 0.11924467980861664, + "m": 1.0 + }, + { + "p": 0.04059753939509392, + "m": 1.0 + }, + { + "p": 0.112595334649086, + "m": 1.0 + }, + { + "p": 0.07954235374927521, + "m": 1.0 + }, + { + "p": 0.028913555666804314, + "m": 1.0 + }, + { + "p": 0.04317023232579231, + "m": 1.0 + }, + { + "p": 0.044685348868370056, + "m": 1.0 + }, + { + "p": 0.08068333566188812, + "m": 1.0 + }, + { + "p": 0.07589666545391083, + "m": 1.0 + }, + { + "p": 0.08531011641025543, + "m": 1.0 + }, + { + "p": 0.10054702311754227, + "m": 1.0 + }, + { + "p": 0.044521234929561615, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.9705870747566223, + "val_loss": 0.8703024387359619, + "acc": 71.22, + "time": 94.15526164509356, + "param": [ + { + "p": 0.1314486712217331, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09971661865711212, + "m": 1.0 + }, + { + "p": 0.04555702954530716, + "m": 1.0 + }, + { + "p": 0.12322449684143066, + "m": 1.0 + }, + { + "p": 0.09352174401283264, + "m": 1.0 + }, + { + "p": 0.04061364755034447, + "m": 1.0 + }, + { + "p": 0.04095308482646942, + "m": 1.0 + }, + { + "p": 0.03679543733596802, + "m": 1.0 + }, + { + "p": 0.07378227263689041, + "m": 1.0 + }, + { + "p": 0.09224449843168259, + "m": 1.0 + }, + { + "p": 0.08724641799926758, + "m": 1.0 + }, + { + "p": 0.09898137301206589, + "m": 1.0 + }, + { + "p": 0.03591473400592804, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.031136393547058, + "val_loss": 0.8509645462036133, + "acc": 70.97, + "time": 83.11704781115986, + "param": [ + { + "p": 0.1219339519739151, + "m": 1.0 + }, + { + "p": 0.0008274229476228356, + "m": 1.0 + }, + { + "p": 0.07815279066562653, + "m": 1.0 + }, + { + "p": 0.0358082577586174, + "m": 1.0 + }, + { + "p": 0.1501649022102356, + "m": 1.0 + }, + { + "p": 0.09535533934831619, + "m": 1.0 + }, + { + "p": 0.04644862934947014, + "m": 1.0 + }, + { + "p": 0.047424089163541794, + "m": 1.0 + }, + { + "p": 0.03384537249803543, + "m": 1.0 + }, + { + "p": 0.07439478486776352, + "m": 1.0 + }, + { + "p": 0.11449241638183594, + "m": 1.0 + }, + { + "p": 0.07992386817932129, + "m": 1.0 + }, + { + "p": 0.09319540858268738, + "m": 1.0 + }, + { + "p": 0.028032835572957993, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.0584073066711426, + "val_loss": 0.744002103805542, + "acc": 70.1, + "time": 83.2075601189863, + "param": [ + { + "p": 0.10361801832914352, + "m": 1.0 + }, + { + "p": 0.0002605175250209868, + "m": 1.0 + }, + { + "p": 0.056848492473363876, + "m": 1.0 + }, + { + "p": 0.03867216780781746, + "m": 1.0 + }, + { + "p": 0.15028348565101624, + "m": 1.0 + }, + { + "p": 0.09804046899080276, + "m": 1.0 + }, + { + "p": 0.05853547528386116, + "m": 1.0 + }, + { + "p": 0.04726360738277435, + "m": 1.0 + }, + { + "p": 0.03720643371343613, + "m": 1.0 + }, + { + "p": 0.08411256968975067, + "m": 1.0 + }, + { + "p": 0.11812448501586914, + "m": 1.0 + }, + { + "p": 0.06408585608005524, + "m": 1.0 + }, + { + "p": 0.09770354628562927, + "m": 1.0 + }, + { + "p": 0.04524488374590874, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.1845139265060425, + "val_loss": 0.9336624145507812, + "acc": 70.07, + "time": 82.15393010596745, + "param": [ + { + "p": 0.07733802497386932, + "m": 1.0 + }, + { + "p": 0.008609512820839882, + "m": 1.0 + }, + { + "p": 0.047192227095365524, + "m": 1.0 + }, + { + "p": 0.035053517669439316, + "m": 1.0 + }, + { + "p": 0.13581493496894836, + "m": 1.0 + }, + { + "p": 0.10931019484996796, + "m": 1.0 + }, + { + "p": 0.0745917335152626, + "m": 1.0 + }, + { + "p": 0.0524161159992218, + "m": 1.0 + }, + { + "p": 0.04193219542503357, + "m": 1.0 + }, + { + "p": 0.08772145956754684, + "m": 1.0 + }, + { + "p": 0.1067064180970192, + "m": 1.0 + }, + { + "p": 0.07894747704267502, + "m": 1.0 + }, + { + "p": 0.09103397279977798, + "m": 1.0 + }, + { + "p": 0.05333225801587105, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.9454737901687622, + "val_loss": 0.9303465485572815, + "acc": 70.51, + "time": 85.45164660410956, + "param": [ + { + "p": 0.06280931830406189, + "m": 1.0 + }, + { + "p": 0.025987369939684868, + "m": 1.0 + }, + { + "p": 0.05158572271466255, + "m": 1.0 + }, + { + "p": 0.025474421679973602, + "m": 1.0 + }, + { + "p": 0.12645842134952545, + "m": 1.0 + }, + { + "p": 0.11464866250753403, + "m": 1.0 + }, + { + "p": 0.07998578995466232, + "m": 1.0 + }, + { + "p": 0.06045392155647278, + "m": 1.0 + }, + { + "p": 0.05478041246533394, + "m": 1.0 + }, + { + "p": 0.0862504094839096, + "m": 1.0 + }, + { + "p": 0.089725561439991, + "m": 1.0 + }, + { + "p": 0.0908738225698471, + "m": 1.0 + }, + { + "p": 0.08922746032476425, + "m": 1.0 + }, + { + "p": 0.041738614439964294, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.7764868140220642, + "val_loss": 0.8106363415718079, + "acc": 70.67, + "time": 94.21939908107743, + "param": [ + { + "p": 0.07082150131464005, + "m": 1.0 + }, + { + "p": 0.037088844925165176, + "m": 1.0 + }, + { + "p": 0.056911125779151917, + "m": 1.0 + }, + { + "p": 0.02252166159451008, + "m": 1.0 + }, + { + "p": 0.12696264684200287, + "m": 1.0 + }, + { + "p": 0.11187378317117691, + "m": 1.0 + }, + { + "p": 0.06762204319238663, + "m": 1.0 + }, + { + "p": 0.06108405813574791, + "m": 1.0 + }, + { + "p": 0.0537252202630043, + "m": 1.0 + }, + { + "p": 0.08883476257324219, + "m": 1.0 + }, + { + "p": 0.0923318862915039, + "m": 1.0 + }, + { + "p": 0.0921148732304573, + "m": 1.0 + }, + { + "p": 0.08426373451948166, + "m": 1.0 + }, + { + "p": 0.03384383022785187, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.2947524785995483, + "val_loss": 0.8159434795379639, + "acc": 71.28, + "time": 85.63310825196095, + "param": [ + { + "p": 0.08135468512773514, + "m": 1.0 + }, + { + "p": 0.04365058243274689, + "m": 1.0 + }, + { + "p": 0.07403484731912613, + "m": 1.0 + }, + { + "p": 0.004164946731179953, + "m": 1.0 + }, + { + "p": 0.10333607345819473, + "m": 1.0 + }, + { + "p": 0.09514491260051727, + "m": 1.0 + }, + { + "p": 0.050986602902412415, + "m": 1.0 + }, + { + "p": 0.06559981405735016, + "m": 1.0 + }, + { + "p": 0.052588675171136856, + "m": 1.0 + }, + { + "p": 0.10791005194187164, + "m": 1.0 + }, + { + "p": 0.10223037749528885, + "m": 1.0 + }, + { + "p": 0.08733750879764557, + "m": 1.0 + }, + { + "p": 0.08897943794727325, + "m": 1.0 + }, + { + "p": 0.042681481689214706, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.838202178478241, + "val_loss": 0.8839314579963684, + "acc": 70.75, + "time": 84.43310929113068, + "param": [ + { + "p": 0.08640655875205994, + "m": 1.0 + }, + { + "p": 0.026834428310394287, + "m": 1.0 + }, + { + "p": 0.094044029712677, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0774192288517952, + "m": 1.0 + }, + { + "p": 0.09132148325443268, + "m": 1.0 + }, + { + "p": 0.035438161343336105, + "m": 1.0 + }, + { + "p": 0.07559643685817719, + "m": 1.0 + }, + { + "p": 0.05467011407017708, + "m": 1.0 + }, + { + "p": 0.11417673528194427, + "m": 1.0 + }, + { + "p": 0.10319416970014572, + "m": 1.0 + }, + { + "p": 0.07512442767620087, + "m": 1.0 + }, + { + "p": 0.10083913058042526, + "m": 1.0 + }, + { + "p": 0.06493502855300903, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.8344228863716125, + "val_loss": 0.8373917937278748, + "acc": 70.33, + "time": 85.8560729410965, + "param": [ + { + "p": 0.0887095108628273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10252107679843903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05173518508672714, + "m": 1.0 + }, + { + "p": 0.10464110225439072, + "m": 1.0 + }, + { + "p": 0.05042804777622223, + "m": 1.0 + }, + { + "p": 0.07987479865550995, + "m": 1.0 + }, + { + "p": 0.04660167545080185, + "m": 1.0 + }, + { + "p": 0.11847017705440521, + "m": 1.0 + }, + { + "p": 0.09936369210481644, + "m": 1.0 + }, + { + "p": 0.0604855976998806, + "m": 1.0 + }, + { + "p": 0.10449892282485962, + "m": 1.0 + }, + { + "p": 0.09267023205757141, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.9743253588676453, + "val_loss": 0.702802300453186, + "acc": 70.38, + "time": 92.03962532104924, + "param": [ + { + "p": 0.11122096329927444, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0905119925737381, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0377064049243927, + "m": 1.0 + }, + { + "p": 0.11945996433496475, + "m": 1.0 + }, + { + "p": 0.05261322110891342, + "m": 1.0 + }, + { + "p": 0.070593923330307, + "m": 1.0 + }, + { + "p": 0.016388824209570885, + "m": 1.0 + }, + { + "p": 0.1307782083749771, + "m": 1.0 + }, + { + "p": 0.11316864937543869, + "m": 1.0 + }, + { + "p": 0.05413977801799774, + "m": 1.0 + }, + { + "p": 0.09790987521409988, + "m": 1.0 + }, + { + "p": 0.10550817847251892, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.9069231748580933, + "val_loss": 0.8710259795188904, + "acc": 71.01, + "time": 92.80050066998228, + "param": [ + { + "p": 0.1286148875951767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06871656328439713, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03457723557949066, + "m": 1.0 + }, + { + "p": 0.1306970715522766, + "m": 1.0 + }, + { + "p": 0.03760259971022606, + "m": 1.0 + }, + { + "p": 0.06809111684560776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1279866248369217, + "m": 1.0 + }, + { + "p": 0.1226947084069252, + "m": 1.0 + }, + { + "p": 0.06462962925434113, + "m": 1.0 + }, + { + "p": 0.10698296129703522, + "m": 1.0 + }, + { + "p": 0.10940665006637573, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.8619335889816284, + "val_loss": 0.8671212792396545, + "acc": 71.4, + "time": 89.87143324594945, + "param": [ + { + "p": 0.13283425569534302, + "m": 1.0 + }, + { + "p": 0.0146188260987401, + "m": 1.0 + }, + { + "p": 0.05456649139523506, + "m": 1.0 + }, + { + "p": 0.007745545823127031, + "m": 1.0 + }, + { + "p": 0.043721169233322144, + "m": 1.0 + }, + { + "p": 0.12769289314746857, + "m": 1.0 + }, + { + "p": 0.03234734758734703, + "m": 1.0 + }, + { + "p": 0.053984809666872025, + "m": 1.0 + }, + { + "p": 0.00930741149932146, + "m": 1.0 + }, + { + "p": 0.12206064909696579, + "m": 1.0 + }, + { + "p": 0.11772972345352173, + "m": 1.0 + }, + { + "p": 0.0647592842578888, + "m": 1.0 + }, + { + "p": 0.104677215218544, + "m": 1.0 + }, + { + "p": 0.11395437270402908, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.0287758111953735, + "val_loss": 0.7547251582145691, + "acc": 69.25, + "time": 85.50512806791812, + "param": [ + { + "p": 0.13561856746673584, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0503883883357048, + "m": 1.0 + }, + { + "p": 0.018688159063458443, + "m": 1.0 + }, + { + "p": 0.0474625900387764, + "m": 1.0 + }, + { + "p": 0.129708394408226, + "m": 1.0 + }, + { + "p": 0.033259566873311996, + "m": 1.0 + }, + { + "p": 0.04840122163295746, + "m": 1.0 + }, + { + "p": 0.016337545588612556, + "m": 1.0 + }, + { + "p": 0.11745661497116089, + "m": 1.0 + }, + { + "p": 0.1291104108095169, + "m": 1.0 + }, + { + "p": 0.06107421591877937, + "m": 1.0 + }, + { + "p": 0.1044209823012352, + "m": 1.0 + }, + { + "p": 0.10807337611913681, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.9792954921722412, + "val_loss": 0.8919612765312195, + "acc": 70.87, + "time": 84.96224295091815, + "param": [ + { + "p": 0.13965632021427155, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.047708675265312195, + "m": 1.0 + }, + { + "p": 0.021403439342975616, + "m": 1.0 + }, + { + "p": 0.049494728446006775, + "m": 1.0 + }, + { + "p": 0.13226592540740967, + "m": 1.0 + }, + { + "p": 0.03038816712796688, + "m": 1.0 + }, + { + "p": 0.038065940141677856, + "m": 1.0 + }, + { + "p": 0.04801049083471298, + "m": 1.0 + }, + { + "p": 0.12375573068857193, + "m": 1.0 + }, + { + "p": 0.13061702251434326, + "m": 1.0 + }, + { + "p": 0.05115180462598801, + "m": 1.0 + }, + { + "p": 0.0829550102353096, + "m": 1.0 + }, + { + "p": 0.10452672839164734, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.191597580909729, + "val_loss": 0.818161129951477, + "acc": 71.05, + "time": 84.6798518919386, + "param": [ + { + "p": 0.14785337448120117, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02453463524580002, + "m": 1.0 + }, + { + "p": 0.012555839493870735, + "m": 1.0 + }, + { + "p": 0.05089297890663147, + "m": 1.0 + }, + { + "p": 0.15271233022212982, + "m": 1.0 + }, + { + "p": 0.026032501831650734, + "m": 1.0 + }, + { + "p": 0.02056017518043518, + "m": 1.0 + }, + { + "p": 0.0787850022315979, + "m": 1.0 + }, + { + "p": 0.14350762963294983, + "m": 1.0 + }, + { + "p": 0.1295335590839386, + "m": 1.0 + }, + { + "p": 0.052205052226781845, + "m": 1.0 + }, + { + "p": 0.0662415400147438, + "m": 1.0 + }, + { + "p": 0.09458546340465546, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.2351839542388916, + "val_loss": 0.881035566329956, + "acc": 71.21, + "time": 83.85881019895896, + "param": [ + { + "p": 0.16132526099681854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030469032004475594, + "m": 1.0 + }, + { + "p": 0.02383432723581791, + "m": 1.0 + }, + { + "p": 0.05050606280565262, + "m": 1.0 + }, + { + "p": 0.16603834927082062, + "m": 1.0 + }, + { + "p": 0.021280985325574875, + "m": 1.0 + }, + { + "p": 0.003359992289915681, + "m": 1.0 + }, + { + "p": 0.07865174859762192, + "m": 1.0 + }, + { + "p": 0.142120823264122, + "m": 1.0 + }, + { + "p": 0.11940378695726395, + "m": 1.0 + }, + { + "p": 0.04970969632267952, + "m": 1.0 + }, + { + "p": 0.0768190547823906, + "m": 1.0 + }, + { + "p": 0.07648088783025742, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.8411997556686401, + "val_loss": 0.8762635588645935, + "acc": 71.29, + "time": 83.9319992819801, + "param": [ + { + "p": 0.16281796991825104, + "m": 1.0 + }, + { + "p": 0.004075360018759966, + "m": 1.0 + }, + { + "p": 0.04349220544099808, + "m": 1.0 + }, + { + "p": 0.02233787626028061, + "m": 1.0 + }, + { + "p": 0.04321432113647461, + "m": 1.0 + }, + { + "p": 0.15846456587314606, + "m": 1.0 + }, + { + "p": 0.03804759308695793, + "m": 1.0 + }, + { + "p": 0.022688230499625206, + "m": 1.0 + }, + { + "p": 0.06235940381884575, + "m": 1.0 + }, + { + "p": 0.1380665898323059, + "m": 1.0 + }, + { + "p": 0.1024647206068039, + "m": 1.0 + }, + { + "p": 0.059302959591150284, + "m": 1.0 + }, + { + "p": 0.0808136835694313, + "m": 1.0 + }, + { + "p": 0.06185457855463028, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.1390790939331055, + "val_loss": 0.9889855980873108, + "acc": 70.26, + "time": 98.86654625996016, + "param": [ + { + "p": 0.1690663993358612, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07188776880502701, + "m": 1.0 + }, + { + "p": 0.0018466688925400376, + "m": 1.0 + }, + { + "p": 0.04247505962848663, + "m": 1.0 + }, + { + "p": 0.13968999683856964, + "m": 1.0 + }, + { + "p": 0.039446089416742325, + "m": 1.0 + }, + { + "p": 0.03181292116641998, + "m": 1.0 + }, + { + "p": 0.046499915421009064, + "m": 1.0 + }, + { + "p": 0.15250305831432343, + "m": 1.0 + }, + { + "p": 0.09550181031227112, + "m": 1.0 + }, + { + "p": 0.07181083410978317, + "m": 1.0 + }, + { + "p": 0.08887919038534164, + "m": 1.0 + }, + { + "p": 0.04858029633760452, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.9164987802505493, + "val_loss": 0.7246911525726318, + "acc": 70.96, + "time": 85.25705173518509, + "param": [ + { + "p": 0.1529460996389389, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10093649476766586, + "m": 1.0 + }, + { + "p": 0.005655297078192234, + "m": 1.0 + }, + { + "p": 0.04785751923918724, + "m": 1.0 + }, + { + "p": 0.10576001554727554, + "m": 1.0 + }, + { + "p": 0.06227359548211098, + "m": 1.0 + }, + { + "p": 0.027218572795391083, + "m": 1.0 + }, + { + "p": 0.04674844816327095, + "m": 1.0 + }, + { + "p": 0.152745321393013, + "m": 1.0 + }, + { + "p": 0.08126233518123627, + "m": 1.0 + }, + { + "p": 0.07499828934669495, + "m": 1.0 + }, + { + "p": 0.09141334891319275, + "m": 1.0 + }, + { + "p": 0.05018467828631401, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.9175935983657837, + "val_loss": 0.9170332551002502, + "acc": 70.67, + "time": 83.06337052606978, + "param": [ + { + "p": 0.1331092268228531, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10504120588302612, + "m": 1.0 + }, + { + "p": 0.02450830116868019, + "m": 1.0 + }, + { + "p": 0.044695496559143066, + "m": 1.0 + }, + { + "p": 0.08450914919376373, + "m": 1.0 + }, + { + "p": 0.07423757761716843, + "m": 1.0 + }, + { + "p": 0.030144795775413513, + "m": 1.0 + }, + { + "p": 0.054502975195646286, + "m": 1.0 + }, + { + "p": 0.15685106813907623, + "m": 1.0 + }, + { + "p": 0.08470702916383743, + "m": 1.0 + }, + { + "p": 0.07408302277326584, + "m": 1.0 + }, + { + "p": 0.0924614816904068, + "m": 1.0 + }, + { + "p": 0.04114866629242897, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.0201414823532104, + "val_loss": 0.8744154572486877, + "acc": 71.37, + "time": 82.96968181617558, + "param": [ + { + "p": 0.10771249234676361, + "m": 1.0 + }, + { + "p": 0.02247742936015129, + "m": 1.0 + }, + { + "p": 0.09615402668714523, + "m": 1.0 + }, + { + "p": 0.04169861972332001, + "m": 1.0 + }, + { + "p": 0.05108492448925972, + "m": 1.0 + }, + { + "p": 0.06882402300834656, + "m": 1.0 + }, + { + "p": 0.06930296123027802, + "m": 1.0 + }, + { + "p": 0.0453970693051815, + "m": 1.0 + }, + { + "p": 0.06165448576211929, + "m": 1.0 + }, + { + "p": 0.13363108038902283, + "m": 1.0 + }, + { + "p": 0.09072762727737427, + "m": 1.0 + }, + { + "p": 0.07577290385961533, + "m": 1.0 + }, + { + "p": 0.0845276489853859, + "m": 1.0 + }, + { + "p": 0.05103472247719765, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.9149105548858643, + "val_loss": 0.7795207500457764, + "acc": 71.52, + "time": 88.6406035409309, + "param": [ + { + "p": 0.09533374011516571, + "m": 1.0 + }, + { + "p": 0.02270662412047386, + "m": 1.0 + }, + { + "p": 0.10033760219812393, + "m": 1.0 + }, + { + "p": 0.03861713409423828, + "m": 1.0 + }, + { + "p": 0.057051751762628555, + "m": 1.0 + }, + { + "p": 0.05674077197909355, + "m": 1.0 + }, + { + "p": 0.034741707146167755, + "m": 1.0 + }, + { + "p": 0.05831363797187805, + "m": 1.0 + }, + { + "p": 0.07992039620876312, + "m": 1.0 + }, + { + "p": 0.12489666789770126, + "m": 1.0 + }, + { + "p": 0.10216429829597473, + "m": 1.0 + }, + { + "p": 0.07023200392723083, + "m": 1.0 + }, + { + "p": 0.09985284507274628, + "m": 1.0 + }, + { + "p": 0.05909073352813721, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.9161380529403687, + "val_loss": 0.7975290417671204, + "acc": 71.42, + "time": 84.59881811914966, + "param": [ + { + "p": 0.12290327996015549, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1175752654671669, + "m": 1.0 + }, + { + "p": 0.03032599948346615, + "m": 1.0 + }, + { + "p": 0.022583000361919403, + "m": 1.0 + }, + { + "p": 0.060373902320861816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06321286410093307, + "m": 1.0 + }, + { + "p": 0.08709287643432617, + "m": 1.0 + }, + { + "p": 0.1408953070640564, + "m": 1.0 + }, + { + "p": 0.11888857930898666, + "m": 1.0 + }, + { + "p": 0.06873864680528641, + "m": 1.0 + }, + { + "p": 0.1045597493648529, + "m": 1.0 + }, + { + "p": 0.06285040825605392, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.1188079118728638, + "val_loss": 0.7849924564361572, + "acc": 71.82, + "time": 87.65407728799619, + "param": [ + { + "p": 0.1302129477262497, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12332695722579956, + "m": 1.0 + }, + { + "p": 0.03504535183310509, + "m": 1.0 + }, + { + "p": 0.012857979163527489, + "m": 1.0 + }, + { + "p": 0.05610697343945503, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04472671076655388, + "m": 1.0 + }, + { + "p": 0.0873745009303093, + "m": 1.0 + }, + { + "p": 0.1376364529132843, + "m": 1.0 + }, + { + "p": 0.13341215252876282, + "m": 1.0 + }, + { + "p": 0.06838849931955338, + "m": 1.0 + }, + { + "p": 0.10285487771034241, + "m": 1.0 + }, + { + "p": 0.0680566132068634, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.8175033926963806, + "val_loss": 0.8036273717880249, + "acc": 71.12, + "time": 82.77514994610101, + "param": [ + { + "p": 0.12142862379550934, + "m": 1.0 + }, + { + "p": 0.0036122289020568132, + "m": 1.0 + }, + { + "p": 0.12479393184185028, + "m": 1.0 + }, + { + "p": 0.044681161642074585, + "m": 1.0 + }, + { + "p": 0.03933951258659363, + "m": 1.0 + }, + { + "p": 0.049658846110105515, + "m": 1.0 + }, + { + "p": 0.0004415778967086226, + "m": 1.0 + }, + { + "p": 0.037105344235897064, + "m": 1.0 + }, + { + "p": 0.07660000026226044, + "m": 1.0 + }, + { + "p": 0.1082015261054039, + "m": 1.0 + }, + { + "p": 0.12917160987854004, + "m": 1.0 + }, + { + "p": 0.0704093873500824, + "m": 1.0 + }, + { + "p": 0.09795594960451126, + "m": 1.0 + }, + { + "p": 0.0966002568602562, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.8174439668655396, + "val_loss": 0.8464030027389526, + "acc": 71.55, + "time": 85.70544259692542, + "param": [ + { + "p": 0.11551755666732788, + "m": 1.0 + }, + { + "p": 0.010076063685119152, + "m": 1.0 + }, + { + "p": 0.10607703030109406, + "m": 1.0 + }, + { + "p": 0.04989836364984512, + "m": 1.0 + }, + { + "p": 0.04542320966720581, + "m": 1.0 + }, + { + "p": 0.05949508398771286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03496284782886505, + "m": 1.0 + }, + { + "p": 0.06006254255771637, + "m": 1.0 + }, + { + "p": 0.10732897371053696, + "m": 1.0 + }, + { + "p": 0.12933245301246643, + "m": 1.0 + }, + { + "p": 0.07631967216730118, + "m": 1.0 + }, + { + "p": 0.09626404941082001, + "m": 1.0 + }, + { + "p": 0.10924219340085983, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.7682970762252808, + "val_loss": 0.7877797484397888, + "acc": 71.55, + "time": 92.51092931604944, + "param": [ + { + "p": 0.1206531748175621, + "m": 1.0 + }, + { + "p": 0.014042241498827934, + "m": 1.0 + }, + { + "p": 0.09709041565656662, + "m": 1.0 + }, + { + "p": 0.04853568971157074, + "m": 1.0 + }, + { + "p": 0.039813410490751266, + "m": 1.0 + }, + { + "p": 0.05802975967526436, + "m": 1.0 + }, + { + "p": 0.007379976566880941, + "m": 1.0 + }, + { + "p": 0.045090608298778534, + "m": 1.0 + }, + { + "p": 0.04029145464301109, + "m": 1.0 + }, + { + "p": 0.11801198869943619, + "m": 1.0 + }, + { + "p": 0.14140208065509796, + "m": 1.0 + }, + { + "p": 0.06561722606420517, + "m": 1.0 + }, + { + "p": 0.09476756304502487, + "m": 1.0 + }, + { + "p": 0.10927446186542511, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.605431079864502, + "val_loss": 1.026846170425415, + "acc": 70.51, + "time": 91.74643100704998, + "param": [ + { + "p": 0.12226582318544388, + "m": 1.0 + }, + { + "p": 0.007847164757549763, + "m": 1.0 + }, + { + "p": 0.08118963241577148, + "m": 1.0 + }, + { + "p": 0.051693689078092575, + "m": 1.0 + }, + { + "p": 0.02759169228374958, + "m": 1.0 + }, + { + "p": 0.052354346960783005, + "m": 1.0 + }, + { + "p": 0.009626085869967937, + "m": 1.0 + }, + { + "p": 0.0645407885313034, + "m": 1.0 + }, + { + "p": 0.04067835584282875, + "m": 1.0 + }, + { + "p": 0.12289663404226303, + "m": 1.0 + }, + { + "p": 0.14684262871742249, + "m": 1.0 + }, + { + "p": 0.06423858553171158, + "m": 1.0 + }, + { + "p": 0.10100481659173965, + "m": 1.0 + }, + { + "p": 0.10722973942756653, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.7937518358230591, + "val_loss": 0.9358841776847839, + "acc": 71.32, + "time": 83.16054720594548, + "param": [ + { + "p": 0.12511934340000153, + "m": 1.0 + }, + { + "p": 0.0077959029003977776, + "m": 1.0 + }, + { + "p": 0.05014178156852722, + "m": 1.0 + }, + { + "p": 0.05201629549264908, + "m": 1.0 + }, + { + "p": 0.009214024059474468, + "m": 1.0 + }, + { + "p": 0.05148867517709732, + "m": 1.0 + }, + { + "p": 0.039276979863643646, + "m": 1.0 + }, + { + "p": 0.06779840588569641, + "m": 1.0 + }, + { + "p": 0.05887896195054054, + "m": 1.0 + }, + { + "p": 0.13192366063594818, + "m": 1.0 + }, + { + "p": 0.126568004488945, + "m": 1.0 + }, + { + "p": 0.0604916587471962, + "m": 1.0 + }, + { + "p": 0.10943225771188736, + "m": 1.0 + }, + { + "p": 0.10985403507947922, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.8768234252929688, + "val_loss": 0.8884585499763489, + "acc": 71.44, + "time": 95.09293850697577, + "param": [ + { + "p": 0.1307610422372818, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027252046391367912, + "m": 1.0 + }, + { + "p": 0.05500053986907005, + "m": 1.0 + }, + { + "p": 0.0082554304972291, + "m": 1.0 + }, + { + "p": 0.055569007992744446, + "m": 1.0 + }, + { + "p": 0.05884458124637604, + "m": 1.0 + }, + { + "p": 0.06996696442365646, + "m": 1.0 + }, + { + "p": 0.05848369002342224, + "m": 1.0 + }, + { + "p": 0.12493052333593369, + "m": 1.0 + }, + { + "p": 0.11933272331953049, + "m": 1.0 + }, + { + "p": 0.058981623500585556, + "m": 1.0 + }, + { + "p": 0.1090938001871109, + "m": 1.0 + }, + { + "p": 0.1235281229019165, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.982164740562439, + "val_loss": 0.8082644939422607, + "acc": 71.78, + "time": 83.49982896982692, + "param": [ + { + "p": 0.14894337952136993, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013949823565781116, + "m": 1.0 + }, + { + "p": 0.044258132576942444, + "m": 1.0 + }, + { + "p": 0.026048732921481133, + "m": 1.0 + }, + { + "p": 0.06969112157821655, + "m": 1.0 + }, + { + "p": 0.07602529227733612, + "m": 1.0 + }, + { + "p": 0.06399502605199814, + "m": 1.0 + }, + { + "p": 0.05146794021129608, + "m": 1.0 + }, + { + "p": 0.11079788953065872, + "m": 1.0 + }, + { + "p": 0.10316934436559677, + "m": 1.0 + }, + { + "p": 0.054176706820726395, + "m": 1.0 + }, + { + "p": 0.10654284805059433, + "m": 1.0 + }, + { + "p": 0.1309337466955185, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.7873881459236145, + "val_loss": 0.8439650535583496, + "acc": 71.25, + "time": 96.49970942805521, + "param": [ + { + "p": 0.16600073873996735, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0068680536933243275, + "m": 1.0 + }, + { + "p": 0.028616948053240776, + "m": 1.0 + }, + { + "p": 0.03561853989958763, + "m": 1.0 + }, + { + "p": 0.06995394825935364, + "m": 1.0 + }, + { + "p": 0.07076926529407501, + "m": 1.0 + }, + { + "p": 0.0646832063794136, + "m": 1.0 + }, + { + "p": 0.05144679918885231, + "m": 1.0 + }, + { + "p": 0.11213450878858566, + "m": 1.0 + }, + { + "p": 0.10330179333686829, + "m": 1.0 + }, + { + "p": 0.05962638184428215, + "m": 1.0 + }, + { + "p": 0.09722952544689178, + "m": 1.0 + }, + { + "p": 0.133750319480896, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.8775488138198853, + "val_loss": 0.7500256896018982, + "acc": 71.77, + "time": 89.31679750606418, + "param": [ + { + "p": 0.1591632068157196, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019062301144003868, + "m": 1.0 + }, + { + "p": 0.020286107435822487, + "m": 1.0 + }, + { + "p": 0.039280965924263, + "m": 1.0 + }, + { + "p": 0.06966964155435562, + "m": 1.0 + }, + { + "p": 0.07354962080717087, + "m": 1.0 + }, + { + "p": 0.05095859244465828, + "m": 1.0 + }, + { + "p": 0.053049251437187195, + "m": 1.0 + }, + { + "p": 0.12265001237392426, + "m": 1.0 + }, + { + "p": 0.10694001615047455, + "m": 1.0 + }, + { + "p": 0.060629405081272125, + "m": 1.0 + }, + { + "p": 0.09951330721378326, + "m": 1.0 + }, + { + "p": 0.1252475529909134, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.840320885181427, + "val_loss": 0.9748103022575378, + "acc": 72.29, + "time": 87.26112912013195, + "param": [ + { + "p": 0.14696452021598816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025938795879483223, + "m": 1.0 + }, + { + "p": 0.01450103148818016, + "m": 1.0 + }, + { + "p": 0.03614425286650658, + "m": 1.0 + }, + { + "p": 0.08035115152597427, + "m": 1.0 + }, + { + "p": 0.06417448073625565, + "m": 1.0 + }, + { + "p": 0.0436503067612648, + "m": 1.0 + }, + { + "p": 0.05548626184463501, + "m": 1.0 + }, + { + "p": 0.1383884698152542, + "m": 1.0 + }, + { + "p": 0.10390394926071167, + "m": 1.0 + }, + { + "p": 0.05360840633511543, + "m": 1.0 + }, + { + "p": 0.10811518132686615, + "m": 1.0 + }, + { + "p": 0.12877315282821655, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.7535397410392761, + "val_loss": 0.8318575024604797, + "acc": 71.57, + "time": 87.64138327888213, + "param": [ + { + "p": 0.1359400600194931, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033397234976291656, + "m": 1.0 + }, + { + "p": 0.033137157559394836, + "m": 1.0 + }, + { + "p": 0.028662722557783127, + "m": 1.0 + }, + { + "p": 0.07408459484577179, + "m": 1.0 + }, + { + "p": 0.05567057803273201, + "m": 1.0 + }, + { + "p": 0.032360922545194626, + "m": 1.0 + }, + { + "p": 0.06611756235361099, + "m": 1.0 + }, + { + "p": 0.14697818458080292, + "m": 1.0 + }, + { + "p": 0.1170484870672226, + "m": 1.0 + }, + { + "p": 0.040015142410993576, + "m": 1.0 + }, + { + "p": 0.11247710138559341, + "m": 1.0 + }, + { + "p": 0.12411025166511536, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.6868435740470886, + "val_loss": 0.7896241545677185, + "acc": 71.79, + "time": 83.77264566300437, + "param": [ + { + "p": 0.1359357237815857, + "m": 1.0 + }, + { + "p": 0.001014223787933588, + "m": 1.0 + }, + { + "p": 0.05185787007212639, + "m": 1.0 + }, + { + "p": 0.03817180171608925, + "m": 1.0 + }, + { + "p": 0.023554492741823196, + "m": 1.0 + }, + { + "p": 0.07067321240901947, + "m": 1.0 + }, + { + "p": 0.047141872346401215, + "m": 1.0 + }, + { + "p": 0.03011746145784855, + "m": 1.0 + }, + { + "p": 0.06405391544103622, + "m": 1.0 + }, + { + "p": 0.1537032574415207, + "m": 1.0 + }, + { + "p": 0.12158536911010742, + "m": 1.0 + }, + { + "p": 0.02413303591310978, + "m": 1.0 + }, + { + "p": 0.1155017539858818, + "m": 1.0 + }, + { + "p": 0.12255606055259705, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.7766326665878296, + "val_loss": 0.7963936924934387, + "acc": 71.72, + "time": 83.16954013099894, + "param": [ + { + "p": 0.12600088119506836, + "m": 1.0 + }, + { + "p": 0.030216297134757042, + "m": 1.0 + }, + { + "p": 0.061843838542699814, + "m": 1.0 + }, + { + "p": 0.06142698973417282, + "m": 1.0 + }, + { + "p": 0.028963597491383553, + "m": 1.0 + }, + { + "p": 0.05375342443585396, + "m": 1.0 + }, + { + "p": 0.041301559656858444, + "m": 1.0 + }, + { + "p": 0.028631921857595444, + "m": 1.0 + }, + { + "p": 0.06796965003013611, + "m": 1.0 + }, + { + "p": 0.1476103514432907, + "m": 1.0 + }, + { + "p": 0.10946904122829437, + "m": 1.0 + }, + { + "p": 0.016162928193807602, + "m": 1.0 + }, + { + "p": 0.10184194147586823, + "m": 1.0 + }, + { + "p": 0.12480755150318146, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.9193387627601624, + "val_loss": 0.8071258068084717, + "acc": 71.67, + "time": 85.87260369304568, + "param": [ + { + "p": 0.12047339975833893, + "m": 1.0 + }, + { + "p": 0.04748707264661789, + "m": 1.0 + }, + { + "p": 0.07389172166585922, + "m": 1.0 + }, + { + "p": 0.07342740893363953, + "m": 1.0 + }, + { + "p": 0.039907991886138916, + "m": 1.0 + }, + { + "p": 0.03792645409703255, + "m": 1.0 + }, + { + "p": 0.04558540880680084, + "m": 1.0 + }, + { + "p": 0.04488344117999077, + "m": 1.0 + }, + { + "p": 0.0584232360124588, + "m": 1.0 + }, + { + "p": 0.13436543941497803, + "m": 1.0 + }, + { + "p": 0.08764136582612991, + "m": 1.0 + }, + { + "p": 0.03821707144379616, + "m": 1.0 + }, + { + "p": 0.09554249793291092, + "m": 1.0 + }, + { + "p": 0.10222753137350082, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.755330502986908, + "val_loss": 0.760807454586029, + "acc": 72.32, + "time": 98.11690614698455, + "param": [ + { + "p": 0.11681146174669266, + "m": 1.0 + }, + { + "p": 0.04308114945888519, + "m": 1.0 + }, + { + "p": 0.08915423601865768, + "m": 1.0 + }, + { + "p": 0.04191981628537178, + "m": 1.0 + }, + { + "p": 0.04636716842651367, + "m": 1.0 + }, + { + "p": 0.0322566032409668, + "m": 1.0 + }, + { + "p": 0.06428075581789017, + "m": 1.0 + }, + { + "p": 0.05942755565047264, + "m": 1.0 + }, + { + "p": 0.055903900414705276, + "m": 1.0 + }, + { + "p": 0.1353103071451187, + "m": 1.0 + }, + { + "p": 0.06814272701740265, + "m": 1.0 + }, + { + "p": 0.06415558606386185, + "m": 1.0 + }, + { + "p": 0.10368723422288895, + "m": 1.0 + }, + { + "p": 0.0795014277100563, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.009261131286621, + "val_loss": 0.8538762331008911, + "acc": 71.18, + "time": 87.66887093987316, + "param": [ + { + "p": 0.10321180522441864, + "m": 1.0 + }, + { + "p": 0.04293854162096977, + "m": 1.0 + }, + { + "p": 0.10235230624675751, + "m": 1.0 + }, + { + "p": 0.01433725655078888, + "m": 1.0 + }, + { + "p": 0.06180281564593315, + "m": 1.0 + }, + { + "p": 0.04405483230948448, + "m": 1.0 + }, + { + "p": 0.08161021023988724, + "m": 1.0 + }, + { + "p": 0.06467140465974808, + "m": 1.0 + }, + { + "p": 0.05389395356178284, + "m": 1.0 + }, + { + "p": 0.14046038687229156, + "m": 1.0 + }, + { + "p": 0.04690680652856827, + "m": 1.0 + }, + { + "p": 0.08306356519460678, + "m": 1.0 + }, + { + "p": 0.09639690816402435, + "m": 1.0 + }, + { + "p": 0.06429912894964218, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.058859944343567, + "val_loss": 0.8433862924575806, + "acc": 71.74, + "time": 89.43409798201174, + "param": [ + { + "p": 0.07995947450399399, + "m": 1.0 + }, + { + "p": 0.051123663783073425, + "m": 1.0 + }, + { + "p": 0.10801428556442261, + "m": 1.0 + }, + { + "p": 0.024300260469317436, + "m": 1.0 + }, + { + "p": 0.08945642411708832, + "m": 1.0 + }, + { + "p": 0.056652314960956573, + "m": 1.0 + }, + { + "p": 0.07974237203598022, + "m": 1.0 + }, + { + "p": 0.057299744337797165, + "m": 1.0 + }, + { + "p": 0.048370420932769775, + "m": 1.0 + }, + { + "p": 0.12060339003801346, + "m": 1.0 + }, + { + "p": 0.052179187536239624, + "m": 1.0 + }, + { + "p": 0.08649265766143799, + "m": 1.0 + }, + { + "p": 0.09613019973039627, + "m": 1.0 + }, + { + "p": 0.049675602465867996, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.8516538739204407, + "val_loss": 0.8046110272407532, + "acc": 71.41, + "time": 96.17416842910461, + "param": [ + { + "p": 0.05627570301294327, + "m": 1.0 + }, + { + "p": 0.06822678446769714, + "m": 1.0 + }, + { + "p": 0.11706025898456573, + "m": 1.0 + }, + { + "p": 0.04277323558926582, + "m": 1.0 + }, + { + "p": 0.10137417912483215, + "m": 1.0 + }, + { + "p": 0.04524119943380356, + "m": 1.0 + }, + { + "p": 0.0656425803899765, + "m": 1.0 + }, + { + "p": 0.044655438512563705, + "m": 1.0 + }, + { + "p": 0.04263518378138542, + "m": 1.0 + }, + { + "p": 0.11145830154418945, + "m": 1.0 + }, + { + "p": 0.06462045013904572, + "m": 1.0 + }, + { + "p": 0.09264247119426727, + "m": 1.0 + }, + { + "p": 0.08779192715883255, + "m": 1.0 + }, + { + "p": 0.05960237607359886, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.8225995302200317, + "val_loss": 0.8758634328842163, + "acc": 72.11, + "time": 95.74403033498675, + "param": [ + { + "p": 0.03257732465863228, + "m": 1.0 + }, + { + "p": 0.06609901785850525, + "m": 1.0 + }, + { + "p": 0.1434752643108368, + "m": 1.0 + }, + { + "p": 0.038319509476423264, + "m": 1.0 + }, + { + "p": 0.1332741379737854, + "m": 1.0 + }, + { + "p": 0.015329173766076565, + "m": 1.0 + }, + { + "p": 0.05303448438644409, + "m": 1.0 + }, + { + "p": 0.046838074922561646, + "m": 1.0 + }, + { + "p": 0.03687237948179245, + "m": 1.0 + }, + { + "p": 0.11765794456005096, + "m": 1.0 + }, + { + "p": 0.061287492513656616, + "m": 1.0 + }, + { + "p": 0.10314884036779404, + "m": 1.0 + }, + { + "p": 0.10412510484457016, + "m": 1.0 + }, + { + "p": 0.047961290925741196, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.7781289219856262, + "val_loss": 0.7875832915306091, + "acc": 71.92, + "time": 82.68460980989039, + "param": [ + { + "p": 0.03730430454015732, + "m": 1.0 + }, + { + "p": 0.0451899953186512, + "m": 1.0 + }, + { + "p": 0.15155954658985138, + "m": 1.0 + }, + { + "p": 0.04894719272851944, + "m": 1.0 + }, + { + "p": 0.13285045325756073, + "m": 1.0 + }, + { + "p": 0.03838370740413666, + "m": 1.0 + }, + { + "p": 0.05084283649921417, + "m": 1.0 + }, + { + "p": 0.0501592755317688, + "m": 1.0 + }, + { + "p": 0.042824067175388336, + "m": 1.0 + }, + { + "p": 0.10718393325805664, + "m": 1.0 + }, + { + "p": 0.05016385018825531, + "m": 1.0 + }, + { + "p": 0.09313467144966125, + "m": 1.0 + }, + { + "p": 0.1113770455121994, + "m": 1.0 + }, + { + "p": 0.040079157799482346, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.7536129355430603, + "val_loss": 0.9420095086097717, + "acc": 71.46, + "time": 83.0436556499917, + "param": [ + { + "p": 0.04226604476571083, + "m": 1.0 + }, + { + "p": 0.043091319501399994, + "m": 1.0 + }, + { + "p": 0.14019270241260529, + "m": 1.0 + }, + { + "p": 0.0587599091231823, + "m": 1.0 + }, + { + "p": 0.12214156240224838, + "m": 1.0 + }, + { + "p": 0.05919315665960312, + "m": 1.0 + }, + { + "p": 0.05426349863409996, + "m": 1.0 + }, + { + "p": 0.0478387251496315, + "m": 1.0 + }, + { + "p": 0.048312269151210785, + "m": 1.0 + }, + { + "p": 0.10717042535543442, + "m": 1.0 + }, + { + "p": 0.04532093554735184, + "m": 1.0 + }, + { + "p": 0.09106060862541199, + "m": 1.0 + }, + { + "p": 0.11007728427648544, + "m": 1.0 + }, + { + "p": 0.030311575159430504, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.9394428133964539, + "val_loss": 0.7881289720535278, + "acc": 71.8, + "time": 83.3317946260795, + "param": [ + { + "p": 0.042989835143089294, + "m": 1.0 + }, + { + "p": 0.0433029904961586, + "m": 1.0 + }, + { + "p": 0.13214682042598724, + "m": 1.0 + }, + { + "p": 0.06553888320922852, + "m": 1.0 + }, + { + "p": 0.11219687014818192, + "m": 1.0 + }, + { + "p": 0.05886702612042427, + "m": 1.0 + }, + { + "p": 0.05290839076042175, + "m": 1.0 + }, + { + "p": 0.054601285606622696, + "m": 1.0 + }, + { + "p": 0.061978235840797424, + "m": 1.0 + }, + { + "p": 0.11306009441614151, + "m": 1.0 + }, + { + "p": 0.054396677762269974, + "m": 1.0 + }, + { + "p": 0.07740949094295502, + "m": 1.0 + }, + { + "p": 0.09982238709926605, + "m": 1.0 + }, + { + "p": 0.030780991539359093, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.8590497970581055, + "val_loss": 0.814680814743042, + "acc": 72.27, + "time": 84.219960964052, + "param": [ + { + "p": 0.048891615122556686, + "m": 1.0 + }, + { + "p": 0.027994105592370033, + "m": 1.0 + }, + { + "p": 0.13761867582798004, + "m": 1.0 + }, + { + "p": 0.06870946288108826, + "m": 1.0 + }, + { + "p": 0.09631828218698502, + "m": 1.0 + }, + { + "p": 0.0460079200565815, + "m": 1.0 + }, + { + "p": 0.06287986785173416, + "m": 1.0 + }, + { + "p": 0.06242765486240387, + "m": 1.0 + }, + { + "p": 0.0818081647157669, + "m": 1.0 + }, + { + "p": 0.10338990390300751, + "m": 1.0 + }, + { + "p": 0.06510908901691437, + "m": 1.0 + }, + { + "p": 0.06952587515115738, + "m": 1.0 + }, + { + "p": 0.10671906173229218, + "m": 1.0 + }, + { + "p": 0.022600378841161728, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.8154752850532532, + "val_loss": 0.6669195294380188, + "acc": 71.95, + "time": 84.48953483416699, + "param": [ + { + "p": 0.046297673135995865, + "m": 1.0 + }, + { + "p": 0.007243459112942219, + "m": 1.0 + }, + { + "p": 0.148674875497818, + "m": 1.0 + }, + { + "p": 0.0869060531258583, + "m": 1.0 + }, + { + "p": 0.08401834219694138, + "m": 1.0 + }, + { + "p": 0.03100425936281681, + "m": 1.0 + }, + { + "p": 0.08372104167938232, + "m": 1.0 + }, + { + "p": 0.05368903651833534, + "m": 1.0 + }, + { + "p": 0.08895017951726913, + "m": 1.0 + }, + { + "p": 0.08053723722696304, + "m": 1.0 + }, + { + "p": 0.0830865204334259, + "m": 1.0 + }, + { + "p": 0.07094620913267136, + "m": 1.0 + }, + { + "p": 0.12621425092220306, + "m": 1.0 + }, + { + "p": 0.008710848167538643, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.7097513675689697, + "val_loss": 0.8136470317840576, + "acc": 71.88, + "time": 83.6104780070018, + "param": [ + { + "p": 0.04570591077208519, + "m": 1.0 + }, + { + "p": 0.007469273172318935, + "m": 1.0 + }, + { + "p": 0.14387691020965576, + "m": 1.0 + }, + { + "p": 0.08493524044752121, + "m": 1.0 + }, + { + "p": 0.07607230544090271, + "m": 1.0 + }, + { + "p": 0.030780306085944176, + "m": 1.0 + }, + { + "p": 0.08962474018335342, + "m": 1.0 + }, + { + "p": 0.05192134156823158, + "m": 1.0 + }, + { + "p": 0.08996158093214035, + "m": 1.0 + }, + { + "p": 0.0684850662946701, + "m": 1.0 + }, + { + "p": 0.07653675228357315, + "m": 1.0 + }, + { + "p": 0.07462114840745926, + "m": 1.0 + }, + { + "p": 0.14268700778484344, + "m": 1.0 + }, + { + "p": 0.017322443425655365, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.8959370851516724, + "val_loss": 0.8125786185264587, + "acc": 71.76, + "time": 90.38567562890239, + "param": [ + { + "p": 0.05156489834189415, + "m": 1.0 + }, + { + "p": 0.019305741414427757, + "m": 1.0 + }, + { + "p": 0.12856125831604004, + "m": 1.0 + }, + { + "p": 0.06741242855787277, + "m": 1.0 + }, + { + "p": 0.07169921696186066, + "m": 1.0 + }, + { + "p": 0.05445898324251175, + "m": 1.0 + }, + { + "p": 0.08480104804039001, + "m": 1.0 + }, + { + "p": 0.0695868656039238, + "m": 1.0 + }, + { + "p": 0.08811772614717484, + "m": 1.0 + }, + { + "p": 0.061890363693237305, + "m": 1.0 + }, + { + "p": 0.06628253310918808, + "m": 1.0 + }, + { + "p": 0.05234070494771004, + "m": 1.0 + }, + { + "p": 0.14227114617824554, + "m": 1.0 + }, + { + "p": 0.04170709103345871, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.9004802703857422, + "val_loss": 0.8703341484069824, + "acc": 71.86, + "time": 83.66228249296546, + "param": [ + { + "p": 0.05663764476776123, + "m": 1.0 + }, + { + "p": 0.033098798245191574, + "m": 1.0 + }, + { + "p": 0.11145062744617462, + "m": 1.0 + }, + { + "p": 0.0407881997525692, + "m": 1.0 + }, + { + "p": 0.06540726870298386, + "m": 1.0 + }, + { + "p": 0.084104984998703, + "m": 1.0 + }, + { + "p": 0.07310023903846741, + "m": 1.0 + }, + { + "p": 0.07156501710414886, + "m": 1.0 + }, + { + "p": 0.09320281445980072, + "m": 1.0 + }, + { + "p": 0.06252485513687134, + "m": 1.0 + }, + { + "p": 0.0521247535943985, + "m": 1.0 + }, + { + "p": 0.022712629288434982, + "m": 1.0 + }, + { + "p": 0.14051446318626404, + "m": 1.0 + }, + { + "p": 0.09276771545410156, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.0111786127090454, + "val_loss": 0.7432524561882019, + "acc": 71.66, + "time": 92.24136354099028, + "param": [ + { + "p": 0.06774953752756119, + "m": 1.0 + }, + { + "p": 0.04616473987698555, + "m": 1.0 + }, + { + "p": 0.09652867168188095, + "m": 1.0 + }, + { + "p": 0.02090778946876526, + "m": 1.0 + }, + { + "p": 0.06235984340310097, + "m": 1.0 + }, + { + "p": 0.10367635637521744, + "m": 1.0 + }, + { + "p": 0.07659715414047241, + "m": 1.0 + }, + { + "p": 0.07329903542995453, + "m": 1.0 + }, + { + "p": 0.09606417268514633, + "m": 1.0 + }, + { + "p": 0.058580078184604645, + "m": 1.0 + }, + { + "p": 0.0473819300532341, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13767766952514648, + "m": 1.0 + }, + { + "p": 0.11301300674676895, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.9136451482772827, + "val_loss": 0.7879877686500549, + "acc": 72.11, + "time": 100.37643532291986, + "param": [ + { + "p": 0.07258658856153488, + "m": 1.0 + }, + { + "p": 0.033102985471487045, + "m": 1.0 + }, + { + "p": 0.09219808131456375, + "m": 1.0 + }, + { + "p": 0.016834374517202377, + "m": 1.0 + }, + { + "p": 0.062143005430698395, + "m": 1.0 + }, + { + "p": 0.12159307301044464, + "m": 1.0 + }, + { + "p": 0.08187501132488251, + "m": 1.0 + }, + { + "p": 0.07485144585371017, + "m": 1.0 + }, + { + "p": 0.10117685794830322, + "m": 1.0 + }, + { + "p": 0.05160200968384743, + "m": 1.0 + }, + { + "p": 0.03558666259050369, + "m": 1.0 + }, + { + "p": 0.00024798986851237714, + "m": 1.0 + }, + { + "p": 0.13669854402542114, + "m": 1.0 + }, + { + "p": 0.11950336396694183, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.8810992240905762, + "val_loss": 0.7049636840820312, + "acc": 72.6, + "time": 96.19664969504811, + "param": [ + { + "p": 0.08138737827539444, + "m": 1.0 + }, + { + "p": 0.040664300322532654, + "m": 1.0 + }, + { + "p": 0.08137042820453644, + "m": 1.0 + }, + { + "p": 0.015728788450360298, + "m": 1.0 + }, + { + "p": 0.052175331860780716, + "m": 1.0 + }, + { + "p": 0.1421044021844864, + "m": 1.0 + }, + { + "p": 0.0794820711016655, + "m": 1.0 + }, + { + "p": 0.08348877727985382, + "m": 1.0 + }, + { + "p": 0.10149138420820236, + "m": 1.0 + }, + { + "p": 0.03998629376292229, + "m": 1.0 + }, + { + "p": 0.01998341642320156, + "m": 1.0 + }, + { + "p": 0.000387663982110098, + "m": 1.0 + }, + { + "p": 0.13514484465122223, + "m": 1.0 + }, + { + "p": 0.12660497426986694, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.8939260840415955, + "val_loss": 0.7867051959037781, + "acc": 72.07, + "time": 92.28955532191321, + "param": [ + { + "p": 0.08224248886108398, + "m": 1.0 + }, + { + "p": 0.0499473437666893, + "m": 1.0 + }, + { + "p": 0.07801689952611923, + "m": 1.0 + }, + { + "p": 0.022187406197190285, + "m": 1.0 + }, + { + "p": 0.0625382512807846, + "m": 1.0 + }, + { + "p": 0.15577025711536407, + "m": 1.0 + }, + { + "p": 0.07028361409902573, + "m": 1.0 + }, + { + "p": 0.0697205439209938, + "m": 1.0 + }, + { + "p": 0.08530896157026291, + "m": 1.0 + }, + { + "p": 0.037414781749248505, + "m": 1.0 + }, + { + "p": 0.010605975054204464, + "m": 1.0 + }, + { + "p": 0.007581811398267746, + "m": 1.0 + }, + { + "p": 0.13825824856758118, + "m": 1.0 + }, + { + "p": 0.13012340664863586, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json new file mode 100644 index 0000000..48dd898 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx2-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 73.71, + "Time": [ + 89.91444127277937, + 5.420325147169416 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.281450033187866, + "val_loss": 2.2801380157470703, + "acc": 15.51, + "time": 86.73083563405089, + "param": [ + { + "p": 0.07908947765827179, + "m": 1.0 + }, + { + "p": 0.0735788345336914, + "m": 1.0 + }, + { + "p": 0.08447116613388062, + "m": 1.0 + }, + { + "p": 0.07394644618034363, + "m": 1.0 + }, + { + "p": 0.07158710807561874, + "m": 1.0 + }, + { + "p": 0.0431646965444088, + "m": 1.0 + }, + { + "p": 0.08281997591257095, + "m": 1.0 + }, + { + "p": 0.08643702417612076, + "m": 1.0 + }, + { + "p": 0.06430654972791672, + "m": 1.0 + }, + { + "p": 0.08812687546014786, + "m": 1.0 + }, + { + "p": 0.043050430715084076, + "m": 1.0 + }, + { + "p": 0.0833609327673912, + "m": 1.0 + }, + { + "p": 0.07675665616989136, + "m": 1.0 + }, + { + "p": 0.04930383712053299, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.1208462715148926, + "val_loss": 2.050558567047119, + "acc": 25.44, + "time": 97.30180713487789, + "param": [ + { + "p": 0.09208464622497559, + "m": 1.0 + }, + { + "p": 0.06618101894855499, + "m": 1.0 + }, + { + "p": 0.10199075937271118, + "m": 1.0 + }, + { + "p": 0.09559236466884613, + "m": 1.0 + }, + { + "p": 0.09260077029466629, + "m": 1.0 + }, + { + "p": 0.01298158336430788, + "m": 1.0 + }, + { + "p": 0.0817330926656723, + "m": 1.0 + }, + { + "p": 0.08867499977350235, + "m": 1.0 + }, + { + "p": 0.060370173305273056, + "m": 1.0 + }, + { + "p": 0.10914744436740875, + "m": 1.0 + }, + { + "p": 0.04701493680477142, + "m": 1.0 + }, + { + "p": 0.0739569216966629, + "m": 1.0 + }, + { + "p": 0.07038796693086624, + "m": 1.0 + }, + { + "p": 0.007283294573426247, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.081655502319336, + "val_loss": 1.939535140991211, + "acc": 28.49, + "time": 93.66107828705572, + "param": [ + { + "p": 0.09959772229194641, + "m": 1.0 + }, + { + "p": 0.03521459177136421, + "m": 1.0 + }, + { + "p": 0.15912196040153503, + "m": 1.0 + }, + { + "p": 0.09980711340904236, + "m": 1.0 + }, + { + "p": 0.11538080871105194, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.051911935210227966, + "m": 1.0 + }, + { + "p": 0.09010789543390274, + "m": 1.0 + }, + { + "p": 0.024023162201046944, + "m": 1.0 + }, + { + "p": 0.14765505492687225, + "m": 1.0 + }, + { + "p": 0.022501854225993156, + "m": 1.0 + }, + { + "p": 0.08784467726945877, + "m": 1.0 + }, + { + "p": 0.06683322042226791, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 1.8895149230957031, + "val_loss": 1.7893582582473755, + "acc": 33.95, + "time": 94.46743070986122, + "param": [ + { + "p": 0.11059398949146271, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18690668046474457, + "m": 1.0 + }, + { + "p": 0.11664782464504242, + "m": 1.0 + }, + { + "p": 0.1279594749212265, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03844797611236572, + "m": 1.0 + }, + { + "p": 0.0746694877743721, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17700918018817902, + "m": 1.0 + }, + { + "p": 0.015363690443336964, + "m": 1.0 + }, + { + "p": 0.11044188588857651, + "m": 1.0 + }, + { + "p": 0.04195978865027428, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.715504765510559, + "val_loss": 1.719994306564331, + "acc": 39.36, + "time": 96.39856778993271, + "param": [ + { + "p": 0.1023394986987114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2075076550245285, + "m": 1.0 + }, + { + "p": 0.12879076600074768, + "m": 1.0 + }, + { + "p": 0.13942107558250427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0418088324368, + "m": 1.0 + }, + { + "p": 0.03766264766454697, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20022156834602356, + "m": 1.0 + }, + { + "p": 0.030653448775410652, + "m": 1.0 + }, + { + "p": 0.11159448325634003, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.8981045484542847, + "val_loss": 1.6902145147323608, + "acc": 39.22, + "time": 83.60655398992822, + "param": [ + { + "p": 0.08326680213212967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2524630129337311, + "m": 1.0 + }, + { + "p": 0.1281089037656784, + "m": 1.0 + }, + { + "p": 0.14437928795814514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025789787992835045, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23596073687076569, + "m": 1.0 + }, + { + "p": 0.02804091013967991, + "m": 1.0 + }, + { + "p": 0.10199052840471268, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.5017632246017456, + "val_loss": 1.5503599643707275, + "acc": 41.07, + "time": 89.53051425982267, + "param": [ + { + "p": 0.06532982736825943, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3120276927947998, + "m": 1.0 + }, + { + "p": 0.10080017894506454, + "m": 1.0 + }, + { + "p": 0.12724675238132477, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.27218908071517944, + "m": 1.0 + }, + { + "p": 0.018634429201483727, + "m": 1.0 + }, + { + "p": 0.10377208888530731, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.6799761056900024, + "val_loss": 1.6012156009674072, + "acc": 43.48, + "time": 84.33618985582143, + "param": [ + { + "p": 0.07002585381269455, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.29766666889190674, + "m": 1.0 + }, + { + "p": 0.08163999766111374, + "m": 1.0 + }, + { + "p": 0.1030319407582283, + "m": 1.0 + }, + { + "p": 0.006540514994412661, + "m": 1.0 + }, + { + "p": 0.022704921662807465, + "m": 1.0 + }, + { + "p": 0.003784328233450651, + "m": 1.0 + }, + { + "p": 0.006045912392437458, + "m": 1.0 + }, + { + "p": 0.2489165961742401, + "m": 1.0 + }, + { + "p": 0.038822732865810394, + "m": 1.0 + }, + { + "p": 0.10622546076774597, + "m": 1.0 + }, + { + "p": 0.014595157466828823, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.9458330869674683, + "val_loss": 1.5029988288879395, + "acc": 46.46, + "time": 86.93738476303406, + "param": [ + { + "p": 0.07952773571014404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2807162404060364, + "m": 1.0 + }, + { + "p": 0.06961097568273544, + "m": 1.0 + }, + { + "p": 0.07737861573696136, + "m": 1.0 + }, + { + "p": 0.016245223581790924, + "m": 1.0 + }, + { + "p": 0.04968513920903206, + "m": 1.0 + }, + { + "p": 0.023857098072767258, + "m": 1.0 + }, + { + "p": 0.01264164038002491, + "m": 1.0 + }, + { + "p": 0.2193329781293869, + "m": 1.0 + }, + { + "p": 0.04218597337603569, + "m": 1.0 + }, + { + "p": 0.09647601842880249, + "m": 1.0 + }, + { + "p": 0.032342374324798584, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.9271384477615356, + "val_loss": 1.372975468635559, + "acc": 48.2, + "time": 95.00755020184442, + "param": [ + { + "p": 0.08343630284070969, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.26460421085357666, + "m": 1.0 + }, + { + "p": 0.06365315616130829, + "m": 1.0 + }, + { + "p": 0.0490039698779583, + "m": 1.0 + }, + { + "p": 0.004960853140801191, + "m": 1.0 + }, + { + "p": 0.07145744562149048, + "m": 1.0 + }, + { + "p": 0.04621269181370735, + "m": 1.0 + }, + { + "p": 0.03275922313332558, + "m": 1.0 + }, + { + "p": 0.19742079079151154, + "m": 1.0 + }, + { + "p": 0.042590633034706116, + "m": 1.0 + }, + { + "p": 0.09454669058322906, + "m": 1.0 + }, + { + "p": 0.049354035407304764, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8301974534988403, + "val_loss": 1.3387212753295898, + "acc": 48.8, + "time": 89.64231897704303, + "param": [ + { + "p": 0.07983828336000443, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2518397569656372, + "m": 1.0 + }, + { + "p": 0.05781668797135353, + "m": 1.0 + }, + { + "p": 0.028256798163056374, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08164525777101517, + "m": 1.0 + }, + { + "p": 0.06207047402858734, + "m": 1.0 + }, + { + "p": 0.041663166135549545, + "m": 1.0 + }, + { + "p": 0.18749931454658508, + "m": 1.0 + }, + { + "p": 0.05063074827194214, + "m": 1.0 + }, + { + "p": 0.09197269380092621, + "m": 1.0 + }, + { + "p": 0.06676676869392395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.7194143533706665, + "val_loss": 1.412443995475769, + "acc": 48.38, + "time": 86.73228960414417, + "param": [ + { + "p": 0.08485061675310135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2612963914871216, + "m": 1.0 + }, + { + "p": 0.05512068793177605, + "m": 1.0 + }, + { + "p": 0.0011327372631058097, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07326900213956833, + "m": 1.0 + }, + { + "p": 0.07152534276247025, + "m": 1.0 + }, + { + "p": 0.045343343168497086, + "m": 1.0 + }, + { + "p": 0.18517927825450897, + "m": 1.0 + }, + { + "p": 0.056985076516866684, + "m": 1.0 + }, + { + "p": 0.09002145379781723, + "m": 1.0 + }, + { + "p": 0.07527604699134827, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.728964924812317, + "val_loss": 1.5005947351455688, + "acc": 50.17, + "time": 82.86565962294117, + "param": [ + { + "p": 0.09711755812168121, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28832969069480896, + "m": 1.0 + }, + { + "p": 0.05187634378671646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05550011992454529, + "m": 1.0 + }, + { + "p": 0.0676092654466629, + "m": 1.0 + }, + { + "p": 0.03391546383500099, + "m": 1.0 + }, + { + "p": 0.19016535580158234, + "m": 1.0 + }, + { + "p": 0.04520699381828308, + "m": 1.0 + }, + { + "p": 0.0819038599729538, + "m": 1.0 + }, + { + "p": 0.08837533742189407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.6649794578552246, + "val_loss": 1.3965554237365723, + "acc": 51.77, + "time": 82.15228517097421, + "param": [ + { + "p": 0.12175051122903824, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3463771939277649, + "m": 1.0 + }, + { + "p": 0.04027370736002922, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02892761118710041, + "m": 1.0 + }, + { + "p": 0.049621738493442535, + "m": 1.0 + }, + { + "p": 0.01311107724905014, + "m": 1.0 + }, + { + "p": 0.21794286370277405, + "m": 1.0 + }, + { + "p": 0.021465418860316277, + "m": 1.0 + }, + { + "p": 0.059320565313100815, + "m": 1.0 + }, + { + "p": 0.10120934247970581, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.67471444606781, + "val_loss": 1.308597445487976, + "acc": 52.86, + "time": 82.9450548980385, + "param": [ + { + "p": 0.1407594233751297, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.38150787353515625, + "m": 1.0 + }, + { + "p": 0.022182386368513107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022223256528377533, + "m": 1.0 + }, + { + "p": 0.040881238877773285, + "m": 1.0 + }, + { + "p": 0.002850953256711364, + "m": 1.0 + }, + { + "p": 0.23869238793849945, + "m": 1.0 + }, + { + "p": 0.01322853285819292, + "m": 1.0 + }, + { + "p": 0.041785165667533875, + "m": 1.0 + }, + { + "p": 0.09588882327079773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.49158775806427, + "val_loss": 1.4238415956497192, + "acc": 51.17, + "time": 93.83066152618267, + "param": [ + { + "p": 0.15140874683856964, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3762006461620331, + "m": 1.0 + }, + { + "p": 0.023732366040349007, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03157288208603859, + "m": 1.0 + }, + { + "p": 0.040517423301935196, + "m": 1.0 + }, + { + "p": 0.007008897140622139, + "m": 1.0 + }, + { + "p": 0.22316725552082062, + "m": 1.0 + }, + { + "p": 0.022583991289138794, + "m": 1.0 + }, + { + "p": 0.030433449894189835, + "m": 1.0 + }, + { + "p": 0.09337431192398071, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.3262901306152344, + "val_loss": 1.2884572744369507, + "acc": 53.68, + "time": 97.8150332418736, + "param": [ + { + "p": 0.16693411767482758, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.42090514302253723, + "m": 1.0 + }, + { + "p": 0.01110513973981142, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02726471796631813, + "m": 1.0 + }, + { + "p": 0.03523771092295647, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22085462510585785, + "m": 1.0 + }, + { + "p": 0.01813708059489727, + "m": 1.0 + }, + { + "p": 0.011771132238209248, + "m": 1.0 + }, + { + "p": 0.08779039233922958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.5181691646575928, + "val_loss": 1.2913908958435059, + "acc": 54.49, + "time": 93.83043598104268, + "param": [ + { + "p": 0.1611642986536026, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3919152319431305, + "m": 1.0 + }, + { + "p": 0.017603138461709023, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0014487931039184332, + "m": 1.0 + }, + { + "p": 0.04302804917097092, + "m": 1.0 + }, + { + "p": 0.048184167593717575, + "m": 1.0 + }, + { + "p": 0.01098179817199707, + "m": 1.0 + }, + { + "p": 0.19700393080711365, + "m": 1.0 + }, + { + "p": 0.023776201531291008, + "m": 1.0 + }, + { + "p": 0.02058267407119274, + "m": 1.0 + }, + { + "p": 0.08431161940097809, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.4197784662246704, + "val_loss": 1.254023790359497, + "acc": 55.59, + "time": 88.57214691094123, + "param": [ + { + "p": 0.14979322254657745, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.336806982755661, + "m": 1.0 + }, + { + "p": 0.026967279613018036, + "m": 1.0 + }, + { + "p": 0.0009974711574614048, + "m": 1.0 + }, + { + "p": 0.002263010246679187, + "m": 1.0 + }, + { + "p": 0.0529053620994091, + "m": 1.0 + }, + { + "p": 0.07009656727313995, + "m": 1.0 + }, + { + "p": 0.019888589158654213, + "m": 1.0 + }, + { + "p": 0.17025062441825867, + "m": 1.0 + }, + { + "p": 0.041904959827661514, + "m": 1.0 + }, + { + "p": 0.043831415474414825, + "m": 1.0 + }, + { + "p": 0.08298549056053162, + "m": 1.0 + }, + { + "p": 0.0013090252177789807, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.4718481302261353, + "val_loss": 1.2189825773239136, + "acc": 55.43, + "time": 86.12868982506916, + "param": [ + { + "p": 0.1460801661014557, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3244504928588867, + "m": 1.0 + }, + { + "p": 0.0223852451890707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04333043098449707, + "m": 1.0 + }, + { + "p": 0.08092062175273895, + "m": 1.0 + }, + { + "p": 0.024810854345560074, + "m": 1.0 + }, + { + "p": 0.1463267207145691, + "m": 1.0 + }, + { + "p": 0.06297727674245834, + "m": 1.0 + }, + { + "p": 0.050085894763469696, + "m": 1.0 + }, + { + "p": 0.09863227605819702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.262078881263733, + "val_loss": 1.2113038301467896, + "acc": 56.81, + "time": 82.7029104239773, + "param": [ + { + "p": 0.14881764352321625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.33520716428756714, + "m": 1.0 + }, + { + "p": 0.010072767734527588, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033194128423929214, + "m": 1.0 + }, + { + "p": 0.08366496860980988, + "m": 1.0 + }, + { + "p": 0.02446422167122364, + "m": 1.0 + }, + { + "p": 0.1343662440776825, + "m": 1.0 + }, + { + "p": 0.07823007553815842, + "m": 1.0 + }, + { + "p": 0.04378055781126022, + "m": 1.0 + }, + { + "p": 0.10820219665765762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.277748942375183, + "val_loss": 1.1610233783721924, + "acc": 57.36, + "time": 83.55462668719701, + "param": [ + { + "p": 0.16043893992900848, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3724619746208191, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01906469091773033, + "m": 1.0 + }, + { + "p": 0.07686889171600342, + "m": 1.0 + }, + { + "p": 0.010066716931760311, + "m": 1.0 + }, + { + "p": 0.1333600878715515, + "m": 1.0 + }, + { + "p": 0.08472093939781189, + "m": 1.0 + }, + { + "p": 0.028650933876633644, + "m": 1.0 + }, + { + "p": 0.11394387483596802, + "m": 1.0 + }, + { + "p": 0.0004230008053127676, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.4015694856643677, + "val_loss": 1.1624637842178345, + "acc": 55.95, + "time": 85.59018737706356, + "param": [ + { + "p": 0.15172792971134186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.36895808577537537, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00424348097294569, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008777821436524391, + "m": 1.0 + }, + { + "p": 0.06641081720590591, + "m": 1.0 + }, + { + "p": 0.016253532841801643, + "m": 1.0 + }, + { + "p": 0.13056671619415283, + "m": 1.0 + }, + { + "p": 0.09056037664413452, + "m": 1.0 + }, + { + "p": 0.04339218512177467, + "m": 1.0 + }, + { + "p": 0.1083257719874382, + "m": 1.0 + }, + { + "p": 0.010783223435282707, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.0221505165100098, + "val_loss": 1.141122817993164, + "acc": 58.44, + "time": 83.77931755688041, + "param": [ + { + "p": 0.15089072287082672, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3823684751987457, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0179267730563879, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.056259483098983765, + "m": 1.0 + }, + { + "p": 0.020146233960986137, + "m": 1.0 + }, + { + "p": 0.1277337670326233, + "m": 1.0 + }, + { + "p": 0.08674047887325287, + "m": 1.0 + }, + { + "p": 0.05894742161035538, + "m": 1.0 + }, + { + "p": 0.09436825662851334, + "m": 1.0 + }, + { + "p": 0.004618306178599596, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.2994400262832642, + "val_loss": 1.1234606504440308, + "acc": 57.26, + "time": 90.97896059695631, + "param": [ + { + "p": 0.15309172868728638, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.4233177602291107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0013034418225288391, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05116434767842293, + "m": 1.0 + }, + { + "p": 0.01126819383352995, + "m": 1.0 + }, + { + "p": 0.1160074919462204, + "m": 1.0 + }, + { + "p": 0.0879264771938324, + "m": 1.0 + }, + { + "p": 0.062206968665122986, + "m": 1.0 + }, + { + "p": 0.09371348470449448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.2335047721862793, + "val_loss": 1.1483490467071533, + "acc": 59.33, + "time": 87.26316888793372, + "param": [ + { + "p": 0.15730834007263184, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.43784189224243164, + "m": 1.0 + }, + { + "p": 0.002548151183873415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002506356919184327, + "m": 1.0 + }, + { + "p": 0.014008693397045135, + "m": 1.0 + }, + { + "p": 0.050068341195583344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09631098806858063, + "m": 1.0 + }, + { + "p": 0.08154787123203278, + "m": 1.0 + }, + { + "p": 0.06677710264921188, + "m": 1.0 + }, + { + "p": 0.08768917620182037, + "m": 1.0 + }, + { + "p": 0.0033930933568626642, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.693806529045105, + "val_loss": 1.0428028106689453, + "acc": 59.77, + "time": 84.84712799615227, + "param": [ + { + "p": 0.14986278116703033, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.374108225107193, + "m": 1.0 + }, + { + "p": 0.01979866251349449, + "m": 1.0 + }, + { + "p": 0.002092480892315507, + "m": 1.0 + }, + { + "p": 0.02111114002764225, + "m": 1.0 + }, + { + "p": 0.04830707982182503, + "m": 1.0 + }, + { + "p": 0.058453358709812164, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08727248013019562, + "m": 1.0 + }, + { + "p": 0.05908316373825073, + "m": 1.0 + }, + { + "p": 0.08569025248289108, + "m": 1.0 + }, + { + "p": 0.08633007109165192, + "m": 1.0 + }, + { + "p": 0.007890348322689533, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.2112494707107544, + "val_loss": 1.1202327013015747, + "acc": 60.46, + "time": 83.58662526682019, + "param": [ + { + "p": 0.15646299719810486, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3645018935203552, + "m": 1.0 + }, + { + "p": 0.0438011959195137, + "m": 1.0 + }, + { + "p": 0.0020139128901064396, + "m": 1.0 + }, + { + "p": 0.018976066261529922, + "m": 1.0 + }, + { + "p": 0.06413785368204117, + "m": 1.0 + }, + { + "p": 0.05988990515470505, + "m": 1.0 + }, + { + "p": 0.0038375260774046183, + "m": 1.0 + }, + { + "p": 0.08265335112810135, + "m": 1.0 + }, + { + "p": 0.03399467095732689, + "m": 1.0 + }, + { + "p": 0.09090275317430496, + "m": 1.0 + }, + { + "p": 0.07882793992757797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.2423124313354492, + "val_loss": 1.1634314060211182, + "acc": 60.15, + "time": 82.74598064995371, + "param": [ + { + "p": 0.15438085794448853, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3537864089012146, + "m": 1.0 + }, + { + "p": 0.05267343670129776, + "m": 1.0 + }, + { + "p": 0.006802370306104422, + "m": 1.0 + }, + { + "p": 0.011867210268974304, + "m": 1.0 + }, + { + "p": 0.06048981100320816, + "m": 1.0 + }, + { + "p": 0.060552965849637985, + "m": 1.0 + }, + { + "p": 0.01859940029680729, + "m": 1.0 + }, + { + "p": 0.09273414313793182, + "m": 1.0 + }, + { + "p": 0.02910846844315529, + "m": 1.0 + }, + { + "p": 0.08928796648979187, + "m": 1.0 + }, + { + "p": 0.06704060733318329, + "m": 1.0 + }, + { + "p": 0.0026763486675918102, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.208264946937561, + "val_loss": 1.0770074129104614, + "acc": 61.56, + "time": 84.01453207083978, + "param": [ + { + "p": 0.14361269772052765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.29650580883026123, + "m": 1.0 + }, + { + "p": 0.05196366831660271, + "m": 1.0 + }, + { + "p": 0.012206687591969967, + "m": 1.0 + }, + { + "p": 0.01628151349723339, + "m": 1.0 + }, + { + "p": 0.04788542538881302, + "m": 1.0 + }, + { + "p": 0.07076980918645859, + "m": 1.0 + }, + { + "p": 0.039733659476041794, + "m": 1.0 + }, + { + "p": 0.10356970131397247, + "m": 1.0 + }, + { + "p": 0.03368470072746277, + "m": 1.0 + }, + { + "p": 0.09916019439697266, + "m": 1.0 + }, + { + "p": 0.06515513360500336, + "m": 1.0 + }, + { + "p": 0.019470982253551483, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.336322546005249, + "val_loss": 1.0505402088165283, + "acc": 62.35, + "time": 84.1472803580109, + "param": [ + { + "p": 0.14560207724571228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2937825620174408, + "m": 1.0 + }, + { + "p": 0.04742908850312233, + "m": 1.0 + }, + { + "p": 0.005514050833880901, + "m": 1.0 + }, + { + "p": 0.005126526579260826, + "m": 1.0 + }, + { + "p": 0.03182104974985123, + "m": 1.0 + }, + { + "p": 0.08077399432659149, + "m": 1.0 + }, + { + "p": 0.04783496633172035, + "m": 1.0 + }, + { + "p": 0.1101902648806572, + "m": 1.0 + }, + { + "p": 0.03584957867860794, + "m": 1.0 + }, + { + "p": 0.115709088742733, + "m": 1.0 + }, + { + "p": 0.06726577877998352, + "m": 1.0 + }, + { + "p": 0.013100903481245041, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.5632250308990479, + "val_loss": 1.0050816535949707, + "acc": 61.83, + "time": 81.87676544301212, + "param": [ + { + "p": 0.1465473622083664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3128006160259247, + "m": 1.0 + }, + { + "p": 0.04847565293312073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02178381383419037, + "m": 1.0 + }, + { + "p": 0.08468170464038849, + "m": 1.0 + }, + { + "p": 0.04263830557465553, + "m": 1.0 + }, + { + "p": 0.10691439360380173, + "m": 1.0 + }, + { + "p": 0.03293678164482117, + "m": 1.0 + }, + { + "p": 0.12489179521799088, + "m": 1.0 + }, + { + "p": 0.0710916668176651, + "m": 1.0 + }, + { + "p": 0.00723783066496253, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.3630601167678833, + "val_loss": 1.1212443113327026, + "acc": 62.66, + "time": 81.34914806601591, + "param": [ + { + "p": 0.14061249792575836, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.32792210578918457, + "m": 1.0 + }, + { + "p": 0.050465699285268784, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013979089446365833, + "m": 1.0 + }, + { + "p": 0.08355094492435455, + "m": 1.0 + }, + { + "p": 0.03512801602482796, + "m": 1.0 + }, + { + "p": 0.10374114662408829, + "m": 1.0 + }, + { + "p": 0.027411572635173798, + "m": 1.0 + }, + { + "p": 0.1327594369649887, + "m": 1.0 + }, + { + "p": 0.08227071166038513, + "m": 1.0 + }, + { + "p": 0.002158760093152523, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.3499248027801514, + "val_loss": 1.1413007974624634, + "acc": 59.76, + "time": 82.07041480904445, + "param": [ + { + "p": 0.14582140743732452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.38346564769744873, + "m": 1.0 + }, + { + "p": 0.03860514983534813, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09165442734956741, + "m": 1.0 + }, + { + "p": 0.003786314744502306, + "m": 1.0 + }, + { + "p": 0.09401574730873108, + "m": 1.0 + }, + { + "p": 0.006232925690710545, + "m": 1.0 + }, + { + "p": 0.14321164786815643, + "m": 1.0 + }, + { + "p": 0.09320667386054993, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.2733155488967896, + "val_loss": 1.0127822160720825, + "acc": 62.65, + "time": 82.3412952478975, + "param": [ + { + "p": 0.14410527050495148, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3803160488605499, + "m": 1.0 + }, + { + "p": 0.029777148738503456, + "m": 1.0 + }, + { + "p": 0.0017599544953554869, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0007750484510324895, + "m": 1.0 + }, + { + "p": 0.0903213694691658, + "m": 1.0 + }, + { + "p": 0.004891878459602594, + "m": 1.0 + }, + { + "p": 0.09058410674333572, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14933595061302185, + "m": 1.0 + }, + { + "p": 0.10813330858945847, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.6655094623565674, + "val_loss": 0.977416455745697, + "acc": 63.04, + "time": 81.96367708500475, + "param": [ + { + "p": 0.14127217233181, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.41798537969589233, + "m": 1.0 + }, + { + "p": 0.008512439206242561, + "m": 1.0 + }, + { + "p": 0.0007301003206521273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08063869178295135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08438754081726074, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15283966064453125, + "m": 1.0 + }, + { + "p": 0.11363404244184494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 0.9156191945075989, + "val_loss": 1.1134730577468872, + "acc": 62.54, + "time": 84.52377674798481, + "param": [ + { + "p": 0.13633133471012115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.41001594066619873, + "m": 1.0 + }, + { + "p": 0.006249716505408287, + "m": 1.0 + }, + { + "p": 0.01044416707009077, + "m": 1.0 + }, + { + "p": 0.0030067539773881435, + "m": 1.0 + }, + { + "p": 0.013306092470884323, + "m": 1.0 + }, + { + "p": 0.058468155562877655, + "m": 1.0 + }, + { + "p": 0.008592753671109676, + "m": 1.0 + }, + { + "p": 0.07780201733112335, + "m": 1.0 + }, + { + "p": 0.0030760494992136955, + "m": 1.0 + }, + { + "p": 0.1595875322818756, + "m": 1.0 + }, + { + "p": 0.11045684665441513, + "m": 1.0 + }, + { + "p": 0.0026627490296959877, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.2297401428222656, + "val_loss": 0.9805493354797363, + "acc": 63.39, + "time": 89.08778005000204, + "param": [ + { + "p": 0.12257352471351624, + "m": 1.0 + }, + { + "p": 0.0012520620366558433, + "m": 1.0 + }, + { + "p": 0.3543568551540375, + "m": 1.0 + }, + { + "p": 0.019381912425160408, + "m": 1.0 + }, + { + "p": 0.01806703396141529, + "m": 1.0 + }, + { + "p": 0.009044173173606396, + "m": 1.0 + }, + { + "p": 0.027733981609344482, + "m": 1.0 + }, + { + "p": 0.04472065716981888, + "m": 1.0 + }, + { + "p": 0.03218742832541466, + "m": 1.0 + }, + { + "p": 0.06936607509851456, + "m": 1.0 + }, + { + "p": 0.009934744797647, + "m": 1.0 + }, + { + "p": 0.15668529272079468, + "m": 1.0 + }, + { + "p": 0.11237959563732147, + "m": 1.0 + }, + { + "p": 0.022316593676805496, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.2995498180389404, + "val_loss": 1.1899528503417969, + "acc": 62.95, + "time": 82.79510605498217, + "param": [ + { + "p": 0.10416392236948013, + "m": 1.0 + }, + { + "p": 0.01197691448032856, + "m": 1.0 + }, + { + "p": 0.27256420254707336, + "m": 1.0 + }, + { + "p": 0.037291962653398514, + "m": 1.0 + }, + { + "p": 0.029067467898130417, + "m": 1.0 + }, + { + "p": 0.033441271632909775, + "m": 1.0 + }, + { + "p": 0.02977542206645012, + "m": 1.0 + }, + { + "p": 0.037951771169900894, + "m": 1.0 + }, + { + "p": 0.06064743921160698, + "m": 1.0 + }, + { + "p": 0.07436981052160263, + "m": 1.0 + }, + { + "p": 0.03107457049190998, + "m": 1.0 + }, + { + "p": 0.13126468658447266, + "m": 1.0 + }, + { + "p": 0.10420064628124237, + "m": 1.0 + }, + { + "p": 0.042209871113300323, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.3015248775482178, + "val_loss": 0.9608461260795593, + "acc": 64.74, + "time": 82.7550110721495, + "param": [ + { + "p": 0.10359277576208115, + "m": 1.0 + }, + { + "p": 0.012657766230404377, + "m": 1.0 + }, + { + "p": 0.2060033082962036, + "m": 1.0 + }, + { + "p": 0.04742613434791565, + "m": 1.0 + }, + { + "p": 0.034006889909505844, + "m": 1.0 + }, + { + "p": 0.06293835490942001, + "m": 1.0 + }, + { + "p": 0.03797873482108116, + "m": 1.0 + }, + { + "p": 0.03939955681562424, + "m": 1.0 + }, + { + "p": 0.08329116553068161, + "m": 1.0 + }, + { + "p": 0.0779247060418129, + "m": 1.0 + }, + { + "p": 0.04256841167807579, + "m": 1.0 + }, + { + "p": 0.10326369106769562, + "m": 1.0 + }, + { + "p": 0.10493507981300354, + "m": 1.0 + }, + { + "p": 0.044013433158397675, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.2219221591949463, + "val_loss": 0.8991917967796326, + "acc": 65.03, + "time": 86.64113731286488, + "param": [ + { + "p": 0.10033721476793289, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17099246382713318, + "m": 1.0 + }, + { + "p": 0.05874865874648094, + "m": 1.0 + }, + { + "p": 0.0446065217256546, + "m": 1.0 + }, + { + "p": 0.07368604093790054, + "m": 1.0 + }, + { + "p": 0.040350135415792465, + "m": 1.0 + }, + { + "p": 0.04048421233892441, + "m": 1.0 + }, + { + "p": 0.09599560499191284, + "m": 1.0 + }, + { + "p": 0.08218555897474289, + "m": 1.0 + }, + { + "p": 0.04924064129590988, + "m": 1.0 + }, + { + "p": 0.10171658545732498, + "m": 1.0 + }, + { + "p": 0.09294062107801437, + "m": 1.0 + }, + { + "p": 0.04871577396988869, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.0957235097885132, + "val_loss": 1.0016567707061768, + "acc": 64.45, + "time": 97.0429526839871, + "param": [ + { + "p": 0.09221243858337402, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15961727499961853, + "m": 1.0 + }, + { + "p": 0.07428134232759476, + "m": 1.0 + }, + { + "p": 0.04965483769774437, + "m": 1.0 + }, + { + "p": 0.06142396852374077, + "m": 1.0 + }, + { + "p": 0.04151930287480354, + "m": 1.0 + }, + { + "p": 0.047448623925447464, + "m": 1.0 + }, + { + "p": 0.10629067569971085, + "m": 1.0 + }, + { + "p": 0.08164223283529282, + "m": 1.0 + }, + { + "p": 0.04394087940454483, + "m": 1.0 + }, + { + "p": 0.10509024560451508, + "m": 1.0 + }, + { + "p": 0.08574604988098145, + "m": 1.0 + }, + { + "p": 0.05113215371966362, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.245577335357666, + "val_loss": 1.0633883476257324, + "acc": 65.43, + "time": 92.66273687686771, + "param": [ + { + "p": 0.08770546317100525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15701252222061157, + "m": 1.0 + }, + { + "p": 0.09026014804840088, + "m": 1.0 + }, + { + "p": 0.041230496019124985, + "m": 1.0 + }, + { + "p": 0.038642000406980515, + "m": 1.0 + }, + { + "p": 0.04870482161641121, + "m": 1.0 + }, + { + "p": 0.06222749501466751, + "m": 1.0 + }, + { + "p": 0.11284836381673813, + "m": 1.0 + }, + { + "p": 0.08641877770423889, + "m": 1.0 + }, + { + "p": 0.03779718652367592, + "m": 1.0 + }, + { + "p": 0.11451007425785065, + "m": 1.0 + }, + { + "p": 0.07318542152643204, + "m": 1.0 + }, + { + "p": 0.04945722967386246, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.2085645198822021, + "val_loss": 0.9307154417037964, + "acc": 65.91, + "time": 97.71755079296418, + "param": [ + { + "p": 0.08375171571969986, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13261790573596954, + "m": 1.0 + }, + { + "p": 0.09099168330430984, + "m": 1.0 + }, + { + "p": 0.04277309402823448, + "m": 1.0 + }, + { + "p": 0.030158638954162598, + "m": 1.0 + }, + { + "p": 0.06543883681297302, + "m": 1.0 + }, + { + "p": 0.0763867199420929, + "m": 1.0 + }, + { + "p": 0.10552341490983963, + "m": 1.0 + }, + { + "p": 0.09082178771495819, + "m": 1.0 + }, + { + "p": 0.03841511532664299, + "m": 1.0 + }, + { + "p": 0.10959693044424057, + "m": 1.0 + }, + { + "p": 0.08237045258283615, + "m": 1.0 + }, + { + "p": 0.05115368589758873, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.121253490447998, + "val_loss": 1.0134738683700562, + "acc": 65.06, + "time": 95.28989217593335, + "param": [ + { + "p": 0.08382074534893036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12367662787437439, + "m": 1.0 + }, + { + "p": 0.09501786530017853, + "m": 1.0 + }, + { + "p": 0.03693225607275963, + "m": 1.0 + }, + { + "p": 0.03226298466324806, + "m": 1.0 + }, + { + "p": 0.059429652988910675, + "m": 1.0 + }, + { + "p": 0.08707413822412491, + "m": 1.0 + }, + { + "p": 0.10111905634403229, + "m": 1.0 + }, + { + "p": 0.08939266204833984, + "m": 1.0 + }, + { + "p": 0.05141516029834747, + "m": 1.0 + }, + { + "p": 0.11847497522830963, + "m": 1.0 + }, + { + "p": 0.08455240726470947, + "m": 1.0 + }, + { + "p": 0.03683141618967056, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.0498840808868408, + "val_loss": 0.8543401956558228, + "acc": 66.82, + "time": 93.38043582905084, + "param": [ + { + "p": 0.08667900413274765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11657589673995972, + "m": 1.0 + }, + { + "p": 0.08354481309652328, + "m": 1.0 + }, + { + "p": 0.03072192892432213, + "m": 1.0 + }, + { + "p": 0.007462571375072002, + "m": 1.0 + }, + { + "p": 0.04194106161594391, + "m": 1.0 + }, + { + "p": 0.090696781873703, + "m": 1.0 + }, + { + "p": 0.10091393440961838, + "m": 1.0 + }, + { + "p": 0.10449691861867905, + "m": 1.0 + }, + { + "p": 0.07763778418302536, + "m": 1.0 + }, + { + "p": 0.13169480860233307, + "m": 1.0 + }, + { + "p": 0.09810616821050644, + "m": 1.0 + }, + { + "p": 0.029528366401791573, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.1034315824508667, + "val_loss": 0.9411113262176514, + "acc": 66.54, + "time": 81.80923169408925, + "param": [ + { + "p": 0.08303561061620712, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11323904991149902, + "m": 1.0 + }, + { + "p": 0.07805564254522324, + "m": 1.0 + }, + { + "p": 0.02043892629444599, + "m": 1.0 + }, + { + "p": 0.0015968297375366092, + "m": 1.0 + }, + { + "p": 0.023281089961528778, + "m": 1.0 + }, + { + "p": 0.09015985578298569, + "m": 1.0 + }, + { + "p": 0.1090935617685318, + "m": 1.0 + }, + { + "p": 0.11047349125146866, + "m": 1.0 + }, + { + "p": 0.0916169285774231, + "m": 1.0 + }, + { + "p": 0.14330027997493744, + "m": 1.0 + }, + { + "p": 0.11457815766334534, + "m": 1.0 + }, + { + "p": 0.021130606532096863, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.1061369180679321, + "val_loss": 0.9266034960746765, + "acc": 66.83, + "time": 82.08756463695318, + "param": [ + { + "p": 0.07177776843309402, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10278031975030899, + "m": 1.0 + }, + { + "p": 0.08700612932443619, + "m": 1.0 + }, + { + "p": 0.0028355871327221394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004835652653127909, + "m": 1.0 + }, + { + "p": 0.07690106332302094, + "m": 1.0 + }, + { + "p": 0.11396372318267822, + "m": 1.0 + }, + { + "p": 0.1199614405632019, + "m": 1.0 + }, + { + "p": 0.11139868199825287, + "m": 1.0 + }, + { + "p": 0.167852982878685, + "m": 1.0 + }, + { + "p": 0.14068669080734253, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.0412259101867676, + "val_loss": 0.9361308813095093, + "acc": 66.59, + "time": 89.10539265186526, + "param": [ + { + "p": 0.07801339030265808, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09878047555685043, + "m": 1.0 + }, + { + "p": 0.0805085152387619, + "m": 1.0 + }, + { + "p": 0.0005520754493772984, + "m": 1.0 + }, + { + "p": 0.0025791425723582506, + "m": 1.0 + }, + { + "p": 0.0009007232147268951, + "m": 1.0 + }, + { + "p": 0.06035367771983147, + "m": 1.0 + }, + { + "p": 0.12195631116628647, + "m": 1.0 + }, + { + "p": 0.10907221585512161, + "m": 1.0 + }, + { + "p": 0.11112301051616669, + "m": 1.0 + }, + { + "p": 0.17678804695606232, + "m": 1.0 + }, + { + "p": 0.15924711525440216, + "m": 1.0 + }, + { + "p": 0.0001252219663001597, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.3451741933822632, + "val_loss": 0.9428219795227051, + "acc": 65.88, + "time": 90.55503927893005, + "param": [ + { + "p": 0.0715595930814743, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10864070802927017, + "m": 1.0 + }, + { + "p": 0.06453118473291397, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052605368196964264, + "m": 1.0 + }, + { + "p": 0.12257261574268341, + "m": 1.0 + }, + { + "p": 0.09987545758485794, + "m": 1.0 + }, + { + "p": 0.1269027590751648, + "m": 1.0 + }, + { + "p": 0.19137859344482422, + "m": 1.0 + }, + { + "p": 0.16193373501300812, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 0.9626986384391785, + "val_loss": 1.029978632926941, + "acc": 66.7, + "time": 97.89821978798136, + "param": [ + { + "p": 0.07414161413908005, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10468389838933945, + "m": 1.0 + }, + { + "p": 0.03970756381750107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0010034871520474553, + "m": 1.0 + }, + { + "p": 0.001152697135694325, + "m": 1.0 + }, + { + "p": 0.03946362063288689, + "m": 1.0 + }, + { + "p": 0.12758375704288483, + "m": 1.0 + }, + { + "p": 0.0925348550081253, + "m": 1.0 + }, + { + "p": 0.1383613795042038, + "m": 1.0 + }, + { + "p": 0.21589802205562592, + "m": 1.0 + }, + { + "p": 0.16504372656345367, + "m": 1.0 + }, + { + "p": 0.0004253550141584128, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 0.9768053889274597, + "val_loss": 0.9216101169586182, + "acc": 67.72, + "time": 97.77346101892181, + "param": [ + { + "p": 0.09646779298782349, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10584325343370438, + "m": 1.0 + }, + { + "p": 0.019410422071814537, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009415349923074245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030907042324543, + "m": 1.0 + }, + { + "p": 0.10729119926691055, + "m": 1.0 + }, + { + "p": 0.0953834056854248, + "m": 1.0 + }, + { + "p": 0.1381816864013672, + "m": 1.0 + }, + { + "p": 0.22829581797122955, + "m": 1.0 + }, + { + "p": 0.1686372309923172, + "m": 1.0 + }, + { + "p": 0.00016677282110322267, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 0.8798496127128601, + "val_loss": 0.9838782548904419, + "acc": 67.39, + "time": 88.99275512993336, + "param": [ + { + "p": 0.09768670052289963, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10715329647064209, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008257654495537281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02276463992893696, + "m": 1.0 + }, + { + "p": 0.099112868309021, + "m": 1.0 + }, + { + "p": 0.1176028698682785, + "m": 1.0 + }, + { + "p": 0.14323197305202484, + "m": 1.0 + }, + { + "p": 0.23060569167137146, + "m": 1.0 + }, + { + "p": 0.17358432710170746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 0.8669115900993347, + "val_loss": 0.8468636870384216, + "acc": 67.86, + "time": 92.78999586589634, + "param": [ + { + "p": 0.09699653089046478, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10299026221036911, + "m": 1.0 + }, + { + "p": 0.0052785724401474, + "m": 1.0 + }, + { + "p": 0.006085170432925224, + "m": 1.0 + }, + { + "p": 0.016325846314430237, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0239906944334507, + "m": 1.0 + }, + { + "p": 0.08846548944711685, + "m": 1.0 + }, + { + "p": 0.13112004101276398, + "m": 1.0 + }, + { + "p": 0.13819022476673126, + "m": 1.0 + }, + { + "p": 0.2074393332004547, + "m": 1.0 + }, + { + "p": 0.16704730689525604, + "m": 1.0 + }, + { + "p": 0.016070498153567314, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.0692116022109985, + "val_loss": 0.9544349908828735, + "acc": 67.36, + "time": 96.6796432249248, + "param": [ + { + "p": 0.09662608057260513, + "m": 1.0 + }, + { + "p": 5.7802233641268685e-05, + "m": 1.0 + }, + { + "p": 0.10282143950462341, + "m": 1.0 + }, + { + "p": 0.015367874875664711, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024399565532803535, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02279520034790039, + "m": 1.0 + }, + { + "p": 0.08276176452636719, + "m": 1.0 + }, + { + "p": 0.13477623462677002, + "m": 1.0 + }, + { + "p": 0.1347520500421524, + "m": 1.0 + }, + { + "p": 0.19807277619838715, + "m": 1.0 + }, + { + "p": 0.16915331780910492, + "m": 1.0 + }, + { + "p": 0.01841586083173752, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 0.9359289407730103, + "val_loss": 1.1020981073379517, + "acc": 66.73, + "time": 87.924165019067, + "param": [ + { + "p": 0.1099298745393753, + "m": 1.0 + }, + { + "p": 0.004512897226959467, + "m": 1.0 + }, + { + "p": 0.10528343915939331, + "m": 1.0 + }, + { + "p": 0.02629190683364868, + "m": 1.0 + }, + { + "p": 0.010364299640059471, + "m": 1.0 + }, + { + "p": 0.03110368549823761, + "m": 1.0 + }, + { + "p": 0.0010427404195070267, + "m": 1.0 + }, + { + "p": 0.025633826851844788, + "m": 1.0 + }, + { + "p": 0.07859118282794952, + "m": 1.0 + }, + { + "p": 0.1228729635477066, + "m": 1.0 + }, + { + "p": 0.11759791523218155, + "m": 1.0 + }, + { + "p": 0.18363068997859955, + "m": 1.0 + }, + { + "p": 0.16041387617588043, + "m": 1.0 + }, + { + "p": 0.022730698809027672, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.0701065063476562, + "val_loss": 1.0482374429702759, + "acc": 65.66, + "time": 96.14675946603529, + "param": [ + { + "p": 0.11791767179965973, + "m": 1.0 + }, + { + "p": 0.012736632488667965, + "m": 1.0 + }, + { + "p": 0.09799829125404358, + "m": 1.0 + }, + { + "p": 0.03813183680176735, + "m": 1.0 + }, + { + "p": 0.017846854403614998, + "m": 1.0 + }, + { + "p": 0.04499442130327225, + "m": 1.0 + }, + { + "p": 0.006270264741033316, + "m": 1.0 + }, + { + "p": 0.029596034437417984, + "m": 1.0 + }, + { + "p": 0.06855170428752899, + "m": 1.0 + }, + { + "p": 0.1097446158528328, + "m": 1.0 + }, + { + "p": 0.09887111186981201, + "m": 1.0 + }, + { + "p": 0.16642093658447266, + "m": 1.0 + }, + { + "p": 0.15752044320106506, + "m": 1.0 + }, + { + "p": 0.03339914605021477, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 0.919141948223114, + "val_loss": 0.9997906684875488, + "acc": 68.46, + "time": 99.10570706101134, + "param": [ + { + "p": 0.14051073789596558, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09813495725393295, + "m": 1.0 + }, + { + "p": 0.017735395580530167, + "m": 1.0 + }, + { + "p": 0.016577566042542458, + "m": 1.0 + }, + { + "p": 0.056581608951091766, + "m": 1.0 + }, + { + "p": 0.0008212091634050012, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06487463414669037, + "m": 1.0 + }, + { + "p": 0.12371589243412018, + "m": 1.0 + }, + { + "p": 0.08961640298366547, + "m": 1.0 + }, + { + "p": 0.17806534469127655, + "m": 1.0 + }, + { + "p": 0.17930999398231506, + "m": 1.0 + }, + { + "p": 0.03405620902776718, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.0707136392593384, + "val_loss": 0.9102622270584106, + "acc": 67.76, + "time": 83.33079702197574, + "param": [ + { + "p": 0.14833861589431763, + "m": 1.0 + }, + { + "p": 0.002111692214384675, + "m": 1.0 + }, + { + "p": 0.09291677922010422, + "m": 1.0 + }, + { + "p": 0.013331023044884205, + "m": 1.0 + }, + { + "p": 0.0036377657670527697, + "m": 1.0 + }, + { + "p": 0.054226331412792206, + "m": 1.0 + }, + { + "p": 0.021068591624498367, + "m": 1.0 + }, + { + "p": 0.0035425585228949785, + "m": 1.0 + }, + { + "p": 0.0680711567401886, + "m": 1.0 + }, + { + "p": 0.12243513017892838, + "m": 1.0 + }, + { + "p": 0.074320949614048, + "m": 1.0 + }, + { + "p": 0.17675372958183289, + "m": 1.0 + }, + { + "p": 0.17487956583499908, + "m": 1.0 + }, + { + "p": 0.04436611756682396, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.0133987665176392, + "val_loss": 0.9390391111373901, + "acc": 68.02, + "time": 82.82159587414935, + "param": [ + { + "p": 0.1477060616016388, + "m": 1.0 + }, + { + "p": 0.0005094378138892353, + "m": 1.0 + }, + { + "p": 0.0965018942952156, + "m": 1.0 + }, + { + "p": 0.013788273558020592, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05194173753261566, + "m": 1.0 + }, + { + "p": 0.036038294434547424, + "m": 1.0 + }, + { + "p": 0.01967005617916584, + "m": 1.0 + }, + { + "p": 0.06216590479016304, + "m": 1.0 + }, + { + "p": 0.11190565675497055, + "m": 1.0 + }, + { + "p": 0.05692405253648758, + "m": 1.0 + }, + { + "p": 0.16619722545146942, + "m": 1.0 + }, + { + "p": 0.17646023631095886, + "m": 1.0 + }, + { + "p": 0.06019112095236778, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.0171241760253906, + "val_loss": 0.9941843748092651, + "acc": 67.9, + "time": 96.38205655198544, + "param": [ + { + "p": 0.13004055619239807, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10263168066740036, + "m": 1.0 + }, + { + "p": 0.029886120930314064, + "m": 1.0 + }, + { + "p": 0.018641022965312004, + "m": 1.0 + }, + { + "p": 0.0626199021935463, + "m": 1.0 + }, + { + "p": 0.0363045297563076, + "m": 1.0 + }, + { + "p": 0.038668952882289886, + "m": 1.0 + }, + { + "p": 0.04573117941617966, + "m": 1.0 + }, + { + "p": 0.09975755214691162, + "m": 1.0 + }, + { + "p": 0.05316793918609619, + "m": 1.0 + }, + { + "p": 0.14355126023292542, + "m": 1.0 + }, + { + "p": 0.17074763774871826, + "m": 1.0 + }, + { + "p": 0.06825166195631027, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.3448607921600342, + "val_loss": 0.9527847170829773, + "acc": 68.6, + "time": 101.54443415091373, + "param": [ + { + "p": 0.12586981058120728, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10378929227590561, + "m": 1.0 + }, + { + "p": 0.04725472256541252, + "m": 1.0 + }, + { + "p": 0.028184738010168076, + "m": 1.0 + }, + { + "p": 0.07020176202058792, + "m": 1.0 + }, + { + "p": 0.03295795992016792, + "m": 1.0 + }, + { + "p": 0.049960192292928696, + "m": 1.0 + }, + { + "p": 0.03653812035918236, + "m": 1.0 + }, + { + "p": 0.08570781350135803, + "m": 1.0 + }, + { + "p": 0.047223541885614395, + "m": 1.0 + }, + { + "p": 0.1309141218662262, + "m": 1.0 + }, + { + "p": 0.17430147528648376, + "m": 1.0 + }, + { + "p": 0.06709647178649902, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.0308687686920166, + "val_loss": 0.9187123775482178, + "acc": 68.97, + "time": 84.152789989952, + "param": [ + { + "p": 0.12588226795196533, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09999192506074905, + "m": 1.0 + }, + { + "p": 0.04870053008198738, + "m": 1.0 + }, + { + "p": 0.03587482497096062, + "m": 1.0 + }, + { + "p": 0.06842681765556335, + "m": 1.0 + }, + { + "p": 0.03781082481145859, + "m": 1.0 + }, + { + "p": 0.043173905462026596, + "m": 1.0 + }, + { + "p": 0.049468010663986206, + "m": 1.0 + }, + { + "p": 0.07463987916707993, + "m": 1.0 + }, + { + "p": 0.034325119107961655, + "m": 1.0 + }, + { + "p": 0.1227266937494278, + "m": 1.0 + }, + { + "p": 0.1876792460680008, + "m": 1.0 + }, + { + "p": 0.07129991054534912, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.1564199924468994, + "val_loss": 0.9470353126525879, + "acc": 68.66, + "time": 94.94743716600351, + "param": [ + { + "p": 0.11605295538902283, + "m": 1.0 + }, + { + "p": 0.0005273072747513652, + "m": 1.0 + }, + { + "p": 0.09525103867053986, + "m": 1.0 + }, + { + "p": 0.049843017011880875, + "m": 1.0 + }, + { + "p": 0.04396313428878784, + "m": 1.0 + }, + { + "p": 0.0728600025177002, + "m": 1.0 + }, + { + "p": 0.04526140168309212, + "m": 1.0 + }, + { + "p": 0.04507250711321831, + "m": 1.0 + }, + { + "p": 0.06215333938598633, + "m": 1.0 + }, + { + "p": 0.0652078315615654, + "m": 1.0 + }, + { + "p": 0.03360310569405556, + "m": 1.0 + }, + { + "p": 0.11245191842317581, + "m": 1.0 + }, + { + "p": 0.19183018803596497, + "m": 1.0 + }, + { + "p": 0.06592239439487457, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.0330184698104858, + "val_loss": 0.8081784248352051, + "acc": 68.03, + "time": 99.40534257888794, + "param": [ + { + "p": 0.09565528482198715, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0980868712067604, + "m": 1.0 + }, + { + "p": 0.046661633998155594, + "m": 1.0 + }, + { + "p": 0.045525938272476196, + "m": 1.0 + }, + { + "p": 0.08180063217878342, + "m": 1.0 + }, + { + "p": 0.04831068590283394, + "m": 1.0 + }, + { + "p": 0.06261877715587616, + "m": 1.0 + }, + { + "p": 0.061604030430316925, + "m": 1.0 + }, + { + "p": 0.06712967157363892, + "m": 1.0 + }, + { + "p": 0.043721359223127365, + "m": 1.0 + }, + { + "p": 0.10928637534379959, + "m": 1.0 + }, + { + "p": 0.17999227344989777, + "m": 1.0 + }, + { + "p": 0.05960647761821747, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 0.9476336240768433, + "val_loss": 0.8432069420814514, + "acc": 69.06, + "time": 94.42411177209578, + "param": [ + { + "p": 0.09637601673603058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09654118865728378, + "m": 1.0 + }, + { + "p": 0.04381399601697922, + "m": 1.0 + }, + { + "p": 0.04089554399251938, + "m": 1.0 + }, + { + "p": 0.09620406478643417, + "m": 1.0 + }, + { + "p": 0.03103814646601677, + "m": 1.0 + }, + { + "p": 0.05830517038702965, + "m": 1.0 + }, + { + "p": 0.05879894271492958, + "m": 1.0 + }, + { + "p": 0.052094437181949615, + "m": 1.0 + }, + { + "p": 0.050034068524837494, + "m": 1.0 + }, + { + "p": 0.12295248359441757, + "m": 1.0 + }, + { + "p": 0.19450372457504272, + "m": 1.0 + }, + { + "p": 0.0584421344101429, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 0.9044132232666016, + "val_loss": 0.8143945932388306, + "acc": 68.92, + "time": 89.7044170438312, + "param": [ + { + "p": 0.098518006503582, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0934118703007698, + "m": 1.0 + }, + { + "p": 0.04248729720711708, + "m": 1.0 + }, + { + "p": 0.03931206092238426, + "m": 1.0 + }, + { + "p": 0.09792826324701309, + "m": 1.0 + }, + { + "p": 0.01288736891001463, + "m": 1.0 + }, + { + "p": 0.054426245391368866, + "m": 1.0 + }, + { + "p": 0.06505332887172699, + "m": 1.0 + }, + { + "p": 0.05989048257470131, + "m": 1.0 + }, + { + "p": 0.04404862970113754, + "m": 1.0 + }, + { + "p": 0.12652188539505005, + "m": 1.0 + }, + { + "p": 0.19826045632362366, + "m": 1.0 + }, + { + "p": 0.06725415587425232, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 0.9573533535003662, + "val_loss": 0.9070190191268921, + "acc": 70.22, + "time": 97.81762072490528, + "param": [ + { + "p": 0.09836845099925995, + "m": 1.0 + }, + { + "p": 0.007700675167143345, + "m": 1.0 + }, + { + "p": 0.09042618423700333, + "m": 1.0 + }, + { + "p": 0.03523155674338341, + "m": 1.0 + }, + { + "p": 0.06833481788635254, + "m": 1.0 + }, + { + "p": 0.0893261507153511, + "m": 1.0 + }, + { + "p": 0.007233079988509417, + "m": 1.0 + }, + { + "p": 0.04767616465687752, + "m": 1.0 + }, + { + "p": 0.06317494064569473, + "m": 1.0 + }, + { + "p": 0.08519043773412704, + "m": 1.0 + }, + { + "p": 0.04006858542561531, + "m": 1.0 + }, + { + "p": 0.12184390425682068, + "m": 1.0 + }, + { + "p": 0.17775478959083557, + "m": 1.0 + }, + { + "p": 0.06767033785581589, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.1657754182815552, + "val_loss": 1.0129245519638062, + "acc": 68.16, + "time": 94.58909988892265, + "param": [ + { + "p": 0.10214401036500931, + "m": 1.0 + }, + { + "p": 0.019610371440649033, + "m": 1.0 + }, + { + "p": 0.0846002846956253, + "m": 1.0 + }, + { + "p": 0.02777828834950924, + "m": 1.0 + }, + { + "p": 0.08831892162561417, + "m": 1.0 + }, + { + "p": 0.0814625471830368, + "m": 1.0 + }, + { + "p": 0.020670058205723763, + "m": 1.0 + }, + { + "p": 0.0352136455476284, + "m": 1.0 + }, + { + "p": 0.058378253132104874, + "m": 1.0 + }, + { + "p": 0.09538581967353821, + "m": 1.0 + }, + { + "p": 0.040469881147146225, + "m": 1.0 + }, + { + "p": 0.11003576964139938, + "m": 1.0 + }, + { + "p": 0.1644437611103058, + "m": 1.0 + }, + { + "p": 0.07148841768503189, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.0707026720046997, + "val_loss": 0.8676773309707642, + "acc": 69.41, + "time": 94.74913011398166, + "param": [ + { + "p": 0.11471212655305862, + "m": 1.0 + }, + { + "p": 0.019263846799731255, + "m": 1.0 + }, + { + "p": 0.07345566898584366, + "m": 1.0 + }, + { + "p": 0.03428729251027107, + "m": 1.0 + }, + { + "p": 0.09521486610174179, + "m": 1.0 + }, + { + "p": 0.07063961774110794, + "m": 1.0 + }, + { + "p": 0.043702948838472366, + "m": 1.0 + }, + { + "p": 0.023087529465556145, + "m": 1.0 + }, + { + "p": 0.05654023587703705, + "m": 1.0 + }, + { + "p": 0.08368951827287674, + "m": 1.0 + }, + { + "p": 0.04029558598995209, + "m": 1.0 + }, + { + "p": 0.1069444939494133, + "m": 1.0 + }, + { + "p": 0.1617765575647354, + "m": 1.0 + }, + { + "p": 0.07638975977897644, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 0.8167959451675415, + "val_loss": 0.7749364972114563, + "acc": 69.8, + "time": 83.62058508698829, + "param": [ + { + "p": 0.12585674226284027, + "m": 1.0 + }, + { + "p": 0.0007675266242586076, + "m": 1.0 + }, + { + "p": 0.08485598117113113, + "m": 1.0 + }, + { + "p": 0.043849121779203415, + "m": 1.0 + }, + { + "p": 0.09980586171150208, + "m": 1.0 + }, + { + "p": 0.06029493361711502, + "m": 1.0 + }, + { + "p": 0.05681121349334717, + "m": 1.0 + }, + { + "p": 0.002453366294503212, + "m": 1.0 + }, + { + "p": 0.05248834192752838, + "m": 1.0 + }, + { + "p": 0.07500895112752914, + "m": 1.0 + }, + { + "p": 0.029799489304423332, + "m": 1.0 + }, + { + "p": 0.11696849763393402, + "m": 1.0 + }, + { + "p": 0.17343005537986755, + "m": 1.0 + }, + { + "p": 0.07760979235172272, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.0429421663284302, + "val_loss": 0.8557453155517578, + "acc": 69.7, + "time": 83.88814222696237, + "param": [ + { + "p": 0.1220591589808464, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09095990657806396, + "m": 1.0 + }, + { + "p": 0.04217369481921196, + "m": 1.0 + }, + { + "p": 0.09671324491500854, + "m": 1.0 + }, + { + "p": 0.052836425602436066, + "m": 1.0 + }, + { + "p": 0.06720022112131119, + "m": 1.0 + }, + { + "p": 0.004791366867721081, + "m": 1.0 + }, + { + "p": 0.057980023324489594, + "m": 1.0 + }, + { + "p": 0.06940771639347076, + "m": 1.0 + }, + { + "p": 0.026253405958414078, + "m": 1.0 + }, + { + "p": 0.12309339642524719, + "m": 1.0 + }, + { + "p": 0.17071399092674255, + "m": 1.0 + }, + { + "p": 0.07581735402345657, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 0.8971691727638245, + "val_loss": 0.906964898109436, + "acc": 69.82, + "time": 86.93851682497188, + "param": [ + { + "p": 0.11774468421936035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10132066905498505, + "m": 1.0 + }, + { + "p": 0.02062259241938591, + "m": 1.0 + }, + { + "p": 0.09438436478376389, + "m": 1.0 + }, + { + "p": 0.05380813777446747, + "m": 1.0 + }, + { + "p": 0.07246791571378708, + "m": 1.0 + }, + { + "p": 0.0020440001972019672, + "m": 1.0 + }, + { + "p": 0.06450626999139786, + "m": 1.0 + }, + { + "p": 0.0733073502779007, + "m": 1.0 + }, + { + "p": 0.02804812788963318, + "m": 1.0 + }, + { + "p": 0.12016884237527847, + "m": 1.0 + }, + { + "p": 0.1773790568113327, + "m": 1.0 + }, + { + "p": 0.07419799268245697, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.1155078411102295, + "val_loss": 1.0100547075271606, + "acc": 68.96, + "time": 91.76402801694348, + "param": [ + { + "p": 0.10822268575429916, + "m": 1.0 + }, + { + "p": 0.00018858529801946133, + "m": 1.0 + }, + { + "p": 0.10930648446083069, + "m": 1.0 + }, + { + "p": 0.010632083751261234, + "m": 1.0 + }, + { + "p": 0.08054910600185394, + "m": 1.0 + }, + { + "p": 0.0684126764535904, + "m": 1.0 + }, + { + "p": 0.06755993515253067, + "m": 1.0 + }, + { + "p": 0.019773071631789207, + "m": 1.0 + }, + { + "p": 0.06719476729631424, + "m": 1.0 + }, + { + "p": 0.088189497590065, + "m": 1.0 + }, + { + "p": 0.028660450130701065, + "m": 1.0 + }, + { + "p": 0.11616069078445435, + "m": 1.0 + }, + { + "p": 0.1728844940662384, + "m": 1.0 + }, + { + "p": 0.062265459448099136, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 0.9476017355918884, + "val_loss": 0.8155689835548401, + "acc": 70.1, + "time": 87.02755787502974, + "param": [ + { + "p": 0.0968695729970932, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10284292697906494, + "m": 1.0 + }, + { + "p": 0.017873628064990044, + "m": 1.0 + }, + { + "p": 0.07603777199983597, + "m": 1.0 + }, + { + "p": 0.07656680047512054, + "m": 1.0 + }, + { + "p": 0.05028292164206505, + "m": 1.0 + }, + { + "p": 0.04698147252202034, + "m": 1.0 + }, + { + "p": 0.0771336480975151, + "m": 1.0 + }, + { + "p": 0.08507610112428665, + "m": 1.0 + }, + { + "p": 0.0266847163438797, + "m": 1.0 + }, + { + "p": 0.11863050609827042, + "m": 1.0 + }, + { + "p": 0.17242994904518127, + "m": 1.0 + }, + { + "p": 0.05258999019861221, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.2196720838546753, + "val_loss": 0.9198169112205505, + "acc": 70.69, + "time": 88.08370045898482, + "param": [ + { + "p": 0.1060165986418724, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09007908403873444, + "m": 1.0 + }, + { + "p": 0.027284162119030952, + "m": 1.0 + }, + { + "p": 0.07586907595396042, + "m": 1.0 + }, + { + "p": 0.08344949781894684, + "m": 1.0 + }, + { + "p": 0.03503836318850517, + "m": 1.0 + }, + { + "p": 0.05811939761042595, + "m": 1.0 + }, + { + "p": 0.07457584142684937, + "m": 1.0 + }, + { + "p": 0.07836803048849106, + "m": 1.0 + }, + { + "p": 0.022658253088593483, + "m": 1.0 + }, + { + "p": 0.11853187531232834, + "m": 1.0 + }, + { + "p": 0.19068294763565063, + "m": 1.0 + }, + { + "p": 0.03932681679725647, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.157131314277649, + "val_loss": 0.8602365851402283, + "acc": 70.5, + "time": 82.67186164786108, + "param": [ + { + "p": 0.11660362780094147, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07610547542572021, + "m": 1.0 + }, + { + "p": 0.032818522304296494, + "m": 1.0 + }, + { + "p": 0.07122495025396347, + "m": 1.0 + }, + { + "p": 0.07344374805688858, + "m": 1.0 + }, + { + "p": 0.03811893239617348, + "m": 1.0 + }, + { + "p": 0.05971340462565422, + "m": 1.0 + }, + { + "p": 0.06370784342288971, + "m": 1.0 + }, + { + "p": 0.07373184710741043, + "m": 1.0 + }, + { + "p": 0.04301561042666435, + "m": 1.0 + }, + { + "p": 0.11276959627866745, + "m": 1.0 + }, + { + "p": 0.20307199656963348, + "m": 1.0 + }, + { + "p": 0.035674382001161575, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.1592109203338623, + "val_loss": 0.8875886797904968, + "acc": 70.48, + "time": 86.81630092393607, + "param": [ + { + "p": 0.1295442134141922, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07104091346263885, + "m": 1.0 + }, + { + "p": 0.018817491829395294, + "m": 1.0 + }, + { + "p": 0.06556112319231033, + "m": 1.0 + }, + { + "p": 0.061781466007232666, + "m": 1.0 + }, + { + "p": 0.0340421162545681, + "m": 1.0 + }, + { + "p": 0.0676572397351265, + "m": 1.0 + }, + { + "p": 0.06933261454105377, + "m": 1.0 + }, + { + "p": 0.05037450045347214, + "m": 1.0 + }, + { + "p": 0.05608535557985306, + "m": 1.0 + }, + { + "p": 0.12156953662633896, + "m": 1.0 + }, + { + "p": 0.2183421403169632, + "m": 1.0 + }, + { + "p": 0.03585132956504822, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 0.9470177292823792, + "val_loss": 0.8459198474884033, + "acc": 69.32, + "time": 88.1803141310811, + "param": [ + { + "p": 0.13328957557678223, + "m": 1.0 + }, + { + "p": 0.0061740330420434475, + "m": 1.0 + }, + { + "p": 0.07997933030128479, + "m": 1.0 + }, + { + "p": 0.013394774869084358, + "m": 1.0 + }, + { + "p": 0.05862858518958092, + "m": 1.0 + }, + { + "p": 0.05160306394100189, + "m": 1.0 + }, + { + "p": 0.03545248135924339, + "m": 1.0 + }, + { + "p": 0.07569180428981781, + "m": 1.0 + }, + { + "p": 0.079795241355896, + "m": 1.0 + }, + { + "p": 0.04206545650959015, + "m": 1.0 + }, + { + "p": 0.06301146745681763, + "m": 1.0 + }, + { + "p": 0.11241511255502701, + "m": 1.0 + }, + { + "p": 0.2022085338830948, + "m": 1.0 + }, + { + "p": 0.046290479600429535, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 0.8298112154006958, + "val_loss": 0.8162960410118103, + "acc": 70.63, + "time": 83.92298333905637, + "param": [ + { + "p": 0.14632391929626465, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06830707937479019, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048219047486782074, + "m": 1.0 + }, + { + "p": 0.08096213638782501, + "m": 1.0 + }, + { + "p": 0.022299475967884064, + "m": 1.0 + }, + { + "p": 0.08920858800411224, + "m": 1.0 + }, + { + "p": 0.0875944048166275, + "m": 1.0 + }, + { + "p": 0.01377421710640192, + "m": 1.0 + }, + { + "p": 0.07153886556625366, + "m": 1.0 + }, + { + "p": 0.11731095612049103, + "m": 1.0 + }, + { + "p": 0.21228128671646118, + "m": 1.0 + }, + { + "p": 0.042180076241493225, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.114288568496704, + "val_loss": 0.852171778678894, + "acc": 69.87, + "time": 83.47119540907443, + "param": [ + { + "p": 0.16702674329280853, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04939582198858261, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.032343510538339615, + "m": 1.0 + }, + { + "p": 0.10393466800451279, + "m": 1.0 + }, + { + "p": 0.0190430898219347, + "m": 1.0 + }, + { + "p": 0.10413286834955215, + "m": 1.0 + }, + { + "p": 0.07330334931612015, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07392491400241852, + "m": 1.0 + }, + { + "p": 0.11928674578666687, + "m": 1.0 + }, + { + "p": 0.225784033536911, + "m": 1.0 + }, + { + "p": 0.031824350357055664, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 0.9872984886169434, + "val_loss": 0.8304998278617859, + "acc": 70.74, + "time": 89.02822890994139, + "param": [ + { + "p": 0.17283828556537628, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03906840831041336, + "m": 1.0 + }, + { + "p": 0.013980160467326641, + "m": 1.0 + }, + { + "p": 0.03415430337190628, + "m": 1.0 + }, + { + "p": 0.12129641324281693, + "m": 1.0 + }, + { + "p": 0.022169694304466248, + "m": 1.0 + }, + { + "p": 0.10167452692985535, + "m": 1.0 + }, + { + "p": 0.051554787904024124, + "m": 1.0 + }, + { + "p": 0.005400213412940502, + "m": 1.0 + }, + { + "p": 0.07920322567224503, + "m": 1.0 + }, + { + "p": 0.10459040105342865, + "m": 1.0 + }, + { + "p": 0.215938001871109, + "m": 1.0 + }, + { + "p": 0.03813156858086586, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 0.8273579478263855, + "val_loss": 0.7812898755073547, + "acc": 70.27, + "time": 83.76523617794737, + "param": [ + { + "p": 0.16968148946762085, + "m": 1.0 + }, + { + "p": 0.0021361152175813913, + "m": 1.0 + }, + { + "p": 0.04347195476293564, + "m": 1.0 + }, + { + "p": 0.038920607417821884, + "m": 1.0 + }, + { + "p": 0.047785837203264236, + "m": 1.0 + }, + { + "p": 0.12169810384511948, + "m": 1.0 + }, + { + "p": 0.035525642335414886, + "m": 1.0 + }, + { + "p": 0.08462197333574295, + "m": 1.0 + }, + { + "p": 0.03662500157952309, + "m": 1.0 + }, + { + "p": 0.00702251773327589, + "m": 1.0 + }, + { + "p": 0.09130082279443741, + "m": 1.0 + }, + { + "p": 0.0909384936094284, + "m": 1.0 + }, + { + "p": 0.1916421353816986, + "m": 1.0 + }, + { + "p": 0.03862931951880455, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 0.8229894638061523, + "val_loss": 0.8019609451293945, + "acc": 69.92, + "time": 90.7945379621815, + "param": [ + { + "p": 0.16749733686447144, + "m": 1.0 + }, + { + "p": 0.011724341660737991, + "m": 1.0 + }, + { + "p": 0.03828146308660507, + "m": 1.0 + }, + { + "p": 0.045882467180490494, + "m": 1.0 + }, + { + "p": 0.06018712744116783, + "m": 1.0 + }, + { + "p": 0.12216150015592575, + "m": 1.0 + }, + { + "p": 0.03012741170823574, + "m": 1.0 + }, + { + "p": 0.06630231440067291, + "m": 1.0 + }, + { + "p": 0.02488238550722599, + "m": 1.0 + }, + { + "p": 0.019274145364761353, + "m": 1.0 + }, + { + "p": 0.10206025093793869, + "m": 1.0 + }, + { + "p": 0.09265787154436111, + "m": 1.0 + }, + { + "p": 0.18464972078800201, + "m": 1.0 + }, + { + "p": 0.034311726689338684, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.0386844873428345, + "val_loss": 0.8789851069450378, + "acc": 70.13, + "time": 91.66618262883276, + "param": [ + { + "p": 0.17558833956718445, + "m": 1.0 + }, + { + "p": 0.003486825618892908, + "m": 1.0 + }, + { + "p": 0.0528084821999073, + "m": 1.0 + }, + { + "p": 0.038419775664806366, + "m": 1.0 + }, + { + "p": 0.07352450489997864, + "m": 1.0 + }, + { + "p": 0.10875828564167023, + "m": 1.0 + }, + { + "p": 0.030747275799512863, + "m": 1.0 + }, + { + "p": 0.055027708411216736, + "m": 1.0 + }, + { + "p": 0.017516881227493286, + "m": 1.0 + }, + { + "p": 0.031632572412490845, + "m": 1.0 + }, + { + "p": 0.10216152667999268, + "m": 1.0 + }, + { + "p": 0.08941753953695297, + "m": 1.0 + }, + { + "p": 0.17474377155303955, + "m": 1.0 + }, + { + "p": 0.04616652801632881, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 0.951854407787323, + "val_loss": 0.8067274689674377, + "acc": 70.89, + "time": 91.57834785897285, + "param": [ + { + "p": 0.2034301608800888, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06243569776415825, + "m": 1.0 + }, + { + "p": 0.027160078287124634, + "m": 1.0 + }, + { + "p": 0.06701287627220154, + "m": 1.0 + }, + { + "p": 0.10458409786224365, + "m": 1.0 + }, + { + "p": 0.026454852893948555, + "m": 1.0 + }, + { + "p": 0.03675709664821625, + "m": 1.0 + }, + { + "p": 0.018564533442258835, + "m": 1.0 + }, + { + "p": 0.04251707345247269, + "m": 1.0 + }, + { + "p": 0.09968456625938416, + "m": 1.0 + }, + { + "p": 0.09224659204483032, + "m": 1.0 + }, + { + "p": 0.16815999150276184, + "m": 1.0 + }, + { + "p": 0.050992414355278015, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 0.7948015928268433, + "val_loss": 0.8993469476699829, + "acc": 71.1, + "time": 82.91695311106741, + "param": [ + { + "p": 0.21464237570762634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05585237592458725, + "m": 1.0 + }, + { + "p": 0.008873564191162586, + "m": 1.0 + }, + { + "p": 0.061302196234464645, + "m": 1.0 + }, + { + "p": 0.09776660054922104, + "m": 1.0 + }, + { + "p": 0.019467318430542946, + "m": 1.0 + }, + { + "p": 0.021169882267713547, + "m": 1.0 + }, + { + "p": 0.013578892685472965, + "m": 1.0 + }, + { + "p": 0.07287907600402832, + "m": 1.0 + }, + { + "p": 0.08996572345495224, + "m": 1.0 + }, + { + "p": 0.1074206605553627, + "m": 1.0 + }, + { + "p": 0.18356262147426605, + "m": 1.0 + }, + { + "p": 0.05351872369647026, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.9629206657409668, + "val_loss": 0.7943903207778931, + "acc": 70.51, + "time": 97.28971457108855, + "param": [ + { + "p": 0.22401617467403412, + "m": 1.0 + }, + { + "p": 0.011964059434831142, + "m": 1.0 + }, + { + "p": 0.056254561990499496, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05456544831395149, + "m": 1.0 + }, + { + "p": 0.07374311983585358, + "m": 1.0 + }, + { + "p": 0.006570146419107914, + "m": 1.0 + }, + { + "p": 0.007324174977838993, + "m": 1.0 + }, + { + "p": 0.010709569789469242, + "m": 1.0 + }, + { + "p": 0.09433341026306152, + "m": 1.0 + }, + { + "p": 0.08528366684913635, + "m": 1.0 + }, + { + "p": 0.11843232810497284, + "m": 1.0 + }, + { + "p": 0.20685292780399323, + "m": 1.0 + }, + { + "p": 0.049950432032346725, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.6883460879325867, + "val_loss": 0.8830294013023376, + "acc": 70.45, + "time": 92.18730177311227, + "param": [ + { + "p": 0.21573877334594727, + "m": 1.0 + }, + { + "p": 0.025399047881364822, + "m": 1.0 + }, + { + "p": 0.07370511442422867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05817430093884468, + "m": 1.0 + }, + { + "p": 0.04263821244239807, + "m": 1.0 + }, + { + "p": 0.022051414474844933, + "m": 1.0 + }, + { + "p": 0.000939328339882195, + "m": 1.0 + }, + { + "p": 0.03928177058696747, + "m": 1.0 + }, + { + "p": 0.10323367267847061, + "m": 1.0 + }, + { + "p": 0.0770583301782608, + "m": 1.0 + }, + { + "p": 0.09865466505289078, + "m": 1.0 + }, + { + "p": 0.18820253014564514, + "m": 1.0 + }, + { + "p": 0.05492280051112175, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.896220862865448, + "val_loss": 0.8203871250152588, + "acc": 71.06, + "time": 95.88178468705155, + "param": [ + { + "p": 0.20733153820037842, + "m": 1.0 + }, + { + "p": 0.022000355646014214, + "m": 1.0 + }, + { + "p": 0.09124843031167984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07094492763280869, + "m": 1.0 + }, + { + "p": 0.03767675161361694, + "m": 1.0 + }, + { + "p": 0.04000775143504143, + "m": 1.0 + }, + { + "p": 0.00906543992459774, + "m": 1.0 + }, + { + "p": 0.054941724985837936, + "m": 1.0 + }, + { + "p": 0.08600516617298126, + "m": 1.0 + }, + { + "p": 0.0742691159248352, + "m": 1.0 + }, + { + "p": 0.08047741651535034, + "m": 1.0 + }, + { + "p": 0.16496944427490234, + "m": 1.0 + }, + { + "p": 0.061061885207891464, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 0.8499003648757935, + "val_loss": 0.8424472808837891, + "acc": 71.24, + "time": 84.05529842991382, + "param": [ + { + "p": 0.1856827437877655, + "m": 1.0 + }, + { + "p": 0.013015846721827984, + "m": 1.0 + }, + { + "p": 0.0929686576128006, + "m": 1.0 + }, + { + "p": 0.01001749187707901, + "m": 1.0 + }, + { + "p": 0.07540768384933472, + "m": 1.0 + }, + { + "p": 0.04387933015823364, + "m": 1.0 + }, + { + "p": 0.04645712673664093, + "m": 1.0 + }, + { + "p": 0.03580333665013313, + "m": 1.0 + }, + { + "p": 0.05193878710269928, + "m": 1.0 + }, + { + "p": 0.06589765846729279, + "m": 1.0 + }, + { + "p": 0.08032619208097458, + "m": 1.0 + }, + { + "p": 0.08721629530191422, + "m": 1.0 + }, + { + "p": 0.1373651921749115, + "m": 1.0 + }, + { + "p": 0.07402363419532776, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.006696105003357, + "val_loss": 0.9284203052520752, + "acc": 70.35, + "time": 84.14955669315532, + "param": [ + { + "p": 0.15155911445617676, + "m": 1.0 + }, + { + "p": 0.00047959754010662436, + "m": 1.0 + }, + { + "p": 0.10772261768579483, + "m": 1.0 + }, + { + "p": 0.022672975435853004, + "m": 1.0 + }, + { + "p": 0.07278083264827728, + "m": 1.0 + }, + { + "p": 0.06223355606198311, + "m": 1.0 + }, + { + "p": 0.04977783188223839, + "m": 1.0 + }, + { + "p": 0.05741985887289047, + "m": 1.0 + }, + { + "p": 0.05210089683532715, + "m": 1.0 + }, + { + "p": 0.05534040182828903, + "m": 1.0 + }, + { + "p": 0.08894423395395279, + "m": 1.0 + }, + { + "p": 0.09365276247262955, + "m": 1.0 + }, + { + "p": 0.1109817624092102, + "m": 1.0 + }, + { + "p": 0.07433353364467621, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.139577865600586, + "val_loss": 0.9722579717636108, + "acc": 70.45, + "time": 82.67130837589502, + "param": [ + { + "p": 0.15119530260562897, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11783476173877716, + "m": 1.0 + }, + { + "p": 0.0026309587992727757, + "m": 1.0 + }, + { + "p": 0.07478681951761246, + "m": 1.0 + }, + { + "p": 0.08268530666828156, + "m": 1.0 + }, + { + "p": 0.03455343842506409, + "m": 1.0 + }, + { + "p": 0.059477195143699646, + "m": 1.0 + }, + { + "p": 0.05200744792819023, + "m": 1.0 + }, + { + "p": 0.05623975768685341, + "m": 1.0 + }, + { + "p": 0.08615483343601227, + "m": 1.0 + }, + { + "p": 0.09709559381008148, + "m": 1.0 + }, + { + "p": 0.10335192084312439, + "m": 1.0 + }, + { + "p": 0.08198665827512741, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.0961920022964478, + "val_loss": 0.83256596326828, + "acc": 71.65, + "time": 94.98296350403689, + "param": [ + { + "p": 0.13672837615013123, + "m": 1.0 + }, + { + "p": 0.0006335517391562462, + "m": 1.0 + }, + { + "p": 0.11065080761909485, + "m": 1.0 + }, + { + "p": 0.01599344052374363, + "m": 1.0 + }, + { + "p": 0.07673508673906326, + "m": 1.0 + }, + { + "p": 0.10301044583320618, + "m": 1.0 + }, + { + "p": 0.033451683819293976, + "m": 1.0 + }, + { + "p": 0.07031568884849548, + "m": 1.0 + }, + { + "p": 0.041223231703042984, + "m": 1.0 + }, + { + "p": 0.06892798840999603, + "m": 1.0 + }, + { + "p": 0.06713004410266876, + "m": 1.0 + }, + { + "p": 0.10077110677957535, + "m": 1.0 + }, + { + "p": 0.08961062133312225, + "m": 1.0 + }, + { + "p": 0.08481786400079727, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.1076416969299316, + "val_loss": 0.7598369121551514, + "acc": 69.99, + "time": 94.70105560705997, + "param": [ + { + "p": 0.13797426223754883, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11208231747150421, + "m": 1.0 + }, + { + "p": 0.023824289441108704, + "m": 1.0 + }, + { + "p": 0.06900394707918167, + "m": 1.0 + }, + { + "p": 0.10937942564487457, + "m": 1.0 + }, + { + "p": 0.023047486320137978, + "m": 1.0 + }, + { + "p": 0.07172548025846481, + "m": 1.0 + }, + { + "p": 0.038216494023799896, + "m": 1.0 + }, + { + "p": 0.0716400220990181, + "m": 1.0 + }, + { + "p": 0.06633543223142624, + "m": 1.0 + }, + { + "p": 0.09791256487369537, + "m": 1.0 + }, + { + "p": 0.08530246466398239, + "m": 1.0 + }, + { + "p": 0.09355580806732178, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.8230370879173279, + "val_loss": 0.7466500997543335, + "acc": 71.01, + "time": 95.9466075359378, + "param": [ + { + "p": 0.152632936835289, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11106434464454651, + "m": 1.0 + }, + { + "p": 0.02198708988726139, + "m": 1.0 + }, + { + "p": 0.04468728229403496, + "m": 1.0 + }, + { + "p": 0.10858889669179916, + "m": 1.0 + }, + { + "p": 0.02453766018152237, + "m": 1.0 + }, + { + "p": 0.05456347391009331, + "m": 1.0 + }, + { + "p": 0.05438750982284546, + "m": 1.0 + }, + { + "p": 0.07826384156942368, + "m": 1.0 + }, + { + "p": 0.07426892220973969, + "m": 1.0 + }, + { + "p": 0.08887874335050583, + "m": 1.0 + }, + { + "p": 0.07826212048530579, + "m": 1.0 + }, + { + "p": 0.10787713527679443, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.9220862984657288, + "val_loss": 0.9352129101753235, + "acc": 71.51, + "time": 98.35979459783994, + "param": [ + { + "p": 0.1656181365251541, + "m": 1.0 + }, + { + "p": 0.0006823159637860954, + "m": 1.0 + }, + { + "p": 0.11852604895830154, + "m": 1.0 + }, + { + "p": 0.017626406624913216, + "m": 1.0 + }, + { + "p": 0.018461549654603004, + "m": 1.0 + }, + { + "p": 0.10440865159034729, + "m": 1.0 + }, + { + "p": 0.01971636340022087, + "m": 1.0 + }, + { + "p": 0.05037429928779602, + "m": 1.0 + }, + { + "p": 0.06316778063774109, + "m": 1.0 + }, + { + "p": 0.08152802288532257, + "m": 1.0 + }, + { + "p": 0.07091725617647171, + "m": 1.0 + }, + { + "p": 0.09099081158638, + "m": 1.0 + }, + { + "p": 0.08792706578969955, + "m": 1.0 + }, + { + "p": 0.11005518585443497, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 0.7478905320167542, + "val_loss": 0.7690199017524719, + "acc": 70.76, + "time": 88.08007957180962, + "param": [ + { + "p": 0.15397793054580688, + "m": 1.0 + }, + { + "p": 0.011954688467085361, + "m": 1.0 + }, + { + "p": 0.11603131890296936, + "m": 1.0 + }, + { + "p": 0.038453903049230576, + "m": 1.0 + }, + { + "p": 0.0018373557832092047, + "m": 1.0 + }, + { + "p": 0.09772087633609772, + "m": 1.0 + }, + { + "p": 0.03709593042731285, + "m": 1.0 + }, + { + "p": 0.053074296563863754, + "m": 1.0 + }, + { + "p": 0.07101646065711975, + "m": 1.0 + }, + { + "p": 0.0779852494597435, + "m": 1.0 + }, + { + "p": 0.06942576915025711, + "m": 1.0 + }, + { + "p": 0.07670684903860092, + "m": 1.0 + }, + { + "p": 0.09444639831781387, + "m": 1.0 + }, + { + "p": 0.10027292370796204, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.9318910241127014, + "val_loss": 0.7276846766471863, + "acc": 71.86, + "time": 83.47789347800426, + "param": [ + { + "p": 0.14777089655399323, + "m": 1.0 + }, + { + "p": 0.003820140613242984, + "m": 1.0 + }, + { + "p": 0.11674438416957855, + "m": 1.0 + }, + { + "p": 0.05408678576350212, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09907571971416473, + "m": 1.0 + }, + { + "p": 0.043918170034885406, + "m": 1.0 + }, + { + "p": 0.046444620937108994, + "m": 1.0 + }, + { + "p": 0.07123037427663803, + "m": 1.0 + }, + { + "p": 0.07821880280971527, + "m": 1.0 + }, + { + "p": 0.06125711649656296, + "m": 1.0 + }, + { + "p": 0.07890448719263077, + "m": 1.0 + }, + { + "p": 0.10982537269592285, + "m": 1.0 + }, + { + "p": 0.08870314061641693, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.9633337259292603, + "val_loss": 0.7025085091590881, + "acc": 72.01, + "time": 84.3353099359665, + "param": [ + { + "p": 0.15177848935127258, + "m": 1.0 + }, + { + "p": 0.000311298412270844, + "m": 1.0 + }, + { + "p": 0.13175280392169952, + "m": 1.0 + }, + { + "p": 0.05498679354786873, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1053575947880745, + "m": 1.0 + }, + { + "p": 0.04617166146636009, + "m": 1.0 + }, + { + "p": 0.03142115846276283, + "m": 1.0 + }, + { + "p": 0.06754695624113083, + "m": 1.0 + }, + { + "p": 0.07837951183319092, + "m": 1.0 + }, + { + "p": 0.05013331025838852, + "m": 1.0 + }, + { + "p": 0.07819633930921555, + "m": 1.0 + }, + { + "p": 0.11884063482284546, + "m": 1.0 + }, + { + "p": 0.08512342721223831, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.8669662475585938, + "val_loss": 0.6346699595451355, + "acc": 71.75, + "time": 91.91785662295297, + "param": [ + { + "p": 0.1549752801656723, + "m": 1.0 + }, + { + "p": 0.012773147784173489, + "m": 1.0 + }, + { + "p": 0.12410302460193634, + "m": 1.0 + }, + { + "p": 0.05764898285269737, + "m": 1.0 + }, + { + "p": 0.0038285846821963787, + "m": 1.0 + }, + { + "p": 0.12691552937030792, + "m": 1.0 + }, + { + "p": 0.051254015415906906, + "m": 1.0 + }, + { + "p": 0.02268526516854763, + "m": 1.0 + }, + { + "p": 0.06475378572940826, + "m": 1.0 + }, + { + "p": 0.06582604348659515, + "m": 1.0 + }, + { + "p": 0.03242272511124611, + "m": 1.0 + }, + { + "p": 0.0671720802783966, + "m": 1.0 + }, + { + "p": 0.1376623809337616, + "m": 1.0 + }, + { + "p": 0.07797914743423462, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.9778051376342773, + "val_loss": 0.8321720957756042, + "acc": 71.47, + "time": 93.64567052386701, + "param": [ + { + "p": 0.1547786444425583, + "m": 1.0 + }, + { + "p": 0.007621054071933031, + "m": 1.0 + }, + { + "p": 0.11222795397043228, + "m": 1.0 + }, + { + "p": 0.05826118588447571, + "m": 1.0 + }, + { + "p": 0.012781049124896526, + "m": 1.0 + }, + { + "p": 0.14628919959068298, + "m": 1.0 + }, + { + "p": 0.049617424607276917, + "m": 1.0 + }, + { + "p": 0.02823609858751297, + "m": 1.0 + }, + { + "p": 0.07438033074140549, + "m": 1.0 + }, + { + "p": 0.056289300322532654, + "m": 1.0 + }, + { + "p": 0.012048582546412945, + "m": 1.0 + }, + { + "p": 0.06342778354883194, + "m": 1.0 + }, + { + "p": 0.14496605098247528, + "m": 1.0 + }, + { + "p": 0.07907532155513763, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.2492382526397705, + "val_loss": 0.8989064693450928, + "acc": 71.92, + "time": 91.66337170894258, + "param": [ + { + "p": 0.14241544902324677, + "m": 1.0 + }, + { + "p": 0.006573900580406189, + "m": 1.0 + }, + { + "p": 0.09666451811790466, + "m": 1.0 + }, + { + "p": 0.0434691496193409, + "m": 1.0 + }, + { + "p": 0.04076971486210823, + "m": 1.0 + }, + { + "p": 0.13844947516918182, + "m": 1.0 + }, + { + "p": 0.05292639136314392, + "m": 1.0 + }, + { + "p": 0.03334441035985947, + "m": 1.0 + }, + { + "p": 0.08070535212755203, + "m": 1.0 + }, + { + "p": 0.050582896918058395, + "m": 1.0 + }, + { + "p": 0.011485371738672256, + "m": 1.0 + }, + { + "p": 0.06618446111679077, + "m": 1.0 + }, + { + "p": 0.1544642150402069, + "m": 1.0 + }, + { + "p": 0.08196471631526947, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.9541581273078918, + "val_loss": 0.8441230058670044, + "acc": 72.09, + "time": 88.01314780395478, + "param": [ + { + "p": 0.13616278767585754, + "m": 1.0 + }, + { + "p": 0.012024730443954468, + "m": 1.0 + }, + { + "p": 0.07350854575634003, + "m": 1.0 + }, + { + "p": 0.034227583557367325, + "m": 1.0 + }, + { + "p": 0.06643417477607727, + "m": 1.0 + }, + { + "p": 0.12988312542438507, + "m": 1.0 + }, + { + "p": 0.04776826500892639, + "m": 1.0 + }, + { + "p": 0.04067573696374893, + "m": 1.0 + }, + { + "p": 0.08237361907958984, + "m": 1.0 + }, + { + "p": 0.05485917627811432, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07922622561454773, + "m": 1.0 + }, + { + "p": 0.15883246064186096, + "m": 1.0 + }, + { + "p": 0.08402355015277863, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.9443809390068054, + "val_loss": 0.8100689649581909, + "acc": 71.4, + "time": 89.44520448590629, + "param": [ + { + "p": 0.1359914392232895, + "m": 1.0 + }, + { + "p": 0.01349280122667551, + "m": 1.0 + }, + { + "p": 0.058622319251298904, + "m": 1.0 + }, + { + "p": 0.04787144809961319, + "m": 1.0 + }, + { + "p": 0.07403557002544403, + "m": 1.0 + }, + { + "p": 0.11989954113960266, + "m": 1.0 + }, + { + "p": 0.055813878774642944, + "m": 1.0 + }, + { + "p": 0.05152055621147156, + "m": 1.0 + }, + { + "p": 0.072037473320961, + "m": 1.0 + }, + { + "p": 0.057770632207393646, + "m": 1.0 + }, + { + "p": 0.0025264520663768053, + "m": 1.0 + }, + { + "p": 0.07671134173870087, + "m": 1.0 + }, + { + "p": 0.14327600598335266, + "m": 1.0 + }, + { + "p": 0.09043058753013611, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.9570935368537903, + "val_loss": 0.7761996984481812, + "acc": 72.24, + "time": 90.38140307017602, + "param": [ + { + "p": 0.1367110013961792, + "m": 1.0 + }, + { + "p": 0.012531048618257046, + "m": 1.0 + }, + { + "p": 0.06824015080928802, + "m": 1.0 + }, + { + "p": 0.043524619191884995, + "m": 1.0 + }, + { + "p": 0.07317002862691879, + "m": 1.0 + }, + { + "p": 0.11895757913589478, + "m": 1.0 + }, + { + "p": 0.06188933551311493, + "m": 1.0 + }, + { + "p": 0.05271758511662483, + "m": 1.0 + }, + { + "p": 0.06386463344097137, + "m": 1.0 + }, + { + "p": 0.04123985394835472, + "m": 1.0 + }, + { + "p": 0.004472433589398861, + "m": 1.0 + }, + { + "p": 0.08957654237747192, + "m": 1.0 + }, + { + "p": 0.13499164581298828, + "m": 1.0 + }, + { + "p": 0.09811358898878098, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.076906681060791, + "val_loss": 0.6848527789115906, + "acc": 72.37, + "time": 88.8997063129209, + "param": [ + { + "p": 0.1393606811761856, + "m": 1.0 + }, + { + "p": 0.013532919809222221, + "m": 1.0 + }, + { + "p": 0.0748458132147789, + "m": 1.0 + }, + { + "p": 0.03287561237812042, + "m": 1.0 + }, + { + "p": 0.07290881127119064, + "m": 1.0 + }, + { + "p": 0.1278057098388672, + "m": 1.0 + }, + { + "p": 0.05984608829021454, + "m": 1.0 + }, + { + "p": 0.05538300797343254, + "m": 1.0 + }, + { + "p": 0.0406491681933403, + "m": 1.0 + }, + { + "p": 0.027382943779230118, + "m": 1.0 + }, + { + "p": 0.023087039589881897, + "m": 1.0 + }, + { + "p": 0.09333053231239319, + "m": 1.0 + }, + { + "p": 0.13306118547916412, + "m": 1.0 + }, + { + "p": 0.10593057423830032, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.9583989977836609, + "val_loss": 0.872090756893158, + "acc": 71.48, + "time": 84.02142545883544, + "param": [ + { + "p": 0.1487894207239151, + "m": 1.0 + }, + { + "p": 0.004680378828197718, + "m": 1.0 + }, + { + "p": 0.08016348630189896, + "m": 1.0 + }, + { + "p": 0.03236326575279236, + "m": 1.0 + }, + { + "p": 0.06271942704916, + "m": 1.0 + }, + { + "p": 0.14834317564964294, + "m": 1.0 + }, + { + "p": 0.05980563163757324, + "m": 1.0 + }, + { + "p": 0.06347692012786865, + "m": 1.0 + }, + { + "p": 0.01976347714662552, + "m": 1.0 + }, + { + "p": 0.02176421508193016, + "m": 1.0 + }, + { + "p": 0.028422225266695023, + "m": 1.0 + }, + { + "p": 0.08244176208972931, + "m": 1.0 + }, + { + "p": 0.14211420714855194, + "m": 1.0 + }, + { + "p": 0.10515239834785461, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.7379980087280273, + "val_loss": 0.7549875378608704, + "acc": 71.21, + "time": 88.07361118798144, + "param": [ + { + "p": 0.1585371345281601, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0929972231388092, + "m": 1.0 + }, + { + "p": 0.047241341322660446, + "m": 1.0 + }, + { + "p": 0.06532976776361465, + "m": 1.0 + }, + { + "p": 0.13680115342140198, + "m": 1.0 + }, + { + "p": 0.050676923245191574, + "m": 1.0 + }, + { + "p": 0.08146491646766663, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017722245305776596, + "m": 1.0 + }, + { + "p": 0.02459614723920822, + "m": 1.0 + }, + { + "p": 0.08258916437625885, + "m": 1.0 + }, + { + "p": 0.14108072221279144, + "m": 1.0 + }, + { + "p": 0.10096317529678345, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.8143595457077026, + "val_loss": 0.8555100560188293, + "acc": 71.58, + "time": 96.64791169692762, + "param": [ + { + "p": 0.17513833940029144, + "m": 1.0 + }, + { + "p": 0.0009761450346559286, + "m": 1.0 + }, + { + "p": 0.10497849434614182, + "m": 1.0 + }, + { + "p": 0.03398546203970909, + "m": 1.0 + }, + { + "p": 0.08532412350177765, + "m": 1.0 + }, + { + "p": 0.12436506897211075, + "m": 1.0 + }, + { + "p": 0.04175044223666191, + "m": 1.0 + }, + { + "p": 0.08120234310626984, + "m": 1.0 + }, + { + "p": 0.0030652733985334635, + "m": 1.0 + }, + { + "p": 0.010680818930268288, + "m": 1.0 + }, + { + "p": 0.023846138268709183, + "m": 1.0 + }, + { + "p": 0.08137153089046478, + "m": 1.0 + }, + { + "p": 0.1485471874475479, + "m": 1.0 + }, + { + "p": 0.08476867526769638, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.001747965812683, + "val_loss": 0.8640146851539612, + "acc": 71.71, + "time": 96.91302950098179, + "param": [ + { + "p": 0.2002895474433899, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1159704253077507, + "m": 1.0 + }, + { + "p": 0.025374971330165863, + "m": 1.0 + }, + { + "p": 0.09865345805883408, + "m": 1.0 + }, + { + "p": 0.11204835027456284, + "m": 1.0 + }, + { + "p": 0.023773543536663055, + "m": 1.0 + }, + { + "p": 0.0727604404091835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005395653657615185, + "m": 1.0 + }, + { + "p": 0.028569312766194344, + "m": 1.0 + }, + { + "p": 0.07834839820861816, + "m": 1.0 + }, + { + "p": 0.15543825924396515, + "m": 1.0 + }, + { + "p": 0.08337771147489548, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.9981601238250732, + "val_loss": 0.7944167852401733, + "acc": 72.07, + "time": 92.4815726170782, + "param": [ + { + "p": 0.2202499657869339, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1279347687959671, + "m": 1.0 + }, + { + "p": 0.014241036958992481, + "m": 1.0 + }, + { + "p": 0.1061439961194992, + "m": 1.0 + }, + { + "p": 0.11154169589281082, + "m": 1.0 + }, + { + "p": 0.007777901366353035, + "m": 1.0 + }, + { + "p": 0.07157179713249207, + "m": 1.0 + }, + { + "p": 0.0017795731546357274, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030294908210635185, + "m": 1.0 + }, + { + "p": 0.08242706209421158, + "m": 1.0 + }, + { + "p": 0.15453986823558807, + "m": 1.0 + }, + { + "p": 0.07149740308523178, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.7316207885742188, + "val_loss": 0.846896231174469, + "acc": 71.59, + "time": 96.16000673989765, + "param": [ + { + "p": 0.2066536247730255, + "m": 1.0 + }, + { + "p": 0.0035638236440718174, + "m": 1.0 + }, + { + "p": 0.13454191386699677, + "m": 1.0 + }, + { + "p": 0.03366049379110336, + "m": 1.0 + }, + { + "p": 0.10663794726133347, + "m": 1.0 + }, + { + "p": 0.10621584206819534, + "m": 1.0 + }, + { + "p": 0.013600590638816357, + "m": 1.0 + }, + { + "p": 0.058415431529283524, + "m": 1.0 + }, + { + "p": 0.0044860015623271465, + "m": 1.0 + }, + { + "p": 0.010383088141679764, + "m": 1.0 + }, + { + "p": 0.03519289195537567, + "m": 1.0 + }, + { + "p": 0.08601931482553482, + "m": 1.0 + }, + { + "p": 0.12408333271741867, + "m": 1.0 + }, + { + "p": 0.0765456110239029, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.9493698477745056, + "val_loss": 0.7377931475639343, + "acc": 72.83, + "time": 91.58105154288933, + "param": [ + { + "p": 0.18648971617221832, + "m": 1.0 + }, + { + "p": 0.019715357571840286, + "m": 1.0 + }, + { + "p": 0.12684224545955658, + "m": 1.0 + }, + { + "p": 0.039222341030836105, + "m": 1.0 + }, + { + "p": 0.10244467109441757, + "m": 1.0 + }, + { + "p": 0.09859451651573181, + "m": 1.0 + }, + { + "p": 0.03417728468775749, + "m": 1.0 + }, + { + "p": 0.04851112887263298, + "m": 1.0 + }, + { + "p": 0.0030894028022885323, + "m": 1.0 + }, + { + "p": 0.025295108556747437, + "m": 1.0 + }, + { + "p": 0.036711640655994415, + "m": 1.0 + }, + { + "p": 0.09072057157754898, + "m": 1.0 + }, + { + "p": 0.11248765885829926, + "m": 1.0 + }, + { + "p": 0.0756983831524849, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.7975919246673584, + "val_loss": 0.7896857261657715, + "acc": 71.68, + "time": 89.17931267991662, + "param": [ + { + "p": 0.19352297484874725, + "m": 1.0 + }, + { + "p": 0.000634246040135622, + "m": 1.0 + }, + { + "p": 0.13322004675865173, + "m": 1.0 + }, + { + "p": 0.02895243465900421, + "m": 1.0 + }, + { + "p": 0.0907650962471962, + "m": 1.0 + }, + { + "p": 0.10377958416938782, + "m": 1.0 + }, + { + "p": 0.02609931491315365, + "m": 1.0 + }, + { + "p": 0.05229836329817772, + "m": 1.0 + }, + { + "p": 0.00011671184620354325, + "m": 1.0 + }, + { + "p": 0.04925502836704254, + "m": 1.0 + }, + { + "p": 0.03726184368133545, + "m": 1.0 + }, + { + "p": 0.0884658619761467, + "m": 1.0 + }, + { + "p": 0.11779282242059708, + "m": 1.0 + }, + { + "p": 0.07783570140600204, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.1618952751159668, + "val_loss": 0.807356595993042, + "acc": 72.29, + "time": 97.25607710308395, + "param": [ + { + "p": 0.2097245752811432, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13994261622428894, + "m": 1.0 + }, + { + "p": 0.018065165728330612, + "m": 1.0 + }, + { + "p": 0.08272033929824829, + "m": 1.0 + }, + { + "p": 0.12326676398515701, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07436873763799667, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05762152746319771, + "m": 1.0 + }, + { + "p": 0.03349553793668747, + "m": 1.0 + }, + { + "p": 0.07210252434015274, + "m": 1.0 + }, + { + "p": 0.1162240207195282, + "m": 1.0 + }, + { + "p": 0.07246816158294678, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.7240069508552551, + "val_loss": 0.7125741243362427, + "acc": 71.93, + "time": 88.64084383682348, + "param": [ + { + "p": 0.2401195466518402, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.152750164270401, + "m": 1.0 + }, + { + "p": 0.001893303357064724, + "m": 1.0 + }, + { + "p": 0.07607543468475342, + "m": 1.0 + }, + { + "p": 0.14777880907058716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09374130517244339, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06451637297868729, + "m": 1.0 + }, + { + "p": 0.01899033412337303, + "m": 1.0 + }, + { + "p": 0.048663970082998276, + "m": 1.0 + }, + { + "p": 0.11124974489212036, + "m": 1.0 + }, + { + "p": 0.04422102868556976, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.7199122309684753, + "val_loss": 0.7951158285140991, + "acc": 72.43, + "time": 88.6181960629765, + "param": [ + { + "p": 0.23424842953681946, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14498396217823029, + "m": 1.0 + }, + { + "p": 0.0029288120567798615, + "m": 1.0 + }, + { + "p": 0.0650101751089096, + "m": 1.0 + }, + { + "p": 0.14272916316986084, + "m": 1.0 + }, + { + "p": 0.0054034274071455, + "m": 1.0 + }, + { + "p": 0.10617316514253616, + "m": 1.0 + }, + { + "p": 0.014060253277420998, + "m": 1.0 + }, + { + "p": 0.08989129960536957, + "m": 1.0 + }, + { + "p": 0.01645580306649208, + "m": 1.0 + }, + { + "p": 0.03437561169266701, + "m": 1.0 + }, + { + "p": 0.10636342316865921, + "m": 1.0 + }, + { + "p": 0.03737647831439972, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.9896058440208435, + "val_loss": 0.7882629632949829, + "acc": 72.75, + "time": 85.53330434090458, + "param": [ + { + "p": 0.1963220238685608, + "m": 1.0 + }, + { + "p": 0.0055475193075835705, + "m": 1.0 + }, + { + "p": 0.12320186197757721, + "m": 1.0 + }, + { + "p": 0.01859692856669426, + "m": 1.0 + }, + { + "p": 0.075874924659729, + "m": 1.0 + }, + { + "p": 0.11224942654371262, + "m": 1.0 + }, + { + "p": 0.028864191845059395, + "m": 1.0 + }, + { + "p": 0.10671988129615784, + "m": 1.0 + }, + { + "p": 0.032864946871995926, + "m": 1.0 + }, + { + "p": 0.09189513325691223, + "m": 1.0 + }, + { + "p": 0.029460176825523376, + "m": 1.0 + }, + { + "p": 0.033889081329107285, + "m": 1.0 + }, + { + "p": 0.09148357063531876, + "m": 1.0 + }, + { + "p": 0.053030356764793396, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.7722094655036926, + "val_loss": 0.845997154712677, + "acc": 71.77, + "time": 92.42694287095219, + "param": [ + { + "p": 0.16227443516254425, + "m": 1.0 + }, + { + "p": 0.002216900000348687, + "m": 1.0 + }, + { + "p": 0.10789386183023453, + "m": 1.0 + }, + { + "p": 0.042647212743759155, + "m": 1.0 + }, + { + "p": 0.08156532049179077, + "m": 1.0 + }, + { + "p": 0.09649638086557388, + "m": 1.0 + }, + { + "p": 0.050401076674461365, + "m": 1.0 + }, + { + "p": 0.08546245843172073, + "m": 1.0 + }, + { + "p": 0.047908756881952286, + "m": 1.0 + }, + { + "p": 0.09199843555688858, + "m": 1.0 + }, + { + "p": 0.042376596480607986, + "m": 1.0 + }, + { + "p": 0.03774304315447807, + "m": 1.0 + }, + { + "p": 0.07631217688322067, + "m": 1.0 + }, + { + "p": 0.07470337301492691, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.9611683487892151, + "val_loss": 0.7251959443092346, + "acc": 72.67, + "time": 94.79599824803881, + "param": [ + { + "p": 0.1508210003376007, + "m": 1.0 + }, + { + "p": 0.017756516113877296, + "m": 1.0 + }, + { + "p": 0.10054478794336319, + "m": 1.0 + }, + { + "p": 0.03866870701313019, + "m": 1.0 + }, + { + "p": 0.08499874919652939, + "m": 1.0 + }, + { + "p": 0.09721468389034271, + "m": 1.0 + }, + { + "p": 0.04501698911190033, + "m": 1.0 + }, + { + "p": 0.08035940676927567, + "m": 1.0 + }, + { + "p": 0.06519673764705658, + "m": 1.0 + }, + { + "p": 0.07628420740365982, + "m": 1.0 + }, + { + "p": 0.022408917546272278, + "m": 1.0 + }, + { + "p": 0.044255390763282776, + "m": 1.0 + }, + { + "p": 0.0877402275800705, + "m": 1.0 + }, + { + "p": 0.08873361349105835, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.8234327435493469, + "val_loss": 0.9196546673774719, + "acc": 73.07, + "time": 94.27162541309372, + "param": [ + { + "p": 0.13894023001194, + "m": 1.0 + }, + { + "p": 0.03126724809408188, + "m": 1.0 + }, + { + "p": 0.08921895176172256, + "m": 1.0 + }, + { + "p": 0.04814516380429268, + "m": 1.0 + }, + { + "p": 0.08081748336553574, + "m": 1.0 + }, + { + "p": 0.08494457602500916, + "m": 1.0 + }, + { + "p": 0.036659080535173416, + "m": 1.0 + }, + { + "p": 0.07598523050546646, + "m": 1.0 + }, + { + "p": 0.07855973392724991, + "m": 1.0 + }, + { + "p": 0.07223775237798691, + "m": 1.0 + }, + { + "p": 0.01935252547264099, + "m": 1.0 + }, + { + "p": 0.049742087721824646, + "m": 1.0 + }, + { + "p": 0.10156393051147461, + "m": 1.0 + }, + { + "p": 0.09256605058908463, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.9378965497016907, + "val_loss": 0.8593114018440247, + "acc": 72.06, + "time": 96.73401847411878, + "param": [ + { + "p": 0.14884187281131744, + "m": 1.0 + }, + { + "p": 0.0232731644064188, + "m": 1.0 + }, + { + "p": 0.09260676801204681, + "m": 1.0 + }, + { + "p": 0.05906005948781967, + "m": 1.0 + }, + { + "p": 0.08101316541433334, + "m": 1.0 + }, + { + "p": 0.09424016624689102, + "m": 1.0 + }, + { + "p": 0.026851767674088478, + "m": 1.0 + }, + { + "p": 0.062331218272447586, + "m": 1.0 + }, + { + "p": 0.08382056653499603, + "m": 1.0 + }, + { + "p": 0.05572495236992836, + "m": 1.0 + }, + { + "p": 0.00535163888707757, + "m": 1.0 + }, + { + "p": 0.06625563651323318, + "m": 1.0 + }, + { + "p": 0.0983579158782959, + "m": 1.0 + }, + { + "p": 0.1022711768746376, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.0103533267974854, + "val_loss": 0.735595166683197, + "acc": 71.74, + "time": 90.169211108936, + "param": [ + { + "p": 0.163087859749794, + "m": 1.0 + }, + { + "p": 0.012252794578671455, + "m": 1.0 + }, + { + "p": 0.09678663313388824, + "m": 1.0 + }, + { + "p": 0.048607002943754196, + "m": 1.0 + }, + { + "p": 0.06649727374315262, + "m": 1.0 + }, + { + "p": 0.10401424020528793, + "m": 1.0 + }, + { + "p": 0.04584703966975212, + "m": 1.0 + }, + { + "p": 0.05631627142429352, + "m": 1.0 + }, + { + "p": 0.07845143973827362, + "m": 1.0 + }, + { + "p": 0.050475891679525375, + "m": 1.0 + }, + { + "p": 0.0012403414584696293, + "m": 1.0 + }, + { + "p": 0.08012086153030396, + "m": 1.0 + }, + { + "p": 0.0931755006313324, + "m": 1.0 + }, + { + "p": 0.1031269058585167, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.8750959634780884, + "val_loss": 0.6430515646934509, + "acc": 72.7, + "time": 91.00780043494888, + "param": [ + { + "p": 0.157417431473732, + "m": 1.0 + }, + { + "p": 0.0034724425058811903, + "m": 1.0 + }, + { + "p": 0.08942107111215591, + "m": 1.0 + }, + { + "p": 0.043700236827135086, + "m": 1.0 + }, + { + "p": 0.06956131756305695, + "m": 1.0 + }, + { + "p": 0.11119840294122696, + "m": 1.0 + }, + { + "p": 0.0680660754442215, + "m": 1.0 + }, + { + "p": 0.05055513232946396, + "m": 1.0 + }, + { + "p": 0.07639539241790771, + "m": 1.0 + }, + { + "p": 0.045700591057538986, + "m": 1.0 + }, + { + "p": 0.009338255040347576, + "m": 1.0 + }, + { + "p": 0.0871349349617958, + "m": 1.0 + }, + { + "p": 0.09054466336965561, + "m": 1.0 + }, + { + "p": 0.09749405831098557, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.0617209672927856, + "val_loss": 0.7854328751564026, + "acc": 72.18, + "time": 88.74063925188966, + "param": [ + { + "p": 0.16008079051971436, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08186138421297073, + "m": 1.0 + }, + { + "p": 0.030635502189397812, + "m": 1.0 + }, + { + "p": 0.07833822816610336, + "m": 1.0 + }, + { + "p": 0.12113402038812637, + "m": 1.0 + }, + { + "p": 0.08434990048408508, + "m": 1.0 + }, + { + "p": 0.04558650031685829, + "m": 1.0 + }, + { + "p": 0.075466588139534, + "m": 1.0 + }, + { + "p": 0.045610733330249786, + "m": 1.0 + }, + { + "p": 0.016715502366423607, + "m": 1.0 + }, + { + "p": 0.09333094209432602, + "m": 1.0 + }, + { + "p": 0.08258598297834396, + "m": 1.0 + }, + { + "p": 0.08430393040180206, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.8836968541145325, + "val_loss": 0.7864220142364502, + "acc": 73.38, + "time": 88.55723886098713, + "param": [ + { + "p": 0.16027429699897766, + "m": 1.0 + }, + { + "p": 0.004189804196357727, + "m": 1.0 + }, + { + "p": 0.08066171407699585, + "m": 1.0 + }, + { + "p": 0.025210777297616005, + "m": 1.0 + }, + { + "p": 0.08150499314069748, + "m": 1.0 + }, + { + "p": 0.11885529011487961, + "m": 1.0 + }, + { + "p": 0.09041959047317505, + "m": 1.0 + }, + { + "p": 0.06177271902561188, + "m": 1.0 + }, + { + "p": 0.08213222771883011, + "m": 1.0 + }, + { + "p": 0.04997009038925171, + "m": 1.0 + }, + { + "p": 0.007935730740427971, + "m": 1.0 + }, + { + "p": 0.08907997608184814, + "m": 1.0 + }, + { + "p": 0.07332826405763626, + "m": 1.0 + }, + { + "p": 0.07466457039117813, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.9730718731880188, + "val_loss": 0.8264879584312439, + "acc": 72.87, + "time": 98.81434977590106, + "param": [ + { + "p": 0.14965446293354034, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09104501456022263, + "m": 1.0 + }, + { + "p": 0.023286137729883194, + "m": 1.0 + }, + { + "p": 0.0819266065955162, + "m": 1.0 + }, + { + "p": 0.1045398935675621, + "m": 1.0 + }, + { + "p": 0.09398110210895538, + "m": 1.0 + }, + { + "p": 0.06557416915893555, + "m": 1.0 + }, + { + "p": 0.07751405239105225, + "m": 1.0 + }, + { + "p": 0.06064579635858536, + "m": 1.0 + }, + { + "p": 0.01182335615158081, + "m": 1.0 + }, + { + "p": 0.097259521484375, + "m": 1.0 + }, + { + "p": 0.07509247213602066, + "m": 1.0 + }, + { + "p": 0.06765735149383545, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.8533200025558472, + "val_loss": 0.8122671246528625, + "acc": 72.65, + "time": 93.28710170299746, + "param": [ + { + "p": 0.1669347584247589, + "m": 1.0 + }, + { + "p": 0.0055883643217384815, + "m": 1.0 + }, + { + "p": 0.10584814846515656, + "m": 1.0 + }, + { + "p": 0.018818819895386696, + "m": 1.0 + }, + { + "p": 0.07634616643190384, + "m": 1.0 + }, + { + "p": 0.09500452876091003, + "m": 1.0 + }, + { + "p": 0.09335757046937943, + "m": 1.0 + }, + { + "p": 0.06981619447469711, + "m": 1.0 + }, + { + "p": 0.06863359361886978, + "m": 1.0 + }, + { + "p": 0.029317554086446762, + "m": 1.0 + }, + { + "p": 0.010964714922010899, + "m": 1.0 + }, + { + "p": 0.12194816768169403, + "m": 1.0 + }, + { + "p": 0.06821336597204208, + "m": 1.0 + }, + { + "p": 0.06920798122882843, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.7790231704711914, + "val_loss": 0.7355555891990662, + "acc": 72.51, + "time": 93.00627821497619, + "param": [ + { + "p": 0.15447163581848145, + "m": 1.0 + }, + { + "p": 0.026559753343462944, + "m": 1.0 + }, + { + "p": 0.11585883051156998, + "m": 1.0 + }, + { + "p": 0.020893080160021782, + "m": 1.0 + }, + { + "p": 0.06714781373739243, + "m": 1.0 + }, + { + "p": 0.0833926871418953, + "m": 1.0 + }, + { + "p": 0.07813997566699982, + "m": 1.0 + }, + { + "p": 0.07704860717058182, + "m": 1.0 + }, + { + "p": 0.0781911239027977, + "m": 1.0 + }, + { + "p": 0.022767258808016777, + "m": 1.0 + }, + { + "p": 0.024645403027534485, + "m": 1.0 + }, + { + "p": 0.12080888450145721, + "m": 1.0 + }, + { + "p": 0.05457167327404022, + "m": 1.0 + }, + { + "p": 0.07550319284200668, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.9189009070396423, + "val_loss": 0.7432374358177185, + "acc": 73.2, + "time": 97.8245271970518, + "param": [ + { + "p": 0.14045044779777527, + "m": 1.0 + }, + { + "p": 0.03441227972507477, + "m": 1.0 + }, + { + "p": 0.12406562268733978, + "m": 1.0 + }, + { + "p": 0.021332688629627228, + "m": 1.0 + }, + { + "p": 0.05558176338672638, + "m": 1.0 + }, + { + "p": 0.07071539014577866, + "m": 1.0 + }, + { + "p": 0.05949597805738449, + "m": 1.0 + }, + { + "p": 0.07904066890478134, + "m": 1.0 + }, + { + "p": 0.08329171687364578, + "m": 1.0 + }, + { + "p": 0.02830769121646881, + "m": 1.0 + }, + { + "p": 0.05529959872364998, + "m": 1.0 + }, + { + "p": 0.11380607634782791, + "m": 1.0 + }, + { + "p": 0.055320825427770615, + "m": 1.0 + }, + { + "p": 0.07887916266918182, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.766245424747467, + "val_loss": 0.8489965200424194, + "acc": 72.87, + "time": 101.1930815151427, + "param": [ + { + "p": 0.1353522092103958, + "m": 1.0 + }, + { + "p": 0.04078907147049904, + "m": 1.0 + }, + { + "p": 0.11492729932069778, + "m": 1.0 + }, + { + "p": 0.030556702986359596, + "m": 1.0 + }, + { + "p": 0.0488286092877388, + "m": 1.0 + }, + { + "p": 0.08167820423841476, + "m": 1.0 + }, + { + "p": 0.04211270064115524, + "m": 1.0 + }, + { + "p": 0.07533572614192963, + "m": 1.0 + }, + { + "p": 0.0826362818479538, + "m": 1.0 + }, + { + "p": 0.022947529330849648, + "m": 1.0 + }, + { + "p": 0.06511150300502777, + "m": 1.0 + }, + { + "p": 0.10630793124437332, + "m": 1.0 + }, + { + "p": 0.06633294373750687, + "m": 1.0 + }, + { + "p": 0.08708331733942032, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.7266247272491455, + "val_loss": 0.8334338665008545, + "acc": 72.96, + "time": 98.86349862697534, + "param": [ + { + "p": 0.12752507627010345, + "m": 1.0 + }, + { + "p": 0.036601874977350235, + "m": 1.0 + }, + { + "p": 0.09217227250337601, + "m": 1.0 + }, + { + "p": 0.023213714361190796, + "m": 1.0 + }, + { + "p": 0.03671717643737793, + "m": 1.0 + }, + { + "p": 0.10336697101593018, + "m": 1.0 + }, + { + "p": 0.035112977027893066, + "m": 1.0 + }, + { + "p": 0.07853514701128006, + "m": 1.0 + }, + { + "p": 0.0763041228055954, + "m": 1.0 + }, + { + "p": 0.025784067809581757, + "m": 1.0 + }, + { + "p": 0.05878351256251335, + "m": 1.0 + }, + { + "p": 0.10896811634302139, + "m": 1.0 + }, + { + "p": 0.08694574236869812, + "m": 1.0 + }, + { + "p": 0.10996925085783005, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.7355031967163086, + "val_loss": 0.7709565758705139, + "acc": 73.29, + "time": 82.86367473495193, + "param": [ + { + "p": 0.14686539769172668, + "m": 1.0 + }, + { + "p": 0.026384375989437103, + "m": 1.0 + }, + { + "p": 0.08134712278842926, + "m": 1.0 + }, + { + "p": 0.006559181958436966, + "m": 1.0 + }, + { + "p": 0.03217112645506859, + "m": 1.0 + }, + { + "p": 0.1184413954615593, + "m": 1.0 + }, + { + "p": 0.034498151391744614, + "m": 1.0 + }, + { + "p": 0.08167339861392975, + "m": 1.0 + }, + { + "p": 0.07973497360944748, + "m": 1.0 + }, + { + "p": 0.014235185459256172, + "m": 1.0 + }, + { + "p": 0.03685471788048744, + "m": 1.0 + }, + { + "p": 0.11024550348520279, + "m": 1.0 + }, + { + "p": 0.10376935452222824, + "m": 1.0 + }, + { + "p": 0.1272200644016266, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.8142055869102478, + "val_loss": 0.7841002941131592, + "acc": 72.9, + "time": 93.17536655184813, + "param": [ + { + "p": 0.13774028420448303, + "m": 1.0 + }, + { + "p": 0.032936882227659225, + "m": 1.0 + }, + { + "p": 0.06448837369680405, + "m": 1.0 + }, + { + "p": 0.00244012288749218, + "m": 1.0 + }, + { + "p": 0.0456351675093174, + "m": 1.0 + }, + { + "p": 0.11530749499797821, + "m": 1.0 + }, + { + "p": 0.05291241034865379, + "m": 1.0 + }, + { + "p": 0.08816416561603546, + "m": 1.0 + }, + { + "p": 0.0760788545012474, + "m": 1.0 + }, + { + "p": 0.021830299869179726, + "m": 1.0 + }, + { + "p": 0.03892042860388756, + "m": 1.0 + }, + { + "p": 0.09341923147439957, + "m": 1.0 + }, + { + "p": 0.11144784837961197, + "m": 1.0 + }, + { + "p": 0.11867835372686386, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.8182623982429504, + "val_loss": 0.7602131366729736, + "acc": 72.36, + "time": 95.81863038311712, + "param": [ + { + "p": 0.12680265307426453, + "m": 1.0 + }, + { + "p": 0.04754991456866264, + "m": 1.0 + }, + { + "p": 0.05771004036068916, + "m": 1.0 + }, + { + "p": 0.013512924313545227, + "m": 1.0 + }, + { + "p": 0.051984164863824844, + "m": 1.0 + }, + { + "p": 0.10226892679929733, + "m": 1.0 + }, + { + "p": 0.06776539236307144, + "m": 1.0 + }, + { + "p": 0.08052610605955124, + "m": 1.0 + }, + { + "p": 0.06650187820196152, + "m": 1.0 + }, + { + "p": 0.03131556883454323, + "m": 1.0 + }, + { + "p": 0.04146546870470047, + "m": 1.0 + }, + { + "p": 0.08671509474515915, + "m": 1.0 + }, + { + "p": 0.12308988720178604, + "m": 1.0 + }, + { + "p": 0.10279189795255661, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.1415742635726929, + "val_loss": 0.8530397415161133, + "acc": 72.79, + "time": 83.61804836289957, + "param": [ + { + "p": 0.1284932941198349, + "m": 1.0 + }, + { + "p": 0.05559537932276726, + "m": 1.0 + }, + { + "p": 0.05925750732421875, + "m": 1.0 + }, + { + "p": 0.02110699750483036, + "m": 1.0 + }, + { + "p": 0.051844850182533264, + "m": 1.0 + }, + { + "p": 0.08896122127771378, + "m": 1.0 + }, + { + "p": 0.07166607677936554, + "m": 1.0 + }, + { + "p": 0.06979012489318848, + "m": 1.0 + }, + { + "p": 0.05970630422234535, + "m": 1.0 + }, + { + "p": 0.04155530780553818, + "m": 1.0 + }, + { + "p": 0.030030133202672005, + "m": 1.0 + }, + { + "p": 0.08955974876880646, + "m": 1.0 + }, + { + "p": 0.138466939330101, + "m": 1.0 + }, + { + "p": 0.09396614879369736, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.0276305675506592, + "val_loss": 0.874138593673706, + "acc": 72.22, + "time": 92.45894344197586, + "param": [ + { + "p": 0.14186681807041168, + "m": 1.0 + }, + { + "p": 0.06558068096637726, + "m": 1.0 + }, + { + "p": 0.05067727342247963, + "m": 1.0 + }, + { + "p": 0.010258421301841736, + "m": 1.0 + }, + { + "p": 0.0672069787979126, + "m": 1.0 + }, + { + "p": 0.09246634691953659, + "m": 1.0 + }, + { + "p": 0.06977252662181854, + "m": 1.0 + }, + { + "p": 0.05701887607574463, + "m": 1.0 + }, + { + "p": 0.04547940939664841, + "m": 1.0 + }, + { + "p": 0.03111352026462555, + "m": 1.0 + }, + { + "p": 0.0174983162432909, + "m": 1.0 + }, + { + "p": 0.0854550376534462, + "m": 1.0 + }, + { + "p": 0.15636718273162842, + "m": 1.0 + }, + { + "p": 0.10923857986927032, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.9656783938407898, + "val_loss": 0.903567373752594, + "acc": 73.34, + "time": 87.49862036993727, + "param": [ + { + "p": 0.13082697987556458, + "m": 1.0 + }, + { + "p": 0.07252250611782074, + "m": 1.0 + }, + { + "p": 0.051655642688274384, + "m": 1.0 + }, + { + "p": 0.016526123508810997, + "m": 1.0 + }, + { + "p": 0.08140609413385391, + "m": 1.0 + }, + { + "p": 0.08010263741016388, + "m": 1.0 + }, + { + "p": 0.05409664288163185, + "m": 1.0 + }, + { + "p": 0.07058749347925186, + "m": 1.0 + }, + { + "p": 0.027709055691957474, + "m": 1.0 + }, + { + "p": 0.021952850744128227, + "m": 1.0 + }, + { + "p": 0.04791468009352684, + "m": 1.0 + }, + { + "p": 0.07976800203323364, + "m": 1.0 + }, + { + "p": 0.154549703001976, + "m": 1.0 + }, + { + "p": 0.11038157343864441, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.9091364741325378, + "val_loss": 0.7472467422485352, + "acc": 73.26, + "time": 89.67218322400004, + "param": [ + { + "p": 0.11357323825359344, + "m": 1.0 + }, + { + "p": 0.08276373147964478, + "m": 1.0 + }, + { + "p": 0.047057706862688065, + "m": 1.0 + }, + { + "p": 0.014874999411404133, + "m": 1.0 + }, + { + "p": 0.0822526216506958, + "m": 1.0 + }, + { + "p": 0.07285316288471222, + "m": 1.0 + }, + { + "p": 0.03519364446401596, + "m": 1.0 + }, + { + "p": 0.07508828490972519, + "m": 1.0 + }, + { + "p": 0.01845964975655079, + "m": 1.0 + }, + { + "p": 0.028866305947303772, + "m": 1.0 + }, + { + "p": 0.0845954641699791, + "m": 1.0 + }, + { + "p": 0.08200056105852127, + "m": 1.0 + }, + { + "p": 0.14594368636608124, + "m": 1.0 + }, + { + "p": 0.11647698283195496, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.8619137406349182, + "val_loss": 0.7950798869132996, + "acc": 72.16, + "time": 99.23696966306306, + "param": [ + { + "p": 0.0929373949766159, + "m": 1.0 + }, + { + "p": 0.08989860862493515, + "m": 1.0 + }, + { + "p": 0.07270241528749466, + "m": 1.0 + }, + { + "p": 0.0066387346014380455, + "m": 1.0 + }, + { + "p": 0.06896203011274338, + "m": 1.0 + }, + { + "p": 0.08081492781639099, + "m": 1.0 + }, + { + "p": 0.03439681977033615, + "m": 1.0 + }, + { + "p": 0.06803050637245178, + "m": 1.0 + }, + { + "p": 0.023705024272203445, + "m": 1.0 + }, + { + "p": 0.051197752356529236, + "m": 1.0 + }, + { + "p": 0.07948216050863266, + "m": 1.0 + }, + { + "p": 0.08360014855861664, + "m": 1.0 + }, + { + "p": 0.13339880108833313, + "m": 1.0 + }, + { + "p": 0.11423470079898834, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.020094871520996, + "val_loss": 0.8412219285964966, + "acc": 72.84, + "time": 88.85461495514028, + "param": [ + { + "p": 0.08623291552066803, + "m": 1.0 + }, + { + "p": 0.07596010714769363, + "m": 1.0 + }, + { + "p": 0.10166560113430023, + "m": 1.0 + }, + { + "p": 0.01854897290468216, + "m": 1.0 + }, + { + "p": 0.05645032599568367, + "m": 1.0 + }, + { + "p": 0.07741529494524002, + "m": 1.0 + }, + { + "p": 0.04696749150753021, + "m": 1.0 + }, + { + "p": 0.06416216492652893, + "m": 1.0 + }, + { + "p": 0.03980710357427597, + "m": 1.0 + }, + { + "p": 0.05911405384540558, + "m": 1.0 + }, + { + "p": 0.06704899668693542, + "m": 1.0 + }, + { + "p": 0.08104181289672852, + "m": 1.0 + }, + { + "p": 0.11687950789928436, + "m": 1.0 + }, + { + "p": 0.10870571434497833, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.8644894361495972, + "val_loss": 0.7103457450866699, + "acc": 72.96, + "time": 85.8551363851875, + "param": [ + { + "p": 0.08363736420869827, + "m": 1.0 + }, + { + "p": 0.059293232858181, + "m": 1.0 + }, + { + "p": 0.13061115145683289, + "m": 1.0 + }, + { + "p": 0.024841103702783585, + "m": 1.0 + }, + { + "p": 0.06783129274845123, + "m": 1.0 + }, + { + "p": 0.0694677084684372, + "m": 1.0 + }, + { + "p": 0.051332395523786545, + "m": 1.0 + }, + { + "p": 0.06269533187150955, + "m": 1.0 + }, + { + "p": 0.04886183515191078, + "m": 1.0 + }, + { + "p": 0.06879538297653198, + "m": 1.0 + }, + { + "p": 0.057293929159641266, + "m": 1.0 + }, + { + "p": 0.07530990242958069, + "m": 1.0 + }, + { + "p": 0.09726813435554504, + "m": 1.0 + }, + { + "p": 0.10276118665933609, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.8177101016044617, + "val_loss": 0.8755913376808167, + "acc": 72.69, + "time": 84.62967640999705, + "param": [ + { + "p": 0.08614391088485718, + "m": 1.0 + }, + { + "p": 0.058689095079898834, + "m": 1.0 + }, + { + "p": 0.12703217566013336, + "m": 1.0 + }, + { + "p": 0.021760854870080948, + "m": 1.0 + }, + { + "p": 0.07056818157434464, + "m": 1.0 + }, + { + "p": 0.07092156261205673, + "m": 1.0 + }, + { + "p": 0.04207341745495796, + "m": 1.0 + }, + { + "p": 0.0651269257068634, + "m": 1.0 + }, + { + "p": 0.062081336975097656, + "m": 1.0 + }, + { + "p": 0.08473043888807297, + "m": 1.0 + }, + { + "p": 0.05611562728881836, + "m": 1.0 + }, + { + "p": 0.06483367830514908, + "m": 1.0 + }, + { + "p": 0.0930878072977066, + "m": 1.0 + }, + { + "p": 0.09683497995138168, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.8214651346206665, + "val_loss": 0.7965679168701172, + "acc": 73.38, + "time": 94.63235719478689, + "param": [ + { + "p": 0.08930101245641708, + "m": 1.0 + }, + { + "p": 0.05814208462834358, + "m": 1.0 + }, + { + "p": 0.12425103783607483, + "m": 1.0 + }, + { + "p": 0.030921636149287224, + "m": 1.0 + }, + { + "p": 0.06560250371694565, + "m": 1.0 + }, + { + "p": 0.06151612475514412, + "m": 1.0 + }, + { + "p": 0.04053588956594467, + "m": 1.0 + }, + { + "p": 0.05873759090900421, + "m": 1.0 + }, + { + "p": 0.07027720659971237, + "m": 1.0 + }, + { + "p": 0.09314349293708801, + "m": 1.0 + }, + { + "p": 0.05845493823289871, + "m": 1.0 + }, + { + "p": 0.07230900228023529, + "m": 1.0 + }, + { + "p": 0.09038278460502625, + "m": 1.0 + }, + { + "p": 0.08642461150884628, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.8211020231246948, + "val_loss": 0.9938367605209351, + "acc": 73.47, + "time": 89.61544609791599, + "param": [ + { + "p": 0.08877454698085785, + "m": 1.0 + }, + { + "p": 0.05050962045788765, + "m": 1.0 + }, + { + "p": 0.124558225274086, + "m": 1.0 + }, + { + "p": 0.030221443623304367, + "m": 1.0 + }, + { + "p": 0.05037764459848404, + "m": 1.0 + }, + { + "p": 0.055126167833805084, + "m": 1.0 + }, + { + "p": 0.03493829816579819, + "m": 1.0 + }, + { + "p": 0.04925251752138138, + "m": 1.0 + }, + { + "p": 0.06646449118852615, + "m": 1.0 + }, + { + "p": 0.09522683918476105, + "m": 1.0 + }, + { + "p": 0.07096081227064133, + "m": 1.0 + }, + { + "p": 0.09014300256967545, + "m": 1.0 + }, + { + "p": 0.10768834501504898, + "m": 1.0 + }, + { + "p": 0.08575807511806488, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.7847378849983215, + "val_loss": 0.9413072466850281, + "acc": 72.21, + "time": 88.23564432701096, + "param": [ + { + "p": 0.08975031971931458, + "m": 1.0 + }, + { + "p": 0.0269197728484869, + "m": 1.0 + }, + { + "p": 0.11452417820692062, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04108629748225212, + "m": 1.0 + }, + { + "p": 0.053107548505067825, + "m": 1.0 + }, + { + "p": 0.041601989418268204, + "m": 1.0 + }, + { + "p": 0.05058636888861656, + "m": 1.0 + }, + { + "p": 0.060784030705690384, + "m": 1.0 + }, + { + "p": 0.10633014887571335, + "m": 1.0 + }, + { + "p": 0.07501228153705597, + "m": 1.0 + }, + { + "p": 0.1273232251405716, + "m": 1.0 + }, + { + "p": 0.1289781630039215, + "m": 1.0 + }, + { + "p": 0.08399567008018494, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.7513859272003174, + "val_loss": 0.7988936305046082, + "acc": 73.71, + "time": 94.20117418817244, + "param": [ + { + "p": 0.08997052907943726, + "m": 1.0 + }, + { + "p": 0.0018781814724206924, + "m": 1.0 + }, + { + "p": 0.10234494507312775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017753764986991882, + "m": 1.0 + }, + { + "p": 0.06382357329130173, + "m": 1.0 + }, + { + "p": 0.056496310979127884, + "m": 1.0 + }, + { + "p": 0.05445266515016556, + "m": 1.0 + }, + { + "p": 0.04842131584882736, + "m": 1.0 + }, + { + "p": 0.11191369593143463, + "m": 1.0 + }, + { + "p": 0.08159222453832626, + "m": 1.0 + }, + { + "p": 0.1536049246788025, + "m": 1.0 + }, + { + "p": 0.13958127796649933, + "m": 1.0 + }, + { + "p": 0.07816654443740845, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.5559867024421692, + "val_loss": 0.9777397513389587, + "acc": 73.14, + "time": 86.23684875201434, + "param": [ + { + "p": 0.08764610439538956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09016412496566772, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006695411168038845, + "m": 1.0 + }, + { + "p": 0.060600120574235916, + "m": 1.0 + }, + { + "p": 0.07768663018941879, + "m": 1.0 + }, + { + "p": 0.04865795746445656, + "m": 1.0 + }, + { + "p": 0.027707064524292946, + "m": 1.0 + }, + { + "p": 0.10758174955844879, + "m": 1.0 + }, + { + "p": 0.08115024119615555, + "m": 1.0 + }, + { + "p": 0.18858560919761658, + "m": 1.0 + }, + { + "p": 0.14188291132450104, + "m": 1.0 + }, + { + "p": 0.08164206147193909, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.6443355679512024, + "val_loss": 0.660352885723114, + "acc": 73.37, + "time": 97.60684531391598, + "param": [ + { + "p": 0.09004268795251846, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06869662553071976, + "m": 1.0 + }, + { + "p": 0.0019539957866072655, + "m": 1.0 + }, + { + "p": 0.0404437817633152, + "m": 1.0 + }, + { + "p": 0.05177932605147362, + "m": 1.0 + }, + { + "p": 0.09854120016098022, + "m": 1.0 + }, + { + "p": 0.05178985744714737, + "m": 1.0 + }, + { + "p": 0.037461843341588974, + "m": 1.0 + }, + { + "p": 0.09076712280511856, + "m": 1.0 + }, + { + "p": 0.07123269885778427, + "m": 1.0 + }, + { + "p": 0.2087891697883606, + "m": 1.0 + }, + { + "p": 0.116546630859375, + "m": 1.0 + }, + { + "p": 0.07195499539375305, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json new file mode 100644 index 0000000..30730f9 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 68.79, + "Time": [ + 222.29767377250982, + 2.6490474592959 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2796523571014404, + "val_loss": 2.287771224975586, + "acc": 13.27, + "time": 222.22887557488866, + "param": [ + { + "p": 0.07642588019371033, + "m": 1.0 + }, + { + "p": 0.030262809246778488, + "m": 1.0 + }, + { + "p": 0.08315429836511612, + "m": 1.0 + }, + { + "p": 0.09397412836551666, + "m": 0.983030378818512 + }, + { + "p": 0.06239373981952667, + "m": 0.9735536575317383 + }, + { + "p": 0.09170723706483841, + "m": 0.9760423898696899 + }, + { + "p": 0.08760728687047958, + "m": 0.9835199117660522 + }, + { + "p": 0.086649589240551, + "m": 0.9747962951660156 + }, + { + "p": 0.0729047879576683, + "m": 0.9910036325454712 + }, + { + "p": 0.08828448504209518, + "m": 1.0 + }, + { + "p": 0.06462791562080383, + "m": 0.9994690418243408 + }, + { + "p": 0.0758812353014946, + "m": 1.0 + }, + { + "p": 0.05291251465678215, + "m": 1.0 + }, + { + "p": 0.03321405127644539, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.1098437309265137, + "val_loss": 2.106565237045288, + "acc": 21.28, + "time": 221.27406541188248, + "param": [ + { + "p": 0.08496946096420288, + "m": 1.0 + }, + { + "p": 0.047863103449344635, + "m": 1.0 + }, + { + "p": 0.07925973832607269, + "m": 1.0 + }, + { + "p": 0.09299542754888535, + "m": 0.9367104172706604 + }, + { + "p": 0.06850120425224304, + "m": 0.9108630418777466 + }, + { + "p": 0.09012183547019958, + "m": 0.943154513835907 + }, + { + "p": 0.08695578575134277, + "m": 0.9983184933662415 + }, + { + "p": 0.08570575714111328, + "m": 0.9275732040405273 + }, + { + "p": 0.07627980411052704, + "m": 0.9565019607543945 + }, + { + "p": 0.07710517197847366, + "m": 1.0 + }, + { + "p": 0.07513829320669174, + "m": 0.9627686738967896 + }, + { + "p": 0.07115549594163895, + "m": 0.9931182861328125 + }, + { + "p": 0.06394893676042557, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.19028902053833, + "val_loss": 2.0416100025177, + "acc": 24.35, + "time": 220.7131349570118, + "param": [ + { + "p": 0.08843161910772324, + "m": 1.0 + }, + { + "p": 0.03986135870218277, + "m": 1.0 + }, + { + "p": 0.08695438504219055, + "m": 1.0 + }, + { + "p": 0.07706229388713837, + "m": 0.9181090593338013 + }, + { + "p": 0.0768924206495285, + "m": 0.9218330979347229 + }, + { + "p": 0.08706994354724884, + "m": 0.9463409781455994 + }, + { + "p": 0.08631079643964767, + "m": 0.972991943359375 + }, + { + "p": 0.11265011876821518, + "m": 0.8902724385261536 + }, + { + "p": 0.07677390426397324, + "m": 0.9427238702774048 + }, + { + "p": 0.08118769526481628, + "m": 0.988856852054596 + }, + { + "p": 0.07498399913311005, + "m": 0.9434394836425781 + }, + { + "p": 0.04698484018445015, + "m": 0.9720730185508728 + }, + { + "p": 0.0648365393280983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.0381710529327393, + "val_loss": 1.8564529418945312, + "acc": 30.9, + "time": 222.47229902795516, + "param": [ + { + "p": 0.09999245405197144, + "m": 1.0 + }, + { + "p": 0.027093617245554924, + "m": 1.0 + }, + { + "p": 0.09841907769441605, + "m": 1.0 + }, + { + "p": 0.06129583716392517, + "m": 0.8534268736839294 + }, + { + "p": 0.08413664996623993, + "m": 0.9471521973609924 + }, + { + "p": 0.06787940114736557, + "m": 0.9660949110984802 + }, + { + "p": 0.08690366894006729, + "m": 0.9406852722167969 + }, + { + "p": 0.12055423110723495, + "m": 0.8548166751861572 + }, + { + "p": 0.0843799039721489, + "m": 0.9158281087875366 + }, + { + "p": 0.08588683605194092, + "m": 0.9776381254196167 + }, + { + "p": 0.0877140462398529, + "m": 0.9258220195770264 + }, + { + "p": 0.028513966128230095, + "m": 0.9477498531341553 + }, + { + "p": 0.06723032146692276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.070185899734497, + "val_loss": 1.9312310218811035, + "acc": 32.44, + "time": 227.7559739910066, + "param": [ + { + "p": 0.12620872259140015, + "m": 1.0 + }, + { + "p": 0.011404563672840595, + "m": 1.0 + }, + { + "p": 0.12073877453804016, + "m": 1.0 + }, + { + "p": 0.05607687309384346, + "m": 0.7879638075828552 + }, + { + "p": 0.08168313652276993, + "m": 0.9656098484992981 + }, + { + "p": 0.02814324013888836, + "m": 0.9903009533882141 + }, + { + "p": 0.09708236157894135, + "m": 0.9484691619873047 + }, + { + "p": 0.12340904027223587, + "m": 0.8180937767028809 + }, + { + "p": 0.08923891186714172, + "m": 0.8762022256851196 + }, + { + "p": 0.0931970402598381, + "m": 0.9659864902496338 + }, + { + "p": 0.09042482078075409, + "m": 0.8898115754127502 + }, + { + "p": 0.026225050911307335, + "m": 0.933200478553772 + }, + { + "p": 0.05616747960448265, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.0787739753723145, + "val_loss": 1.7494983673095703, + "acc": 36.48, + "time": 222.86335486802272, + "param": [ + { + "p": 0.1495846062898636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14966784417629242, + "m": 1.0 + }, + { + "p": 0.05173148959875107, + "m": 0.7451778054237366 + }, + { + "p": 0.0819709450006485, + "m": 0.9998281598091125 + }, + { + "p": 0.0, + "m": 0.9950305223464966 + }, + { + "p": 0.09072961658239365, + "m": 0.8914835453033447 + }, + { + "p": 0.13430212438106537, + "m": 0.7932618260383606 + }, + { + "p": 0.08762908726930618, + "m": 0.8290417790412903 + }, + { + "p": 0.12143710255622864, + "m": 0.9622981548309326 + }, + { + "p": 0.08451248705387115, + "m": 0.8260090947151184 + }, + { + "p": 0.0038474968168884516, + "m": 0.9299507141113281 + }, + { + "p": 0.0445871464908123, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.9495022296905518, + "val_loss": 1.670241117477417, + "acc": 37.87, + "time": 222.64697694894858, + "param": [ + { + "p": 0.15067318081855774, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1747613400220871, + "m": 1.0 + }, + { + "p": 0.046800024807453156, + "m": 0.7265439629554749 + }, + { + "p": 0.0704205259680748, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07224619388580322, + "m": 0.800350546836853 + }, + { + "p": 0.13001595437526703, + "m": 0.7766363620758057 + }, + { + "p": 0.0990065336227417, + "m": 0.8209218978881836 + }, + { + "p": 0.14484988152980804, + "m": 0.9510000348091125 + }, + { + "p": 0.06526972353458405, + "m": 0.7750104069709778 + }, + { + "p": 0.0, + "m": 0.9274351596832275 + }, + { + "p": 0.0459565706551075, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.8777779340744019, + "val_loss": 1.6084712743759155, + "acc": 42.6, + "time": 220.08009838615544, + "param": [ + { + "p": 0.15092965960502625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18961811065673828, + "m": 1.0 + }, + { + "p": 0.03555655479431152, + "m": 0.6995436549186707 + }, + { + "p": 0.03357258439064026, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07174692302942276, + "m": 0.7316967844963074 + }, + { + "p": 0.1280973255634308, + "m": 0.7731028199195862 + }, + { + "p": 0.1200653687119484, + "m": 0.8134526014328003 + }, + { + "p": 0.15697912871837616, + "m": 0.932634711265564 + }, + { + "p": 0.05364031344652176, + "m": 0.7415461540222168 + }, + { + "p": 0.0, + "m": 0.9353576302528381 + }, + { + "p": 0.0597941093146801, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.8530514240264893, + "val_loss": 1.734669804573059, + "acc": 39.9, + "time": 221.91058941395022, + "param": [ + { + "p": 0.15467874705791473, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19924531877040863, + "m": 1.0 + }, + { + "p": 0.014068524353206158, + "m": 0.642879068851471 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07922223210334778, + "m": 0.6788759827613831 + }, + { + "p": 0.1315452605485916, + "m": 0.7540232539176941 + }, + { + "p": 0.13964849710464478, + "m": 0.7825124859809875 + }, + { + "p": 0.1687745600938797, + "m": 0.9099988341331482 + }, + { + "p": 0.04871118813753128, + "m": 0.7253720164299011 + }, + { + "p": 0.0, + "m": 0.9558444619178772 + }, + { + "p": 0.06410571187734604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.7948226928710938, + "val_loss": 1.4536343812942505, + "acc": 44.65, + "time": 217.06653762119822, + "param": [ + { + "p": 0.16028264164924622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21760906279087067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5990540385246277 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06586697697639465, + "m": 0.6368751525878906 + }, + { + "p": 0.14765168726444244, + "m": 0.7423386573791504 + }, + { + "p": 0.15016673505306244, + "m": 0.7059451937675476 + }, + { + "p": 0.1692023128271103, + "m": 0.9257181286811829 + }, + { + "p": 0.03762971982359886, + "m": 0.691897451877594 + }, + { + "p": 0.0, + "m": 0.9806237816810608 + }, + { + "p": 0.05159083381295204, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8130669593811035, + "val_loss": 1.4514344930648804, + "acc": 45.36, + "time": 220.33362872712314, + "param": [ + { + "p": 0.17174194753170013, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2432706505060196, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5729770064353943 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04646037146449089, + "m": 0.606471836566925 + }, + { + "p": 0.15130828320980072, + "m": 0.706823468208313 + }, + { + "p": 0.15784598886966705, + "m": 0.6310365796089172 + }, + { + "p": 0.17144189774990082, + "m": 0.9368548393249512 + }, + { + "p": 0.026664696633815765, + "m": 0.6549581289291382 + }, + { + "p": 0.0, + "m": 0.9936467409133911 + }, + { + "p": 0.031266119331121445, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.7956182956695557, + "val_loss": 1.5958962440490723, + "acc": 45.83, + "time": 226.65712001989596, + "param": [ + { + "p": 0.17379409074783325, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2513895034790039, + "m": 1.0 + }, + { + "p": 0.006425243336707354, + "m": 0.5964743494987488 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.032444119453430176, + "m": 0.5450273752212524 + }, + { + "p": 0.1560838371515274, + "m": 0.6809390187263489 + }, + { + "p": 0.1632741093635559, + "m": 0.5907309651374817 + }, + { + "p": 0.1680024117231369, + "m": 0.9334472417831421 + }, + { + "p": 0.027016691863536835, + "m": 0.6356449723243713 + }, + { + "p": 0.005825568921864033, + "m": 1.0 + }, + { + "p": 0.01574438065290451, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.7815920114517212, + "val_loss": 1.5874691009521484, + "acc": 46.17, + "time": 222.7486291420646, + "param": [ + { + "p": 0.1630713790655136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23027898371219635, + "m": 1.0 + }, + { + "p": 0.013892557471990585, + "m": 0.6074920892715454 + }, + { + "p": 0.005032490938901901, + "m": 1.0 + }, + { + "p": 0.002300295978784561, + "m": 1.0 + }, + { + "p": 0.03939145803451538, + "m": 0.4741242229938507 + }, + { + "p": 0.14393390715122223, + "m": 0.6318366527557373 + }, + { + "p": 0.1636638194322586, + "m": 0.5910682082176208 + }, + { + "p": 0.15706154704093933, + "m": 0.8873762488365173 + }, + { + "p": 0.048927322030067444, + "m": 0.6555678248405457 + }, + { + "p": 0.007958060130476952, + "m": 1.0 + }, + { + "p": 0.02448807843029499, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.668912649154663, + "val_loss": 1.4834845066070557, + "acc": 49.85, + "time": 219.86320331483148, + "param": [ + { + "p": 0.1654921919107437, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22630944848060608, + "m": 1.0 + }, + { + "p": 0.01298433355987072, + "m": 0.619060754776001 + }, + { + "p": 0.008578126318752766, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042743243277072906, + "m": 0.43796172738075256 + }, + { + "p": 0.13650867342948914, + "m": 0.5958373546600342 + }, + { + "p": 0.16591939330101013, + "m": 0.5820386409759521 + }, + { + "p": 0.1524035632610321, + "m": 0.8581663370132446 + }, + { + "p": 0.059933751821517944, + "m": 0.6660686731338501 + }, + { + "p": 0.00953404139727354, + "m": 1.0 + }, + { + "p": 0.01959327608346939, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.6855500936508179, + "val_loss": 1.4202336072921753, + "acc": 50.65, + "time": 219.25564183807, + "param": [ + { + "p": 0.15980838239192963, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20858775079250336, + "m": 1.0 + }, + { + "p": 0.02728588506579399, + "m": 0.6121038198471069 + }, + { + "p": 0.0051491823978722095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045736417174339294, + "m": 0.4002211093902588 + }, + { + "p": 0.12102177739143372, + "m": 0.5813957452774048 + }, + { + "p": 0.15358053147792816, + "m": 0.5791456699371338 + }, + { + "p": 0.14627628028392792, + "m": 0.8351150751113892 + }, + { + "p": 0.07386630773544312, + "m": 0.6846990585327148 + }, + { + "p": 0.020286163315176964, + "m": 1.0 + }, + { + "p": 0.02086581476032734, + "m": 1.0 + }, + { + "p": 0.01753542199730873, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.6495050191879272, + "val_loss": 1.3321038484573364, + "acc": 51.45, + "time": 222.72247540391982, + "param": [ + { + "p": 0.16385534405708313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20643937587738037, + "m": 1.0 + }, + { + "p": 0.03367248550057411, + "m": 0.5929363965988159 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04084600880742073, + "m": 0.3668629825115204 + }, + { + "p": 0.11724642664194107, + "m": 0.5696446299552917 + }, + { + "p": 0.15625092387199402, + "m": 0.5628486275672913 + }, + { + "p": 0.14549018442630768, + "m": 0.8216729760169983 + }, + { + "p": 0.08582914620637894, + "m": 0.6907333731651306 + }, + { + "p": 0.013990037143230438, + "m": 1.0 + }, + { + "p": 0.012037706561386585, + "m": 1.0 + }, + { + "p": 0.02434234879910946, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.785888910293579, + "val_loss": 1.3857474327087402, + "acc": 49.9, + "time": 224.22978701791726, + "param": [ + { + "p": 0.1730637103319168, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23143988847732544, + "m": 1.0 + }, + { + "p": 0.02488018572330475, + "m": 0.5679910182952881 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009784082882106304, + "m": 0.33995741605758667 + }, + { + "p": 0.11862890422344208, + "m": 0.5681785941123962 + }, + { + "p": 0.1803015172481537, + "m": 0.5459619164466858 + }, + { + "p": 0.16140708327293396, + "m": 0.8128336071968079 + }, + { + "p": 0.0974557176232338, + "m": 0.6880061030387878 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003038862021639943, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.7000494003295898, + "val_loss": 1.2916213274002075, + "acc": 52.88, + "time": 220.92901544901542, + "param": [ + { + "p": 0.1666211634874344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24119062721729279, + "m": 1.0 + }, + { + "p": 0.013490177690982819, + "m": 0.5731461048126221 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3187500834465027 + }, + { + "p": 0.12246568500995636, + "m": 0.5595174431800842 + }, + { + "p": 0.19704388082027435, + "m": 0.5377958416938782 + }, + { + "p": 0.16196486353874207, + "m": 0.8159393668174744 + }, + { + "p": 0.09569340199232101, + "m": 0.6836680173873901 + }, + { + "p": 0.0, + "m": 0.9909374713897705 + }, + { + "p": 0.0015302234096452594, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.5956196784973145, + "val_loss": 1.2793519496917725, + "acc": 53.04, + "time": 218.59162754495628, + "param": [ + { + "p": 0.15579752624034882, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23986519873142242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5829769968986511 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3185420036315918 + }, + { + "p": 0.11712382733821869, + "m": 0.5621311664581299 + }, + { + "p": 0.210564985871315, + "m": 0.5453221201896667 + }, + { + "p": 0.16095875203609467, + "m": 0.7907090187072754 + }, + { + "p": 0.10024677217006683, + "m": 0.7025436758995056 + }, + { + "p": 0.0023224956821650267, + "m": 1.0 + }, + { + "p": 0.013120397925376892, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.6442008018493652, + "val_loss": 1.2162482738494873, + "acc": 55.15, + "time": 221.05096768494695, + "param": [ + { + "p": 0.1392788290977478, + "m": 1.0 + }, + { + "p": 0.0009671375155448914, + "m": 1.0 + }, + { + "p": 0.21766939759254456, + "m": 1.0 + }, + { + "p": 0.00023137110110837966, + "m": 0.6151950359344482 + }, + { + "p": 0.0, + "m": 0.9943554997444153 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016159428283572197, + "m": 0.2972395420074463 + }, + { + "p": 0.10466942191123962, + "m": 0.6077278852462769 + }, + { + "p": 0.2024221122264862, + "m": 0.5686851739883423 + }, + { + "p": 0.15741577744483948, + "m": 0.7662917375564575 + }, + { + "p": 0.09470447897911072, + "m": 0.7316659092903137 + }, + { + "p": 0.031077127903699875, + "m": 1.0 + }, + { + "p": 0.03540487959980965, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.6083548069000244, + "val_loss": 1.2667540311813354, + "acc": 54.04, + "time": 222.79531897208653, + "param": [ + { + "p": 0.13714191317558289, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19006305932998657, + "m": 1.0 + }, + { + "p": 0.0055335694923996925, + "m": 0.6026011109352112 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9815484285354614 + }, + { + "p": 0.038517631590366364, + "m": 0.28177595138549805 + }, + { + "p": 0.09681107103824615, + "m": 0.6407786011695862 + }, + { + "p": 0.18378841876983643, + "m": 0.5792089104652405 + }, + { + "p": 0.16517503559589386, + "m": 0.7368993163108826 + }, + { + "p": 0.08745921403169632, + "m": 0.74649578332901 + }, + { + "p": 0.05858093127608299, + "m": 1.0 + }, + { + "p": 0.03692909702658653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.6168272495269775, + "val_loss": 1.2150224447250366, + "acc": 55.95, + "time": 220.99642971809953, + "param": [ + { + "p": 0.1305226981639862, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16527685523033142, + "m": 1.0 + }, + { + "p": 0.02780286595225334, + "m": 0.6001293063163757 + }, + { + "p": 0.0, + "m": 0.999732494354248 + }, + { + "p": 0.00012226399849168956, + "m": 0.9476379156112671 + }, + { + "p": 0.064385324716568, + "m": 0.2853030860424042 + }, + { + "p": 0.0898229107260704, + "m": 0.674583375453949 + }, + { + "p": 0.1618843674659729, + "m": 0.5934166312217712 + }, + { + "p": 0.15318790078163147, + "m": 0.695700466632843 + }, + { + "p": 0.08427513390779495, + "m": 0.7750289440155029 + }, + { + "p": 0.0737130343914032, + "m": 1.0 + }, + { + "p": 0.04900670051574707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.5465387105941772, + "val_loss": 1.3565884828567505, + "acc": 55.08, + "time": 219.91707347496413, + "param": [ + { + "p": 0.13463406264781952, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1454465091228485, + "m": 1.0 + }, + { + "p": 0.037936095148324966, + "m": 0.5956475138664246 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9289600849151611 + }, + { + "p": 0.08238432556390762, + "m": 0.3063982129096985 + }, + { + "p": 0.08091110736131668, + "m": 0.7150892019271851 + }, + { + "p": 0.16183988749980927, + "m": 0.6090030074119568 + }, + { + "p": 0.14466607570648193, + "m": 0.6726542115211487 + }, + { + "p": 0.0794469490647316, + "m": 0.7830637693405151 + }, + { + "p": 0.06813377887010574, + "m": 1.0 + }, + { + "p": 0.06460120528936386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.5272976160049438, + "val_loss": 1.2755143642425537, + "acc": 57.43, + "time": 220.73119290801696, + "param": [ + { + "p": 0.14478613436222076, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1449480801820755, + "m": 1.0 + }, + { + "p": 0.005978567525744438, + "m": 0.5698114037513733 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9514545202255249 + }, + { + "p": 0.09337815642356873, + "m": 0.29187312722206116 + }, + { + "p": 0.07219592481851578, + "m": 0.7409771680831909 + }, + { + "p": 0.18173930048942566, + "m": 0.6057437658309937 + }, + { + "p": 0.14248093962669373, + "m": 0.6927505731582642 + }, + { + "p": 0.07676136493682861, + "m": 0.7786126732826233 + }, + { + "p": 0.058591898530721664, + "m": 1.0 + }, + { + "p": 0.07913965731859207, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.3631298542022705, + "val_loss": 1.0755424499511719, + "acc": 58.94, + "time": 219.40661404002458, + "param": [ + { + "p": 0.15448503196239471, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14037460088729858, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5076085329055786 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9573392868041992 + }, + { + "p": 0.09542142599821091, + "m": 0.2275475263595581 + }, + { + "p": 0.061110321432352066, + "m": 0.7607434988021851 + }, + { + "p": 0.20234987139701843, + "m": 0.5891901254653931 + }, + { + "p": 0.13862094283103943, + "m": 0.7310984134674072 + }, + { + "p": 0.0725303664803505, + "m": 0.784119725227356 + }, + { + "p": 0.0447952039539814, + "m": 1.0 + }, + { + "p": 0.09031222760677338, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.1543606519699097, + "val_loss": 1.1932556629180908, + "acc": 58.7, + "time": 218.85588563606143, + "param": [ + { + "p": 0.15850642323493958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13300098478794098, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4732840061187744 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9468795657157898 + }, + { + "p": 0.08965815603733063, + "m": 0.19824613630771637 + }, + { + "p": 0.04649663716554642, + "m": 0.8010170459747314 + }, + { + "p": 0.22644229233264923, + "m": 0.5666996836662292 + }, + { + "p": 0.13972866535186768, + "m": 0.7564177513122559 + }, + { + "p": 0.06508421897888184, + "m": 0.7809118032455444 + }, + { + "p": 0.03250023350119591, + "m": 1.0 + }, + { + "p": 0.10858236998319626, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.370416283607483, + "val_loss": 1.2483962774276733, + "acc": 57.15, + "time": 222.18476497614756, + "param": [ + { + "p": 0.16566142439842224, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1288759857416153, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4385797381401062 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9339450001716614 + }, + { + "p": 0.06856143474578857, + "m": 0.18766473233699799 + }, + { + "p": 0.01694153994321823, + "m": 0.8413524031639099 + }, + { + "p": 0.25730767846107483, + "m": 0.558675229549408 + }, + { + "p": 0.15420256555080414, + "m": 0.769493818283081 + }, + { + "p": 0.05929291248321533, + "m": 0.7708443403244019 + }, + { + "p": 0.023244034498929977, + "m": 1.0 + }, + { + "p": 0.12591250240802765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.5976537466049194, + "val_loss": 1.1533432006835938, + "acc": 56.87, + "time": 220.87830141512677, + "param": [ + { + "p": 0.17087194323539734, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12991583347320557, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.43233564496040344 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9189131259918213 + }, + { + "p": 0.054532717913389206, + "m": 0.18587328493595123 + }, + { + "p": 0.00044337534927763045, + "m": 0.8586784601211548 + }, + { + "p": 0.29025375843048096, + "m": 0.5454995632171631 + }, + { + "p": 0.167885422706604, + "m": 0.7815200090408325 + }, + { + "p": 0.04157854989171028, + "m": 0.7469097375869751 + }, + { + "p": 0.007007686886936426, + "m": 1.0 + }, + { + "p": 0.13751061260700226, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.5358041524887085, + "val_loss": 1.1359227895736694, + "acc": 60.96, + "time": 220.26791553292423, + "param": [ + { + "p": 0.1596159040927887, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13311581313610077, + "m": 1.0 + }, + { + "p": 0.003090407233685255, + "m": 0.43301621079444885 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003403808455914259, + "m": 0.934475302696228 + }, + { + "p": 0.05725235119462013, + "m": 0.19818736612796783 + }, + { + "p": 8.581779547967017e-05, + "m": 0.8679026365280151 + }, + { + "p": 0.3005687892436981, + "m": 0.5402446985244751 + }, + { + "p": 0.16421179473400116, + "m": 0.802678644657135 + }, + { + "p": 0.04500686377286911, + "m": 0.7390722036361694 + }, + { + "p": 0.000629754678811878, + "m": 1.0 + }, + { + "p": 0.13301868736743927, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.4619643688201904, + "val_loss": 1.2797938585281372, + "acc": 59.96, + "time": 222.25190435000695, + "param": [ + { + "p": 0.15011079609394073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.140363410115242, + "m": 1.0 + }, + { + "p": 0.0022394703701138496, + "m": 0.4156390428543091 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.000410195323638618, + "m": 0.9096279144287109 + }, + { + "p": 0.06729917228221893, + "m": 0.20982345938682556 + }, + { + "p": 0.002680005505681038, + "m": 0.8854650259017944 + }, + { + "p": 0.297975093126297, + "m": 0.5385604500770569 + }, + { + "p": 0.15838688611984253, + "m": 0.8073989748954773 + }, + { + "p": 0.05029204860329628, + "m": 0.7393286228179932 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13024289906024933, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.4690160751342773, + "val_loss": 1.1830910444259644, + "acc": 59.93, + "time": 222.62943272688426, + "param": [ + { + "p": 0.15154939889907837, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14253877103328705, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.39934930205345154 + }, + { + "p": 0.002763176104053855, + "m": 1.0 + }, + { + "p": 0.00531962513923645, + "m": 0.9171190857887268 + }, + { + "p": 0.07045871764421463, + "m": 0.24137884378433228 + }, + { + "p": 0.01937822811305523, + "m": 0.9208396077156067 + }, + { + "p": 0.28688251972198486, + "m": 0.5487512350082397 + }, + { + "p": 0.14844894409179688, + "m": 0.8008578419685364 + }, + { + "p": 0.04916936159133911, + "m": 0.7440979480743408 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12349125742912292, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.340921401977539, + "val_loss": 1.166999101638794, + "acc": 60.92, + "time": 221.83846036205068, + "param": [ + { + "p": 0.16921332478523254, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14889444410800934, + "m": 1.0 + }, + { + "p": 0.00015263765817508101, + "m": 0.3873850703239441 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.906830370426178 + }, + { + "p": 0.05399743840098381, + "m": 0.23376449942588806 + }, + { + "p": 0.017697863280773163, + "m": 0.9536200165748596 + }, + { + "p": 0.31221193075180054, + "m": 0.5130150318145752 + }, + { + "p": 0.14703387022018433, + "m": 0.7997543811798096 + }, + { + "p": 0.030948389321565628, + "m": 0.7403169870376587 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11985012888908386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.4243731498718262, + "val_loss": 1.1335411071777344, + "acc": 61.43, + "time": 221.94743241579272, + "param": [ + { + "p": 0.16295094788074493, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13584761321544647, + "m": 1.0 + }, + { + "p": 0.015874778851866722, + "m": 0.3601956367492676 + }, + { + "p": 0.0014117874670773745, + "m": 0.9965410232543945 + }, + { + "p": 0.0019091068534180522, + "m": 0.9036888480186462 + }, + { + "p": 0.05030471831560135, + "m": 0.27453136444091797 + }, + { + "p": 0.02563527040183544, + "m": 0.9662420153617859 + }, + { + "p": 0.3026362359523773, + "m": 0.489906907081604 + }, + { + "p": 0.1327117681503296, + "m": 0.8188366889953613 + }, + { + "p": 0.038067467510700226, + "m": 0.7527507543563843 + }, + { + "p": 0.007411389611661434, + "m": 1.0 + }, + { + "p": 0.11850964277982712, + "m": 1.0 + }, + { + "p": 0.006729234009981155, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.4267922639846802, + "val_loss": 1.1276421546936035, + "acc": 60.5, + "time": 218.64012507000007, + "param": [ + { + "p": 0.14681747555732727, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11677426099777222, + "m": 1.0 + }, + { + "p": 0.03845548257231712, + "m": 0.33440569043159485 + }, + { + "p": 0.008322706446051598, + "m": 0.9960438013076782 + }, + { + "p": 0.0005531527567654848, + "m": 0.9178871512413025 + }, + { + "p": 0.05895398557186127, + "m": 0.2958090007305145 + }, + { + "p": 0.02797059714794159, + "m": 0.9655361175537109 + }, + { + "p": 0.26654383540153503, + "m": 0.469297856092453 + }, + { + "p": 0.12468951940536499, + "m": 0.8165587782859802 + }, + { + "p": 0.04922199994325638, + "m": 0.7686719298362732 + }, + { + "p": 0.030476612970232964, + "m": 1.0 + }, + { + "p": 0.11195597797632217, + "m": 1.0 + }, + { + "p": 0.01926445960998535, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.4092504978179932, + "val_loss": 1.0419777631759644, + "acc": 62.89, + "time": 225.28637849190272, + "param": [ + { + "p": 0.1386038362979889, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10471948981285095, + "m": 1.0 + }, + { + "p": 0.039305850863456726, + "m": 0.29871052503585815 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001060375478118658, + "m": 0.9408626556396484 + }, + { + "p": 0.05932262912392616, + "m": 0.3171088695526123 + }, + { + "p": 0.01959487609565258, + "m": 0.9620350003242493 + }, + { + "p": 0.30087751150131226, + "m": 0.4250652492046356 + }, + { + "p": 0.12794390320777893, + "m": 0.7953110337257385 + }, + { + "p": 0.03410923853516579, + "m": 0.7672103047370911 + }, + { + "p": 0.032362908124923706, + "m": 1.0 + }, + { + "p": 0.12353117018938065, + "m": 1.0 + }, + { + "p": 0.01856827735900879, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.3505877256393433, + "val_loss": 1.1194604635238647, + "acc": 61.72, + "time": 219.24722624593414, + "param": [ + { + "p": 0.1376487761735916, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09914826601743698, + "m": 1.0 + }, + { + "p": 0.02609395422041416, + "m": 0.2818521559238434 + }, + { + "p": 0.0, + "m": 0.9945356249809265 + }, + { + "p": 0.0, + "m": 0.9333480596542358 + }, + { + "p": 0.03369415923953056, + "m": 0.34970441460609436 + }, + { + "p": 0.0, + "m": 0.9404576420783997 + }, + { + "p": 0.3947737514972687, + "m": 0.38606318831443787 + }, + { + "p": 0.1336292326450348, + "m": 0.7796955108642578 + }, + { + "p": 0.005743928719311953, + "m": 0.766571581363678 + }, + { + "p": 0.029768941923975945, + "m": 1.0 + }, + { + "p": 0.1394990086555481, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.2965770959854126, + "val_loss": 1.0345371961593628, + "acc": 61.38, + "time": 221.14179809996858, + "param": [ + { + "p": 0.12548771500587463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08321812748908997, + "m": 1.0 + }, + { + "p": 0.017826329916715622, + "m": 0.24829471111297607 + }, + { + "p": 0.0, + "m": 0.9587147235870361 + }, + { + "p": 0.0, + "m": 0.9350919127464294 + }, + { + "p": 0.004074987024068832, + "m": 0.3399880528450012 + }, + { + "p": 0.0, + "m": 0.9088721871376038 + }, + { + "p": 0.45287615060806274, + "m": 0.3443208932876587 + }, + { + "p": 0.1315312385559082, + "m": 0.7929044961929321 + }, + { + "p": 0.005066804587841034, + "m": 0.7782678604125977 + }, + { + "p": 0.03424641862511635, + "m": 1.0 + }, + { + "p": 0.1456722766160965, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.5063591003417969, + "val_loss": 1.1480644941329956, + "acc": 61.15, + "time": 222.95501619693823, + "param": [ + { + "p": 0.12110989540815353, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06806688010692596, + "m": 1.0 + }, + { + "p": 0.0033502234145998955, + "m": 0.23437514901161194 + }, + { + "p": 0.0, + "m": 0.9147944450378418 + }, + { + "p": 0.0, + "m": 0.9313398003578186 + }, + { + "p": 0.0, + "m": 0.333362877368927 + }, + { + "p": 0.0, + "m": 0.8842392563819885 + }, + { + "p": 0.5142324566841125, + "m": 0.3158417046070099 + }, + { + "p": 0.12806336581707, + "m": 0.7946912050247192 + }, + { + "p": 0.0, + "m": 0.7847655415534973 + }, + { + "p": 0.022019824013113976, + "m": 1.0 + }, + { + "p": 0.14315737783908844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.194332242012024, + "val_loss": 0.9976264834403992, + "acc": 62.35, + "time": 221.34726243489422, + "param": [ + { + "p": 0.11522667855024338, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.062140289694070816, + "m": 1.0 + }, + { + "p": 0.006363656371831894, + "m": 0.23603349924087524 + }, + { + "p": 0.0, + "m": 0.8710687160491943 + }, + { + "p": 0.0, + "m": 0.8996831774711609 + }, + { + "p": 0.0016612288309261203, + "m": 0.33914151787757874 + }, + { + "p": 0.0024806708097457886, + "m": 0.8711079955101013 + }, + { + "p": 0.5298916697502136, + "m": 0.28965163230895996 + }, + { + "p": 0.12009228020906448, + "m": 0.7851295471191406 + }, + { + "p": 0.005692487116903067, + "m": 0.7890991568565369 + }, + { + "p": 0.01869148202240467, + "m": 1.0 + }, + { + "p": 0.13775955140590668, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.4149837493896484, + "val_loss": 1.2431392669677734, + "acc": 60.69, + "time": 219.66329004894942, + "param": [ + { + "p": 0.10946353524923325, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0633615180850029, + "m": 1.0 + }, + { + "p": 0.025403566658496857, + "m": 0.22999440133571625 + }, + { + "p": 0.0, + "m": 0.8582019209861755 + }, + { + "p": 0.0010006182128563523, + "m": 0.8881185054779053 + }, + { + "p": 0.0014037264045327902, + "m": 0.3438759446144104 + }, + { + "p": 0.0, + "m": 0.8462489247322083 + }, + { + "p": 0.524762749671936, + "m": 0.24571119248867035 + }, + { + "p": 0.11308836936950684, + "m": 0.7590904235839844 + }, + { + "p": 0.014714756980538368, + "m": 0.7901209592819214 + }, + { + "p": 0.018394606187939644, + "m": 1.0 + }, + { + "p": 0.1281019151210785, + "m": 1.0 + }, + { + "p": 0.00030470386263914406, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.2295340299606323, + "val_loss": 1.0314561128616333, + "acc": 62.47, + "time": 219.9567702440545, + "param": [ + { + "p": 0.10416615009307861, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06531696021556854, + "m": 1.0 + }, + { + "p": 0.03366846963763237, + "m": 0.2230171263217926 + }, + { + "p": 0.0, + "m": 0.8379682302474976 + }, + { + "p": 0.0, + "m": 0.8667265176773071 + }, + { + "p": 0.0, + "m": 0.3429173529148102 + }, + { + "p": 0.0004104152030777186, + "m": 0.8325468301773071 + }, + { + "p": 0.5512442588806152, + "m": 0.17741085588932037 + }, + { + "p": 0.1017213985323906, + "m": 0.7525318264961243 + }, + { + "p": 0.008817363530397415, + "m": 0.7819555997848511 + }, + { + "p": 0.01295213308185339, + "m": 1.0 + }, + { + "p": 0.12170278280973434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.4074639081954956, + "val_loss": 0.9279322028160095, + "acc": 63.81, + "time": 221.07250166404992, + "param": [ + { + "p": 0.0970844104886055, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07858250290155411, + "m": 1.0 + }, + { + "p": 0.048135701566934586, + "m": 0.20652250945568085 + }, + { + "p": 0.0035021069925278425, + "m": 0.8145865201950073 + }, + { + "p": 0.00996438879519701, + "m": 0.8624305129051208 + }, + { + "p": 0.019467400386929512, + "m": 0.34230896830558777 + }, + { + "p": 0.01633734628558159, + "m": 0.8110703825950623 + }, + { + "p": 0.4624187648296356, + "m": 0.06434276700019836 + }, + { + "p": 0.08712312579154968, + "m": 0.7449514269828796 + }, + { + "p": 0.02197652868926525, + "m": 0.7790834307670593 + }, + { + "p": 0.03160639852285385, + "m": 1.0 + }, + { + "p": 0.11395614594221115, + "m": 1.0 + }, + { + "p": 0.009845118969678879, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.7444430589675903, + "val_loss": 0.9806466102600098, + "acc": 62.81, + "time": 219.63675782014616, + "param": [ + { + "p": 0.08892269432544708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08174645155668259, + "m": 1.0 + }, + { + "p": 0.042737580835819244, + "m": 0.1900574266910553 + }, + { + "p": 0.017387058585882187, + "m": 0.799928605556488 + }, + { + "p": 0.005821041762828827, + "m": 0.874543309211731 + }, + { + "p": 0.024484330788254738, + "m": 0.37900510430336 + }, + { + "p": 0.03363014757633209, + "m": 0.824626624584198 + }, + { + "p": 0.42527735233306885, + "m": 0.0 + }, + { + "p": 0.06977032870054245, + "m": 0.7561091184616089 + }, + { + "p": 0.04248083010315895, + "m": 0.7838973999023438 + }, + { + "p": 0.0516708642244339, + "m": 1.0 + }, + { + "p": 0.11204510927200317, + "m": 1.0 + }, + { + "p": 0.00402616523206234, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.4300587177276611, + "val_loss": 1.15342378616333, + "acc": 62.11, + "time": 222.18614511517808, + "param": [ + { + "p": 0.08584297448396683, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07842310518026352, + "m": 1.0 + }, + { + "p": 0.040272440761327744, + "m": 0.1516132354736328 + }, + { + "p": 0.0348752960562706, + "m": 0.817539393901825 + }, + { + "p": 0.012315363623201847, + "m": 0.8742034435272217 + }, + { + "p": 0.0312215443700552, + "m": 0.3794509470462799 + }, + { + "p": 0.04638298973441124, + "m": 0.8191695213317871 + }, + { + "p": 0.3718872368335724, + "m": 0.0 + }, + { + "p": 0.06271194666624069, + "m": 0.764970600605011 + }, + { + "p": 0.06742890924215317, + "m": 0.7996119260787964 + }, + { + "p": 0.057664062827825546, + "m": 1.0 + }, + { + "p": 0.0985446646809578, + "m": 1.0 + }, + { + "p": 0.012429436668753624, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.385422945022583, + "val_loss": 1.0949143171310425, + "acc": 63.05, + "time": 221.75297125498764, + "param": [ + { + "p": 0.07366067171096802, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06904441118240356, + "m": 1.0 + }, + { + "p": 0.0504281260073185, + "m": 0.13555341958999634 + }, + { + "p": 0.04393598809838295, + "m": 0.8160585761070251 + }, + { + "p": 0.00864066369831562, + "m": 0.87226802110672 + }, + { + "p": 0.038570575416088104, + "m": 0.3750934302806854 + }, + { + "p": 0.05861201137304306, + "m": 0.8120343685150146 + }, + { + "p": 0.3516894578933716, + "m": 0.0 + }, + { + "p": 0.060136113315820694, + "m": 0.7590463161468506 + }, + { + "p": 0.08289076387882233, + "m": 0.8080841898918152 + }, + { + "p": 0.0530681274831295, + "m": 1.0 + }, + { + "p": 0.09016875922679901, + "m": 1.0 + }, + { + "p": 0.01915435679256916, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.4240636825561523, + "val_loss": 1.0518372058868408, + "acc": 63.71, + "time": 220.5779503150843, + "param": [ + { + "p": 0.07017140090465546, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0654282495379448, + "m": 1.0 + }, + { + "p": 0.050125494599342346, + "m": 0.08879249542951584 + }, + { + "p": 0.04973107948899269, + "m": 0.8045632839202881 + }, + { + "p": 0.010658211074769497, + "m": 0.8805310130119324 + }, + { + "p": 0.03968365490436554, + "m": 0.35420310497283936 + }, + { + "p": 0.05830914154648781, + "m": 0.7985653877258301 + }, + { + "p": 0.3362957835197449, + "m": 0.0 + }, + { + "p": 0.05545220151543617, + "m": 0.760960578918457 + }, + { + "p": 0.0918879359960556, + "m": 0.810908317565918 + }, + { + "p": 0.0665736198425293, + "m": 1.0 + }, + { + "p": 0.08815942704677582, + "m": 1.0 + }, + { + "p": 0.017523793503642082, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.6921700239181519, + "val_loss": 0.9741053581237793, + "acc": 64.39, + "time": 219.67072616820224, + "param": [ + { + "p": 0.08099190890789032, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06639774888753891, + "m": 1.0 + }, + { + "p": 0.045325689017772675, + "m": 0.0 + }, + { + "p": 0.046918876469135284, + "m": 0.8032580614089966 + }, + { + "p": 0.006308246869593859, + "m": 0.8882769346237183 + }, + { + "p": 0.03953598812222481, + "m": 0.32818686962127686 + }, + { + "p": 0.04399140924215317, + "m": 0.7688382863998413 + }, + { + "p": 0.33961808681488037, + "m": 0.045753661543130875 + }, + { + "p": 0.05211864039301872, + "m": 0.7671237587928772 + }, + { + "p": 0.09898853302001953, + "m": 0.813284158706665 + }, + { + "p": 0.0842013955116272, + "m": 1.0 + }, + { + "p": 0.09309758245944977, + "m": 1.0 + }, + { + "p": 0.0025059094186872244, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.4749315977096558, + "val_loss": 1.0672862529754639, + "acc": 64.04, + "time": 220.9736647659447, + "param": [ + { + "p": 0.08344515413045883, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06488771736621857, + "m": 1.0 + }, + { + "p": 0.035822633653879166, + "m": 0.0 + }, + { + "p": 0.033202964812517166, + "m": 0.7863917946815491 + }, + { + "p": 0.0, + "m": 0.8820222020149231 + }, + { + "p": 0.03643447533249855, + "m": 0.28464874625205994 + }, + { + "p": 0.022196916863322258, + "m": 0.7338648438453674 + }, + { + "p": 0.3850170075893402, + "m": 0.07221246510744095 + }, + { + "p": 0.048145852982997894, + "m": 0.7741472125053406 + }, + { + "p": 0.09944887459278107, + "m": 0.824434220790863 + }, + { + "p": 0.08870605379343033, + "m": 1.0 + }, + { + "p": 0.10269232839345932, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.484246850013733, + "val_loss": 1.079463243484497, + "acc": 63.34, + "time": 220.53701391094364, + "param": [ + { + "p": 0.09257429093122482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06475610285997391, + "m": 1.0 + }, + { + "p": 0.0382712222635746, + "m": 0.005370514001697302 + }, + { + "p": 0.02687673456966877, + "m": 0.7877160906791687 + }, + { + "p": 0.010772638954222202, + "m": 0.8785532116889954 + }, + { + "p": 0.0373576395213604, + "m": 0.2430669069290161 + }, + { + "p": 0.01997092366218567, + "m": 0.7098762392997742 + }, + { + "p": 0.375525563955307, + "m": 0.07795669138431549 + }, + { + "p": 0.05190523341298103, + "m": 0.7753607630729675 + }, + { + "p": 0.09467156231403351, + "m": 0.8233105540275574 + }, + { + "p": 0.08539707958698273, + "m": 1.0 + }, + { + "p": 0.1019209697842598, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.5731050968170166, + "val_loss": 0.9149330854415894, + "acc": 65.29, + "time": 218.57077298406512, + "param": [ + { + "p": 0.09131982922554016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07092292606830597, + "m": 1.0 + }, + { + "p": 0.042412612587213516, + "m": 0.0 + }, + { + "p": 0.01885533705353737, + "m": 0.7879945635795593 + }, + { + "p": 0.020917784422636032, + "m": 0.8894369602203369 + }, + { + "p": 0.03145880252122879, + "m": 0.20816099643707275 + }, + { + "p": 0.028780251741409302, + "m": 0.7015482187271118 + }, + { + "p": 0.37434273958206177, + "m": 0.10293389111757278 + }, + { + "p": 0.06040564179420471, + "m": 0.7880694270133972 + }, + { + "p": 0.09123584628105164, + "m": 0.7998374700546265 + }, + { + "p": 0.08177094161510468, + "m": 1.0 + }, + { + "p": 0.0875772088766098, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.4161187410354614, + "val_loss": 1.0376341342926025, + "acc": 64.33, + "time": 223.15649839607067, + "param": [ + { + "p": 0.08952368795871735, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07905393838882446, + "m": 1.0 + }, + { + "p": 0.05087024345993996, + "m": 0.0 + }, + { + "p": 0.02129390649497509, + "m": 0.7807003855705261 + }, + { + "p": 0.030413445085287094, + "m": 0.8843334913253784 + }, + { + "p": 0.020448382943868637, + "m": 0.18738162517547607 + }, + { + "p": 0.02899996191263199, + "m": 0.6718889474868774 + }, + { + "p": 0.37317508459091187, + "m": 0.12332882732152939 + }, + { + "p": 0.06851734220981598, + "m": 0.8051984906196594 + }, + { + "p": 0.08261752128601074, + "m": 0.7727959752082825 + }, + { + "p": 0.0817359983921051, + "m": 1.0 + }, + { + "p": 0.07335048168897629, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.6001015901565552, + "val_loss": 1.0778312683105469, + "acc": 64.59, + "time": 218.49592285300605, + "param": [ + { + "p": 0.08371910452842712, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08758445084095001, + "m": 1.0 + }, + { + "p": 0.06219637021422386, + "m": 0.0 + }, + { + "p": 0.01807250641286373, + "m": 0.7643845081329346 + }, + { + "p": 0.05002919211983681, + "m": 0.8632714152336121 + }, + { + "p": 0.013869875110685825, + "m": 0.17176447808742523 + }, + { + "p": 0.03155863657593727, + "m": 0.6604664325714111 + }, + { + "p": 0.36280786991119385, + "m": 0.12419768422842026 + }, + { + "p": 0.06889669597148895, + "m": 0.8175727725028992 + }, + { + "p": 0.07306031137704849, + "m": 0.764096736907959 + }, + { + "p": 0.08519963920116425, + "m": 1.0 + }, + { + "p": 0.06300540268421173, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.2983245849609375, + "val_loss": 1.0221949815750122, + "acc": 64.34, + "time": 220.07081218296662, + "param": [ + { + "p": 0.06963478028774261, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08409617841243744, + "m": 1.0 + }, + { + "p": 0.0697401836514473, + "m": 0.0 + }, + { + "p": 0.017802229151129723, + "m": 0.732546865940094 + }, + { + "p": 0.06361255049705505, + "m": 0.8633246421813965 + }, + { + "p": 0.0, + "m": 0.17617551982402802 + }, + { + "p": 0.03190232813358307, + "m": 0.6512027382850647 + }, + { + "p": 0.362025648355484, + "m": 0.11375195533037186 + }, + { + "p": 0.07428140193223953, + "m": 0.8296605944633484 + }, + { + "p": 0.079219751060009, + "m": 0.768629252910614 + }, + { + "p": 0.09217265993356705, + "m": 1.0 + }, + { + "p": 0.05551227927207947, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.3249731063842773, + "val_loss": 1.067911148071289, + "acc": 64.81, + "time": 219.20054117497057, + "param": [ + { + "p": 0.061620768159627914, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08118218928575516, + "m": 1.0 + }, + { + "p": 0.06553400307893753, + "m": 0.0 + }, + { + "p": 0.017815135419368744, + "m": 0.7136439681053162 + }, + { + "p": 0.0591735914349556, + "m": 0.883284330368042 + }, + { + "p": 0.0, + "m": 0.19098597764968872 + }, + { + "p": 0.0314033217728138, + "m": 0.6483797430992126 + }, + { + "p": 0.3826100826263428, + "m": 0.09169626981019974 + }, + { + "p": 0.07311435043811798, + "m": 0.8466495871543884 + }, + { + "p": 0.07743959128856659, + "m": 0.7521976232528687 + }, + { + "p": 0.09130185097455978, + "m": 1.0 + }, + { + "p": 0.05880514159798622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.3089669942855835, + "val_loss": 0.9084864854812622, + "acc": 64.06, + "time": 218.84126612497494, + "param": [ + { + "p": 0.06525140255689621, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0731714740395546, + "m": 1.0 + }, + { + "p": 0.05502718314528465, + "m": 0.0 + }, + { + "p": 0.019069069996476173, + "m": 0.7065876126289368 + }, + { + "p": 0.05418037250638008, + "m": 0.8784770965576172 + }, + { + "p": 0.0, + "m": 0.19285310804843903 + }, + { + "p": 0.026179995387792587, + "m": 0.6495920419692993 + }, + { + "p": 0.40737849473953247, + "m": 0.0970163345336914 + }, + { + "p": 0.0700514018535614, + "m": 0.8513760566711426 + }, + { + "p": 0.07103129476308823, + "m": 0.7508018016815186 + }, + { + "p": 0.09645964205265045, + "m": 1.0 + }, + { + "p": 0.062199659645557404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.0278289318084717, + "val_loss": 1.0552785396575928, + "acc": 63.51, + "time": 221.16191835189238, + "param": [ + { + "p": 0.06849607080221176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07189638167619705, + "m": 1.0 + }, + { + "p": 0.05599790811538696, + "m": 0.007875182665884495 + }, + { + "p": 0.0, + "m": 0.7039413452148438 + }, + { + "p": 0.04699389263987541, + "m": 0.8587090373039246 + }, + { + "p": 0.004551640246063471, + "m": 0.2015809714794159 + }, + { + "p": 0.015135475434362888, + "m": 0.6354126930236816 + }, + { + "p": 0.44776591658592224, + "m": 0.08639856427907944 + }, + { + "p": 0.07108894735574722, + "m": 0.8657523393630981 + }, + { + "p": 0.062134720385074615, + "m": 0.7613053917884827 + }, + { + "p": 0.095720075070858, + "m": 1.0 + }, + { + "p": 0.060218993574380875, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.0620237588882446, + "val_loss": 1.074319839477539, + "acc": 65.12, + "time": 219.0511547809001, + "param": [ + { + "p": 0.0673973560333252, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07073904573917389, + "m": 1.0 + }, + { + "p": 0.05829359591007233, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7001046538352966 + }, + { + "p": 0.03904066979885101, + "m": 0.8375759720802307 + }, + { + "p": 0.006326671224087477, + "m": 0.20900806784629822 + }, + { + "p": 0.0, + "m": 0.6074703335762024 + }, + { + "p": 0.4714937210083008, + "m": 0.0812322348356247 + }, + { + "p": 0.07028376311063766, + "m": 0.8797294497489929 + }, + { + "p": 0.05689190700650215, + "m": 0.7755385041236877 + }, + { + "p": 0.08851021528244019, + "m": 1.0 + }, + { + "p": 0.07102298736572266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.631980061531067, + "val_loss": 1.0923476219177246, + "acc": 65.37, + "time": 220.70126772182994, + "param": [ + { + "p": 0.055782146751880646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06187517195940018, + "m": 1.0 + }, + { + "p": 0.06255696713924408, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7147133946418762 + }, + { + "p": 0.04496632516384125, + "m": 0.8318547010421753 + }, + { + "p": 0.020132791250944138, + "m": 0.2211102694272995 + }, + { + "p": 0.001425670343451202, + "m": 0.58531254529953 + }, + { + "p": 0.4697378873825073, + "m": 0.04359010234475136 + }, + { + "p": 0.05513937771320343, + "m": 0.872092068195343 + }, + { + "p": 0.054481420665979385, + "m": 0.7896430492401123 + }, + { + "p": 0.08786456286907196, + "m": 1.0 + }, + { + "p": 0.08603768795728683, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.4660131931304932, + "val_loss": 1.070815086364746, + "acc": 65.6, + "time": 217.93998008104973, + "param": [ + { + "p": 0.04442385584115982, + "m": 1.0 + }, + { + "p": 0.0003915667475666851, + "m": 1.0 + }, + { + "p": 0.05193789303302765, + "m": 1.0 + }, + { + "p": 0.06638872623443604, + "m": 0.0 + }, + { + "p": 0.00029082238324917853, + "m": 0.7409857511520386 + }, + { + "p": 0.06641009449958801, + "m": 0.8394338488578796 + }, + { + "p": 0.025297364220023155, + "m": 0.22106748819351196 + }, + { + "p": 0.00042493719956837595, + "m": 0.5420351028442383 + }, + { + "p": 0.47868362069129944, + "m": 0.03756486251950264 + }, + { + "p": 0.041195038706064224, + "m": 0.8786691427230835 + }, + { + "p": 0.042540669441223145, + "m": 0.7868723273277283 + }, + { + "p": 0.08477500826120377, + "m": 1.0 + }, + { + "p": 0.09708469361066818, + "m": 1.0 + }, + { + "p": 0.0001557189243612811, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.156129002571106, + "val_loss": 0.9536030888557434, + "acc": 64.9, + "time": 220.08391162985936, + "param": [ + { + "p": 0.04938192665576935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04915187507867813, + "m": 1.0 + }, + { + "p": 0.053034037351608276, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.778267502784729 + }, + { + "p": 0.07785577327013016, + "m": 0.8445054292678833 + }, + { + "p": 0.03081735037267208, + "m": 0.22967013716697693 + }, + { + "p": 0.004239103756844997, + "m": 0.514596164226532 + }, + { + "p": 0.4933027923107147, + "m": 0.007525829132646322 + }, + { + "p": 0.04066944122314453, + "m": 0.8827553987503052 + }, + { + "p": 0.028416935354471207, + "m": 0.7681776881217957 + }, + { + "p": 0.07402742654085159, + "m": 1.0 + }, + { + "p": 0.09910336881875992, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.4586129188537598, + "val_loss": 1.0957375764846802, + "acc": 65.18, + "time": 221.7353838009294, + "param": [ + { + "p": 0.0431598499417305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04020797088742256, + "m": 1.0 + }, + { + "p": 0.042519643902778625, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8033517599105835 + }, + { + "p": 0.0812055841088295, + "m": 0.8275743126869202 + }, + { + "p": 0.04328210651874542, + "m": 0.2368333637714386 + }, + { + "p": 0.0007069417624734342, + "m": 0.5079206824302673 + }, + { + "p": 0.5518806576728821, + "m": 0.006552474107593298 + }, + { + "p": 0.02821303904056549, + "m": 0.8908809423446655 + }, + { + "p": 0.004582591820508242, + "m": 0.7503914833068848 + }, + { + "p": 0.0718763992190361, + "m": 1.0 + }, + { + "p": 0.09236521273851395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.8518787622451782, + "val_loss": 0.9415109157562256, + "acc": 64.48, + "time": 218.26245655096136, + "param": [ + { + "p": 0.024388423189520836, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015490342862904072, + "m": 1.0 + }, + { + "p": 0.0438169501721859, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7916030287742615 + }, + { + "p": 0.08338778465986252, + "m": 0.8375768661499023 + }, + { + "p": 0.03245033696293831, + "m": 0.20712314546108246 + }, + { + "p": 0.0, + "m": 0.5049349665641785 + }, + { + "p": 0.6420532464981079, + "m": 0.01591486670076847 + }, + { + "p": 0.002584220375865698, + "m": 0.8876233696937561 + }, + { + "p": 0.0, + "m": 0.743748664855957 + }, + { + "p": 0.07044052332639694, + "m": 1.0 + }, + { + "p": 0.08538823574781418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.6195014715194702, + "val_loss": 0.9938629865646362, + "acc": 64.61, + "time": 219.31481361901388, + "param": [ + { + "p": 0.04684869945049286, + "m": 1.0 + }, + { + "p": 0.010428967885673046, + "m": 1.0 + }, + { + "p": 0.03125925362110138, + "m": 1.0 + }, + { + "p": 0.057880740612745285, + "m": 0.0 + }, + { + "p": 0.020631534978747368, + "m": 0.79874587059021 + }, + { + "p": 0.06782054156064987, + "m": 0.8779280185699463 + }, + { + "p": 0.032546114176511765, + "m": 0.18687327206134796 + }, + { + "p": 0.007010292261838913, + "m": 0.5008680820465088 + }, + { + "p": 0.544756293296814, + "m": 0.044861871749162674 + }, + { + "p": 0.01841123215854168, + "m": 0.884033203125 + }, + { + "p": 0.004969014320522547, + "m": 0.7498968243598938 + }, + { + "p": 0.07220213115215302, + "m": 1.0 + }, + { + "p": 0.06976266205310822, + "m": 1.0 + }, + { + "p": 0.015472541563212872, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.3646807670593262, + "val_loss": 1.0813313722610474, + "acc": 64.7, + "time": 219.815221138997, + "param": [ + { + "p": 0.05523819848895073, + "m": 1.0 + }, + { + "p": 0.007252915762364864, + "m": 1.0 + }, + { + "p": 0.04215272516012192, + "m": 1.0 + }, + { + "p": 0.07353212684392929, + "m": 0.0 + }, + { + "p": 0.04661380499601364, + "m": 0.8133729100227356 + }, + { + "p": 0.06246022507548332, + "m": 0.8865374326705933 + }, + { + "p": 0.02996724285185337, + "m": 0.17859287559986115 + }, + { + "p": 0.019825810566544533, + "m": 0.4824605882167816 + }, + { + "p": 0.4781874418258667, + "m": 0.06436654925346375 + }, + { + "p": 0.04007650539278984, + "m": 0.884008526802063 + }, + { + "p": 0.005498633254319429, + "m": 0.7574971914291382 + }, + { + "p": 0.0708925724029541, + "m": 1.0 + }, + { + "p": 0.055023495107889175, + "m": 1.0 + }, + { + "p": 0.013278274796903133, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.230989933013916, + "val_loss": 1.1255606412887573, + "acc": 64.87, + "time": 219.86652280203998, + "param": [ + { + "p": 0.062050677835941315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03868113085627556, + "m": 1.0 + }, + { + "p": 0.08608177304267883, + "m": 0.0 + }, + { + "p": 0.05551730468869209, + "m": 0.8043619990348816 + }, + { + "p": 0.05974781513214111, + "m": 0.8918630480766296 + }, + { + "p": 0.024943256750702858, + "m": 0.16559508442878723 + }, + { + "p": 0.020417291671037674, + "m": 0.46626925468444824 + }, + { + "p": 0.4485369920730591, + "m": 0.1127810999751091 + }, + { + "p": 0.05104297772049904, + "m": 0.8689379096031189 + }, + { + "p": 0.009191884659230709, + "m": 0.7803390622138977 + }, + { + "p": 0.0773870199918747, + "m": 1.0 + }, + { + "p": 0.054720986634492874, + "m": 1.0 + }, + { + "p": 0.011680824682116508, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 0.8990760445594788, + "val_loss": 0.8970456719398499, + "acc": 65.58, + "time": 220.7574260670226, + "param": [ + { + "p": 0.05317223072052002, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026114674285054207, + "m": 1.0 + }, + { + "p": 0.09607742726802826, + "m": 0.0 + }, + { + "p": 0.045506950467824936, + "m": 0.8057489991188049 + }, + { + "p": 0.05850662663578987, + "m": 0.8722385168075562 + }, + { + "p": 0.008871045894920826, + "m": 0.1519467830657959 + }, + { + "p": 0.02443208545446396, + "m": 0.42983344197273254 + }, + { + "p": 0.4914812445640564, + "m": 0.1254015564918518 + }, + { + "p": 0.05132823437452316, + "m": 0.8785440325737 + }, + { + "p": 0.0073051475919783115, + "m": 0.7907581925392151 + }, + { + "p": 0.07813780009746552, + "m": 1.0 + }, + { + "p": 0.052794117480516434, + "m": 1.0 + }, + { + "p": 0.006272433791309595, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.0755757093429565, + "val_loss": 1.0100091695785522, + "acc": 64.88, + "time": 220.38930632709526, + "param": [ + { + "p": 0.049395062029361725, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0352855809032917, + "m": 1.0 + }, + { + "p": 0.09532421827316284, + "m": 0.0 + }, + { + "p": 0.033450283110141754, + "m": 0.7779305577278137 + }, + { + "p": 0.05581485107541084, + "m": 0.8467338681221008 + }, + { + "p": 0.0004037857288494706, + "m": 0.1649853140115738 + }, + { + "p": 0.030594615265727043, + "m": 0.3856460154056549 + }, + { + "p": 0.5051286220550537, + "m": 0.11880754679441452 + }, + { + "p": 0.06182456761598587, + "m": 0.8822981119155884 + }, + { + "p": 0.009591861627995968, + "m": 0.7945734858512878 + }, + { + "p": 0.0734226405620575, + "m": 1.0 + }, + { + "p": 0.049763910472393036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.3932451009750366, + "val_loss": 1.1229431629180908, + "acc": 64.76, + "time": 217.66743300412782, + "param": [ + { + "p": 0.05450936779379845, + "m": 1.0 + }, + { + "p": 0.0001816290314309299, + "m": 1.0 + }, + { + "p": 0.046576641499996185, + "m": 1.0 + }, + { + "p": 0.09388301521539688, + "m": 0.0 + }, + { + "p": 0.016635576263070107, + "m": 0.7830941677093506 + }, + { + "p": 0.05023663118481636, + "m": 0.8298423290252686 + }, + { + "p": 0.010459315031766891, + "m": 0.18647392094135284 + }, + { + "p": 0.038089655339717865, + "m": 0.3436184227466583 + }, + { + "p": 0.49960342049598694, + "m": 0.11864147335290909 + }, + { + "p": 0.07177422195672989, + "m": 0.8852854371070862 + }, + { + "p": 0.012378398329019547, + "m": 0.8088209629058838 + }, + { + "p": 0.0590074397623539, + "m": 1.0 + }, + { + "p": 0.04276351258158684, + "m": 1.0 + }, + { + "p": 0.003901196178048849, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.1163907051086426, + "val_loss": 0.9892901182174683, + "acc": 66.01, + "time": 221.65882937191054, + "param": [ + { + "p": 0.056034065783023834, + "m": 1.0 + }, + { + "p": 0.011885426007211208, + "m": 1.0 + }, + { + "p": 0.053346920758485794, + "m": 1.0 + }, + { + "p": 0.0812765583395958, + "m": 0.0 + }, + { + "p": 0.006367567460983992, + "m": 0.7440146803855896 + }, + { + "p": 0.05189460515975952, + "m": 0.8148190975189209 + }, + { + "p": 0.01828068122267723, + "m": 0.19879113137722015 + }, + { + "p": 0.04739725589752197, + "m": 0.3172212243080139 + }, + { + "p": 0.44717851281166077, + "m": 0.11514304578304291 + }, + { + "p": 0.08318670094013214, + "m": 0.9108569025993347 + }, + { + "p": 0.03183232620358467, + "m": 0.8263943195343018 + }, + { + "p": 0.04783819615840912, + "m": 1.0 + }, + { + "p": 0.03783126920461655, + "m": 1.0 + }, + { + "p": 0.025649961084127426, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.0565398931503296, + "val_loss": 1.0147703886032104, + "acc": 65.04, + "time": 220.8512353140395, + "param": [ + { + "p": 0.06283179670572281, + "m": 1.0 + }, + { + "p": 0.010365961119532585, + "m": 1.0 + }, + { + "p": 0.052996180951595306, + "m": 1.0 + }, + { + "p": 0.054987065494060516, + "m": 0.010448490269482136 + }, + { + "p": 0.0, + "m": 0.7066518068313599 + }, + { + "p": 0.05523118004202843, + "m": 0.7849465608596802 + }, + { + "p": 0.006595174316316843, + "m": 0.19204919040203094 + }, + { + "p": 0.04468197375535965, + "m": 0.24571292102336884 + }, + { + "p": 0.48314204812049866, + "m": 0.10809815675020218 + }, + { + "p": 0.09323076158761978, + "m": 0.9287081360816956 + }, + { + "p": 0.041540589183568954, + "m": 0.8441782593727112 + }, + { + "p": 0.03393920138478279, + "m": 1.0 + }, + { + "p": 0.01768038049340248, + "m": 1.0 + }, + { + "p": 0.04277775436639786, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.121820330619812, + "val_loss": 1.0053642988204956, + "acc": 66.19, + "time": 219.90549572883174, + "param": [ + { + "p": 0.056032441556453705, + "m": 1.0 + }, + { + "p": 2.8512768039945513e-05, + "m": 1.0 + }, + { + "p": 0.06376846879720688, + "m": 1.0 + }, + { + "p": 0.044375211000442505, + "m": 0.0 + }, + { + "p": 0.01114561315625906, + "m": 0.6806803941726685 + }, + { + "p": 0.05529903993010521, + "m": 0.7682518362998962 + }, + { + "p": 0.000415835645981133, + "m": 0.17763788998126984 + }, + { + "p": 0.054596129804849625, + "m": 0.1917453557252884 + }, + { + "p": 0.4801205098628998, + "m": 0.1131598949432373 + }, + { + "p": 0.09297388046979904, + "m": 0.9183765053749084 + }, + { + "p": 0.05484529584646225, + "m": 0.8589774370193481 + }, + { + "p": 0.021215928718447685, + "m": 1.0 + }, + { + "p": 0.024470074102282524, + "m": 1.0 + }, + { + "p": 0.04071306064724922, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.0665615797042847, + "val_loss": 1.0614620447158813, + "acc": 65.48, + "time": 222.15465633315034, + "param": [ + { + "p": 0.05225089192390442, + "m": 1.0 + }, + { + "p": 0.0016027737874537706, + "m": 1.0 + }, + { + "p": 0.08328761905431747, + "m": 1.0 + }, + { + "p": 0.052823085337877274, + "m": 0.0 + }, + { + "p": 0.026423867791891098, + "m": 0.6734739542007446 + }, + { + "p": 0.04025093838572502, + "m": 0.7494663000106812 + }, + { + "p": 0.00698788370937109, + "m": 0.15930981934070587 + }, + { + "p": 0.05797857791185379, + "m": 0.16258762776851654 + }, + { + "p": 0.4245883822441101, + "m": 0.10971374064683914 + }, + { + "p": 0.088308185338974, + "m": 0.9050403237342834 + }, + { + "p": 0.06206681579351425, + "m": 0.8690127730369568 + }, + { + "p": 0.025419877842068672, + "m": 1.0 + }, + { + "p": 0.04446851834654808, + "m": 1.0 + }, + { + "p": 0.03354257717728615, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.1792103052139282, + "val_loss": 1.0832009315490723, + "acc": 66.8, + "time": 219.60835560015403, + "param": [ + { + "p": 0.04899616539478302, + "m": 1.0 + }, + { + "p": 0.0005268946406431496, + "m": 1.0 + }, + { + "p": 0.09430965781211853, + "m": 1.0 + }, + { + "p": 0.06486902385950089, + "m": 0.0 + }, + { + "p": 0.03505194932222366, + "m": 0.6777846217155457 + }, + { + "p": 0.03085891157388687, + "m": 0.7733271718025208 + }, + { + "p": 0.011485143564641476, + "m": 0.14903903007507324 + }, + { + "p": 0.05359799042344093, + "m": 0.1825917661190033 + }, + { + "p": 0.3675031363964081, + "m": 0.10791527479887009 + }, + { + "p": 0.0816144272685051, + "m": 0.9088819622993469 + }, + { + "p": 0.068305104970932, + "m": 0.8897233009338379 + }, + { + "p": 0.047301314771175385, + "m": 1.0 + }, + { + "p": 0.0630153939127922, + "m": 1.0 + }, + { + "p": 0.03256483003497124, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.3285026550292969, + "val_loss": 0.938145637512207, + "acc": 66.55, + "time": 219.68420964106917, + "param": [ + { + "p": 0.041729532182216644, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09941183030605316, + "m": 1.0 + }, + { + "p": 0.07056227326393127, + "m": 0.0 + }, + { + "p": 0.03397304564714432, + "m": 0.6842935085296631 + }, + { + "p": 0.030007585883140564, + "m": 0.7745797038078308 + }, + { + "p": 0.011010807938873768, + "m": 0.15555469691753387 + }, + { + "p": 0.05330750346183777, + "m": 0.21652308106422424 + }, + { + "p": 0.3407411277294159, + "m": 0.1095767542719841 + }, + { + "p": 0.08883868902921677, + "m": 0.9290063381195068 + }, + { + "p": 0.06888063997030258, + "m": 0.8883724212646484 + }, + { + "p": 0.06108229234814644, + "m": 1.0 + }, + { + "p": 0.07093171775341034, + "m": 1.0 + }, + { + "p": 0.029522953554987907, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.1214789152145386, + "val_loss": 0.8490599393844604, + "acc": 66.34, + "time": 218.38606393989176, + "param": [ + { + "p": 0.03999752923846245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08267238736152649, + "m": 1.0 + }, + { + "p": 0.0717858299612999, + "m": 0.0 + }, + { + "p": 0.02463541552424431, + "m": 0.6667792797088623 + }, + { + "p": 0.03477715328335762, + "m": 0.768576443195343 + }, + { + "p": 0.020955031737685204, + "m": 0.164518341422081 + }, + { + "p": 0.04905015230178833, + "m": 0.21562424302101135 + }, + { + "p": 0.34098488092422485, + "m": 0.0967809408903122 + }, + { + "p": 0.09932901710271835, + "m": 0.9706030488014221 + }, + { + "p": 0.06909558176994324, + "m": 0.8621074557304382 + }, + { + "p": 0.0695786103606224, + "m": 1.0 + }, + { + "p": 0.06232083588838577, + "m": 1.0 + }, + { + "p": 0.03481766954064369, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.024287223815918, + "val_loss": 1.0138872861862183, + "acc": 65.56, + "time": 223.0732514350675, + "param": [ + { + "p": 0.04972859472036362, + "m": 1.0 + }, + { + "p": 0.0026968747843056917, + "m": 1.0 + }, + { + "p": 0.07839320600032806, + "m": 1.0 + }, + { + "p": 0.07360338419675827, + "m": 0.0 + }, + { + "p": 0.023588214069604874, + "m": 0.6863608956336975 + }, + { + "p": 0.033136241137981415, + "m": 0.7705690860748291 + }, + { + "p": 0.0476008765399456, + "m": 0.18460619449615479 + }, + { + "p": 0.04833456128835678, + "m": 0.22423599660396576 + }, + { + "p": 0.3017657399177551, + "m": 0.076732337474823 + }, + { + "p": 0.10033179819583893, + "m": 0.9831486940383911 + }, + { + "p": 0.07341957837343216, + "m": 0.8519428968429565 + }, + { + "p": 0.07853994518518448, + "m": 1.0 + }, + { + "p": 0.05795643478631973, + "m": 1.0 + }, + { + "p": 0.03090457059442997, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.062654972076416, + "val_loss": 0.9532452821731567, + "acc": 66.79, + "time": 218.64837595494464, + "param": [ + { + "p": 0.05017605051398277, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07887010276317596, + "m": 1.0 + }, + { + "p": 0.07697386294603348, + "m": 0.0 + }, + { + "p": 0.010146209970116615, + "m": 0.6772930026054382 + }, + { + "p": 0.031189287081360817, + "m": 0.7502143979072571 + }, + { + "p": 0.06106265261769295, + "m": 0.22076299786567688 + }, + { + "p": 0.04159371554851532, + "m": 0.21510356664657593 + }, + { + "p": 0.3196163773536682, + "m": 0.060699980705976486 + }, + { + "p": 0.10707858204841614, + "m": 0.9752945303916931 + }, + { + "p": 0.07618935406208038, + "m": 0.8425662517547607 + }, + { + "p": 0.087896429002285, + "m": 1.0 + }, + { + "p": 0.04771704599261284, + "m": 1.0 + }, + { + "p": 0.0114902937784791, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.1663804054260254, + "val_loss": 0.9235417246818542, + "acc": 66.81, + "time": 219.6106306319125, + "param": [ + { + "p": 0.05129077658057213, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07248295098543167, + "m": 1.0 + }, + { + "p": 0.08933991193771362, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6124457120895386 + }, + { + "p": 0.03041832335293293, + "m": 0.7128769159317017 + }, + { + "p": 0.062260258942842484, + "m": 0.2028256207704544 + }, + { + "p": 0.027616946026682854, + "m": 0.21844777464866638 + }, + { + "p": 0.37463629245758057, + "m": 0.06248483434319496 + }, + { + "p": 0.10735286772251129, + "m": 0.9717176556587219 + }, + { + "p": 0.07424286752939224, + "m": 0.8277052640914917 + }, + { + "p": 0.08586203306913376, + "m": 1.0 + }, + { + "p": 0.024496793746948242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.5753017663955688, + "val_loss": 1.0221813917160034, + "acc": 66.33, + "time": 220.58990690601058, + "param": [ + { + "p": 0.04075612500309944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.058753110468387604, + "m": 1.0 + }, + { + "p": 0.0950334221124649, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5589948892593384 + }, + { + "p": 0.022232897579669952, + "m": 0.7133892178535461 + }, + { + "p": 0.07188873738050461, + "m": 0.1564374566078186 + }, + { + "p": 0.020219599828124046, + "m": 0.22439342737197876 + }, + { + "p": 0.43695852160453796, + "m": 0.021823018789291382 + }, + { + "p": 0.10568073391914368, + "m": 0.9555872082710266 + }, + { + "p": 0.07053918391466141, + "m": 0.7987446784973145 + }, + { + "p": 0.07471460849046707, + "m": 1.0 + }, + { + "p": 0.0032230482902377844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.3732556104660034, + "val_loss": 0.9470769166946411, + "acc": 66.65, + "time": 217.16912593087181, + "param": [ + { + "p": 0.024198900908231735, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0652608573436737, + "m": 1.0 + }, + { + "p": 0.09381416440010071, + "m": 0.0 + }, + { + "p": 0.015100867487490177, + "m": 0.5246617197990417 + }, + { + "p": 0.02420351281762123, + "m": 0.703670859336853 + }, + { + "p": 0.07646849751472473, + "m": 0.09063071012496948 + }, + { + "p": 0.01914677955210209, + "m": 0.19851888716220856 + }, + { + "p": 0.44013145565986633, + "m": 0.0 + }, + { + "p": 0.10219816118478775, + "m": 0.9607226252555847 + }, + { + "p": 0.06645025312900543, + "m": 0.7727885842323303 + }, + { + "p": 0.057744987308979034, + "m": 1.0 + }, + { + "p": 0.005231538321822882, + "m": 1.0 + }, + { + "p": 0.010050047188997269, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.1378530263900757, + "val_loss": 0.9072198271751404, + "acc": 66.25, + "time": 220.1893208208494, + "param": [ + { + "p": 0.029436033219099045, + "m": 1.0 + }, + { + "p": 0.0026965802535414696, + "m": 1.0 + }, + { + "p": 0.06584301590919495, + "m": 1.0 + }, + { + "p": 0.08531089872121811, + "m": 0.010870319791138172 + }, + { + "p": 0.03464968875050545, + "m": 0.5060814023017883 + }, + { + "p": 0.0347774513065815, + "m": 0.7004571557044983 + }, + { + "p": 0.07577727735042572, + "m": 0.021190956234931946 + }, + { + "p": 0.013143285177648067, + "m": 0.18079450726509094 + }, + { + "p": 0.39589571952819824, + "m": 0.0 + }, + { + "p": 0.09545133262872696, + "m": 0.9644480347633362 + }, + { + "p": 0.07313191890716553, + "m": 0.7861366271972656 + }, + { + "p": 0.04922475665807724, + "m": 1.0 + }, + { + "p": 0.02008483000099659, + "m": 1.0 + }, + { + "p": 0.024577206000685692, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.1726576089859009, + "val_loss": 0.8481650352478027, + "acc": 67.56, + "time": 219.6234320991207, + "param": [ + { + "p": 0.04700601473450661, + "m": 1.0 + }, + { + "p": 7.183395064203069e-05, + "m": 1.0 + }, + { + "p": 0.06481725722551346, + "m": 1.0 + }, + { + "p": 0.07252366840839386, + "m": 0.0 + }, + { + "p": 0.04947156831622124, + "m": 0.5028947591781616 + }, + { + "p": 0.03840428590774536, + "m": 0.693078339099884 + }, + { + "p": 0.08069343864917755, + "m": 0.0 + }, + { + "p": 0.01623358204960823, + "m": 0.17947977781295776 + }, + { + "p": 0.3481006622314453, + "m": 0.0 + }, + { + "p": 0.0892515704035759, + "m": 0.9655802845954895 + }, + { + "p": 0.07366391271352768, + "m": 0.7910169363021851 + }, + { + "p": 0.0432855486869812, + "m": 1.0 + }, + { + "p": 0.03853119909763336, + "m": 1.0 + }, + { + "p": 0.037945445626974106, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.4795624017715454, + "val_loss": 0.9866429567337036, + "acc": 67.62, + "time": 221.77676671091467, + "param": [ + { + "p": 0.06833279132843018, + "m": 1.0 + }, + { + "p": 0.008307437412440777, + "m": 1.0 + }, + { + "p": 0.06651647388935089, + "m": 1.0 + }, + { + "p": 0.05974031984806061, + "m": 0.0007075429894030094 + }, + { + "p": 0.0592251680791378, + "m": 0.4495588541030884 + }, + { + "p": 0.044120460748672485, + "m": 0.6541451811790466 + }, + { + "p": 0.0757250189781189, + "m": 0.0 + }, + { + "p": 0.026785848662257195, + "m": 0.17479586601257324 + }, + { + "p": 0.28344959020614624, + "m": 0.0 + }, + { + "p": 0.08604761213064194, + "m": 0.952692985534668 + }, + { + "p": 0.07208621501922607, + "m": 0.7930699586868286 + }, + { + "p": 0.04963672161102295, + "m": 1.0 + }, + { + "p": 0.04663380607962608, + "m": 1.0 + }, + { + "p": 0.05339249595999718, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.1449259519577026, + "val_loss": 1.0500348806381226, + "acc": 67.25, + "time": 222.18775483500212, + "param": [ + { + "p": 0.07648969441652298, + "m": 1.0 + }, + { + "p": 0.00936385989189148, + "m": 1.0 + }, + { + "p": 0.06763274222612381, + "m": 1.0 + }, + { + "p": 0.06746254116296768, + "m": 0.0 + }, + { + "p": 0.060588110238313675, + "m": 0.4049391746520996 + }, + { + "p": 0.0406799390912056, + "m": 0.6429504752159119 + }, + { + "p": 0.07988229393959045, + "m": 0.0 + }, + { + "p": 0.030128084123134613, + "m": 0.1554737091064453 + }, + { + "p": 0.23593224585056305, + "m": 0.0 + }, + { + "p": 0.08054294437170029, + "m": 0.9411895871162415 + }, + { + "p": 0.07621455937623978, + "m": 0.7997105121612549 + }, + { + "p": 0.050340354442596436, + "m": 1.0 + }, + { + "p": 0.057173073291778564, + "m": 1.0 + }, + { + "p": 0.06756969541311264, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.1526237726211548, + "val_loss": 0.9373881816864014, + "acc": 66.77, + "time": 222.0542766400613, + "param": [ + { + "p": 0.07712028920650482, + "m": 1.0 + }, + { + "p": 0.01354462280869484, + "m": 1.0 + }, + { + "p": 0.07890176773071289, + "m": 1.0 + }, + { + "p": 0.07392051815986633, + "m": 0.0 + }, + { + "p": 0.06744455546140671, + "m": 0.3379717767238617 + }, + { + "p": 0.04243497923016548, + "m": 0.5911865830421448 + }, + { + "p": 0.08588595688343048, + "m": 0.0 + }, + { + "p": 0.03214353322982788, + "m": 0.16339513659477234 + }, + { + "p": 0.21544784307479858, + "m": 0.0 + }, + { + "p": 0.06907744705677032, + "m": 0.9403252601623535 + }, + { + "p": 0.07237259298563004, + "m": 0.816099226474762 + }, + { + "p": 0.0522184744477272, + "m": 1.0 + }, + { + "p": 0.045948576182127, + "m": 1.0 + }, + { + "p": 0.07353898882865906, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.1551188230514526, + "val_loss": 1.026014804840088, + "acc": 66.53, + "time": 222.92719020904042, + "param": [ + { + "p": 0.08043325692415237, + "m": 1.0 + }, + { + "p": 0.014451471157371998, + "m": 1.0 + }, + { + "p": 0.09351750463247299, + "m": 1.0 + }, + { + "p": 0.06353648751974106, + "m": 0.012095460668206215 + }, + { + "p": 0.05982406437397003, + "m": 0.2453702837228775 + }, + { + "p": 0.035191308706998825, + "m": 0.5345842242240906 + }, + { + "p": 0.08985920250415802, + "m": 0.0 + }, + { + "p": 0.039548762142658234, + "m": 0.1716843694448471 + }, + { + "p": 0.2061157077550888, + "m": 0.0 + }, + { + "p": 0.06566620618104935, + "m": 0.9480372667312622 + }, + { + "p": 0.07125627994537354, + "m": 0.8180490732192993 + }, + { + "p": 0.06219765543937683, + "m": 1.0 + }, + { + "p": 0.037674855440855026, + "m": 1.0 + }, + { + "p": 0.08072711527347565, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.392476201057434, + "val_loss": 0.9645358324050903, + "acc": 67.91, + "time": 219.9288709720131, + "param": [ + { + "p": 0.09129701554775238, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10762513428926468, + "m": 1.0 + }, + { + "p": 0.044676247984170914, + "m": 0.02016321010887623 + }, + { + "p": 0.043388064950704575, + "m": 0.20106549561023712 + }, + { + "p": 0.015077297575771809, + "m": 0.5016542077064514 + }, + { + "p": 0.09430168569087982, + "m": 0.0020251101814210415 + }, + { + "p": 0.0545189268887043, + "m": 0.17127494513988495 + }, + { + "p": 0.22785866260528564, + "m": 0.0 + }, + { + "p": 0.06647524237632751, + "m": 0.9547224640846252 + }, + { + "p": 0.06918638944625854, + "m": 0.824666440486908 + }, + { + "p": 0.062337588518857956, + "m": 1.0 + }, + { + "p": 0.033774200826883316, + "m": 1.0 + }, + { + "p": 0.08948341757059097, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.1180872917175293, + "val_loss": 0.8967983722686768, + "acc": 68.34, + "time": 223.61709366599098, + "param": [ + { + "p": 0.10119907557964325, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11025543510913849, + "m": 1.0 + }, + { + "p": 0.03410515561699867, + "m": 0.0 + }, + { + "p": 0.046039775013923645, + "m": 0.1661984920501709 + }, + { + "p": 0.010895456187427044, + "m": 0.4883723258972168 + }, + { + "p": 0.09862321615219116, + "m": 0.000281870539765805 + }, + { + "p": 0.04417719319462776, + "m": 0.16859182715415955 + }, + { + "p": 0.22791796922683716, + "m": 0.0014974517980590463 + }, + { + "p": 0.06673721224069595, + "m": 0.9733241200447083 + }, + { + "p": 0.0630442351102829, + "m": 0.8299636244773865 + }, + { + "p": 0.06850208342075348, + "m": 1.0 + }, + { + "p": 0.03312983363866806, + "m": 1.0 + }, + { + "p": 0.09537342935800552, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.1103298664093018, + "val_loss": 0.839219868183136, + "acc": 68.1, + "time": 221.68165428680368, + "param": [ + { + "p": 0.09274939447641373, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11013887822628021, + "m": 1.0 + }, + { + "p": 0.02481645718216896, + "m": 0.0 + }, + { + "p": 0.04211403802037239, + "m": 0.1290181577205658 + }, + { + "p": 0.018260231241583824, + "m": 0.48748329281806946 + }, + { + "p": 0.1078069806098938, + "m": 0.0 + }, + { + "p": 0.05054129287600517, + "m": 0.17429400980472565 + }, + { + "p": 0.2335958182811737, + "m": 0.0 + }, + { + "p": 0.06591644138097763, + "m": 0.990654468536377 + }, + { + "p": 0.04522679001092911, + "m": 0.8050114512443542 + }, + { + "p": 0.07743916660547256, + "m": 1.0 + }, + { + "p": 0.03629828616976738, + "m": 1.0 + }, + { + "p": 0.09509622305631638, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.1776690483093262, + "val_loss": 1.0314488410949707, + "acc": 66.99, + "time": 220.47075003781356, + "param": [ + { + "p": 0.07281389832496643, + "m": 1.0 + }, + { + "p": 0.0009968109661713243, + "m": 1.0 + }, + { + "p": 0.11261192709207535, + "m": 1.0 + }, + { + "p": 0.027040919288992882, + "m": 0.0006697885110042989 + }, + { + "p": 0.053507767617702484, + "m": 0.08164811134338379 + }, + { + "p": 0.03731224313378334, + "m": 0.46488723158836365 + }, + { + "p": 0.113654226064682, + "m": 0.0 + }, + { + "p": 0.05301225930452347, + "m": 0.15404342114925385 + }, + { + "p": 0.22368760406970978, + "m": 0.0 + }, + { + "p": 0.055750083178281784, + "m": 1.0 + }, + { + "p": 0.03847094997763634, + "m": 0.7857720255851746 + }, + { + "p": 0.08279725164175034, + "m": 1.0 + }, + { + "p": 0.04727572947740555, + "m": 1.0 + }, + { + "p": 0.08106836676597595, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.0181727409362793, + "val_loss": 0.8889952898025513, + "acc": 67.42, + "time": 221.67797068017535, + "param": [ + { + "p": 0.045220304280519485, + "m": 1.0 + }, + { + "p": 0.0018269236898049712, + "m": 1.0 + }, + { + "p": 0.10584311187267303, + "m": 1.0 + }, + { + "p": 0.04564201086759567, + "m": 0.0 + }, + { + "p": 0.055446818470954895, + "m": 0.0243564210832119 + }, + { + "p": 0.04625390097498894, + "m": 0.40692609548568726 + }, + { + "p": 0.11570777744054794, + "m": 0.018812421709299088 + }, + { + "p": 0.060329459607601166, + "m": 0.09191717207431793 + }, + { + "p": 0.2300761342048645, + "m": 0.00274686049669981 + }, + { + "p": 0.048906926065683365, + "m": 1.0 + }, + { + "p": 0.03282264620065689, + "m": 0.7632829546928406 + }, + { + "p": 0.08870644122362137, + "m": 1.0 + }, + { + "p": 0.0468781553208828, + "m": 1.0 + }, + { + "p": 0.07633934170007706, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.9967796802520752, + "val_loss": 0.8867630958557129, + "acc": 67.12, + "time": 223.37485855491832, + "param": [ + { + "p": 0.025074467062950134, + "m": 1.0 + }, + { + "p": 0.00680919736623764, + "m": 1.0 + }, + { + "p": 0.10487566143274307, + "m": 1.0 + }, + { + "p": 0.05697110295295715, + "m": 0.0 + }, + { + "p": 0.07072564959526062, + "m": 0.029273521155118942 + }, + { + "p": 0.05675940960645676, + "m": 0.3430180549621582 + }, + { + "p": 0.11720310151576996, + "m": 0.031841620802879333 + }, + { + "p": 0.06712637096643448, + "m": 0.0 + }, + { + "p": 0.22616532444953918, + "m": 0.013411566615104675 + }, + { + "p": 0.04848838597536087, + "m": 1.0 + }, + { + "p": 0.029203234240412712, + "m": 0.7393242120742798 + }, + { + "p": 0.0864749550819397, + "m": 1.0 + }, + { + "p": 0.0474606528878212, + "m": 1.0 + }, + { + "p": 0.05666246637701988, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.8795613050460815, + "val_loss": 1.0489296913146973, + "acc": 67.53, + "time": 223.6568613711279, + "param": [ + { + "p": 0.011949343606829643, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10073886811733246, + "m": 1.0 + }, + { + "p": 0.05839338153600693, + "m": 0.0 + }, + { + "p": 0.07712342590093613, + "m": 0.029048364609479904 + }, + { + "p": 0.05556084215641022, + "m": 0.23826389014720917 + }, + { + "p": 0.12544679641723633, + "m": 0.0 + }, + { + "p": 0.07240238040685654, + "m": 0.0 + }, + { + "p": 0.2393026202917099, + "m": 0.02247341349720955 + }, + { + "p": 0.05993424728512764, + "m": 1.0 + }, + { + "p": 0.01467656809836626, + "m": 0.705990731716156 + }, + { + "p": 0.09195829927921295, + "m": 1.0 + }, + { + "p": 0.03903459385037422, + "m": 1.0 + }, + { + "p": 0.053478632122278214, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 0.8240264058113098, + "val_loss": 1.0848020315170288, + "acc": 67.09, + "time": 222.03999329195358, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09223867952823639, + "m": 1.0 + }, + { + "p": 0.0584108792245388, + "m": 0.0 + }, + { + "p": 0.07503993064165115, + "m": 0.0 + }, + { + "p": 0.060713257640600204, + "m": 0.1321934461593628 + }, + { + "p": 0.11993430554866791, + "m": 0.0 + }, + { + "p": 0.0619780458509922, + "m": 0.0 + }, + { + "p": 0.2580642104148865, + "m": 0.0462569035589695 + }, + { + "p": 0.06336288899183273, + "m": 1.0 + }, + { + "p": 0.009525678120553493, + "m": 0.6966865658760071 + }, + { + "p": 0.10004915297031403, + "m": 1.0 + }, + { + "p": 0.03553776070475578, + "m": 1.0 + }, + { + "p": 0.06514524668455124, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.9378782510757446, + "val_loss": 0.9535958766937256, + "acc": 68.07, + "time": 221.66555150598288, + "param": [ + { + "p": 0.007504817098379135, + "m": 1.0 + }, + { + "p": 0.016679929569363594, + "m": 1.0 + }, + { + "p": 0.08698654919862747, + "m": 1.0 + }, + { + "p": 0.052666306495666504, + "m": 0.011628953740000725 + }, + { + "p": 0.07196953892707825, + "m": 0.0 + }, + { + "p": 0.06670723110437393, + "m": 0.0976838544011116 + }, + { + "p": 0.11125554889440536, + "m": 0.016799572855234146 + }, + { + "p": 0.046439118683338165, + "m": 0.03748633340001106 + }, + { + "p": 0.2556166648864746, + "m": 0.0629272386431694 + }, + { + "p": 0.0631779283285141, + "m": 1.0 + }, + { + "p": 0.015088340267539024, + "m": 0.700787365436554 + }, + { + "p": 0.11528157442808151, + "m": 0.9874524474143982 + }, + { + "p": 0.03321180120110512, + "m": 1.0 + }, + { + "p": 0.057414568960666656, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.8936787843704224, + "val_loss": 0.9646632671356201, + "acc": 68.79, + "time": 220.43328153085895, + "param": [ + { + "p": 0.009922336786985397, + "m": 1.0 + }, + { + "p": 0.03341241180896759, + "m": 1.0 + }, + { + "p": 0.08346381783485413, + "m": 1.0 + }, + { + "p": 0.05470177158713341, + "m": 0.03847816586494446 + }, + { + "p": 0.07805567979812622, + "m": 0.0 + }, + { + "p": 0.07229387015104294, + "m": 0.09665973484516144 + }, + { + "p": 0.09442691504955292, + "m": 0.023200320079922676 + }, + { + "p": 0.045945003628730774, + "m": 0.1533711850643158 + }, + { + "p": 0.24267183244228363, + "m": 0.0632127970457077 + }, + { + "p": 0.06660012900829315, + "m": 0.9775258898735046 + }, + { + "p": 0.029394350945949554, + "m": 0.7037055492401123 + }, + { + "p": 0.11096884310245514, + "m": 0.9674007892608643 + }, + { + "p": 0.037817858159542084, + "m": 1.0 + }, + { + "p": 0.04032517224550247, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.8438596129417419, + "val_loss": 1.0137978792190552, + "acc": 68.32, + "time": 224.38497418304905, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.038668181747198105, + "m": 1.0 + }, + { + "p": 0.08160986006259918, + "m": 1.0 + }, + { + "p": 0.07120738923549652, + "m": 0.06411448121070862 + }, + { + "p": 0.070362888276577, + "m": 0.0 + }, + { + "p": 0.07063493132591248, + "m": 0.07428307831287384 + }, + { + "p": 0.08455685526132584, + "m": 0.0420411191880703 + }, + { + "p": 0.058639440685510635, + "m": 0.19480562210083008 + }, + { + "p": 0.2700375020503998, + "m": 0.052428118884563446 + }, + { + "p": 0.05786839500069618, + "m": 0.9621486067771912 + }, + { + "p": 0.03029351495206356, + "m": 0.6987029910087585 + }, + { + "p": 0.10280179232358932, + "m": 0.9670881032943726 + }, + { + "p": 0.03358256816864014, + "m": 1.0 + }, + { + "p": 0.029736608266830444, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 0.9344488382339478, + "val_loss": 1.0509247779846191, + "acc": 67.78, + "time": 222.8070607050322, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04354720562696457, + "m": 1.0 + }, + { + "p": 0.07914665341377258, + "m": 1.0 + }, + { + "p": 0.07033899426460266, + "m": 0.06490325927734375 + }, + { + "p": 0.06931186467409134, + "m": 0.0 + }, + { + "p": 0.06451058387756348, + "m": 0.03171156346797943 + }, + { + "p": 0.06496178358793259, + "m": 0.07685618847608566 + }, + { + "p": 0.05950705707073212, + "m": 0.1971539705991745 + }, + { + "p": 0.2881625294685364, + "m": 0.049967288970947266 + }, + { + "p": 0.053236499428749084, + "m": 0.9837647676467896 + }, + { + "p": 0.03332890197634697, + "m": 0.7026588320732117 + }, + { + "p": 0.09380073100328445, + "m": 0.9728846549987793 + }, + { + "p": 0.03465960547327995, + "m": 1.0 + }, + { + "p": 0.045487672090530396, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.8777618408203125, + "val_loss": 1.0658941268920898, + "acc": 67.85, + "time": 220.65433800802566, + "param": [ + { + "p": 0.00021916348487138748, + "m": 1.0 + }, + { + "p": 0.03974326327443123, + "m": 1.0 + }, + { + "p": 0.08581966906785965, + "m": 1.0 + }, + { + "p": 0.06690807640552521, + "m": 0.02837921865284443 + }, + { + "p": 0.07066604495048523, + "m": 0.0 + }, + { + "p": 0.05580651015043259, + "m": 0.0 + }, + { + "p": 0.048725735396146774, + "m": 0.08292174339294434 + }, + { + "p": 0.05325887352228165, + "m": 0.2142808437347412 + }, + { + "p": 0.29855969548225403, + "m": 0.04693390429019928 + }, + { + "p": 0.05511989817023277, + "m": 1.0 + }, + { + "p": 0.030328791588544846, + "m": 0.708763062953949 + }, + { + "p": 0.09273842722177505, + "m": 1.0 + }, + { + "p": 0.03416997566819191, + "m": 1.0 + }, + { + "p": 0.06793584674596786, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.9123632311820984, + "val_loss": 0.9500545263290405, + "acc": 68.13, + "time": 221.8451950950548, + "param": [ + { + "p": 0.009819327853620052, + "m": 1.0 + }, + { + "p": 0.05150940269231796, + "m": 1.0 + }, + { + "p": 0.08280792087316513, + "m": 1.0 + }, + { + "p": 0.060150183737277985, + "m": 0.0 + }, + { + "p": 0.07474161684513092, + "m": 0.0 + }, + { + "p": 0.07115773111581802, + "m": 0.0 + }, + { + "p": 0.03103254735469818, + "m": 0.06144903972744942 + }, + { + "p": 0.049491554498672485, + "m": 0.22691881656646729 + }, + { + "p": 0.26139312982559204, + "m": 0.0249013714492321 + }, + { + "p": 0.06320247799158096, + "m": 1.0 + }, + { + "p": 0.04121680185198784, + "m": 0.7163349390029907 + }, + { + "p": 0.10443110764026642, + "m": 1.0 + }, + { + "p": 0.03302273526787758, + "m": 1.0 + }, + { + "p": 0.06602340936660767, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.8310533761978149, + "val_loss": 1.2031121253967285, + "acc": 67.49, + "time": 222.18156406003982, + "param": [ + { + "p": 0.007528235204517841, + "m": 1.0 + }, + { + "p": 0.06335195899009705, + "m": 1.0 + }, + { + "p": 0.08052009344100952, + "m": 1.0 + }, + { + "p": 0.046256840229034424, + "m": 0.0 + }, + { + "p": 0.07792668789625168, + "m": 0.01062607392668724 + }, + { + "p": 0.07895231246948242, + "m": 0.0018400572007521987 + }, + { + "p": 0.00119047611951828, + "m": 0.027937669306993484 + }, + { + "p": 0.04385336488485336, + "m": 0.20733536779880524 + }, + { + "p": 0.2828928828239441, + "m": 0.03152782469987869 + }, + { + "p": 0.06104058027267456, + "m": 0.9999125003814697 + }, + { + "p": 0.06274683773517609, + "m": 0.7315492630004883 + }, + { + "p": 0.11606916040182114, + "m": 1.0 + }, + { + "p": 0.018197210505604744, + "m": 1.0 + }, + { + "p": 0.05947336554527283, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.8903368711471558, + "val_loss": 0.9795005321502686, + "acc": 67.43, + "time": 220.28639292903244, + "param": [ + { + "p": 0.004138140007853508, + "m": 1.0 + }, + { + "p": 0.08338455110788345, + "m": 1.0 + }, + { + "p": 0.08624827861785889, + "m": 1.0 + }, + { + "p": 0.03607379272580147, + "m": 0.0 + }, + { + "p": 0.059158094227313995, + "m": 0.0 + }, + { + "p": 0.06928388774394989, + "m": 0.0 + }, + { + "p": 0.0007829701062291861, + "m": 0.0 + }, + { + "p": 0.037031929939985275, + "m": 0.1826459914445877 + }, + { + "p": 0.28741392493247986, + "m": 0.04115406423807144 + }, + { + "p": 0.060143645852804184, + "m": 1.0 + }, + { + "p": 0.0840654969215393, + "m": 0.7513737082481384 + }, + { + "p": 0.12197023630142212, + "m": 1.0 + }, + { + "p": 0.016400473192334175, + "m": 1.0 + }, + { + "p": 0.05390471965074539, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.7422488331794739, + "val_loss": 1.0490381717681885, + "acc": 67.55, + "time": 220.821221399121, + "param": [ + { + "p": 0.012190127745270729, + "m": 1.0 + }, + { + "p": 0.10060937702655792, + "m": 1.0 + }, + { + "p": 0.09024318307638168, + "m": 1.0 + }, + { + "p": 0.028620107099413872, + "m": 7.600597746204585e-05 + }, + { + "p": 0.03946502506732941, + "m": 0.0 + }, + { + "p": 0.06191997230052948, + "m": 0.0 + }, + { + "p": 0.0006628722185268998, + "m": 0.0 + }, + { + "p": 0.037352632731199265, + "m": 0.12255232781171799 + }, + { + "p": 0.2902088463306427, + "m": 0.040267009288072586 + }, + { + "p": 0.05042090639472008, + "m": 0.9936776161193848 + }, + { + "p": 0.0811004564166069, + "m": 0.7219693660736084 + }, + { + "p": 0.12310626357793808, + "m": 1.0 + }, + { + "p": 0.017660008743405342, + "m": 1.0 + }, + { + "p": 0.06644023209810257, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.8960387110710144, + "val_loss": 0.8857703804969788, + "acc": 67.52, + "time": 225.08156508603133, + "param": [ + { + "p": 0.02455737441778183, + "m": 1.0 + }, + { + "p": 0.12561596930027008, + "m": 1.0 + }, + { + "p": 0.08346077054738998, + "m": 1.0 + }, + { + "p": 0.020028553903102875, + "m": 0.0 + }, + { + "p": 0.02330915257334709, + "m": 0.0 + }, + { + "p": 0.053805239498615265, + "m": 0.003969551529735327 + }, + { + "p": 0.005965566262602806, + "m": 0.0004023808578494936 + }, + { + "p": 0.04519356042146683, + "m": 0.09741444885730743 + }, + { + "p": 0.287887305021286, + "m": 0.056140679866075516 + }, + { + "p": 0.031870126724243164, + "m": 0.9946239590644836 + }, + { + "p": 0.08060517907142639, + "m": 0.7149749398231506 + }, + { + "p": 0.11282792687416077, + "m": 0.9974889159202576 + }, + { + "p": 0.017125746235251427, + "m": 1.0 + }, + { + "p": 0.08774755895137787, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.0787765979766846, + "val_loss": 1.0280901193618774, + "acc": 66.84, + "time": 222.08942650491372, + "param": [ + { + "p": 0.030415024608373642, + "m": 1.0 + }, + { + "p": 0.13317520916461945, + "m": 1.0 + }, + { + "p": 0.09715647995471954, + "m": 1.0 + }, + { + "p": 0.01631939969956875, + "m": 0.0 + }, + { + "p": 0.021997932344675064, + "m": 0.0 + }, + { + "p": 0.051505111157894135, + "m": 0.03084527887403965 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.05721403285861015, + "m": 0.11035501956939697 + }, + { + "p": 0.2799987196922302, + "m": 0.05869084969162941 + }, + { + "p": 0.01394115760922432, + "m": 0.986347496509552 + }, + { + "p": 0.09897856414318085, + "m": 0.710015058517456 + }, + { + "p": 0.08739585429430008, + "m": 1.0 + }, + { + "p": 0.012235263362526894, + "m": 1.0 + }, + { + "p": 0.09966719895601273, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.8423226475715637, + "val_loss": 1.041848063468933, + "acc": 66.8, + "time": 222.99231879599392, + "param": [ + { + "p": 0.02753966860473156, + "m": 1.0 + }, + { + "p": 0.1313418447971344, + "m": 1.0 + }, + { + "p": 0.11038247495889664, + "m": 1.0 + }, + { + "p": 0.013136378489434719, + "m": 0.0 + }, + { + "p": 0.021921774372458458, + "m": 0.0004998858785256743 + }, + { + "p": 0.04137437045574188, + "m": 0.03111211210489273 + }, + { + "p": 9.981081529986113e-05, + "m": 0.0 + }, + { + "p": 0.0651625394821167, + "m": 0.12526826560497284 + }, + { + "p": 0.2701849937438965, + "m": 0.05638287588953972 + }, + { + "p": 0.0, + "m": 0.9747950434684753 + }, + { + "p": 0.12305977940559387, + "m": 0.6994645595550537 + }, + { + "p": 0.07377473264932632, + "m": 1.0 + }, + { + "p": 0.008141132071614265, + "m": 1.0 + }, + { + "p": 0.11388058960437775, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.9643780589103699, + "val_loss": 1.1455963850021362, + "acc": 67.25, + "time": 223.1126537132077, + "param": [ + { + "p": 0.02500399760901928, + "m": 1.0 + }, + { + "p": 0.11132100224494934, + "m": 1.0 + }, + { + "p": 0.10805352032184601, + "m": 1.0 + }, + { + "p": 0.019701750949025154, + "m": 0.0 + }, + { + "p": 0.02558847889304161, + "m": 0.0 + }, + { + "p": 0.03493163362145424, + "m": 0.025274859741330147 + }, + { + "p": 0.018385261297225952, + "m": 0.012119732797145844 + }, + { + "p": 0.06573918461799622, + "m": 0.14966981112957 + }, + { + "p": 0.24123191833496094, + "m": 0.05089036747813225 + }, + { + "p": 0.013486921787261963, + "m": 0.9623782634735107 + }, + { + "p": 0.13149963319301605, + "m": 0.6834433674812317 + }, + { + "p": 0.08629811555147171, + "m": 1.0 + }, + { + "p": 0.005609928630292416, + "m": 1.0 + }, + { + "p": 0.11314856261014938, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.042184829711914, + "val_loss": 1.1442469358444214, + "acc": 67.94, + "time": 223.3418124478776, + "param": [ + { + "p": 0.02975401096045971, + "m": 1.0 + }, + { + "p": 0.09507984668016434, + "m": 1.0 + }, + { + "p": 0.1041719987988472, + "m": 1.0 + }, + { + "p": 0.016740668565034866, + "m": 0.0009957797592505813 + }, + { + "p": 0.043155014514923096, + "m": 0.03640938550233841 + }, + { + "p": 0.029228681698441505, + "m": 0.0008923495188355446 + }, + { + "p": 0.03918052837252617, + "m": 0.0 + }, + { + "p": 0.052333083003759384, + "m": 0.1675165295600891 + }, + { + "p": 0.2179771363735199, + "m": 0.03844084218144417 + }, + { + "p": 0.028484366834163666, + "m": 0.935403048992157 + }, + { + "p": 0.12461263686418533, + "m": 0.6568470597267151 + }, + { + "p": 0.10062487423419952, + "m": 1.0 + }, + { + "p": 0.015787523239850998, + "m": 1.0 + }, + { + "p": 0.10286961495876312, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.8332894444465637, + "val_loss": 1.117268443107605, + "acc": 67.12, + "time": 226.15903902309947, + "param": [ + { + "p": 0.03549759462475777, + "m": 1.0 + }, + { + "p": 0.08322203904390335, + "m": 1.0 + }, + { + "p": 0.10971156507730484, + "m": 1.0 + }, + { + "p": 0.015381727367639542, + "m": 0.013845513574779034 + }, + { + "p": 0.03751742094755173, + "m": 0.05764690414071083 + }, + { + "p": 0.00844500120729208, + "m": 0.00013649991888087243 + }, + { + "p": 0.0342450849711895, + "m": 0.0 + }, + { + "p": 0.04304351285099983, + "m": 0.20110663771629333 + }, + { + "p": 0.23919257521629333, + "m": 0.023968607187271118 + }, + { + "p": 0.03150458261370659, + "m": 0.9238606691360474 + }, + { + "p": 0.12275365740060806, + "m": 0.6313971281051636 + }, + { + "p": 0.1170785203576088, + "m": 1.0 + }, + { + "p": 0.0048918467946350574, + "m": 1.0 + }, + { + "p": 0.11751484125852585, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.0703760385513306, + "val_loss": 1.067042350769043, + "acc": 67.88, + "time": 224.28543719509616, + "param": [ + { + "p": 0.04346178099513054, + "m": 1.0 + }, + { + "p": 0.07414987683296204, + "m": 1.0 + }, + { + "p": 0.11934918910264969, + "m": 1.0 + }, + { + "p": 0.021021103486418724, + "m": 0.0 + }, + { + "p": 0.037647806107997894, + "m": 0.07968535274267197 + }, + { + "p": 0.001730742515064776, + "m": 0.0 + }, + { + "p": 0.026801245287060738, + "m": 0.0 + }, + { + "p": 0.03209664300084114, + "m": 0.2061176896095276 + }, + { + "p": 0.23952428996562958, + "m": 0.010887748561799526 + }, + { + "p": 0.03529851511120796, + "m": 0.9204890131950378 + }, + { + "p": 0.12332846224308014, + "m": 0.6098371148109436 + }, + { + "p": 0.12780961394309998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11778068542480469, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.076914668083191, + "val_loss": 1.0138520002365112, + "acc": 67.4, + "time": 225.06680958298966, + "param": [ + { + "p": 0.04020071029663086, + "m": 1.0 + }, + { + "p": 0.07103526592254639, + "m": 1.0 + }, + { + "p": 0.12884867191314697, + "m": 1.0 + }, + { + "p": 0.010983884334564209, + "m": 0.0006482702447101474 + }, + { + "p": 0.02113240212202072, + "m": 0.09692858904600143 + }, + { + "p": 0.01161289680749178, + "m": 0.000497198838274926 + }, + { + "p": 0.020915912464261055, + "m": 0.0 + }, + { + "p": 0.0304727740585804, + "m": 0.1932380199432373 + }, + { + "p": 0.24964912235736847, + "m": 0.0 + }, + { + "p": 0.03619983419775963, + "m": 0.9309055805206299 + }, + { + "p": 0.1316017210483551, + "m": 0.5995086431503296 + }, + { + "p": 0.13376660645008087, + "m": 1.0 + }, + { + "p": 0.00023737709852866828, + "m": 1.0 + }, + { + "p": 0.11334278434515, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.9933966398239136, + "val_loss": 0.8777905702590942, + "acc": 68.31, + "time": 224.83181603788398, + "param": [ + { + "p": 0.043525274842977524, + "m": 1.0 + }, + { + "p": 0.07575266063213348, + "m": 1.0 + }, + { + "p": 0.1303277462720871, + "m": 1.0 + }, + { + "p": 0.003988113719969988, + "m": 0.0 + }, + { + "p": 0.017549220472574234, + "m": 0.0766817033290863 + }, + { + "p": 0.038469694554805756, + "m": 0.0 + }, + { + "p": 0.019944457337260246, + "m": 0.02653191052377224 + }, + { + "p": 0.03480266034603119, + "m": 0.14930711686611176 + }, + { + "p": 0.22448121011257172, + "m": 0.0 + }, + { + "p": 0.04575496166944504, + "m": 0.9420132040977478 + }, + { + "p": 0.12663383781909943, + "m": 0.59333336353302 + }, + { + "p": 0.12330102175474167, + "m": 1.0 + }, + { + "p": 0.015312970615923405, + "m": 1.0 + }, + { + "p": 0.10015613585710526, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.9439268112182617, + "val_loss": 1.0588949918746948, + "acc": 68.13, + "time": 223.63136173505336, + "param": [ + { + "p": 0.05138147994875908, + "m": 1.0 + }, + { + "p": 0.08536268770694733, + "m": 1.0 + }, + { + "p": 0.12268326431512833, + "m": 1.0 + }, + { + "p": 0.018679386004805565, + "m": 0.02047806605696678 + }, + { + "p": 0.019201423972845078, + "m": 0.024198070168495178 + }, + { + "p": 0.03819159418344498, + "m": 0.0 + }, + { + "p": 0.027387667447328568, + "m": 0.0423588789999485 + }, + { + "p": 0.05113961920142174, + "m": 0.13007664680480957 + }, + { + "p": 0.19640788435935974, + "m": 0.0 + }, + { + "p": 0.048491109162569046, + "m": 0.939160168170929 + }, + { + "p": 0.11005987226963043, + "m": 0.5727819204330444 + }, + { + "p": 0.10713516175746918, + "m": 0.9965256452560425 + }, + { + "p": 0.02521900273859501, + "m": 1.0 + }, + { + "p": 0.09865975379943848, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.0898082256317139, + "val_loss": 0.9385302066802979, + "acc": 67.45, + "time": 222.90156440087594, + "param": [ + { + "p": 0.045489855110645294, + "m": 1.0 + }, + { + "p": 0.09985923767089844, + "m": 1.0 + }, + { + "p": 0.12026595324277878, + "m": 1.0 + }, + { + "p": 0.03600327670574188, + "m": 0.0 + }, + { + "p": 0.02324167639017105, + "m": 0.0 + }, + { + "p": 0.043058693408966064, + "m": 0.0 + }, + { + "p": 0.034463848918676376, + "m": 0.0 + }, + { + "p": 0.05513517186045647, + "m": 0.10626277327537537 + }, + { + "p": 0.19614538550376892, + "m": 0.0 + }, + { + "p": 0.042747486382722855, + "m": 0.9254534244537354 + }, + { + "p": 0.08225122094154358, + "m": 0.5152462124824524 + }, + { + "p": 0.09880565851926804, + "m": 1.0 + }, + { + "p": 0.01427405420690775, + "m": 1.0 + }, + { + "p": 0.10825850069522858, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.1202110052108765, + "val_loss": 0.9794052243232727, + "acc": 67.3, + "time": 225.33887847093865, + "param": [ + { + "p": 0.04307657480239868, + "m": 1.0 + }, + { + "p": 0.1148587092757225, + "m": 1.0 + }, + { + "p": 0.12027353793382645, + "m": 1.0 + }, + { + "p": 0.04214856028556824, + "m": 0.0 + }, + { + "p": 0.030440814793109894, + "m": 0.0 + }, + { + "p": 0.057026930153369904, + "m": 0.0 + }, + { + "p": 0.04554233327507973, + "m": 0.0 + }, + { + "p": 0.046166155487298965, + "m": 0.07154744863510132 + }, + { + "p": 0.17893783748149872, + "m": 0.0 + }, + { + "p": 0.05509810522198677, + "m": 0.8994823098182678 + }, + { + "p": 0.06091485545039177, + "m": 0.49145931005477905 + }, + { + "p": 0.0851561427116394, + "m": 1.0 + }, + { + "p": 0.013888472691178322, + "m": 1.0 + }, + { + "p": 0.10647089034318924, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.7731642723083496, + "val_loss": 0.9618333578109741, + "acc": 67.28, + "time": 221.62648107507266, + "param": [ + { + "p": 0.03913005441427231, + "m": 1.0 + }, + { + "p": 0.11755446344614029, + "m": 1.0 + }, + { + "p": 0.13622216880321503, + "m": 1.0 + }, + { + "p": 0.041211675852537155, + "m": 0.0 + }, + { + "p": 0.03277945891022682, + "m": 0.0 + }, + { + "p": 0.055981770157814026, + "m": 0.0 + }, + { + "p": 0.040658846497535706, + "m": 0.0 + }, + { + "p": 0.04391397908329964, + "m": 0.09174927324056625 + }, + { + "p": 0.18316832184791565, + "m": 0.0 + }, + { + "p": 0.06181524321436882, + "m": 0.8639910817146301 + }, + { + "p": 0.0581987164914608, + "m": 0.4802217185497284 + }, + { + "p": 0.07304662466049194, + "m": 1.0 + }, + { + "p": 0.014519844204187393, + "m": 1.0 + }, + { + "p": 0.10179882496595383, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.8440918326377869, + "val_loss": 1.0006552934646606, + "acc": 67.47, + "time": 222.70018298807554, + "param": [ + { + "p": 0.028059842064976692, + "m": 1.0 + }, + { + "p": 0.1155829206109047, + "m": 1.0 + }, + { + "p": 0.15683138370513916, + "m": 1.0 + }, + { + "p": 0.03219978138804436, + "m": 0.0 + }, + { + "p": 0.03631293401122093, + "m": 0.0 + }, + { + "p": 0.06177707388997078, + "m": 0.0070783705450594425 + }, + { + "p": 0.03225621208548546, + "m": 0.0 + }, + { + "p": 0.02878320962190628, + "m": 0.12870393693447113 + }, + { + "p": 0.20454099774360657, + "m": 0.0 + }, + { + "p": 0.054199349135160446, + "m": 0.844422459602356 + }, + { + "p": 0.07241006195545197, + "m": 0.4814646542072296 + }, + { + "p": 0.06211421638727188, + "m": 0.9945717453956604 + }, + { + "p": 0.011368807405233383, + "m": 1.0 + }, + { + "p": 0.10356318205595016, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.8696011900901794, + "val_loss": 1.063455581665039, + "acc": 67.8, + "time": 227.14281790191308, + "param": [ + { + "p": 0.015130219049751759, + "m": 1.0 + }, + { + "p": 0.10698755085468292, + "m": 1.0 + }, + { + "p": 0.15858225524425507, + "m": 1.0 + }, + { + "p": 0.027365658432245255, + "m": 0.0015115332789719105 + }, + { + "p": 0.030936719849705696, + "m": 0.0 + }, + { + "p": 0.06555093824863434, + "m": 0.004187110811471939 + }, + { + "p": 0.03142278641462326, + "m": 0.015574089251458645 + }, + { + "p": 0.03396403789520264, + "m": 0.172841414809227 + }, + { + "p": 0.19268938899040222, + "m": 0.0 + }, + { + "p": 0.04600254446268082, + "m": 0.8334579467773438 + }, + { + "p": 0.08560480177402496, + "m": 0.5066870450973511 + }, + { + "p": 0.07589449733495712, + "m": 0.9963619709014893 + }, + { + "p": 0.022053465247154236, + "m": 1.0 + }, + { + "p": 0.10781508684158325, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.0451253652572632, + "val_loss": 1.0557515621185303, + "acc": 67.36, + "time": 226.56171567412093, + "param": [ + { + "p": 0.006924646906554699, + "m": 1.0 + }, + { + "p": 0.09715372323989868, + "m": 1.0 + }, + { + "p": 0.17131702601909637, + "m": 1.0 + }, + { + "p": 0.01862150803208351, + "m": 0.002821400063112378 + }, + { + "p": 0.01969810761511326, + "m": 0.0007922156946733594 + }, + { + "p": 0.050339747220277786, + "m": 0.0006206206162460148 + }, + { + "p": 0.03120495192706585, + "m": 0.014722139574587345 + }, + { + "p": 0.051374807953834534, + "m": 0.22340045869350433 + }, + { + "p": 0.18402685225009918, + "m": 0.0 + }, + { + "p": 0.05157000198960304, + "m": 0.8266737461090088 + }, + { + "p": 0.09527063369750977, + "m": 0.5055656433105469 + }, + { + "p": 0.08343931287527084, + "m": 1.0 + }, + { + "p": 0.021418651565909386, + "m": 1.0 + }, + { + "p": 0.11764001101255417, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.964564859867096, + "val_loss": 1.0528395175933838, + "acc": 66.75, + "time": 225.22657403512858, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08774338662624359, + "m": 1.0 + }, + { + "p": 0.173825204372406, + "m": 1.0 + }, + { + "p": 0.027165574952960014, + "m": 0.008464240469038486 + }, + { + "p": 0.016998618841171265, + "m": 0.0 + }, + { + "p": 0.04417944326996803, + "m": 0.02485319785773754 + }, + { + "p": 0.03230462595820427, + "m": 0.0 + }, + { + "p": 0.07111668586730957, + "m": 0.2128053903579712 + }, + { + "p": 0.1761290282011032, + "m": 0.0009309992310591042 + }, + { + "p": 0.046756427735090256, + "m": 0.8242096900939941 + }, + { + "p": 0.10531385242938995, + "m": 0.4822866916656494 + }, + { + "p": 0.07888326793909073, + "m": 0.9932412505149841 + }, + { + "p": 0.006982987280935049, + "m": 1.0 + }, + { + "p": 0.13260093331336975, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.8106428980827332, + "val_loss": 0.9111844301223755, + "acc": 67.35, + "time": 225.54959175596014, + "param": [ + { + "p": 0.011570061556994915, + "m": 1.0 + }, + { + "p": 0.08165688067674637, + "m": 1.0 + }, + { + "p": 0.15218520164489746, + "m": 1.0 + }, + { + "p": 0.05421530455350876, + "m": 0.010356669314205647 + }, + { + "p": 0.014521649107336998, + "m": 0.007580692879855633 + }, + { + "p": 0.04649314284324646, + "m": 0.050438303500413895 + }, + { + "p": 0.048431381583213806, + "m": 0.0 + }, + { + "p": 0.07786828279495239, + "m": 0.22048348188400269 + }, + { + "p": 0.16096825897693634, + "m": 0.0 + }, + { + "p": 0.061808861792087555, + "m": 0.8459786772727966 + }, + { + "p": 0.10290228575468063, + "m": 0.4434646964073181 + }, + { + "p": 0.05548587441444397, + "m": 0.9830834269523621 + }, + { + "p": 0.007021611090749502, + "m": 1.0 + }, + { + "p": 0.12487132847309113, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.8397459983825684, + "val_loss": 1.2016353607177734, + "acc": 66.78, + "time": 226.2876062730793, + "param": [ + { + "p": 0.02211608551442623, + "m": 1.0 + }, + { + "p": 0.08087923377752304, + "m": 1.0 + }, + { + "p": 0.15726736187934875, + "m": 1.0 + }, + { + "p": 0.053420595824718475, + "m": 0.0 + }, + { + "p": 0.0022238532546907663, + "m": 0.0 + }, + { + "p": 0.03234231472015381, + "m": 0.04617873951792717 + }, + { + "p": 0.0471220463514328, + "m": 0.0 + }, + { + "p": 0.07047691941261292, + "m": 0.19201405346393585 + }, + { + "p": 0.16781379282474518, + "m": 0.0 + }, + { + "p": 0.0758279487490654, + "m": 0.8858975172042847 + }, + { + "p": 0.10314320772886276, + "m": 0.4016880393028259 + }, + { + "p": 0.053610507398843765, + "m": 1.0 + }, + { + "p": 0.0009431406506337225, + "m": 1.0 + }, + { + "p": 0.13281302154064178, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.9389733076095581, + "val_loss": 0.9018763303756714, + "acc": 67.15, + "time": 223.75791527307592, + "param": [ + { + "p": 0.03230788931250572, + "m": 1.0 + }, + { + "p": 0.08852314203977585, + "m": 1.0 + }, + { + "p": 0.16238750517368317, + "m": 1.0 + }, + { + "p": 0.056576747447252274, + "m": 0.0 + }, + { + "p": 0.0019064610823988914, + "m": 0.0 + }, + { + "p": 0.03369344025850296, + "m": 0.012293156236410141 + }, + { + "p": 0.0378761813044548, + "m": 0.0 + }, + { + "p": 0.04874613881111145, + "m": 0.13856543600559235 + }, + { + "p": 0.15780168771743774, + "m": 0.0 + }, + { + "p": 0.07421846687793732, + "m": 0.888129711151123 + }, + { + "p": 0.0964316725730896, + "m": 0.37156790494918823 + }, + { + "p": 0.06293138861656189, + "m": 1.0 + }, + { + "p": 0.0012481678277254105, + "m": 1.0 + }, + { + "p": 0.1453510969877243, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.9164254665374756, + "val_loss": 1.0609279870986938, + "acc": 66.76, + "time": 224.79630856914446, + "param": [ + { + "p": 0.044131871312856674, + "m": 1.0 + }, + { + "p": 0.09545363485813141, + "m": 1.0 + }, + { + "p": 0.15806230902671814, + "m": 1.0 + }, + { + "p": 0.05280569940805435, + "m": 0.0 + }, + { + "p": 0.004872077144682407, + "m": 0.0 + }, + { + "p": 0.0297686830163002, + "m": 0.014838454313576221 + }, + { + "p": 0.04332459717988968, + "m": 0.0 + }, + { + "p": 0.03742905706167221, + "m": 0.12533016502857208 + }, + { + "p": 0.14187517762184143, + "m": 0.0 + }, + { + "p": 0.07044608891010284, + "m": 0.8793959021568298 + }, + { + "p": 0.0823604166507721, + "m": 0.3701012432575226 + }, + { + "p": 0.06289158016443253, + "m": 1.0 + }, + { + "p": 0.006651015020906925, + "m": 1.0 + }, + { + "p": 0.16992782056331635, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.0296744108200073, + "val_loss": 1.2316396236419678, + "acc": 67.38, + "time": 225.1027592078317, + "param": [ + { + "p": 0.03789934515953064, + "m": 1.0 + }, + { + "p": 0.09146934747695923, + "m": 1.0 + }, + { + "p": 0.1587795615196228, + "m": 1.0 + }, + { + "p": 0.043843597173690796, + "m": 0.0 + }, + { + "p": 0.005070373881608248, + "m": 0.0 + }, + { + "p": 0.024697639048099518, + "m": 0.011262478306889534 + }, + { + "p": 0.054538607597351074, + "m": 0.0 + }, + { + "p": 0.0269016046077013, + "m": 0.11717242002487183 + }, + { + "p": 0.13742223381996155, + "m": 0.0 + }, + { + "p": 0.07867266982793808, + "m": 0.8793878555297852 + }, + { + "p": 0.07130704075098038, + "m": 0.37440168857574463 + }, + { + "p": 0.06989425420761108, + "m": 0.9879003763198853 + }, + { + "p": 0.0072196898981928825, + "m": 1.0 + }, + { + "p": 0.1922840178012848, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.8333247303962708, + "val_loss": 1.112313151359558, + "acc": 67.38, + "time": 225.1543565930333, + "param": [ + { + "p": 0.027573423460125923, + "m": 1.0 + }, + { + "p": 0.09898395091295242, + "m": 1.0 + }, + { + "p": 0.14728128910064697, + "m": 1.0 + }, + { + "p": 0.029615571722388268, + "m": 0.0 + }, + { + "p": 0.031403470784425735, + "m": 0.0 + }, + { + "p": 0.030018920078873634, + "m": 0.0725373700261116 + }, + { + "p": 0.047833401709795, + "m": 0.0 + }, + { + "p": 0.04024764150381088, + "m": 0.1289823055267334 + }, + { + "p": 0.14048990607261658, + "m": 0.0 + }, + { + "p": 0.06806772202253342, + "m": 0.86925208568573 + }, + { + "p": 0.07170654833316803, + "m": 0.3532741665840149 + }, + { + "p": 0.0714433416724205, + "m": 0.974959135055542 + }, + { + "p": 0.006975914817303419, + "m": 1.0 + }, + { + "p": 0.18835897743701935, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.056070327758789, + "val_loss": 1.0269474983215332, + "acc": 66.52, + "time": 224.27300021005794, + "param": [ + { + "p": 0.019004978239536285, + "m": 1.0 + }, + { + "p": 0.09985653311014175, + "m": 1.0 + }, + { + "p": 0.13054557144641876, + "m": 1.0 + }, + { + "p": 0.04216958209872246, + "m": 0.0 + }, + { + "p": 0.03350132331252098, + "m": 0.0 + }, + { + "p": 0.031135007739067078, + "m": 0.0944930836558342 + }, + { + "p": 0.05047468841075897, + "m": 0.0 + }, + { + "p": 0.060461871325969696, + "m": 0.10971279442310333 + }, + { + "p": 0.13244467973709106, + "m": 0.0 + }, + { + "p": 0.06949324160814285, + "m": 0.879427433013916 + }, + { + "p": 0.07501345872879028, + "m": 0.33513858914375305 + }, + { + "p": 0.07391331344842911, + "m": 0.9572245478630066 + }, + { + "p": 0.006417303811758757, + "m": 1.0 + }, + { + "p": 0.17556847631931305, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.224408745765686, + "val_loss": 1.0770796537399292, + "acc": 66.49, + "time": 225.87008167710155, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10509023070335388, + "m": 1.0 + }, + { + "p": 0.13739745318889618, + "m": 1.0 + }, + { + "p": 0.03628664091229439, + "m": 0.0 + }, + { + "p": 0.02717681974172592, + "m": 0.017334874719381332 + }, + { + "p": 0.019710227847099304, + "m": 0.09477213770151138 + }, + { + "p": 0.05538438633084297, + "m": 0.0 + }, + { + "p": 0.06769762933254242, + "m": 0.03455907851457596 + }, + { + "p": 0.12919828295707703, + "m": 0.0 + }, + { + "p": 0.08413390070199966, + "m": 0.8918412327766418 + }, + { + "p": 0.07875259965658188, + "m": 0.2855696380138397 + }, + { + "p": 0.06980835646390915, + "m": 0.953816831111908 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18936346471309662, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.660512387752533, + "val_loss": 1.2577606439590454, + "acc": 67.8, + "time": 224.67614812101237, + "param": [ + { + "p": 0.0028516475576907396, + "m": 1.0 + }, + { + "p": 0.10028929263353348, + "m": 1.0 + }, + { + "p": 0.1455354392528534, + "m": 1.0 + }, + { + "p": 0.03191811963915825, + "m": 0.0027739268261939287 + }, + { + "p": 0.015866775065660477, + "m": 0.03257158398628235 + }, + { + "p": 0.02499321848154068, + "m": 0.057524651288986206 + }, + { + "p": 0.051780447363853455, + "m": 0.001135056372731924 + }, + { + "p": 0.0736226737499237, + "m": 0.06646542996168137 + }, + { + "p": 0.14438501000404358, + "m": 0.0 + }, + { + "p": 0.0862753763794899, + "m": 0.8926449418067932 + }, + { + "p": 0.08164498209953308, + "m": 0.24726644158363342 + }, + { + "p": 0.04299832880496979, + "m": 0.9406598806381226 + }, + { + "p": 0.005665096454322338, + "m": 1.0 + }, + { + "p": 0.19217362999916077, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.1355361938476562, + "val_loss": 1.0621610879898071, + "acc": 66.52, + "time": 223.9716731540393, + "param": [ + { + "p": 0.0006696352502331138, + "m": 1.0 + }, + { + "p": 0.10068167746067047, + "m": 1.0 + }, + { + "p": 0.1687905341386795, + "m": 1.0 + }, + { + "p": 0.028507428243756294, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.026620915159583092 + }, + { + "p": 0.007290394511073828, + "m": 0.03267218917608261 + }, + { + "p": 0.03367564082145691, + "m": 0.007870049215853214 + }, + { + "p": 0.08005697280168533, + "m": 0.14040334522724152 + }, + { + "p": 0.1782638281583786, + "m": 0.0 + }, + { + "p": 0.0784822404384613, + "m": 0.8977689146995544 + }, + { + "p": 0.08253417909145355, + "m": 0.22039955854415894 + }, + { + "p": 0.010361905209720135, + "m": 0.9102312326431274 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2306855320930481, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.3211098909378052, + "val_loss": 1.1271591186523438, + "acc": 66.21, + "time": 224.1359260380268, + "param": [ + { + "p": 0.01172199472784996, + "m": 1.0 + }, + { + "p": 0.07365585118532181, + "m": 1.0 + }, + { + "p": 0.17096228897571564, + "m": 1.0 + }, + { + "p": 0.033985503017902374, + "m": 0.0 + }, + { + "p": 0.01963181048631668, + "m": 0.020701423287391663 + }, + { + "p": 0.006959712598472834, + "m": 0.030631348490715027 + }, + { + "p": 0.04282045736908913, + "m": 0.04517127573490143 + }, + { + "p": 0.06165825575590134, + "m": 0.12891925871372223 + }, + { + "p": 0.18596544861793518, + "m": 0.0 + }, + { + "p": 0.08294607698917389, + "m": 0.9233912229537964 + }, + { + "p": 0.08230554312467575, + "m": 0.2111785113811493 + }, + { + "p": 0.005904386751353741, + "m": 0.9103743433952332 + }, + { + "p": 0.00845423899590969, + "m": 1.0 + }, + { + "p": 0.21302835643291473, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.0267668962478638, + "val_loss": 0.8744062185287476, + "acc": 66.99, + "time": 225.34765066299587, + "param": [ + { + "p": 0.013449471443891525, + "m": 1.0 + }, + { + "p": 0.06206855922937393, + "m": 1.0 + }, + { + "p": 0.1646559238433838, + "m": 1.0 + }, + { + "p": 0.03695611283183098, + "m": 0.0 + }, + { + "p": 0.03603444993495941, + "m": 0.012470226734876633 + }, + { + "p": 0.01645873673260212, + "m": 0.03718308359384537 + }, + { + "p": 0.03286610171198845, + "m": 0.0639883503317833 + }, + { + "p": 0.041500676423311234, + "m": 0.11150138080120087 + }, + { + "p": 0.19549299776554108, + "m": 0.0 + }, + { + "p": 0.07548145204782486, + "m": 0.905251145362854 + }, + { + "p": 0.08650459349155426, + "m": 0.18519316613674164 + }, + { + "p": 0.01470349170267582, + "m": 0.9169670343399048 + }, + { + "p": 0.017316972836852074, + "m": 1.0 + }, + { + "p": 0.20651046931743622, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.1028978824615479, + "val_loss": 1.264149785041809, + "acc": 67.82, + "time": 223.89009293797426, + "param": [ + { + "p": 0.0048845792189240456, + "m": 1.0 + }, + { + "p": 0.06211154907941818, + "m": 1.0 + }, + { + "p": 0.16650241613388062, + "m": 1.0 + }, + { + "p": 0.05272865295410156, + "m": 0.0 + }, + { + "p": 0.028944335877895355, + "m": 0.0 + }, + { + "p": 0.023124195635318756, + "m": 0.0055777570232748985 + }, + { + "p": 0.023283062502741814, + "m": 0.071169413626194 + }, + { + "p": 0.02618500031530857, + "m": 0.08665992319583893 + }, + { + "p": 0.20742098987102509, + "m": 0.0 + }, + { + "p": 0.06447871029376984, + "m": 0.8891348838806152 + }, + { + "p": 0.09492329508066177, + "m": 0.19236783683300018 + }, + { + "p": 0.01095239445567131, + "m": 0.9358607530593872 + }, + { + "p": 0.037604086101055145, + "m": 1.0 + }, + { + "p": 0.19685667753219604, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.7065882086753845, + "val_loss": 1.1526116132736206, + "acc": 67.73, + "time": 225.53645069198683, + "param": [ + { + "p": 0.001526316162198782, + "m": 1.0 + }, + { + "p": 0.0678916797041893, + "m": 1.0 + }, + { + "p": 0.1641341894865036, + "m": 1.0 + }, + { + "p": 0.05750012397766113, + "m": 0.0 + }, + { + "p": 0.022678568959236145, + "m": 0.0 + }, + { + "p": 0.03125664219260216, + "m": 0.006602525245398283 + }, + { + "p": 0.03416113555431366, + "m": 0.08229661732912064 + }, + { + "p": 0.028668014332652092, + "m": 0.059810422360897064 + }, + { + "p": 0.19415299594402313, + "m": 0.0 + }, + { + "p": 0.06080630421638489, + "m": 0.8758979439735413 + }, + { + "p": 0.09825194627046585, + "m": 0.22079814970493317 + }, + { + "p": 0.016327429562807083, + "m": 0.9310643076896667 + }, + { + "p": 0.047220636159181595, + "m": 1.0 + }, + { + "p": 0.17542408406734467, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.7998837232589722, + "val_loss": 1.2005348205566406, + "acc": 66.95, + "time": 224.5143699471373, + "param": [ + { + "p": 0.009017563425004482, + "m": 1.0 + }, + { + "p": 0.06369670480489731, + "m": 1.0 + }, + { + "p": 0.1674371212720871, + "m": 1.0 + }, + { + "p": 0.05083366110920906, + "m": 0.0 + }, + { + "p": 0.021888533607125282, + "m": 0.0008880267851054668 + }, + { + "p": 0.043358154594898224, + "m": 0.00013397748989518732 + }, + { + "p": 0.047412652522325516, + "m": 0.08054771274328232 + }, + { + "p": 0.03691300004720688, + "m": 0.04525642469525337 + }, + { + "p": 0.1867412030696869, + "m": 0.0 + }, + { + "p": 0.04902356490492821, + "m": 0.8687899708747864 + }, + { + "p": 0.09881791472434998, + "m": 0.255897581577301 + }, + { + "p": 0.004477688577026129, + "m": 0.9230597615242004 + }, + { + "p": 0.04296582192182541, + "m": 1.0 + }, + { + "p": 0.17741632461547852, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.0655876398086548, + "val_loss": 1.199216365814209, + "acc": 68.45, + "time": 227.73929986916482, + "param": [ + { + "p": 0.010296129621565342, + "m": 1.0 + }, + { + "p": 0.07158374786376953, + "m": 1.0 + }, + { + "p": 0.18082186579704285, + "m": 1.0 + }, + { + "p": 0.03418678045272827, + "m": 0.013440578244626522 + }, + { + "p": 0.005005660466849804, + "m": 0.0 + }, + { + "p": 0.05300821363925934, + "m": 0.0 + }, + { + "p": 0.0607190765440464, + "m": 0.08036626130342484 + }, + { + "p": 0.032628823071718216, + "m": 0.033088989555835724 + }, + { + "p": 0.1798015832901001, + "m": 0.0 + }, + { + "p": 0.04094143211841583, + "m": 0.8552934527397156 + }, + { + "p": 0.09924136102199554, + "m": 0.261909544467926 + }, + { + "p": 0.0, + "m": 0.9188193678855896 + }, + { + "p": 0.03135158121585846, + "m": 1.0 + }, + { + "p": 0.20041365921497345, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.8736913800239563, + "val_loss": 1.1239395141601562, + "acc": 66.91, + "time": 225.56482479698025, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08346478641033173, + "m": 1.0 + }, + { + "p": 0.192422017455101, + "m": 1.0 + }, + { + "p": 0.010822588577866554, + "m": 0.03175758570432663 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.043473366647958755, + "m": 0.016004540026187897 + }, + { + "p": 0.07033978402614594, + "m": 0.05412139743566513 + }, + { + "p": 0.021281415596604347, + "m": 0.03522798418998718 + }, + { + "p": 0.1880534291267395, + "m": 0.0 + }, + { + "p": 0.020060425624251366, + "m": 0.8548412322998047 + }, + { + "p": 0.10696233808994293, + "m": 0.23955057561397552 + }, + { + "p": 0.010473595932126045, + "m": 0.919165849685669 + }, + { + "p": 0.027489574626088142, + "m": 1.0 + }, + { + "p": 0.22515664994716644, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.986070990562439, + "val_loss": 1.0590598583221436, + "acc": 67.07, + "time": 229.55760633409955, + "param": [ + { + "p": 0.0028629591688513756, + "m": 1.0 + }, + { + "p": 0.10260197520256042, + "m": 1.0 + }, + { + "p": 0.17805925011634827, + "m": 1.0 + }, + { + "p": 0.013468625023961067, + "m": 0.06143126264214516 + }, + { + "p": 0.0009748169686645269, + "m": 0.0 + }, + { + "p": 0.040572043508291245, + "m": 0.043802086263895035 + }, + { + "p": 0.0715257078409195, + "m": 0.0639185681939125 + }, + { + "p": 0.017928658053278923, + "m": 0.03440665081143379 + }, + { + "p": 0.18060779571533203, + "m": 0.0 + }, + { + "p": 0.01877342164516449, + "m": 0.862351655960083 + }, + { + "p": 0.10643314570188522, + "m": 0.21730931103229523 + }, + { + "p": 0.03156738355755806, + "m": 0.9153794646263123 + }, + { + "p": 0.024913344532251358, + "m": 1.0 + }, + { + "p": 0.20971088111400604, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.1926486492156982, + "val_loss": 1.0405726432800293, + "acc": 67.69, + "time": 230.36875686515123, + "param": [ + { + "p": 0.002522471360862255, + "m": 1.0 + }, + { + "p": 0.11523741483688354, + "m": 1.0 + }, + { + "p": 0.16584144532680511, + "m": 1.0 + }, + { + "p": 0.020126044750213623, + "m": 0.06111278012394905 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.05500359088182449, + "m": 0.05811331048607826 + }, + { + "p": 0.06281956285238266, + "m": 0.06404756754636765 + }, + { + "p": 0.017344921827316284, + "m": 0.03054504282772541 + }, + { + "p": 0.1723477691411972, + "m": 0.0 + }, + { + "p": 0.023215629160404205, + "m": 0.8613144755363464 + }, + { + "p": 0.10307466983795166, + "m": 0.21571184694766998 + }, + { + "p": 0.04061269387602806, + "m": 0.9059582948684692 + }, + { + "p": 0.021955695003271103, + "m": 1.0 + }, + { + "p": 0.19989804923534393, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.9561684727668762, + "val_loss": 0.9717399477958679, + "acc": 66.83, + "time": 224.0287708430551, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13722366094589233, + "m": 1.0 + }, + { + "p": 0.18174827098846436, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0389016717672348 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.05606294795870781, + "m": 0.08687542378902435 + }, + { + "p": 0.05707560107111931, + "m": 0.03939300402998924 + }, + { + "p": 0.005273158196359873, + "m": 0.0 + }, + { + "p": 0.18617762625217438, + "m": 0.0 + }, + { + "p": 0.022660261020064354, + "m": 0.8645868301391602 + }, + { + "p": 0.10541710257530212, + "m": 0.23704323172569275 + }, + { + "p": 0.025567883625626564, + "m": 0.9131094813346863 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22279350459575653, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.8487393260002136, + "val_loss": 1.0239002704620361, + "acc": 66.45, + "time": 225.6452667119447, + "param": [ + { + "p": 0.009491030126810074, + "m": 1.0 + }, + { + "p": 0.13880956172943115, + "m": 1.0 + }, + { + "p": 0.18924078345298767, + "m": 1.0 + }, + { + "p": 0.00214113830588758, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.050669100135564804, + "m": 0.07669029384851456 + }, + { + "p": 0.04540432244539261, + "m": 0.0 + }, + { + "p": 0.014626320451498032, + "m": 0.0 + }, + { + "p": 0.18598121404647827, + "m": 0.0 + }, + { + "p": 0.03180376812815666, + "m": 0.8622395396232605 + }, + { + "p": 0.10338515043258667, + "m": 0.24865281581878662 + }, + { + "p": 0.009551869705319405, + "m": 0.9365464448928833 + }, + { + "p": 0.00020885663980152458, + "m": 1.0 + }, + { + "p": 0.21868693828582764, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.9293767213821411, + "val_loss": 0.9567731618881226, + "acc": 66.05, + "time": 226.9341401339043, + "param": [ + { + "p": 0.02961137518286705, + "m": 1.0 + }, + { + "p": 0.12858566641807556, + "m": 1.0 + }, + { + "p": 0.18275421857833862, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0030436876695603132, + "m": 0.006010520737618208 + }, + { + "p": 0.06815560162067413, + "m": 0.05888057500123978 + }, + { + "p": 0.04173213988542557, + "m": 0.0 + }, + { + "p": 0.019986774772405624, + "m": 0.005269940011203289 + }, + { + "p": 0.1766369789838791, + "m": 0.0 + }, + { + "p": 0.03323478251695633, + "m": 0.850555956363678 + }, + { + "p": 0.10168907791376114, + "m": 0.26313066482543945 + }, + { + "p": 0.009004590101540089, + "m": 0.9279834628105164 + }, + { + "p": 0.003397387219592929, + "m": 1.0 + }, + { + "p": 0.20216767489910126, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.1759400367736816, + "val_loss": 1.0992926359176636, + "acc": 66.65, + "time": 226.0134319779463, + "param": [ + { + "p": 0.045015718787908554, + "m": 1.0 + }, + { + "p": 0.1224098950624466, + "m": 1.0 + }, + { + "p": 0.1607448309659958, + "m": 1.0 + }, + { + "p": 0.0021028458140790462, + "m": 0.0 + }, + { + "p": 0.023589249700307846, + "m": 0.0 + }, + { + "p": 0.07801533490419388, + "m": 0.031721971929073334 + }, + { + "p": 0.03798696771264076, + "m": 0.011522631160914898 + }, + { + "p": 0.01938609965145588, + "m": 0.016171377152204514 + }, + { + "p": 0.15790440142154694, + "m": 0.0 + }, + { + "p": 0.03679566830396652, + "m": 0.8529261350631714 + }, + { + "p": 0.09410634636878967, + "m": 0.28063738346099854 + }, + { + "p": 0.02046864852309227, + "m": 0.9025588035583496 + }, + { + "p": 0.021591022610664368, + "m": 1.0 + }, + { + "p": 0.17988288402557373, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.9205089211463928, + "val_loss": 0.9662474393844604, + "acc": 66.69, + "time": 226.40422058291733, + "param": [ + { + "p": 0.07120103389024734, + "m": 1.0 + }, + { + "p": 0.1330290287733078, + "m": 1.0 + }, + { + "p": 0.1131158322095871, + "m": 1.0 + }, + { + "p": 0.013817686587572098, + "m": 0.0 + }, + { + "p": 0.04260636866092682, + "m": 0.025742951780557632 + }, + { + "p": 0.08513016998767853, + "m": 0.010068687610328197 + }, + { + "p": 0.027325620874762535, + "m": 0.01121126301586628 + }, + { + "p": 0.011613408103585243, + "m": 0.028455952182412148 + }, + { + "p": 0.12971647083759308, + "m": 0.0 + }, + { + "p": 0.062173184007406235, + "m": 0.8655758500099182 + }, + { + "p": 0.08341783285140991, + "m": 0.28289324045181274 + }, + { + "p": 0.03253693878650665, + "m": 0.8730502128601074 + }, + { + "p": 0.043244242668151855, + "m": 1.0 + }, + { + "p": 0.151072159409523, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.8487656712532043, + "val_loss": 1.0906747579574585, + "acc": 66.52, + "time": 224.96815571491607, + "param": [ + { + "p": 0.08608352392911911, + "m": 1.0 + }, + { + "p": 0.15695326030254364, + "m": 1.0 + }, + { + "p": 0.11101488769054413, + "m": 1.0 + }, + { + "p": 0.0037922831252217293, + "m": 0.0 + }, + { + "p": 0.04747824743390083, + "m": 0.007467520423233509 + }, + { + "p": 0.11075161397457123, + "m": 0.044227492064237595 + }, + { + "p": 0.0052894121035933495, + "m": 0.010088923387229443 + }, + { + "p": 0.0, + "m": 0.0009768810123205185 + }, + { + "p": 0.12081033736467361, + "m": 0.0 + }, + { + "p": 0.06659893691539764, + "m": 0.8635507822036743 + }, + { + "p": 0.0705183893442154, + "m": 0.29401475191116333 + }, + { + "p": 0.016983645036816597, + "m": 0.8535587191581726 + }, + { + "p": 0.034996576607227325, + "m": 1.0 + }, + { + "p": 0.16872888803482056, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.9884276986122131, + "val_loss": 1.1441417932510376, + "acc": 67.24, + "time": 225.22435784409754, + "param": [ + { + "p": 0.07682380080223083, + "m": 1.0 + }, + { + "p": 0.18436400592327118, + "m": 1.0 + }, + { + "p": 0.12534767389297485, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.02738918922841549, + "m": 0.016584917902946472 + }, + { + "p": 0.11157700419425964, + "m": 0.0543445460498333 + }, + { + "p": 0.0, + "m": 0.04722541570663452 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.09693599492311478, + "m": 0.0 + }, + { + "p": 0.0746319442987442, + "m": 0.8396584987640381 + }, + { + "p": 0.07438620179891586, + "m": 0.29903796315193176 + }, + { + "p": 0.006019250489771366, + "m": 0.8366407752037048 + }, + { + "p": 0.016146311536431313, + "m": 1.0 + }, + { + "p": 0.20637857913970947, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.8240727782249451, + "val_loss": 1.2573007345199585, + "acc": 66.05, + "time": 227.21671315701678, + "param": [ + { + "p": 0.04877476766705513, + "m": 1.0 + }, + { + "p": 0.21613110601902008, + "m": 1.0 + }, + { + "p": 0.1428973227739334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.011681565083563328 + }, + { + "p": 0.0972624272108078, + "m": 0.03868949040770531 + }, + { + "p": 0.0, + "m": 0.07191966474056244 + }, + { + "p": 0.0, + "m": 0.02341681532561779 + }, + { + "p": 0.0858524888753891, + "m": 0.0016440902836620808 + }, + { + "p": 0.07787716388702393, + "m": 0.7987695932388306 + }, + { + "p": 0.0960225835442543, + "m": 0.31122928857803345 + }, + { + "p": 0.0, + "m": 0.8362333178520203 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23518213629722595, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.9340088963508606, + "val_loss": 0.9996041655540466, + "acc": 66.69, + "time": 227.28676716191694, + "param": [ + { + "p": 0.04049527272582054, + "m": 1.0 + }, + { + "p": 0.21194694936275482, + "m": 1.0 + }, + { + "p": 0.15324370563030243, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0007642501150257885 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.08184897899627686, + "m": 0.022765880450606346 + }, + { + "p": 0.0, + "m": 0.07455909252166748 + }, + { + "p": 0.0, + "m": 0.04816822335124016 + }, + { + "p": 0.07734949141740799, + "m": 0.0 + }, + { + "p": 0.0603511817753315, + "m": 0.768866240978241 + }, + { + "p": 0.12254271656274796, + "m": 0.31825947761535645 + }, + { + "p": 0.0, + "m": 0.8342185020446777 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2522217333316803, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.8097332715988159, + "val_loss": 1.1270768642425537, + "acc": 66.2, + "time": 224.07644866895862, + "param": [ + { + "p": 0.03152938559651375, + "m": 1.0 + }, + { + "p": 0.20250622928142548, + "m": 1.0 + }, + { + "p": 0.17176149785518646, + "m": 1.0 + }, + { + "p": 8.898296800907701e-05, + "m": 0.008924368768930435 + }, + { + "p": 0.0001272930094273761, + "m": 0.012459463439881802 + }, + { + "p": 0.061549365520477295, + "m": 0.007919839583337307 + }, + { + "p": 0.013698122464120388, + "m": 0.07940354198217392 + }, + { + "p": 0.004963349550962448, + "m": 0.052825383841991425 + }, + { + "p": 0.0529935248196125, + "m": 0.0 + }, + { + "p": 0.06141569837927818, + "m": 0.7695810198783875 + }, + { + "p": 0.13436533510684967, + "m": 0.2854057550430298 + }, + { + "p": 0.000965727143920958, + "m": 0.8432852625846863 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2640354633331299, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.8475849032402039, + "val_loss": 1.1333982944488525, + "acc": 66.4, + "time": 227.21847274294123, + "param": [ + { + "p": 0.02445145696401596, + "m": 1.0 + }, + { + "p": 0.1812628209590912, + "m": 1.0 + }, + { + "p": 0.167672261595726, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0017069203313440084 + }, + { + "p": 0.01283253263682127, + "m": 0.0 + }, + { + "p": 0.054772019386291504, + "m": 0.03613097220659256 + }, + { + "p": 0.038120876997709274, + "m": 0.04619423300027847 + }, + { + "p": 0.01943480223417282, + "m": 0.08392415940761566 + }, + { + "p": 0.03502286225557327, + "m": 0.0 + }, + { + "p": 0.06734442710876465, + "m": 0.7516871094703674 + }, + { + "p": 0.13620012998580933, + "m": 0.29341036081314087 + }, + { + "p": 0.016927048563957214, + "m": 0.8406305909156799 + }, + { + "p": 0.004656050819903612, + "m": 1.0 + }, + { + "p": 0.2413026988506317, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json new file mode 100644 index 0000000..87c082a --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 70.69, + "Time": [ + 230.78496324506278, + 8.501293944161866 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.296645402908325, + "val_loss": 2.29132080078125, + "acc": 15.87, + "time": 222.68393237516284, + "param": [ + { + "p": 0.07217387109994888, + "m": 1.0 + }, + { + "p": 0.03956831246614456, + "m": 1.0 + }, + { + "p": 0.0799405500292778, + "m": 1.0 + }, + { + "p": 0.07284753769636154, + "m": 0.9803637862205505 + }, + { + "p": 0.07884903252124786, + "m": 0.954535186290741 + }, + { + "p": 0.06524322181940079, + "m": 0.9359230399131775 + }, + { + "p": 0.07352177798748016, + "m": 0.992432177066803 + }, + { + "p": 0.069121815264225, + "m": 0.975223958492279 + }, + { + "p": 0.09058915823698044, + "m": 1.0 + }, + { + "p": 0.051422685384750366, + "m": 1.0 + }, + { + "p": 0.07629041373729706, + "m": 1.0 + }, + { + "p": 0.07577500492334366, + "m": 1.0 + }, + { + "p": 0.08575554192066193, + "m": 1.0 + }, + { + "p": 0.06890102475881577, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.194941282272339, + "val_loss": 2.1724836826324463, + "acc": 20.94, + "time": 220.84627375286072, + "param": [ + { + "p": 0.07185360044240952, + "m": 1.0 + }, + { + "p": 0.04651915654540062, + "m": 1.0 + }, + { + "p": 0.07124753296375275, + "m": 1.0 + }, + { + "p": 0.07754973322153091, + "m": 0.9664427042007446 + }, + { + "p": 0.08677791059017181, + "m": 0.8834666609764099 + }, + { + "p": 0.06803560256958008, + "m": 0.8766034841537476 + }, + { + "p": 0.07356982678174973, + "m": 0.9669353365898132 + }, + { + "p": 0.07852721214294434, + "m": 0.9402322173118591 + }, + { + "p": 0.08587783575057983, + "m": 1.0 + }, + { + "p": 0.06265444308519363, + "m": 0.9996970891952515 + }, + { + "p": 0.0841357484459877, + "m": 1.0 + }, + { + "p": 0.08060456812381744, + "m": 1.0 + }, + { + "p": 0.08694186806678772, + "m": 1.0 + }, + { + "p": 0.025704937055706978, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.044611692428589, + "val_loss": 2.03701114654541, + "acc": 26.48, + "time": 223.54199445992708, + "param": [ + { + "p": 0.08059690147638321, + "m": 1.0 + }, + { + "p": 0.04631560295820236, + "m": 1.0 + }, + { + "p": 0.0808233842253685, + "m": 1.0 + }, + { + "p": 0.09183024615049362, + "m": 0.9334060549736023 + }, + { + "p": 0.10386316478252411, + "m": 0.8307893872261047 + }, + { + "p": 0.05345003679394722, + "m": 0.8277262449264526 + }, + { + "p": 0.0771336629986763, + "m": 0.9526400566101074 + }, + { + "p": 0.08459845185279846, + "m": 0.9072725176811218 + }, + { + "p": 0.06349438428878784, + "m": 0.9897559881210327 + }, + { + "p": 0.06953489780426025, + "m": 0.9863461852073669 + }, + { + "p": 0.07945288717746735, + "m": 0.9981589913368225 + }, + { + "p": 0.08502952754497528, + "m": 1.0 + }, + { + "p": 0.08387693017721176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 1.9236282110214233, + "val_loss": 1.9661121368408203, + "acc": 32.82, + "time": 220.8775402600877, + "param": [ + { + "p": 0.08311641216278076, + "m": 1.0 + }, + { + "p": 0.042087286710739136, + "m": 1.0 + }, + { + "p": 0.09111469984054565, + "m": 1.0 + }, + { + "p": 0.09729829430580139, + "m": 0.9020180702209473 + }, + { + "p": 0.12299735844135284, + "m": 0.8294496536254883 + }, + { + "p": 0.02587217651307583, + "m": 0.8205229043960571 + }, + { + "p": 0.07244521379470825, + "m": 0.9293407797813416 + }, + { + "p": 0.08264515548944473, + "m": 0.8555929064750671 + }, + { + "p": 0.05718707665801048, + "m": 0.9728019833564758 + }, + { + "p": 0.06236894428730011, + "m": 0.9823712110519409 + }, + { + "p": 0.07589995115995407, + "m": 0.9894672632217407 + }, + { + "p": 0.08686747401952744, + "m": 0.9973711967468262 + }, + { + "p": 0.10009989142417908, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.0234036445617676, + "val_loss": 1.8288081884384155, + "acc": 36.44, + "time": 220.08408912899904, + "param": [ + { + "p": 0.09638505429029465, + "m": 1.0 + }, + { + "p": 0.01985066384077072, + "m": 1.0 + }, + { + "p": 0.10429175198078156, + "m": 1.0 + }, + { + "p": 0.09769760072231293, + "m": 0.8676857948303223 + }, + { + "p": 0.12217047810554504, + "m": 0.864833652973175 + }, + { + "p": 0.0, + "m": 0.8018541932106018 + }, + { + "p": 0.07435179501771927, + "m": 0.9014434218406677 + }, + { + "p": 0.09719523042440414, + "m": 0.8034021854400635 + }, + { + "p": 0.07287430763244629, + "m": 0.9605410695075989 + }, + { + "p": 0.06674354523420334, + "m": 0.9819258451461792 + }, + { + "p": 0.0680064707994461, + "m": 0.9592520594596863 + }, + { + "p": 0.07054470479488373, + "m": 0.9904476404190063 + }, + { + "p": 0.10988833010196686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.809436559677124, + "val_loss": 1.689386010169983, + "acc": 38.44, + "time": 221.66944154095836, + "param": [ + { + "p": 0.1138383224606514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11051972210407257, + "m": 1.0 + }, + { + "p": 0.08909527957439423, + "m": 0.8261762857437134 + }, + { + "p": 0.13761435449123383, + "m": 0.9159647226333618 + }, + { + "p": 0.0, + "m": 0.8349767923355103 + }, + { + "p": 0.07306428998708725, + "m": 0.8649299740791321 + }, + { + "p": 0.10949335247278214, + "m": 0.7384347319602966 + }, + { + "p": 0.07127304375171661, + "m": 0.9140800833702087 + }, + { + "p": 0.06757786870002747, + "m": 0.9922504425048828 + }, + { + "p": 0.05244294926524162, + "m": 0.9099621772766113 + }, + { + "p": 0.05767689272761345, + "m": 0.9592654705047607 + }, + { + "p": 0.11740387231111526, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.9228976964950562, + "val_loss": 1.8042173385620117, + "acc": 37.17, + "time": 220.88790286309086, + "param": [ + { + "p": 0.11270345002412796, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11381175369024277, + "m": 1.0 + }, + { + "p": 0.08711792528629303, + "m": 0.7637343406677246 + }, + { + "p": 0.1474384367465973, + "m": 0.9082231521606445 + }, + { + "p": 0.0, + "m": 0.859593391418457 + }, + { + "p": 0.0551418773829937, + "m": 0.8639159798622131 + }, + { + "p": 0.11470193415880203, + "m": 0.6836808323860168 + }, + { + "p": 0.07305686175823212, + "m": 0.8899363279342651 + }, + { + "p": 0.07680121809244156, + "m": 0.9872750043869019 + }, + { + "p": 0.04548294469714165, + "m": 0.8904497027397156 + }, + { + "p": 0.051062267273664474, + "m": 0.9330014586448669 + }, + { + "p": 0.1226813793182373, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.7879396677017212, + "val_loss": 1.6546425819396973, + "acc": 39.55, + "time": 221.23870239011012, + "param": [ + { + "p": 0.12016879767179489, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14084486663341522, + "m": 1.0 + }, + { + "p": 0.07839295268058777, + "m": 0.7015488743782043 + }, + { + "p": 0.16632527112960815, + "m": 0.9267664551734924 + }, + { + "p": 0.0, + "m": 0.8672719597816467 + }, + { + "p": 0.03519236296415329, + "m": 0.808995246887207 + }, + { + "p": 0.12411299347877502, + "m": 0.6298885941505432 + }, + { + "p": 0.057579949498176575, + "m": 0.8460816144943237 + }, + { + "p": 0.08099280297756195, + "m": 0.9907556176185608 + }, + { + "p": 0.04209529981017113, + "m": 0.8671694397926331 + }, + { + "p": 0.018626341596245766, + "m": 0.9350310564041138 + }, + { + "p": 0.1356683373451233, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.8155962228775024, + "val_loss": 1.6462533473968506, + "acc": 42.37, + "time": 218.88408901100047, + "param": [ + { + "p": 0.13184428215026855, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18411222100257874, + "m": 1.0 + }, + { + "p": 0.06796751171350479, + "m": 0.6492364406585693 + }, + { + "p": 0.17702355980873108, + "m": 0.9440877437591553 + }, + { + "p": 0.0, + "m": 0.8929144144058228 + }, + { + "p": 0.0, + "m": 0.7760249376296997 + }, + { + "p": 0.14075200259685516, + "m": 0.5917660593986511 + }, + { + "p": 0.02718028426170349, + "m": 0.8077915906906128 + }, + { + "p": 0.08168676495552063, + "m": 0.9855635762214661 + }, + { + "p": 0.039399147033691406, + "m": 0.8467773199081421 + }, + { + "p": 0.0, + "m": 0.9431418776512146 + }, + { + "p": 0.15003427863121033, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.9143157005310059, + "val_loss": 1.5712205171585083, + "acc": 44.89, + "time": 219.64073357614689, + "param": [ + { + "p": 0.15013732016086578, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19548802077770233, + "m": 1.0 + }, + { + "p": 0.05781805142760277, + "m": 0.6148846745491028 + }, + { + "p": 0.1620960533618927, + "m": 0.945635199546814 + }, + { + "p": 0.0, + "m": 0.9245189428329468 + }, + { + "p": 0.006476633716374636, + "m": 0.7771987318992615 + }, + { + "p": 0.14414195716381073, + "m": 0.5620962381362915 + }, + { + "p": 0.01508294977247715, + "m": 0.7964687347412109 + }, + { + "p": 0.08240198343992233, + "m": 0.9737913012504578 + }, + { + "p": 0.03475547209382057, + "m": 0.8333038687705994 + }, + { + "p": 0.0067865727469325066, + "m": 0.9448809027671814 + }, + { + "p": 0.14481505751609802, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.84450101852417, + "val_loss": 1.5545238256454468, + "acc": 45.83, + "time": 219.13973879883997, + "param": [ + { + "p": 0.16051679849624634, + "m": 1.0 + }, + { + "p": 0.0002442770346533507, + "m": 1.0 + }, + { + "p": 0.19258199632167816, + "m": 1.0 + }, + { + "p": 0.06476826220750809, + "m": 0.6033299565315247 + }, + { + "p": 0.13593469560146332, + "m": 0.943131148815155 + }, + { + "p": 0.0, + "m": 0.9491263628005981 + }, + { + "p": 0.01992018334567547, + "m": 0.7538489103317261 + }, + { + "p": 0.13063128292560577, + "m": 0.5518987774848938 + }, + { + "p": 0.01912781223654747, + "m": 0.7956891655921936 + }, + { + "p": 0.08589974045753479, + "m": 0.9534368515014648 + }, + { + "p": 0.037245772778987885, + "m": 0.8335006237030029 + }, + { + "p": 0.023608818650245667, + "m": 0.9494800567626953 + }, + { + "p": 0.12952032685279846, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.752707839012146, + "val_loss": 1.5902974605560303, + "acc": 44.88, + "time": 221.32516766618937, + "param": [ + { + "p": 0.19096046686172485, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21223250031471252, + "m": 1.0 + }, + { + "p": 0.06322269141674042, + "m": 0.6072536706924438 + }, + { + "p": 0.13114017248153687, + "m": 0.9638622999191284 + }, + { + "p": 0.0, + "m": 0.9865480065345764 + }, + { + "p": 0.0064664543606340885, + "m": 0.7715785503387451 + }, + { + "p": 0.12150680273771286, + "m": 0.5873547792434692 + }, + { + "p": 0.014957434497773647, + "m": 0.7748494148254395 + }, + { + "p": 0.09033282846212387, + "m": 0.9265941381454468 + }, + { + "p": 0.02093956433236599, + "m": 0.8193966150283813 + }, + { + "p": 0.0292316023260355, + "m": 0.9612746834754944 + }, + { + "p": 0.11900942772626877, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.78438138961792, + "val_loss": 1.3513861894607544, + "acc": 47.57, + "time": 221.09377393615432, + "param": [ + { + "p": 0.2361402064561844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2597576975822449, + "m": 1.0 + }, + { + "p": 0.04663030430674553, + "m": 0.568882942199707 + }, + { + "p": 0.13565123081207275, + "m": 0.9656365513801575 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8021790385246277 + }, + { + "p": 0.10449916869401932, + "m": 0.6285810470581055 + }, + { + "p": 0.0, + "m": 0.7491809129714966 + }, + { + "p": 0.09501321613788605, + "m": 0.9218093156814575 + }, + { + "p": 0.0, + "m": 0.8023925423622131 + }, + { + "p": 0.01981152407824993, + "m": 1.0 + }, + { + "p": 0.10249664634466171, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 2.0951030254364014, + "val_loss": 1.4262281656265259, + "acc": 47.32, + "time": 220.8311063211877, + "param": [ + { + "p": 0.26848316192626953, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3008509874343872, + "m": 1.0 + }, + { + "p": 0.025546949356794357, + "m": 0.5338504314422607 + }, + { + "p": 0.1278417557477951, + "m": 0.9768652319908142 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0004800786264240742, + "m": 0.8095636963844299 + }, + { + "p": 0.09471607953310013, + "m": 0.6386592984199524 + }, + { + "p": 0.0, + "m": 0.7268345355987549 + }, + { + "p": 0.09376966208219528, + "m": 0.9021731615066528 + }, + { + "p": 0.0, + "m": 0.7906444668769836 + }, + { + "p": 0.0011414524633437395, + "m": 1.0 + }, + { + "p": 0.08716985583305359, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.6842992305755615, + "val_loss": 1.3922464847564697, + "acc": 49.22, + "time": 227.33500061300583, + "param": [ + { + "p": 0.2759701907634735, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3104928731918335, + "m": 1.0 + }, + { + "p": 0.01900843158364296, + "m": 0.5354185104370117 + }, + { + "p": 0.10235890746116638, + "m": 0.9794999361038208 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023494144901633263, + "m": 0.7980431914329529 + }, + { + "p": 0.07827135920524597, + "m": 0.6364324688911438 + }, + { + "p": 0.004980637226253748, + "m": 0.7166147828102112 + }, + { + "p": 0.09241263568401337, + "m": 0.8982728123664856 + }, + { + "p": 0.00418083043769002, + "m": 0.7817351222038269 + }, + { + "p": 0.0022889969404786825, + "m": 1.0 + }, + { + "p": 0.08654099702835083, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.5375869274139404, + "val_loss": 1.402633547782898, + "acc": 50.58, + "time": 222.3896697689779, + "param": [ + { + "p": 0.2985242009162903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.32828453183174133, + "m": 1.0 + }, + { + "p": 0.017044445499777794, + "m": 0.5223144292831421 + }, + { + "p": 0.06347637623548508, + "m": 0.9806501865386963 + }, + { + "p": 0.0, + "m": 0.9999505877494812 + }, + { + "p": 0.022499877959489822, + "m": 0.750763475894928 + }, + { + "p": 0.07113508135080338, + "m": 0.6219860911369324 + }, + { + "p": 0.0054178363643586636, + "m": 0.7020220756530762 + }, + { + "p": 0.09832754731178284, + "m": 0.9158507585525513 + }, + { + "p": 0.0, + "m": 0.7561210989952087 + }, + { + "p": 0.00743603752925992, + "m": 1.0 + }, + { + "p": 0.08785413950681686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.7219500541687012, + "val_loss": 1.4882326126098633, + "acc": 51.22, + "time": 222.55207652086392, + "param": [ + { + "p": 0.30891305208206177, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3196151554584503, + "m": 1.0 + }, + { + "p": 0.015201201662421227, + "m": 0.5123609304428101 + }, + { + "p": 0.02767389640212059, + "m": 0.970546543598175 + }, + { + "p": 0.0, + "m": 0.9846706390380859 + }, + { + "p": 0.025677407160401344, + "m": 0.7072798609733582 + }, + { + "p": 0.06699160486459732, + "m": 0.6142332553863525 + }, + { + "p": 0.014028336852788925, + "m": 0.6987156271934509 + }, + { + "p": 0.10046958178281784, + "m": 0.9212633371353149 + }, + { + "p": 0.0013345490442588925, + "m": 0.7623011469841003 + }, + { + "p": 0.02611982263624668, + "m": 1.0 + }, + { + "p": 0.09072836488485336, + "m": 1.0 + }, + { + "p": 0.0032469553407281637, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.661448359489441, + "val_loss": 1.322083592414856, + "acc": 51.71, + "time": 221.35051818215288, + "param": [ + { + "p": 0.34121274948120117, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3531430959701538, + "m": 1.0 + }, + { + "p": 0.0015637916512787342, + "m": 0.5007416009902954 + }, + { + "p": 0.0, + "m": 0.9507275819778442 + }, + { + "p": 0.0, + "m": 0.979478657245636 + }, + { + "p": 0.021050360053777695, + "m": 0.6847180128097534 + }, + { + "p": 0.06522330641746521, + "m": 0.6004618406295776 + }, + { + "p": 0.0, + "m": 0.6879854202270508 + }, + { + "p": 0.08958051353693008, + "m": 0.8933339715003967 + }, + { + "p": 0.0, + "m": 0.7665374875068665 + }, + { + "p": 0.02897517941892147, + "m": 0.9990068674087524 + }, + { + "p": 0.09925097972154617, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.8377028703689575, + "val_loss": 1.3964821100234985, + "acc": 52.71, + "time": 222.2772167508956, + "param": [ + { + "p": 0.36098363995552063, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3760114908218384, + "m": 1.0 + }, + { + "p": 0.0017832384910434484, + "m": 0.4926648736000061 + }, + { + "p": 0.0, + "m": 0.9354935884475708 + }, + { + "p": 0.0, + "m": 0.9787181615829468 + }, + { + "p": 0.0026325571816414595, + "m": 0.6267785429954529 + }, + { + "p": 0.052055902779102325, + "m": 0.5768150687217712 + }, + { + "p": 0.0008141478174366057, + "m": 0.6757600903511047 + }, + { + "p": 0.07017972320318222, + "m": 0.8863486647605896 + }, + { + "p": 0.0024794035125523806, + "m": 0.7713241577148438 + }, + { + "p": 0.024942651391029358, + "m": 1.0 + }, + { + "p": 0.10811717808246613, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.6980046033859253, + "val_loss": 1.3452342748641968, + "acc": 52.66, + "time": 221.61494631995447, + "param": [ + { + "p": 0.3713116943836212, + "m": 1.0 + }, + { + "p": 0.0009517404832877219, + "m": 1.0 + }, + { + "p": 0.3889945149421692, + "m": 1.0 + }, + { + "p": 0.009453262202441692, + "m": 0.4782165586948395 + }, + { + "p": 0.0005440901732072234, + "m": 0.9092987179756165 + }, + { + "p": 0.0014999416889622808, + "m": 0.9500465393066406 + }, + { + "p": 0.0014019417576491833, + "m": 0.5743425488471985 + }, + { + "p": 0.030548501759767532, + "m": 0.571666955947876 + }, + { + "p": 0.002031179377809167, + "m": 0.6644846200942993 + }, + { + "p": 0.05649064481258392, + "m": 0.8736354112625122 + }, + { + "p": 0.007911507040262222, + "m": 0.785662055015564 + }, + { + "p": 0.013828481547534466, + "m": 0.9989950060844421 + }, + { + "p": 0.1144174113869667, + "m": 1.0 + }, + { + "p": 0.0006150879780761898, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.2827417850494385, + "val_loss": 1.2618968486785889, + "acc": 54.19, + "time": 223.6381564650219, + "param": [ + { + "p": 0.33333638310432434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3514642119407654, + "m": 1.0 + }, + { + "p": 0.026887202635407448, + "m": 0.4599859118461609 + }, + { + "p": 0.0, + "m": 0.9016189575195312 + }, + { + "p": 0.0, + "m": 0.9263973832130432 + }, + { + "p": 0.011776349507272243, + "m": 0.5514951348304749 + }, + { + "p": 0.031004255637526512, + "m": 0.5972358584403992 + }, + { + "p": 0.014619341120123863, + "m": 0.683002233505249 + }, + { + "p": 0.06595677137374878, + "m": 0.8722365498542786 + }, + { + "p": 0.022020503878593445, + "m": 0.8062881231307983 + }, + { + "p": 0.02789182960987091, + "m": 1.0 + }, + { + "p": 0.11504323035478592, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.6656954288482666, + "val_loss": 1.2766506671905518, + "acc": 54.35, + "time": 222.03043703502044, + "param": [ + { + "p": 0.32365646958351135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.34445977210998535, + "m": 1.0 + }, + { + "p": 0.023936845362186432, + "m": 0.44774407148361206 + }, + { + "p": 0.0, + "m": 0.9122883081436157 + }, + { + "p": 0.0, + "m": 0.8829852342605591 + }, + { + "p": 0.019237173721194267, + "m": 0.5422565340995789 + }, + { + "p": 0.028744036331772804, + "m": 0.6289318203926086 + }, + { + "p": 0.009638892486691475, + "m": 0.6858376264572144 + }, + { + "p": 0.07601064443588257, + "m": 0.860325276851654 + }, + { + "p": 0.021480480208992958, + "m": 0.8188439607620239 + }, + { + "p": 0.03715275228023529, + "m": 0.9999122619628906 + }, + { + "p": 0.1156829446554184, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.6413707733154297, + "val_loss": 1.3185518980026245, + "acc": 53.63, + "time": 219.525777092902, + "param": [ + { + "p": 0.32235127687454224, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.33950093388557434, + "m": 1.0 + }, + { + "p": 0.015487185679376125, + "m": 0.4272300899028778 + }, + { + "p": 0.0, + "m": 0.9340412616729736 + }, + { + "p": 7.579594239359722e-05, + "m": 0.8579073548316956 + }, + { + "p": 0.027649108320474625, + "m": 0.52351975440979 + }, + { + "p": 0.03277914971113205, + "m": 0.6620541214942932 + }, + { + "p": 0.004615187644958496, + "m": 0.6903881430625916 + }, + { + "p": 0.07931748032569885, + "m": 0.8645802140235901 + }, + { + "p": 0.021909205242991447, + "m": 0.8252699971199036 + }, + { + "p": 0.045650701969861984, + "m": 1.0 + }, + { + "p": 0.11066389083862305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.5154374837875366, + "val_loss": 1.1768391132354736, + "acc": 56.28, + "time": 220.8900096740108, + "param": [ + { + "p": 0.30716875195503235, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30923977494239807, + "m": 1.0 + }, + { + "p": 0.011392122134566307, + "m": 0.41552045941352844 + }, + { + "p": 0.0, + "m": 0.9470028877258301 + }, + { + "p": 0.002140349941328168, + "m": 0.8681586980819702 + }, + { + "p": 0.03704320266842842, + "m": 0.49039366841316223 + }, + { + "p": 0.0318116620182991, + "m": 0.6778182983398438 + }, + { + "p": 0.0, + "m": 0.6973215341567993 + }, + { + "p": 0.0899977758526802, + "m": 0.8699092864990234 + }, + { + "p": 0.027972469106316566, + "m": 0.8493355512619019 + }, + { + "p": 0.06468567997217178, + "m": 1.0 + }, + { + "p": 0.11854822188615799, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.1869792938232422, + "val_loss": 1.2263412475585938, + "acc": 58.16, + "time": 221.33701590704732, + "param": [ + { + "p": 0.29854917526245117, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2833058536052704, + "m": 1.0 + }, + { + "p": 0.0114865368232131, + "m": 0.40547502040863037 + }, + { + "p": 0.0, + "m": 0.9452477693557739 + }, + { + "p": 0.00271848333068192, + "m": 0.8596213459968567 + }, + { + "p": 0.04269934073090553, + "m": 0.469028115272522 + }, + { + "p": 0.029555682092905045, + "m": 0.6928493976593018 + }, + { + "p": 0.0031397126149386168, + "m": 0.7061960697174072 + }, + { + "p": 0.09736878424882889, + "m": 0.874016523361206 + }, + { + "p": 0.032528869807720184, + "m": 0.8708284497261047 + }, + { + "p": 0.07116344571113586, + "m": 0.9914115071296692 + }, + { + "p": 0.12748414278030396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.3690038919448853, + "val_loss": 1.1698737144470215, + "acc": 57.18, + "time": 218.84323205891997, + "param": [ + { + "p": 0.2781543433666229, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.26835060119628906, + "m": 1.0 + }, + { + "p": 0.009359072893857956, + "m": 0.4295060336589813 + }, + { + "p": 0.0, + "m": 0.9315625429153442 + }, + { + "p": 0.0, + "m": 0.851671576499939 + }, + { + "p": 0.03958620876073837, + "m": 0.4618760347366333 + }, + { + "p": 0.03449361398816109, + "m": 0.6937936544418335 + }, + { + "p": 0.011829305440187454, + "m": 0.7166652083396912 + }, + { + "p": 0.10651972889900208, + "m": 0.8762035369873047 + }, + { + "p": 0.04391926899552345, + "m": 0.9011388421058655 + }, + { + "p": 0.07701665908098221, + "m": 0.9877553582191467 + }, + { + "p": 0.1266951560974121, + "m": 1.0 + }, + { + "p": 0.004075935576111078, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.7152936458587646, + "val_loss": 1.3037450313568115, + "acc": 56.6, + "time": 222.73400076292455, + "param": [ + { + "p": 0.26779958605766296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25872981548309326, + "m": 1.0 + }, + { + "p": 0.00595365883782506, + "m": 0.44385403394699097 + }, + { + "p": 0.0, + "m": 0.9355596303939819 + }, + { + "p": 0.0, + "m": 0.8795632123947144 + }, + { + "p": 0.038785070180892944, + "m": 0.42589807510375977 + }, + { + "p": 0.033131252974271774, + "m": 0.6660542488098145 + }, + { + "p": 0.01652713678777218, + "m": 0.7155218720436096 + }, + { + "p": 0.11918459832668304, + "m": 0.898215115070343 + }, + { + "p": 0.06757360696792603, + "m": 0.935302734375 + }, + { + "p": 0.07447516918182373, + "m": 1.0 + }, + { + "p": 0.11743250489234924, + "m": 1.0 + }, + { + "p": 0.0004075172182638198, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.7032328844070435, + "val_loss": 1.2236696481704712, + "acc": 58.77, + "time": 221.59606104600243, + "param": [ + { + "p": 0.2384299486875534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23339025676250458, + "m": 1.0 + }, + { + "p": 0.0165963526815176, + "m": 0.4548730254173279 + }, + { + "p": 0.0, + "m": 0.933631181716919 + }, + { + "p": 0.00019419568707235157, + "m": 0.8995155692100525 + }, + { + "p": 0.04186909645795822, + "m": 0.4317130744457245 + }, + { + "p": 0.047355324029922485, + "m": 0.6643077731132507 + }, + { + "p": 0.02745598927140236, + "m": 0.7174041867256165 + }, + { + "p": 0.11964091658592224, + "m": 0.8836861848831177 + }, + { + "p": 0.08985219895839691, + "m": 0.9568043351173401 + }, + { + "p": 0.07867015153169632, + "m": 1.0 + }, + { + "p": 0.10654555261135101, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.0704072713851929, + "val_loss": 1.2059483528137207, + "acc": 58.73, + "time": 221.70513008791022, + "param": [ + { + "p": 0.21829454600811005, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21848145127296448, + "m": 1.0 + }, + { + "p": 0.026827538385987282, + "m": 0.48375028371810913 + }, + { + "p": 0.0, + "m": 0.9457059502601624 + }, + { + "p": 0.0, + "m": 0.9006249308586121 + }, + { + "p": 0.0470852293074131, + "m": 0.4764728844165802 + }, + { + "p": 0.056183651089668274, + "m": 0.6693600416183472 + }, + { + "p": 0.036158107221126556, + "m": 0.7169693112373352 + }, + { + "p": 0.12007179856300354, + "m": 0.8847493529319763 + }, + { + "p": 0.1004352793097496, + "m": 0.9765644669532776 + }, + { + "p": 0.08234823495149612, + "m": 1.0 + }, + { + "p": 0.09079600125551224, + "m": 1.0 + }, + { + "p": 0.003318163799121976, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.200981616973877, + "val_loss": 1.1749329566955566, + "acc": 58.48, + "time": 223.28757850686088, + "param": [ + { + "p": 0.20991383492946625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2083921879529953, + "m": 1.0 + }, + { + "p": 0.03021959774196148, + "m": 0.4913782477378845 + }, + { + "p": 0.000752501655369997, + "m": 0.9413133263587952 + }, + { + "p": 0.0012223849771544337, + "m": 0.9008716344833374 + }, + { + "p": 0.04980682209134102, + "m": 0.4692877531051636 + }, + { + "p": 0.05033465474843979, + "m": 0.6800795793533325 + }, + { + "p": 0.04823921248316765, + "m": 0.7315919995307922 + }, + { + "p": 0.11725223809480667, + "m": 0.8846095204353333 + }, + { + "p": 0.1065237745642662, + "m": 0.9714490175247192 + }, + { + "p": 0.09280229359865189, + "m": 1.0 + }, + { + "p": 0.08175954222679138, + "m": 1.0 + }, + { + "p": 0.0027810027822852135, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.3056907653808594, + "val_loss": 1.1937873363494873, + "acc": 59.14, + "time": 219.20979161001742, + "param": [ + { + "p": 0.17471835017204285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18375343084335327, + "m": 1.0 + }, + { + "p": 0.03987553343176842, + "m": 0.5169286727905273 + }, + { + "p": 0.007621418219059706, + "m": 0.9081804752349854 + }, + { + "p": 0.0072710043750703335, + "m": 0.9066247344017029 + }, + { + "p": 0.052243854850530624, + "m": 0.42551112174987793 + }, + { + "p": 0.05262394994497299, + "m": 0.6848933100700378 + }, + { + "p": 0.05719904229044914, + "m": 0.7454636693000793 + }, + { + "p": 0.1161382868885994, + "m": 0.851593554019928 + }, + { + "p": 0.09496171027421951, + "m": 0.9780113697052002 + }, + { + "p": 0.10086710751056671, + "m": 1.0 + }, + { + "p": 0.08840353786945343, + "m": 1.0 + }, + { + "p": 0.024322835728526115, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.209130048751831, + "val_loss": 1.0990781784057617, + "acc": 60.57, + "time": 220.49317071284167, + "param": [ + { + "p": 0.15352623164653778, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16205506026744843, + "m": 1.0 + }, + { + "p": 0.04761979356408119, + "m": 0.5626549124717712 + }, + { + "p": 0.009688545018434525, + "m": 0.8973041772842407 + }, + { + "p": 0.006836559157818556, + "m": 0.9161409139633179 + }, + { + "p": 0.05392253398895264, + "m": 0.3843318223953247 + }, + { + "p": 0.058421142399311066, + "m": 0.691887617111206 + }, + { + "p": 0.06428910791873932, + "m": 0.7489768862724304 + }, + { + "p": 0.1130632534623146, + "m": 0.829309344291687 + }, + { + "p": 0.08891955018043518, + "m": 0.9893403053283691 + }, + { + "p": 0.11067473143339157, + "m": 1.0 + }, + { + "p": 0.09324780851602554, + "m": 1.0 + }, + { + "p": 0.0377357080578804, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.5143914222717285, + "val_loss": 1.1624528169631958, + "acc": 59.44, + "time": 221.44833731791005, + "param": [ + { + "p": 0.14960405230522156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15145975351333618, + "m": 1.0 + }, + { + "p": 0.046357087790966034, + "m": 0.6164223551750183 + }, + { + "p": 0.0, + "m": 0.8902629613876343 + }, + { + "p": 0.011210384778678417, + "m": 0.9355179667472839 + }, + { + "p": 0.06123398616909981, + "m": 0.37518399953842163 + }, + { + "p": 0.0596696101129055, + "m": 0.7452311515808105 + }, + { + "p": 0.07162801921367645, + "m": 0.7493538856506348 + }, + { + "p": 0.10997998714447021, + "m": 0.8016173839569092 + }, + { + "p": 0.08175008744001389, + "m": 0.9982508420944214 + }, + { + "p": 0.12210984528064728, + "m": 0.9942011833190918 + }, + { + "p": 0.09843849390745163, + "m": 1.0 + }, + { + "p": 0.036558687686920166, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.6564445495605469, + "val_loss": 1.0704008340835571, + "acc": 61.09, + "time": 221.09181437199004, + "param": [ + { + "p": 0.15345458686351776, + "m": 1.0 + }, + { + "p": 0.0002574201498646289, + "m": 1.0 + }, + { + "p": 0.1485179215669632, + "m": 1.0 + }, + { + "p": 0.04495683312416077, + "m": 0.6322503089904785 + }, + { + "p": 0.0024897402618080378, + "m": 0.8905575275421143 + }, + { + "p": 0.0057132067158818245, + "m": 0.9488729238510132 + }, + { + "p": 0.06742201745510101, + "m": 0.36866915225982666 + }, + { + "p": 0.05656252056360245, + "m": 0.7631799578666687 + }, + { + "p": 0.07989551872015, + "m": 0.7415337562561035 + }, + { + "p": 0.10591047257184982, + "m": 0.8024625182151794 + }, + { + "p": 0.06855130940675735, + "m": 0.9832540154457092 + }, + { + "p": 0.1311125010251999, + "m": 1.0 + }, + { + "p": 0.10422471165657043, + "m": 1.0 + }, + { + "p": 0.030931303277611732, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.506298542022705, + "val_loss": 1.0301144123077393, + "acc": 61.96, + "time": 225.1554385679774, + "param": [ + { + "p": 0.13560549914836884, + "m": 1.0 + }, + { + "p": 0.002334489254280925, + "m": 1.0 + }, + { + "p": 0.130360409617424, + "m": 1.0 + }, + { + "p": 0.04897663742303848, + "m": 0.6250379085540771 + }, + { + "p": 0.014517492614686489, + "m": 0.8910551071166992 + }, + { + "p": 0.014688611961901188, + "m": 0.9566528797149658 + }, + { + "p": 0.07376023381948471, + "m": 0.3822776675224304 + }, + { + "p": 0.06120428442955017, + "m": 0.7777589559555054 + }, + { + "p": 0.08671552687883377, + "m": 0.7388121485710144 + }, + { + "p": 0.09572777152061462, + "m": 0.7843881845474243 + }, + { + "p": 0.07055041939020157, + "m": 0.9842635989189148 + }, + { + "p": 0.12454535812139511, + "m": 1.0 + }, + { + "p": 0.10086250305175781, + "m": 1.0 + }, + { + "p": 0.04015086218714714, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.2727218866348267, + "val_loss": 1.2049819231033325, + "acc": 62.32, + "time": 222.53156298096292, + "param": [ + { + "p": 0.13014015555381775, + "m": 1.0 + }, + { + "p": 0.002078193938359618, + "m": 1.0 + }, + { + "p": 0.11893827468156815, + "m": 1.0 + }, + { + "p": 0.05355214327573776, + "m": 0.5930588245391846 + }, + { + "p": 0.014423004351556301, + "m": 0.8888359665870667 + }, + { + "p": 0.020468270406126976, + "m": 0.9758517742156982 + }, + { + "p": 0.07949632406234741, + "m": 0.3645687997341156 + }, + { + "p": 0.059075843542814255, + "m": 0.767768383026123 + }, + { + "p": 0.09371683746576309, + "m": 0.7345079183578491 + }, + { + "p": 0.08865106850862503, + "m": 0.7886673808097839 + }, + { + "p": 0.07653428614139557, + "m": 0.9847639203071594 + }, + { + "p": 0.1144016683101654, + "m": 1.0 + }, + { + "p": 0.10235586762428284, + "m": 1.0 + }, + { + "p": 0.04616817086935043, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.3612477779388428, + "val_loss": 1.205935001373291, + "acc": 62.21, + "time": 222.85156241012737, + "param": [ + { + "p": 0.12891322374343872, + "m": 1.0 + }, + { + "p": 0.0002238726883661002, + "m": 1.0 + }, + { + "p": 0.10724140703678131, + "m": 1.0 + }, + { + "p": 0.05111110582947731, + "m": 0.5504711270332336 + }, + { + "p": 0.017340831458568573, + "m": 0.8855932950973511 + }, + { + "p": 0.024807533249258995, + "m": 0.9892395734786987 + }, + { + "p": 0.08328035473823547, + "m": 0.3405377268791199 + }, + { + "p": 0.05147596821188927, + "m": 0.7646740674972534 + }, + { + "p": 0.10519836843013763, + "m": 0.7347216010093689 + }, + { + "p": 0.09140975028276443, + "m": 0.8057126402854919 + }, + { + "p": 0.08803438395261765, + "m": 0.9753651022911072 + }, + { + "p": 0.10602933913469315, + "m": 1.0 + }, + { + "p": 0.10550705343484879, + "m": 1.0 + }, + { + "p": 0.03942673280835152, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.4626257419586182, + "val_loss": 1.0443345308303833, + "acc": 63.1, + "time": 222.2062674118206, + "param": [ + { + "p": 0.12573032081127167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10654231905937195, + "m": 1.0 + }, + { + "p": 0.044573280960321426, + "m": 0.5138663053512573 + }, + { + "p": 0.0, + "m": 0.8705993294715881 + }, + { + "p": 0.011913452297449112, + "m": 1.0 + }, + { + "p": 0.09387638419866562, + "m": 0.27884677052497864 + }, + { + "p": 0.04307273030281067, + "m": 0.7480694055557251 + }, + { + "p": 0.11629384011030197, + "m": 0.7198355197906494 + }, + { + "p": 0.10126038640737534, + "m": 0.820591390132904 + }, + { + "p": 0.10062747448682785, + "m": 0.9648352861404419 + }, + { + "p": 0.11413279175758362, + "m": 1.0 + }, + { + "p": 0.1145702451467514, + "m": 1.0 + }, + { + "p": 0.0274067223072052, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.3975803852081299, + "val_loss": 1.1024854183197021, + "acc": 62.49, + "time": 222.84002268500626, + "param": [ + { + "p": 0.11734870821237564, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11285098642110825, + "m": 1.0 + }, + { + "p": 0.04697379469871521, + "m": 0.5071567893028259 + }, + { + "p": 0.0, + "m": 0.8528335094451904 + }, + { + "p": 0.00891270861029625, + "m": 1.0 + }, + { + "p": 0.08593660593032837, + "m": 0.2737944722175598 + }, + { + "p": 0.04696766287088394, + "m": 0.7523947954177856 + }, + { + "p": 0.13293547928333282, + "m": 0.7071378231048584 + }, + { + "p": 0.10285840928554535, + "m": 0.8172149658203125 + }, + { + "p": 0.10721688717603683, + "m": 0.9490735530853271 + }, + { + "p": 0.11457403749227524, + "m": 1.0 + }, + { + "p": 0.11893228441476822, + "m": 1.0 + }, + { + "p": 0.004492402542382479, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.4751873016357422, + "val_loss": 1.1045687198638916, + "acc": 63.47, + "time": 224.59497249498963, + "param": [ + { + "p": 0.10816966742277145, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11075396835803986, + "m": 1.0 + }, + { + "p": 0.04257011413574219, + "m": 0.47814953327178955 + }, + { + "p": 0.0, + "m": 0.8221127986907959 + }, + { + "p": 0.0, + "m": 0.9946568012237549 + }, + { + "p": 0.07191628217697144, + "m": 0.2902943193912506 + }, + { + "p": 0.03300529718399048, + "m": 0.7390338778495789 + }, + { + "p": 0.15359894931316376, + "m": 0.6712596416473389 + }, + { + "p": 0.0950949639081955, + "m": 0.8162584900856018 + }, + { + "p": 0.12637820839881897, + "m": 0.9392635226249695 + }, + { + "p": 0.12567518651485443, + "m": 1.0 + }, + { + "p": 0.1328374147415161, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.2232189178466797, + "val_loss": 1.0842567682266235, + "acc": 62.25, + "time": 221.92302813520655, + "param": [ + { + "p": 0.09952142834663391, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12063723802566528, + "m": 1.0 + }, + { + "p": 0.02770383283495903, + "m": 0.4361441433429718 + }, + { + "p": 0.0, + "m": 0.7758933305740356 + }, + { + "p": 0.0048899417743086815, + "m": 0.9887782335281372 + }, + { + "p": 0.05118803679943085, + "m": 0.3503524959087372 + }, + { + "p": 0.034359827637672424, + "m": 0.7106726765632629 + }, + { + "p": 0.178241565823555, + "m": 0.6420544981956482 + }, + { + "p": 0.08013730496168137, + "m": 0.8192411065101624 + }, + { + "p": 0.13515643775463104, + "m": 0.9085608720779419 + }, + { + "p": 0.13334104418754578, + "m": 1.0 + }, + { + "p": 0.13482330739498138, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.4910945892333984, + "val_loss": 1.1573323011398315, + "acc": 63.81, + "time": 220.0061853399966, + "param": [ + { + "p": 0.09853273630142212, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13726846873760223, + "m": 1.0 + }, + { + "p": 0.01506531611084938, + "m": 0.4123179316520691 + }, + { + "p": 0.0, + "m": 0.7549628019332886 + }, + { + "p": 0.007278639357537031, + "m": 0.9799801707267761 + }, + { + "p": 0.03371730074286461, + "m": 0.38847988843917847 + }, + { + "p": 0.017148053273558617, + "m": 0.702591598033905 + }, + { + "p": 0.20710664987564087, + "m": 0.6033634543418884 + }, + { + "p": 0.06417976319789886, + "m": 0.8266834616661072 + }, + { + "p": 0.12986944615840912, + "m": 0.8694047331809998 + }, + { + "p": 0.1508617252111435, + "m": 1.0 + }, + { + "p": 0.13897185027599335, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.3809890747070312, + "val_loss": 1.144827127456665, + "acc": 63.5, + "time": 219.21482529700734, + "param": [ + { + "p": 0.09800055623054504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14475315809249878, + "m": 1.0 + }, + { + "p": 0.016622142866253853, + "m": 0.38452643156051636 + }, + { + "p": 0.0, + "m": 0.7358935475349426 + }, + { + "p": 0.007938374765217304, + "m": 0.9801558256149292 + }, + { + "p": 0.026229100301861763, + "m": 0.3834867477416992 + }, + { + "p": 0.003499997779726982, + "m": 0.7142731547355652 + }, + { + "p": 0.2200893610715866, + "m": 0.5599355697631836 + }, + { + "p": 0.05135596916079521, + "m": 0.8351537585258484 + }, + { + "p": 0.12392488867044449, + "m": 0.8207971453666687 + }, + { + "p": 0.16663363575935364, + "m": 1.0 + }, + { + "p": 0.14095275104045868, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.380670428276062, + "val_loss": 1.0239572525024414, + "acc": 62.72, + "time": 220.6461331450846, + "param": [ + { + "p": 0.09521045535802841, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1488855481147766, + "m": 1.0 + }, + { + "p": 0.021659882739186287, + "m": 0.35205763578414917 + }, + { + "p": 0.0, + "m": 0.7213348150253296 + }, + { + "p": 0.0046865991316735744, + "m": 0.9898630976676941 + }, + { + "p": 0.030794503167271614, + "m": 0.3954206705093384 + }, + { + "p": 0.0, + "m": 0.6980933547019958 + }, + { + "p": 0.22585128247737885, + "m": 0.5372917652130127 + }, + { + "p": 0.04209176078438759, + "m": 0.8425995707511902 + }, + { + "p": 0.1251835972070694, + "m": 0.7845466732978821 + }, + { + "p": 0.17670324444770813, + "m": 1.0 + }, + { + "p": 0.1289331167936325, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.233845829963684, + "val_loss": 1.087538242340088, + "acc": 65.19, + "time": 219.33189556002617, + "param": [ + { + "p": 0.08011987805366516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14452378451824188, + "m": 1.0 + }, + { + "p": 0.02484346367418766, + "m": 0.3606548309326172 + }, + { + "p": 0.00416708504781127, + "m": 0.721072256565094 + }, + { + "p": 0.001267509302124381, + "m": 0.9919708371162415 + }, + { + "p": 0.03587259724736214, + "m": 0.38628965616226196 + }, + { + "p": 0.0, + "m": 0.6938667893409729 + }, + { + "p": 0.2418491095304489, + "m": 0.5435906648635864 + }, + { + "p": 0.045659389346838, + "m": 0.8282782435417175 + }, + { + "p": 0.12554579973220825, + "m": 0.7444247007369995 + }, + { + "p": 0.17618094384670258, + "m": 1.0 + }, + { + "p": 0.11915276944637299, + "m": 1.0 + }, + { + "p": 0.0008175752591341734, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.1488265991210938, + "val_loss": 1.1626601219177246, + "acc": 63.65, + "time": 220.55280559300445, + "param": [ + { + "p": 0.07405728846788406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12795402109622955, + "m": 1.0 + }, + { + "p": 0.042392659932374954, + "m": 0.3538961410522461 + }, + { + "p": 0.0036699261981993914, + "m": 0.7281904220581055 + }, + { + "p": 0.00579009298235178, + "m": 0.9844887256622314 + }, + { + "p": 0.04405616968870163, + "m": 0.3794039189815521 + }, + { + "p": 0.0, + "m": 0.677452564239502 + }, + { + "p": 0.24362713098526, + "m": 0.572276771068573 + }, + { + "p": 0.05871939659118652, + "m": 0.8078485131263733 + }, + { + "p": 0.1215117871761322, + "m": 0.7418630719184875 + }, + { + "p": 0.16556380689144135, + "m": 1.0 + }, + { + "p": 0.10966672748327255, + "m": 1.0 + }, + { + "p": 0.0029910539742559195, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.4368953704833984, + "val_loss": 0.953598141670227, + "acc": 64.69, + "time": 219.09689203486778, + "param": [ + { + "p": 0.07468520849943161, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11558794230222702, + "m": 1.0 + }, + { + "p": 0.035929154604673386, + "m": 0.35755133628845215 + }, + { + "p": 0.0, + "m": 0.7413426041603088 + }, + { + "p": 0.0029840983916074038, + "m": 0.9855026006698608 + }, + { + "p": 0.050033506006002426, + "m": 0.3483840823173523 + }, + { + "p": 0.0, + "m": 0.6799636483192444 + }, + { + "p": 0.26851409673690796, + "m": 0.5489881634712219 + }, + { + "p": 0.05702384561300278, + "m": 0.7968783974647522 + }, + { + "p": 0.12052473425865173, + "m": 0.7235815525054932 + }, + { + "p": 0.1656453162431717, + "m": 1.0 + }, + { + "p": 0.10907210409641266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 0.9746920466423035, + "val_loss": 1.0537891387939453, + "acc": 65.25, + "time": 220.37462244811468, + "param": [ + { + "p": 0.08329825103282928, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1162237673997879, + "m": 1.0 + }, + { + "p": 0.028187299147248268, + "m": 0.3269902765750885 + }, + { + "p": 0.009867151267826557, + "m": 0.7447256445884705 + }, + { + "p": 0.008271835744380951, + "m": 0.9962860345840454 + }, + { + "p": 0.05415507033467293, + "m": 0.33658483624458313 + }, + { + "p": 0.01849718578159809, + "m": 0.6970698833465576 + }, + { + "p": 0.2587602138519287, + "m": 0.5225710272789001 + }, + { + "p": 0.062181487679481506, + "m": 0.7872228622436523 + }, + { + "p": 0.1027495339512825, + "m": 0.7024250030517578 + }, + { + "p": 0.1438162922859192, + "m": 1.0 + }, + { + "p": 0.10979717969894409, + "m": 1.0 + }, + { + "p": 0.004194730892777443, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.2083832025527954, + "val_loss": 0.9371668100357056, + "acc": 65.79, + "time": 225.26927513908595, + "param": [ + { + "p": 0.08034870028495789, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11832483857870102, + "m": 1.0 + }, + { + "p": 0.02869490534067154, + "m": 0.3030564785003662 + }, + { + "p": 0.0, + "m": 0.7341481447219849 + }, + { + "p": 0.02487007901072502, + "m": 1.0 + }, + { + "p": 0.06682851910591125, + "m": 0.3432654142379761 + }, + { + "p": 0.027104459702968597, + "m": 0.7204307317733765 + }, + { + "p": 0.2506173849105835, + "m": 0.47515788674354553 + }, + { + "p": 0.06941214203834534, + "m": 0.7764886617660522 + }, + { + "p": 0.09214136004447937, + "m": 0.6963528990745544 + }, + { + "p": 0.12956610321998596, + "m": 1.0 + }, + { + "p": 0.11209145933389664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.1095314025878906, + "val_loss": 0.9983556866645813, + "acc": 65.45, + "time": 227.7729452040512, + "param": [ + { + "p": 0.08119434118270874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11057112365961075, + "m": 1.0 + }, + { + "p": 0.0388229675590992, + "m": 0.3094192445278168 + }, + { + "p": 0.0037726738955825567, + "m": 0.7248889803886414 + }, + { + "p": 0.03867046907544136, + "m": 1.0 + }, + { + "p": 0.07329538464546204, + "m": 0.3267144560813904 + }, + { + "p": 0.027647923678159714, + "m": 0.744838535785675 + }, + { + "p": 0.22793729603290558, + "m": 0.4150267243385315 + }, + { + "p": 0.07389650493860245, + "m": 0.7683203220367432 + }, + { + "p": 0.09145604819059372, + "m": 0.698135256767273 + }, + { + "p": 0.11725233495235443, + "m": 1.0 + }, + { + "p": 0.11548291146755219, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.2031360864639282, + "val_loss": 1.130927562713623, + "acc": 65.57, + "time": 222.24917865497991, + "param": [ + { + "p": 0.08776641637086868, + "m": 1.0 + }, + { + "p": 0.00032926228595897555, + "m": 1.0 + }, + { + "p": 0.108486108481884, + "m": 1.0 + }, + { + "p": 0.03233818709850311, + "m": 0.3067968785762787 + }, + { + "p": 0.0025330299977213144, + "m": 0.7111603021621704 + }, + { + "p": 0.042690686881542206, + "m": 1.0 + }, + { + "p": 0.06472741812467575, + "m": 0.3390932083129883 + }, + { + "p": 0.020793257281184196, + "m": 0.7172110676765442 + }, + { + "p": 0.23336490988731384, + "m": 0.3704872727394104 + }, + { + "p": 0.08061031252145767, + "m": 0.8040046691894531 + }, + { + "p": 0.0915684849023819, + "m": 0.6823566555976868 + }, + { + "p": 0.11530569195747375, + "m": 1.0 + }, + { + "p": 0.11948615312576294, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.2002694606781006, + "val_loss": 0.9401944875717163, + "acc": 67.16, + "time": 221.45677575003356, + "param": [ + { + "p": 0.10736622661352158, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11637607961893082, + "m": 1.0 + }, + { + "p": 0.02518935687839985, + "m": 0.2967699468135834 + }, + { + "p": 0.0, + "m": 0.6824497580528259 + }, + { + "p": 0.0410652831196785, + "m": 1.0 + }, + { + "p": 0.06750867515802383, + "m": 0.2964775860309601 + }, + { + "p": 0.022094903513789177, + "m": 0.7043692469596863 + }, + { + "p": 0.21740683913230896, + "m": 0.3761661648750305 + }, + { + "p": 0.08654354512691498, + "m": 0.842968225479126 + }, + { + "p": 0.10103704780340195, + "m": 0.6841558814048767 + }, + { + "p": 0.10940773040056229, + "m": 1.0 + }, + { + "p": 0.10502902418375015, + "m": 1.0 + }, + { + "p": 0.0009752926416695118, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.2947207689285278, + "val_loss": 0.9558467864990234, + "acc": 65.03, + "time": 231.84677465399727, + "param": [ + { + "p": 0.10731801390647888, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11792963743209839, + "m": 1.0 + }, + { + "p": 0.026203515008091927, + "m": 0.3057417869567871 + }, + { + "p": 0.0014511317713186145, + "m": 0.6548596024513245 + }, + { + "p": 0.045425694435834885, + "m": 1.0 + }, + { + "p": 0.06666409969329834, + "m": 0.26900702714920044 + }, + { + "p": 0.015583510510623455, + "m": 0.7073307037353516 + }, + { + "p": 0.2095441371202469, + "m": 0.35535097122192383 + }, + { + "p": 0.08252169191837311, + "m": 0.8898332715034485 + }, + { + "p": 0.11738623678684235, + "m": 0.688126266002655 + }, + { + "p": 0.10573486238718033, + "m": 1.0 + }, + { + "p": 0.09186718612909317, + "m": 1.0 + }, + { + "p": 0.01237030141055584, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.2708384990692139, + "val_loss": 1.034011721611023, + "acc": 66.59, + "time": 224.78879153891467, + "param": [ + { + "p": 0.0996134951710701, + "m": 1.0 + }, + { + "p": 9.758751548361033e-05, + "m": 1.0 + }, + { + "p": 0.11828193813562393, + "m": 1.0 + }, + { + "p": 0.027688510715961456, + "m": 0.2988012731075287 + }, + { + "p": 0.00017961300909519196, + "m": 0.6421530842781067 + }, + { + "p": 0.04400603473186493, + "m": 0.9908915758132935 + }, + { + "p": 0.07093190401792526, + "m": 0.22287222743034363 + }, + { + "p": 0.0, + "m": 0.7401577234268188 + }, + { + "p": 0.2286926805973053, + "m": 0.31113120913505554 + }, + { + "p": 0.07297617197036743, + "m": 0.9339898228645325 + }, + { + "p": 0.13924476504325867, + "m": 0.6713246703147888 + }, + { + "p": 0.10729151964187622, + "m": 1.0 + }, + { + "p": 0.08276694267988205, + "m": 1.0 + }, + { + "p": 0.008228836581110954, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.0227246284484863, + "val_loss": 1.0361804962158203, + "acc": 67.11, + "time": 225.17390846903436, + "param": [ + { + "p": 0.0948503166437149, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12114866077899933, + "m": 1.0 + }, + { + "p": 0.028661642223596573, + "m": 0.2934586703777313 + }, + { + "p": 0.0, + "m": 0.6625491976737976 + }, + { + "p": 0.04074627533555031, + "m": 1.0 + }, + { + "p": 0.07143181562423706, + "m": 0.210953027009964 + }, + { + "p": 0.001531586516648531, + "m": 0.7746762633323669 + }, + { + "p": 0.2245180457830429, + "m": 0.29074588418006897 + }, + { + "p": 0.0750083401799202, + "m": 0.9568246006965637 + }, + { + "p": 0.14775031805038452, + "m": 0.663170337677002 + }, + { + "p": 0.11371342092752457, + "m": 1.0 + }, + { + "p": 0.0769164189696312, + "m": 1.0 + }, + { + "p": 0.0037232220638543367, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.1259069442749023, + "val_loss": 0.8555756211280823, + "acc": 66.94, + "time": 218.3396327921655, + "param": [ + { + "p": 0.10013162344694138, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.126280277967453, + "m": 1.0 + }, + { + "p": 0.021118182688951492, + "m": 0.2707138955593109 + }, + { + "p": 0.0, + "m": 0.6973057985305786 + }, + { + "p": 0.03558265045285225, + "m": 1.0 + }, + { + "p": 0.06799372285604477, + "m": 0.21537964046001434 + }, + { + "p": 0.0025368209462612867, + "m": 0.7713682651519775 + }, + { + "p": 0.22339782118797302, + "m": 0.29654401540756226 + }, + { + "p": 0.06807079166173935, + "m": 0.9593545198440552 + }, + { + "p": 0.14941389858722687, + "m": 0.6503379940986633 + }, + { + "p": 0.12588785588741302, + "m": 1.0 + }, + { + "p": 0.07958634942770004, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.0193254947662354, + "val_loss": 0.9677961468696594, + "acc": 65.79, + "time": 220.3517521820031, + "param": [ + { + "p": 0.12020634859800339, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.125426784157753, + "m": 1.0 + }, + { + "p": 0.013389022089540958, + "m": 0.25771233439445496 + }, + { + "p": 0.0, + "m": 0.7236505746841431 + }, + { + "p": 0.01839510165154934, + "m": 1.0 + }, + { + "p": 0.06418193876743317, + "m": 0.17311163246631622 + }, + { + "p": 0.0, + "m": 0.7583923935890198 + }, + { + "p": 0.2243099808692932, + "m": 0.30815738439559937 + }, + { + "p": 0.05716544762253761, + "m": 0.9515872597694397 + }, + { + "p": 0.15961821377277374, + "m": 0.6424490213394165 + }, + { + "p": 0.1293209344148636, + "m": 1.0 + }, + { + "p": 0.08772258460521698, + "m": 1.0 + }, + { + "p": 0.00026369973784312606, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.2553720474243164, + "val_loss": 0.942782461643219, + "acc": 67.37, + "time": 232.75578072597273, + "param": [ + { + "p": 0.12937955558300018, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12689310312271118, + "m": 1.0 + }, + { + "p": 0.01892116479575634, + "m": 0.257138192653656 + }, + { + "p": 0.0, + "m": 0.7439590692520142 + }, + { + "p": 0.004563769791275263, + "m": 0.9842555522918701 + }, + { + "p": 0.05590619146823883, + "m": 0.13968288898468018 + }, + { + "p": 0.0, + "m": 0.7372987866401672 + }, + { + "p": 0.23677316308021545, + "m": 0.31196513772010803 + }, + { + "p": 0.044572312384843826, + "m": 0.968263566493988 + }, + { + "p": 0.16376060247421265, + "m": 0.6171842217445374 + }, + { + "p": 0.1299440711736679, + "m": 1.0 + }, + { + "p": 0.08928614854812622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 0.9928414821624756, + "val_loss": 0.9677727222442627, + "acc": 66.59, + "time": 220.7146498709917, + "param": [ + { + "p": 0.12657460570335388, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12573659420013428, + "m": 1.0 + }, + { + "p": 0.02905457653105259, + "m": 0.26058340072631836 + }, + { + "p": 0.0, + "m": 0.7437938451766968 + }, + { + "p": 0.0055424910970032215, + "m": 0.9442529082298279 + }, + { + "p": 0.04649001359939575, + "m": 0.12392815202474594 + }, + { + "p": 0.0022804350592195988, + "m": 0.7317456007003784 + }, + { + "p": 0.23981532454490662, + "m": 0.29587289690971375 + }, + { + "p": 0.03272926062345505, + "m": 0.9922034740447998 + }, + { + "p": 0.15623942017555237, + "m": 0.5840519666671753 + }, + { + "p": 0.13498874008655548, + "m": 1.0 + }, + { + "p": 0.10054847598075867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.0637580156326294, + "val_loss": 1.0755951404571533, + "acc": 65.88, + "time": 237.02670509018935, + "param": [ + { + "p": 0.11604297906160355, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11587181687355042, + "m": 1.0 + }, + { + "p": 0.04576113075017929, + "m": 0.26127493381500244 + }, + { + "p": 2.9115091820131056e-05, + "m": 0.7112671732902527 + }, + { + "p": 0.013241327367722988, + "m": 0.9360199570655823 + }, + { + "p": 0.03499961644411087, + "m": 0.1142221987247467 + }, + { + "p": 0.00880861934274435, + "m": 0.7154465317726135 + }, + { + "p": 0.23628385365009308, + "m": 0.27557888627052307 + }, + { + "p": 0.024593202397227287, + "m": 0.986477792263031 + }, + { + "p": 0.1550310254096985, + "m": 0.5605658888816833 + }, + { + "p": 0.13759346306324005, + "m": 1.0 + }, + { + "p": 0.11123552918434143, + "m": 1.0 + }, + { + "p": 0.0005082908319309354, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.2349066734313965, + "val_loss": 1.0202418565750122, + "acc": 66.31, + "time": 218.93730359198526, + "param": [ + { + "p": 0.10704055428504944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11033112555742264, + "m": 1.0 + }, + { + "p": 0.06179104372859001, + "m": 0.2552611827850342 + }, + { + "p": 0.0, + "m": 0.689873456954956 + }, + { + "p": 0.03186291456222534, + "m": 0.9532345533370972 + }, + { + "p": 0.03472987934947014, + "m": 0.11268261075019836 + }, + { + "p": 0.0, + "m": 0.7063267230987549 + }, + { + "p": 0.2240978479385376, + "m": 0.27507439255714417 + }, + { + "p": 0.02024143934249878, + "m": 0.9837396144866943 + }, + { + "p": 0.15832705795764923, + "m": 0.5656594634056091 + }, + { + "p": 0.13262861967086792, + "m": 1.0 + }, + { + "p": 0.1189495250582695, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.0793960094451904, + "val_loss": 0.9480583071708679, + "acc": 68.14, + "time": 218.35919098812155, + "param": [ + { + "p": 0.1060914546251297, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10393313318490982, + "m": 1.0 + }, + { + "p": 0.05842854827642441, + "m": 0.23425666987895966 + }, + { + "p": 0.0, + "m": 0.6875296831130981 + }, + { + "p": 0.028508346527814865, + "m": 0.9600552916526794 + }, + { + "p": 0.0389435775578022, + "m": 0.0940447524189949 + }, + { + "p": 0.0, + "m": 0.6820010542869568 + }, + { + "p": 0.2163354605436325, + "m": 0.26486462354660034 + }, + { + "p": 0.024345073848962784, + "m": 0.9898353815078735 + }, + { + "p": 0.16308312118053436, + "m": 0.5641141533851624 + }, + { + "p": 0.13416849076747894, + "m": 1.0 + }, + { + "p": 0.12616272270679474, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.1143982410430908, + "val_loss": 0.7999177575111389, + "acc": 67.78, + "time": 228.12495853193104, + "param": [ + { + "p": 0.09822043776512146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10150445252656937, + "m": 1.0 + }, + { + "p": 0.0526769794523716, + "m": 0.22234778106212616 + }, + { + "p": 0.0, + "m": 0.6672408580780029 + }, + { + "p": 0.04621656611561775, + "m": 0.9807202816009521 + }, + { + "p": 0.057618845254182816, + "m": 0.10154065489768982 + }, + { + "p": 0.0018322187243029475, + "m": 0.6519081592559814 + }, + { + "p": 0.20163974165916443, + "m": 0.21322448551654816 + }, + { + "p": 0.03695744648575783, + "m": 0.9976836442947388 + }, + { + "p": 0.1546105146408081, + "m": 0.5399004817008972 + }, + { + "p": 0.11465130746364594, + "m": 1.0 + }, + { + "p": 0.12881888449192047, + "m": 1.0 + }, + { + "p": 0.0052526649087667465, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.0289533138275146, + "val_loss": 0.8061299324035645, + "acc": 67.36, + "time": 235.64547503413633, + "param": [ + { + "p": 0.09489071369171143, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10217656940221786, + "m": 1.0 + }, + { + "p": 0.039736516773700714, + "m": 0.1962573379278183 + }, + { + "p": 0.0, + "m": 0.6714915037155151 + }, + { + "p": 0.05586937814950943, + "m": 0.99425208568573 + }, + { + "p": 0.07247774302959442, + "m": 0.10267559438943863 + }, + { + "p": 0.0, + "m": 0.6072014570236206 + }, + { + "p": 0.19950273633003235, + "m": 0.16497986018657684 + }, + { + "p": 0.04111636430025101, + "m": 0.9906502366065979 + }, + { + "p": 0.1546546071767807, + "m": 0.5273716449737549 + }, + { + "p": 0.10312434285879135, + "m": 1.0 + }, + { + "p": 0.12303710728883743, + "m": 1.0 + }, + { + "p": 0.013413975015282631, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.1571744680404663, + "val_loss": 0.9950799345970154, + "acc": 67.67, + "time": 228.4567766559776, + "param": [ + { + "p": 0.09967561811208725, + "m": 1.0 + }, + { + "p": 0.0015593430725857615, + "m": 1.0 + }, + { + "p": 0.09940888732671738, + "m": 1.0 + }, + { + "p": 0.017137348651885986, + "m": 0.17908130586147308 + }, + { + "p": 0.0005275016301311553, + "m": 0.6643738150596619 + }, + { + "p": 0.05399555340409279, + "m": 0.9995392560958862 + }, + { + "p": 0.08480173349380493, + "m": 0.06715430319309235 + }, + { + "p": 0.001994718797504902, + "m": 0.5735782980918884 + }, + { + "p": 0.20744886994361877, + "m": 0.15651299059391022 + }, + { + "p": 0.031101731583476067, + "m": 0.9940055012702942 + }, + { + "p": 0.16156400740146637, + "m": 0.533920407295227 + }, + { + "p": 0.10890394449234009, + "m": 1.0 + }, + { + "p": 0.11840939521789551, + "m": 1.0 + }, + { + "p": 0.013471410609781742, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.2494951486587524, + "val_loss": 0.7926681041717529, + "acc": 68.17, + "time": 222.84482638095506, + "param": [ + { + "p": 0.10810772329568863, + "m": 1.0 + }, + { + "p": 9.17029901756905e-05, + "m": 1.0 + }, + { + "p": 0.099764883518219, + "m": 1.0 + }, + { + "p": 0.01922423020005226, + "m": 0.1459554135799408 + }, + { + "p": 0.008516141213476658, + "m": 0.6732190251350403 + }, + { + "p": 0.0487932488322258, + "m": 1.0 + }, + { + "p": 0.09547360241413116, + "m": 0.0 + }, + { + "p": 0.005762061104178429, + "m": 0.5499918460845947 + }, + { + "p": 0.19311510026454926, + "m": 0.1177418902516365 + }, + { + "p": 0.026647355407476425, + "m": 0.9937257170677185 + }, + { + "p": 0.15129037201404572, + "m": 0.5357457399368286 + }, + { + "p": 0.10809314996004105, + "m": 1.0 + }, + { + "p": 0.11853082478046417, + "m": 1.0 + }, + { + "p": 0.016589684411883354, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.110210657119751, + "val_loss": 1.0507644414901733, + "acc": 66.95, + "time": 219.4356917901896, + "param": [ + { + "p": 0.12281790375709534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11025770753622055, + "m": 1.0 + }, + { + "p": 0.016617707908153534, + "m": 0.12454672157764435 + }, + { + "p": 0.0, + "m": 0.6551003456115723 + }, + { + "p": 0.02663261443376541, + "m": 0.9877716302871704 + }, + { + "p": 0.10597548633813858, + "m": 0.0 + }, + { + "p": 0.0032290471717715263, + "m": 0.5505437850952148 + }, + { + "p": 0.18006634712219238, + "m": 0.1761331856250763 + }, + { + "p": 0.012075020931661129, + "m": 1.0 + }, + { + "p": 0.16529352962970734, + "m": 0.5670546293258667 + }, + { + "p": 0.11473044753074646, + "m": 1.0 + }, + { + "p": 0.13169480860233307, + "m": 1.0 + }, + { + "p": 0.010609390214085579, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.24667489528656, + "val_loss": 0.9524643421173096, + "acc": 67.88, + "time": 241.64627680089325, + "param": [ + { + "p": 0.1256418526172638, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1259254515171051, + "m": 1.0 + }, + { + "p": 0.005755983293056488, + "m": 0.09031577408313751 + }, + { + "p": 0.0, + "m": 0.6236640810966492 + }, + { + "p": 0.004626148380339146, + "m": 0.9499695897102356 + }, + { + "p": 0.10557424277067184, + "m": 0.029546696692705154 + }, + { + "p": 0.0008163937600329518, + "m": 0.5224266052246094 + }, + { + "p": 0.17128761112689972, + "m": 0.20186030864715576 + }, + { + "p": 0.007116387598216534, + "m": 1.0 + }, + { + "p": 0.18202102184295654, + "m": 0.5880774259567261 + }, + { + "p": 0.11559952050447464, + "m": 1.0 + }, + { + "p": 0.1432865858078003, + "m": 1.0 + }, + { + "p": 0.012348836287856102, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.2198102474212646, + "val_loss": 1.0237654447555542, + "acc": 68.07, + "time": 232.6414953779895, + "param": [ + { + "p": 0.12478461116552353, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1289091259241104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.004322332795709372 + }, + { + "p": 0.0, + "m": 0.5859798192977905 + }, + { + "p": 0.0, + "m": 0.9041193127632141 + }, + { + "p": 0.09048009663820267, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.4723915457725525 + }, + { + "p": 0.18218185007572174, + "m": 0.18707939982414246 + }, + { + "p": 0.0, + "m": 0.9979522824287415 + }, + { + "p": 0.20327095687389374, + "m": 0.592503547668457 + }, + { + "p": 0.11049660295248032, + "m": 1.0 + }, + { + "p": 0.157586008310318, + "m": 1.0 + }, + { + "p": 0.002290794625878334, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 0.8651351928710938, + "val_loss": 1.0081608295440674, + "acc": 68.53, + "time": 231.97619713284075, + "param": [ + { + "p": 0.13031353056430817, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12539193034172058, + "m": 1.0 + }, + { + "p": 0.004746009595692158, + "m": 0.0 + }, + { + "p": 0.00035797589225694537, + "m": 0.565004825592041 + }, + { + "p": 0.0, + "m": 0.8577418327331543 + }, + { + "p": 0.07690369337797165, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.44746947288513184 + }, + { + "p": 0.17629727721214294, + "m": 0.1585298627614975 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21545302867889404, + "m": 0.5808976888656616 + }, + { + "p": 0.10343819856643677, + "m": 1.0 + }, + { + "p": 0.1657763570547104, + "m": 1.0 + }, + { + "p": 0.001321992021985352, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 0.9956427812576294, + "val_loss": 0.9088094830513, + "acc": 67.08, + "time": 229.98230817494914, + "param": [ + { + "p": 0.13654443621635437, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11271946877241135, + "m": 1.0 + }, + { + "p": 0.00776551803573966, + "m": 0.0 + }, + { + "p": 0.010007688775658607, + "m": 0.5245084762573242 + }, + { + "p": 0.013455716893076897, + "m": 0.8172847628593445 + }, + { + "p": 0.06208067387342453, + "m": 0.0 + }, + { + "p": 0.022941090166568756, + "m": 0.417092889547348 + }, + { + "p": 0.15779906511306763, + "m": 0.14666740596294403 + }, + { + "p": 0.019456513226032257, + "m": 0.9970065355300903 + }, + { + "p": 0.20708420872688293, + "m": 0.5673366785049438 + }, + { + "p": 0.08676402270793915, + "m": 1.0 + }, + { + "p": 0.15726475417613983, + "m": 1.0 + }, + { + "p": 0.00611683027818799, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 0.8976292014122009, + "val_loss": 0.9133238792419434, + "acc": 68.49, + "time": 220.2914002770558, + "param": [ + { + "p": 0.1347285658121109, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10777609050273895, + "m": 1.0 + }, + { + "p": 0.010399010963737965, + "m": 0.0 + }, + { + "p": 0.015074899420142174, + "m": 0.5165293216705322 + }, + { + "p": 0.02389739453792572, + "m": 0.772471010684967 + }, + { + "p": 0.05490534007549286, + "m": 0.0 + }, + { + "p": 0.041487693786621094, + "m": 0.3892590403556824 + }, + { + "p": 0.16064053773880005, + "m": 0.1275283843278885 + }, + { + "p": 0.040745098143815994, + "m": 0.9903243184089661 + }, + { + "p": 0.18943601846694946, + "m": 0.522263765335083 + }, + { + "p": 0.06538188457489014, + "m": 1.0 + }, + { + "p": 0.14177468419075012, + "m": 1.0 + }, + { + "p": 0.01375281997025013, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.458164930343628, + "val_loss": 1.02387535572052, + "acc": 67.95, + "time": 222.15025670896284, + "param": [ + { + "p": 0.13853789865970612, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10599792003631592, + "m": 1.0 + }, + { + "p": 0.011004812084138393, + "m": 0.0009461693116463721 + }, + { + "p": 0.030607514083385468, + "m": 0.5092959403991699 + }, + { + "p": 0.042804863303899765, + "m": 0.7141137719154358 + }, + { + "p": 0.04463885724544525, + "m": 0.0 + }, + { + "p": 0.050445910543203354, + "m": 0.3637714684009552 + }, + { + "p": 0.14947372674942017, + "m": 0.13291922211647034 + }, + { + "p": 0.052769944071769714, + "m": 0.9934909343719482 + }, + { + "p": 0.1740010678768158, + "m": 0.510476291179657 + }, + { + "p": 0.06015065312385559, + "m": 1.0 + }, + { + "p": 0.1270820051431656, + "m": 1.0 + }, + { + "p": 0.01248480286449194, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.1397314071655273, + "val_loss": 0.8639068007469177, + "acc": 69.04, + "time": 220.97128554293886, + "param": [ + { + "p": 0.12779900431632996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09922818094491959, + "m": 1.0 + }, + { + "p": 0.02346903271973133, + "m": 0.0 + }, + { + "p": 0.05680568143725395, + "m": 0.48977744579315186 + }, + { + "p": 0.0664944127202034, + "m": 0.740890622138977 + }, + { + "p": 0.053277306258678436, + "m": 0.0 + }, + { + "p": 0.05033531412482262, + "m": 0.3424740433692932 + }, + { + "p": 0.1143621876835823, + "m": 0.1804995983839035 + }, + { + "p": 0.06370685249567032, + "m": 1.0 + }, + { + "p": 0.1380264014005661, + "m": 0.513313353061676 + }, + { + "p": 0.0666484534740448, + "m": 1.0 + }, + { + "p": 0.11983846873044968, + "m": 1.0 + }, + { + "p": 0.020008759573101997, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.192044973373413, + "val_loss": 0.9154322147369385, + "acc": 68.44, + "time": 236.3026464600116, + "param": [ + { + "p": 0.12174740433692932, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09977948665618896, + "m": 1.0 + }, + { + "p": 0.02313431166112423, + "m": 0.0 + }, + { + "p": 0.06442829221487045, + "m": 0.503099262714386 + }, + { + "p": 0.07306616008281708, + "m": 0.7495421171188354 + }, + { + "p": 0.06405330449342728, + "m": 0.0 + }, + { + "p": 0.051035892218351364, + "m": 0.2781431972980499 + }, + { + "p": 0.09505534917116165, + "m": 0.21756382286548615 + }, + { + "p": 0.06585218757390976, + "m": 0.9949572682380676 + }, + { + "p": 0.1274285614490509, + "m": 0.5133371353149414 + }, + { + "p": 0.06533066183328629, + "m": 1.0 + }, + { + "p": 0.12873750925064087, + "m": 1.0 + }, + { + "p": 0.020350879058241844, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 0.9690458178520203, + "val_loss": 0.8509112596511841, + "acc": 68.95, + "time": 231.5570159899071, + "param": [ + { + "p": 0.1191786453127861, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12053629755973816, + "m": 1.0 + }, + { + "p": 0.02788536436855793, + "m": 0.002826414303854108 + }, + { + "p": 0.058361250907182693, + "m": 0.5346249341964722 + }, + { + "p": 0.07400301098823547, + "m": 0.715273916721344 + }, + { + "p": 0.0803380012512207, + "m": 0.00379902683198452 + }, + { + "p": 0.041642867028713226, + "m": 0.2593446969985962 + }, + { + "p": 0.07942116260528564, + "m": 0.23533570766448975 + }, + { + "p": 0.05888225510716438, + "m": 0.987136960029602 + }, + { + "p": 0.1234629899263382, + "m": 0.5141981840133667 + }, + { + "p": 0.06663691252470016, + "m": 1.0 + }, + { + "p": 0.13918647170066833, + "m": 1.0 + }, + { + "p": 0.010464814491569996, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.232573390007019, + "val_loss": 0.9568541646003723, + "acc": 69.46, + "time": 234.27858661208302, + "param": [ + { + "p": 0.10832764953374863, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1264497935771942, + "m": 1.0 + }, + { + "p": 0.031230134889483452, + "m": 0.0 + }, + { + "p": 0.07011999189853668, + "m": 0.5381029844284058 + }, + { + "p": 0.07629292458295822, + "m": 0.6779099702835083 + }, + { + "p": 0.08758728206157684, + "m": 0.0 + }, + { + "p": 0.05063099414110184, + "m": 0.24158766865730286 + }, + { + "p": 0.06619840115308762, + "m": 0.2494179755449295 + }, + { + "p": 0.04741550236940384, + "m": 0.9849609732627869 + }, + { + "p": 0.11236678063869476, + "m": 0.5046008825302124 + }, + { + "p": 0.06604073941707611, + "m": 1.0 + }, + { + "p": 0.14087450504302979, + "m": 1.0 + }, + { + "p": 0.016465334221720695, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.3050038814544678, + "val_loss": 0.8960942625999451, + "acc": 69.17, + "time": 238.09621278801933, + "param": [ + { + "p": 0.1115802675485611, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12220694124698639, + "m": 1.0 + }, + { + "p": 0.02158341370522976, + "m": 0.0 + }, + { + "p": 0.0785968005657196, + "m": 0.5552500486373901 + }, + { + "p": 0.08012738078832626, + "m": 0.6281749606132507 + }, + { + "p": 0.08477546274662018, + "m": 0.0002941599232144654 + }, + { + "p": 0.04381102696061134, + "m": 0.21244944632053375 + }, + { + "p": 0.0604199543595314, + "m": 0.24104315042495728 + }, + { + "p": 0.03119567409157753, + "m": 0.9964491128921509 + }, + { + "p": 0.11595121026039124, + "m": 0.4687613248825073 + }, + { + "p": 0.06329760700464249, + "m": 1.0 + }, + { + "p": 0.158383309841156, + "m": 1.0 + }, + { + "p": 0.028070969507098198, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.1575714349746704, + "val_loss": 0.9248589277267456, + "acc": 69.94, + "time": 237.43755263392814, + "param": [ + { + "p": 0.11782833188772202, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10864323377609253, + "m": 1.0 + }, + { + "p": 0.02632579393684864, + "m": 0.0 + }, + { + "p": 0.07995043694972992, + "m": 0.5483949184417725 + }, + { + "p": 0.07002274692058563, + "m": 0.5862695574760437 + }, + { + "p": 0.08631480485200882, + "m": 0.0024320853408426046 + }, + { + "p": 0.05004079267382622, + "m": 0.1741992086172104 + }, + { + "p": 0.05580301955342293, + "m": 0.2552810609340668 + }, + { + "p": 0.014498257078230381, + "m": 1.0 + }, + { + "p": 0.1128285601735115, + "m": 0.47252121567726135 + }, + { + "p": 0.0827624499797821, + "m": 1.0 + }, + { + "p": 0.15794245898723602, + "m": 1.0 + }, + { + "p": 0.03703911975026131, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.1074823141098022, + "val_loss": 0.9489529728889465, + "acc": 68.29, + "time": 236.5660782721825, + "param": [ + { + "p": 0.1306246966123581, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09720214456319809, + "m": 1.0 + }, + { + "p": 0.04520730674266815, + "m": 0.0 + }, + { + "p": 0.07973548769950867, + "m": 0.5427285432815552 + }, + { + "p": 0.06346996873617172, + "m": 0.5516959428787231 + }, + { + "p": 0.07815689593553543, + "m": 0.0 + }, + { + "p": 0.04653947427868843, + "m": 0.16224069893360138 + }, + { + "p": 0.05078316479921341, + "m": 0.2683044970035553 + }, + { + "p": 0.016139158979058266, + "m": 0.9952968955039978 + }, + { + "p": 0.1048080250620842, + "m": 0.47456783056259155 + }, + { + "p": 0.08534996211528778, + "m": 1.0 + }, + { + "p": 0.1606007218360901, + "m": 1.0 + }, + { + "p": 0.04138290137052536, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.0317007303237915, + "val_loss": 0.9780392050743103, + "acc": 69.14, + "time": 233.59897910198197, + "param": [ + { + "p": 0.1349523514509201, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0875454768538475, + "m": 1.0 + }, + { + "p": 0.05469686910510063, + "m": 0.0 + }, + { + "p": 0.07037387788295746, + "m": 0.5544202327728271 + }, + { + "p": 0.06510893255472183, + "m": 0.4987979829311371 + }, + { + "p": 0.07187144458293915, + "m": 0.0 + }, + { + "p": 0.040304284542798996, + "m": 0.17952045798301697 + }, + { + "p": 0.05765831097960472, + "m": 0.2689007818698883 + }, + { + "p": 0.03013300523161888, + "m": 0.9870514273643494 + }, + { + "p": 0.09041456133127213, + "m": 0.4602019488811493 + }, + { + "p": 0.09186398983001709, + "m": 1.0 + }, + { + "p": 0.1677558869123459, + "m": 1.0 + }, + { + "p": 0.03732099384069443, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 0.8629029393196106, + "val_loss": 0.9296166300773621, + "acc": 68.34, + "time": 234.13523783092387, + "param": [ + { + "p": 0.13553115725517273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07867977768182755, + "m": 1.0 + }, + { + "p": 0.056556496769189835, + "m": 0.0 + }, + { + "p": 0.06273504346609116, + "m": 0.5592242479324341 + }, + { + "p": 0.05511143058538437, + "m": 0.4936368763446808 + }, + { + "p": 0.07256379723548889, + "m": 0.0 + }, + { + "p": 0.032389234751462936, + "m": 0.1930660456418991 + }, + { + "p": 0.07194016873836517, + "m": 0.26978909969329834 + }, + { + "p": 0.04554511979222298, + "m": 0.9722267389297485 + }, + { + "p": 0.08711420744657516, + "m": 0.46576446294784546 + }, + { + "p": 0.08139664679765701, + "m": 1.0 + }, + { + "p": 0.17468476295471191, + "m": 1.0 + }, + { + "p": 0.04575207084417343, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 0.9514635801315308, + "val_loss": 0.9114658236503601, + "acc": 69.85, + "time": 233.97057433286682, + "param": [ + { + "p": 0.13498660922050476, + "m": 1.0 + }, + { + "p": 0.000788952864240855, + "m": 1.0 + }, + { + "p": 0.08015790581703186, + "m": 1.0 + }, + { + "p": 0.05298665538430214, + "m": 0.0 + }, + { + "p": 0.06121552735567093, + "m": 0.5838669538497925 + }, + { + "p": 0.04020136222243309, + "m": 0.506486713886261 + }, + { + "p": 0.07867087423801422, + "m": 0.0 + }, + { + "p": 0.02352079004049301, + "m": 0.17573422193527222 + }, + { + "p": 0.09124496579170227, + "m": 0.2793719470500946 + }, + { + "p": 0.05475786700844765, + "m": 0.9545698761940002 + }, + { + "p": 0.08879458904266357, + "m": 0.47097328305244446 + }, + { + "p": 0.07881268113851547, + "m": 1.0 + }, + { + "p": 0.17986595630645752, + "m": 1.0 + }, + { + "p": 0.03399527817964554, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.0402402877807617, + "val_loss": 0.8771516680717468, + "acc": 69.87, + "time": 233.3447151989676, + "param": [ + { + "p": 0.1242818757891655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08797447383403778, + "m": 1.0 + }, + { + "p": 0.04388512298464775, + "m": 0.0 + }, + { + "p": 0.06843238323926926, + "m": 0.5951446294784546 + }, + { + "p": 0.03493279591202736, + "m": 0.4951484799385071 + }, + { + "p": 0.08719734102487564, + "m": 0.0 + }, + { + "p": 0.020550699904561043, + "m": 0.18906909227371216 + }, + { + "p": 0.10364977270364761, + "m": 0.2940625846385956 + }, + { + "p": 0.0514487586915493, + "m": 0.9338752627372742 + }, + { + "p": 0.09615106135606766, + "m": 0.46939849853515625 + }, + { + "p": 0.08321668207645416, + "m": 1.0 + }, + { + "p": 0.16597266495227814, + "m": 1.0 + }, + { + "p": 0.03230642154812813, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.0890568494796753, + "val_loss": 0.8515400886535645, + "acc": 69.48, + "time": 233.61183912702836, + "param": [ + { + "p": 0.10611084848642349, + "m": 1.0 + }, + { + "p": 0.005935121793299913, + "m": 1.0 + }, + { + "p": 0.10026800632476807, + "m": 1.0 + }, + { + "p": 0.030648259446024895, + "m": 0.0 + }, + { + "p": 0.07070530951023102, + "m": 0.6079537272453308 + }, + { + "p": 0.030251607298851013, + "m": 0.4352641701698303 + }, + { + "p": 0.09967957437038422, + "m": 0.024344228208065033 + }, + { + "p": 0.011549453251063824, + "m": 0.18204818665981293 + }, + { + "p": 0.12122128903865814, + "m": 0.2941281199455261 + }, + { + "p": 0.05053412914276123, + "m": 0.9220175743103027 + }, + { + "p": 0.09978524595499039, + "m": 0.4409889578819275 + }, + { + "p": 0.08131469041109085, + "m": 0.9985635876655579 + }, + { + "p": 0.1535736471414566, + "m": 1.0 + }, + { + "p": 0.038422875106334686, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 0.8859965801239014, + "val_loss": 0.8640632629394531, + "acc": 69.42, + "time": 236.95666658203118, + "param": [ + { + "p": 0.09886077791452408, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1097722202539444, + "m": 1.0 + }, + { + "p": 0.02212187834084034, + "m": 0.0 + }, + { + "p": 0.06922861188650131, + "m": 0.6069687008857727 + }, + { + "p": 0.017973419278860092, + "m": 0.3927886188030243 + }, + { + "p": 0.11371862143278122, + "m": 0.02334454655647278 + }, + { + "p": 0.0, + "m": 0.18573270738124847 + }, + { + "p": 0.13429173827171326, + "m": 0.2939765751361847 + }, + { + "p": 0.058284349739551544, + "m": 0.9140851497650146 + }, + { + "p": 0.09163141250610352, + "m": 0.4190692901611328 + }, + { + "p": 0.07577741146087646, + "m": 1.0 + }, + { + "p": 0.16291090846061707, + "m": 1.0 + }, + { + "p": 0.04542865231633186, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 0.8252398371696472, + "val_loss": 1.0234373807907104, + "acc": 68.97, + "time": 237.74545099120587, + "param": [ + { + "p": 0.10294732451438904, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10706304013729095, + "m": 1.0 + }, + { + "p": 0.020477067679166794, + "m": 0.0 + }, + { + "p": 0.05705917626619339, + "m": 0.5884527564048767 + }, + { + "p": 0.04265885427594185, + "m": 0.40268954634666443 + }, + { + "p": 0.11841687560081482, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.20331072807312012 + }, + { + "p": 0.14642930030822754, + "m": 0.30315494537353516 + }, + { + "p": 0.05366281419992447, + "m": 0.9030426144599915 + }, + { + "p": 0.0721547082066536, + "m": 0.3866649866104126 + }, + { + "p": 0.07144338637590408, + "m": 1.0 + }, + { + "p": 0.17005227506160736, + "m": 1.0 + }, + { + "p": 0.03763514757156372, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.0102592706680298, + "val_loss": 0.9001601338386536, + "acc": 69.81, + "time": 236.95840233401395, + "param": [ + { + "p": 0.09499535709619522, + "m": 1.0 + }, + { + "p": 0.0013083649100735784, + "m": 1.0 + }, + { + "p": 0.10102029889822006, + "m": 1.0 + }, + { + "p": 0.023391928523778915, + "m": 0.0 + }, + { + "p": 0.05877654626965523, + "m": 0.5724108219146729 + }, + { + "p": 0.06200707331299782, + "m": 0.3740890324115753 + }, + { + "p": 0.12102439999580383, + "m": 0.0 + }, + { + "p": 0.0022831084206700325, + "m": 0.18777479231357574 + }, + { + "p": 0.15888546407222748, + "m": 0.3047647774219513 + }, + { + "p": 0.059912946075201035, + "m": 0.8690658211708069 + }, + { + "p": 0.05518036708235741, + "m": 0.3673829436302185 + }, + { + "p": 0.05520414561033249, + "m": 1.0 + }, + { + "p": 0.16467183828353882, + "m": 1.0 + }, + { + "p": 0.04133821278810501, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.66743004322052, + "val_loss": 0.7515462040901184, + "acc": 69.82, + "time": 236.38985155709088, + "param": [ + { + "p": 0.09171470254659653, + "m": 1.0 + }, + { + "p": 0.008884618058800697, + "m": 1.0 + }, + { + "p": 0.09440254420042038, + "m": 1.0 + }, + { + "p": 0.04146261513233185, + "m": 0.0006105926004238427 + }, + { + "p": 0.07239551097154617, + "m": 0.5107122659683228 + }, + { + "p": 0.07880375534296036, + "m": 0.3392317295074463 + }, + { + "p": 0.10477764159440994, + "m": 0.0 + }, + { + "p": 0.022366218268871307, + "m": 0.18612252175807953 + }, + { + "p": 0.14061760902404785, + "m": 0.3198597729206085 + }, + { + "p": 0.06909267604351044, + "m": 0.8297675848007202 + }, + { + "p": 0.04312810301780701, + "m": 0.35053712129592896 + }, + { + "p": 0.050890736281871796, + "m": 1.0 + }, + { + "p": 0.13474798202514648, + "m": 1.0 + }, + { + "p": 0.04671531543135643, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.0791226625442505, + "val_loss": 0.9334368705749512, + "acc": 70.15, + "time": 235.96881044702604, + "param": [ + { + "p": 0.09843750298023224, + "m": 1.0 + }, + { + "p": 0.01805812492966652, + "m": 1.0 + }, + { + "p": 0.09562978893518448, + "m": 1.0 + }, + { + "p": 0.04007415845990181, + "m": 0.0048034037463366985 + }, + { + "p": 0.07050733268260956, + "m": 0.4737198054790497 + }, + { + "p": 0.0836186558008194, + "m": 0.30579060316085815 + }, + { + "p": 0.09869851917028427, + "m": 2.3813292500562966e-05 + }, + { + "p": 0.036239348351955414, + "m": 0.17592008411884308 + }, + { + "p": 0.1211056336760521, + "m": 0.3404484987258911 + }, + { + "p": 0.0759405568242073, + "m": 0.8018198013305664 + }, + { + "p": 0.03894057497382164, + "m": 0.35823744535446167 + }, + { + "p": 0.04624311625957489, + "m": 1.0 + }, + { + "p": 0.12729206681251526, + "m": 1.0 + }, + { + "p": 0.04921470582485199, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.0020623207092285, + "val_loss": 0.78104567527771, + "acc": 69.94, + "time": 237.42774143000133, + "param": [ + { + "p": 0.09876582771539688, + "m": 1.0 + }, + { + "p": 0.010101278312504292, + "m": 1.0 + }, + { + "p": 0.09082018584012985, + "m": 1.0 + }, + { + "p": 0.04289751872420311, + "m": 0.0 + }, + { + "p": 0.06734029948711395, + "m": 0.4503020644187927 + }, + { + "p": 0.07553433626890182, + "m": 0.27462831139564514 + }, + { + "p": 0.09640565514564514, + "m": 0.0 + }, + { + "p": 0.046832773834466934, + "m": 0.1694524586200714 + }, + { + "p": 0.12318453192710876, + "m": 0.35200896859169006 + }, + { + "p": 0.07328637689352036, + "m": 0.7744179964065552 + }, + { + "p": 0.04675838351249695, + "m": 0.3549496531486511 + }, + { + "p": 0.04823465272784233, + "m": 1.0 + }, + { + "p": 0.13409391045570374, + "m": 1.0 + }, + { + "p": 0.04574425145983696, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.7593908309936523, + "val_loss": 0.9797832369804382, + "acc": 70.1, + "time": 237.4426858020015, + "param": [ + { + "p": 0.10337463021278381, + "m": 1.0 + }, + { + "p": 0.012201965786516666, + "m": 1.0 + }, + { + "p": 0.0859525054693222, + "m": 1.0 + }, + { + "p": 0.04854128137230873, + "m": 0.0 + }, + { + "p": 0.06130995973944664, + "m": 0.40753796696662903 + }, + { + "p": 0.05735209211707115, + "m": 0.2624368965625763 + }, + { + "p": 0.08873803913593292, + "m": 0.0 + }, + { + "p": 0.04349040240049362, + "m": 0.10807964205741882 + }, + { + "p": 0.1297660619020462, + "m": 0.3605715036392212 + }, + { + "p": 0.07844671607017517, + "m": 0.7596392631530762 + }, + { + "p": 0.05915314331650734, + "m": 0.34439975023269653 + }, + { + "p": 0.051441650837659836, + "m": 1.0 + }, + { + "p": 0.1386708766222, + "m": 1.0 + }, + { + "p": 0.041560716927051544, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.7440133690834045, + "val_loss": 0.7676491141319275, + "acc": 69.48, + "time": 237.8304190300405, + "param": [ + { + "p": 0.10593827068805695, + "m": 1.0 + }, + { + "p": 0.007668434176594019, + "m": 1.0 + }, + { + "p": 0.07569687813520432, + "m": 1.0 + }, + { + "p": 0.04712540656328201, + "m": 0.0 + }, + { + "p": 0.04650614410638809, + "m": 0.3537046015262604 + }, + { + "p": 0.05680383741855621, + "m": 0.2801794409751892 + }, + { + "p": 0.08794695883989334, + "m": 0.0 + }, + { + "p": 0.03556160256266594, + "m": 0.042558807879686356 + }, + { + "p": 0.1489776074886322, + "m": 0.35126426815986633 + }, + { + "p": 0.08587808907032013, + "m": 0.7632497549057007 + }, + { + "p": 0.06761433929204941, + "m": 0.3379802703857422 + }, + { + "p": 0.051175203174352646, + "m": 1.0 + }, + { + "p": 0.15649861097335815, + "m": 1.0 + }, + { + "p": 0.02660861425101757, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 0.8619940280914307, + "val_loss": 0.9188536405563354, + "acc": 70.18, + "time": 236.92368054995313, + "param": [ + { + "p": 0.1037667840719223, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050943467766046524, + "m": 1.0 + }, + { + "p": 0.043921951204538345, + "m": 0.0 + }, + { + "p": 0.031488824635744095, + "m": 0.29647064208984375 + }, + { + "p": 0.07018425315618515, + "m": 0.3010282814502716 + }, + { + "p": 0.08506093174219131, + "m": 0.0 + }, + { + "p": 0.03255479782819748, + "m": 0.0 + }, + { + "p": 0.17865660786628723, + "m": 0.34938421845436096 + }, + { + "p": 0.09193549305200577, + "m": 0.766916036605835 + }, + { + "p": 0.05961219593882561, + "m": 0.3389274477958679 + }, + { + "p": 0.04685474932193756, + "m": 1.0 + }, + { + "p": 0.18273495137691498, + "m": 1.0 + }, + { + "p": 0.02228497713804245, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.8616570234298706, + "val_loss": 0.8477256894111633, + "acc": 70.02, + "time": 238.69667644798756, + "param": [ + { + "p": 0.1095709577202797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.029169095680117607, + "m": 1.0 + }, + { + "p": 0.033230990171432495, + "m": 0.0 + }, + { + "p": 0.011233559809625149, + "m": 0.21384036540985107 + }, + { + "p": 0.0669393315911293, + "m": 0.28861576318740845 + }, + { + "p": 0.10700277239084244, + "m": 0.0003300219832453877 + }, + { + "p": 0.023465286940336227, + "m": 0.0 + }, + { + "p": 0.21253488957881927, + "m": 0.3361443281173706 + }, + { + "p": 0.08312409371137619, + "m": 0.7792856693267822 + }, + { + "p": 0.050072893500328064, + "m": 0.3496161103248596 + }, + { + "p": 0.050691571086645126, + "m": 1.0 + }, + { + "p": 0.20875103771686554, + "m": 1.0 + }, + { + "p": 0.014213543385267258, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.914910614490509, + "val_loss": 0.9157369136810303, + "acc": 70.06, + "time": 232.91891288990155, + "param": [ + { + "p": 0.10779006034135818, + "m": 1.0 + }, + { + "p": 0.0026983413845300674, + "m": 1.0 + }, + { + "p": 0.03158833086490631, + "m": 1.0 + }, + { + "p": 0.039059896022081375, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.14685139060020447 + }, + { + "p": 0.0717141330242157, + "m": 0.22865262627601624 + }, + { + "p": 0.11833462119102478, + "m": 0.0 + }, + { + "p": 0.02595374919474125, + "m": 0.025248028337955475 + }, + { + "p": 0.20580562949180603, + "m": 0.3453618884086609 + }, + { + "p": 0.07264404743909836, + "m": 0.7948688864707947 + }, + { + "p": 0.05004114285111427, + "m": 0.38899704813957214 + }, + { + "p": 0.06234082952141762, + "m": 1.0 + }, + { + "p": 0.1974617838859558, + "m": 1.0 + }, + { + "p": 0.014567382633686066, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.46636825799942017, + "val_loss": 0.9551925659179688, + "acc": 69.64, + "time": 236.74141970300116, + "param": [ + { + "p": 0.09985185414552689, + "m": 1.0 + }, + { + "p": 0.026123011484742165, + "m": 1.0 + }, + { + "p": 0.03455938398838043, + "m": 1.0 + }, + { + "p": 0.05513123422861099, + "m": 0.0 + }, + { + "p": 0.0006080673774704337, + "m": 0.101076140999794 + }, + { + "p": 0.073965884745121, + "m": 0.16771356761455536 + }, + { + "p": 0.1102541908621788, + "m": 0.0 + }, + { + "p": 0.038532257080078125, + "m": 0.03169921040534973 + }, + { + "p": 0.1736438125371933, + "m": 0.344483882188797 + }, + { + "p": 0.06014137342572212, + "m": 0.8145456910133362 + }, + { + "p": 0.05511610582470894, + "m": 0.41407346725463867 + }, + { + "p": 0.0760449767112732, + "m": 0.9905319809913635 + }, + { + "p": 0.15713676810264587, + "m": 1.0 + }, + { + "p": 0.03889115899801254, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 0.7642602324485779, + "val_loss": 0.8501466512680054, + "acc": 69.52, + "time": 237.5719883320853, + "param": [ + { + "p": 0.09002847969532013, + "m": 1.0 + }, + { + "p": 0.04557710140943527, + "m": 1.0 + }, + { + "p": 0.04740982875227928, + "m": 1.0 + }, + { + "p": 0.05685155466198921, + "m": 0.014496051706373692 + }, + { + "p": 0.0, + "m": 0.11724808067083359 + }, + { + "p": 0.05867108702659607, + "m": 0.07906553149223328 + }, + { + "p": 0.11219488084316254, + "m": 0.0 + }, + { + "p": 0.040952153503894806, + "m": 0.06397531181573868 + }, + { + "p": 0.16119147837162018, + "m": 0.3358114957809448 + }, + { + "p": 0.050339821726083755, + "m": 0.851645827293396 + }, + { + "p": 0.06461989879608154, + "m": 0.4142891764640808 + }, + { + "p": 0.08441917598247528, + "m": 0.9820085167884827 + }, + { + "p": 0.12707160413265228, + "m": 1.0 + }, + { + "p": 0.06067301705479622, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.6573715209960938, + "val_loss": 0.899189293384552, + "acc": 70.69, + "time": 235.4555322250817, + "param": [ + { + "p": 0.08319553732872009, + "m": 1.0 + }, + { + "p": 0.05852557346224785, + "m": 1.0 + }, + { + "p": 0.06863072514533997, + "m": 1.0 + }, + { + "p": 0.05315295234322548, + "m": 0.0 + }, + { + "p": 0.006733245216310024, + "m": 0.11186211556196213 + }, + { + "p": 0.04585132747888565, + "m": 0.0 + }, + { + "p": 0.11213693022727966, + "m": 0.0 + }, + { + "p": 0.05089182034134865, + "m": 0.043286293745040894 + }, + { + "p": 0.1436937153339386, + "m": 0.31382453441619873 + }, + { + "p": 0.042577698826789856, + "m": 0.8767117261886597 + }, + { + "p": 0.06200443580746651, + "m": 0.41354694962501526 + }, + { + "p": 0.09330578148365021, + "m": 1.0 + }, + { + "p": 0.1136229932308197, + "m": 1.0 + }, + { + "p": 0.06567724794149399, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.7296928763389587, + "val_loss": 0.9538049101829529, + "acc": 69.9, + "time": 234.87628406309523, + "param": [ + { + "p": 0.06957986205816269, + "m": 1.0 + }, + { + "p": 0.067022405564785, + "m": 1.0 + }, + { + "p": 0.08295924961566925, + "m": 1.0 + }, + { + "p": 0.04928019270300865, + "m": 0.0 + }, + { + "p": 0.01639760471880436, + "m": 0.11057311296463013 + }, + { + "p": 0.04004961624741554, + "m": 0.00031360701541416347 + }, + { + "p": 0.11016859114170074, + "m": 0.0 + }, + { + "p": 0.06955457478761673, + "m": 0.11310512572526932 + }, + { + "p": 0.13993589580059052, + "m": 0.2875223755836487 + }, + { + "p": 0.0269450843334198, + "m": 0.9037781357765198 + }, + { + "p": 0.061517179012298584, + "m": 0.41998371481895447 + }, + { + "p": 0.10294370353221893, + "m": 0.9954654574394226 + }, + { + "p": 0.09562813490629196, + "m": 1.0 + }, + { + "p": 0.06801789253950119, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.8013880848884583, + "val_loss": 0.9524752497673035, + "acc": 70.25, + "time": 230.87556602596305, + "param": [ + { + "p": 0.06150546669960022, + "m": 1.0 + }, + { + "p": 0.07927688211202621, + "m": 1.0 + }, + { + "p": 0.09375835210084915, + "m": 1.0 + }, + { + "p": 0.04580029845237732, + "m": 0.0 + }, + { + "p": 0.02939736470580101, + "m": 0.0926835685968399 + }, + { + "p": 0.03259140998125076, + "m": 0.03721053898334503 + }, + { + "p": 0.10247047245502472, + "m": 0.0 + }, + { + "p": 0.07557789236307144, + "m": 0.18110834062099457 + }, + { + "p": 0.14313490688800812, + "m": 0.2717231810092926 + }, + { + "p": 0.013143320567905903, + "m": 0.907390296459198 + }, + { + "p": 0.0594957061111927, + "m": 0.41478800773620605 + }, + { + "p": 0.10406774282455444, + "m": 0.9765366315841675 + }, + { + "p": 0.07770481705665588, + "m": 1.0 + }, + { + "p": 0.08207536488771439, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.8293455839157104, + "val_loss": 0.8451169729232788, + "acc": 69.78, + "time": 238.69300130801275, + "param": [ + { + "p": 0.056610751897096634, + "m": 1.0 + }, + { + "p": 0.07968126237392426, + "m": 1.0 + }, + { + "p": 0.09706896543502808, + "m": 1.0 + }, + { + "p": 0.04177042469382286, + "m": 0.0053115179762244225 + }, + { + "p": 0.03702021390199661, + "m": 0.07805599272251129 + }, + { + "p": 0.02825075015425682, + "m": 0.0554388090968132 + }, + { + "p": 0.10010277479887009, + "m": 0.0027443242724984884 + }, + { + "p": 0.08098585903644562, + "m": 0.19326315820217133 + }, + { + "p": 0.13772110641002655, + "m": 0.28406646847724915 + }, + { + "p": 0.029123865067958832, + "m": 0.9010341167449951 + }, + { + "p": 0.05400509759783745, + "m": 0.41904115676879883 + }, + { + "p": 0.09840618818998337, + "m": 0.9820330142974854 + }, + { + "p": 0.06898774951696396, + "m": 1.0 + }, + { + "p": 0.09026498347520828, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.5700193047523499, + "val_loss": 0.7670267224311829, + "acc": 69.41, + "time": 238.44594699214213, + "param": [ + { + "p": 0.06438753753900528, + "m": 1.0 + }, + { + "p": 0.07046199589967728, + "m": 1.0 + }, + { + "p": 0.10047747939825058, + "m": 1.0 + }, + { + "p": 0.031051307916641235, + "m": 0.0034613669849932194 + }, + { + "p": 0.04154766723513603, + "m": 0.03890999034047127 + }, + { + "p": 0.028911631554365158, + "m": 0.03516167029738426 + }, + { + "p": 0.1042386069893837, + "m": 0.0004086138214915991 + }, + { + "p": 0.0893174484372139, + "m": 0.18564876914024353 + }, + { + "p": 0.12163282930850983, + "m": 0.30035510659217834 + }, + { + "p": 0.04592026025056839, + "m": 0.8884537220001221 + }, + { + "p": 0.04626293107867241, + "m": 0.4194026291370392 + }, + { + "p": 0.09683401137590408, + "m": 1.0 + }, + { + "p": 0.0669473186135292, + "m": 1.0 + }, + { + "p": 0.0920090302824974, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.7322293519973755, + "val_loss": 1.0853750705718994, + "acc": 70.2, + "time": 238.52516934718005, + "param": [ + { + "p": 0.06782469898462296, + "m": 1.0 + }, + { + "p": 0.06855044513940811, + "m": 1.0 + }, + { + "p": 0.1117645725607872, + "m": 1.0 + }, + { + "p": 0.0282426904886961, + "m": 0.02128961868584156 + }, + { + "p": 0.03903554752469063, + "m": 0.013609825633466244 + }, + { + "p": 0.03207555413246155, + "m": 0.03409874066710472 + }, + { + "p": 0.10768245905637741, + "m": 0.030279535800218582 + }, + { + "p": 0.08363482356071472, + "m": 0.16204093396663666 + }, + { + "p": 0.10355736315250397, + "m": 0.3072163164615631 + }, + { + "p": 0.051779765635728836, + "m": 0.839144766330719 + }, + { + "p": 0.0574161633849144, + "m": 0.43632829189300537 + }, + { + "p": 0.09716503322124481, + "m": 0.9939559698104858 + }, + { + "p": 0.05528412014245987, + "m": 1.0 + }, + { + "p": 0.09598680585622787, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.7159010171890259, + "val_loss": 1.0972057580947876, + "acc": 70.11, + "time": 238.99289347906597, + "param": [ + { + "p": 0.07418347895145416, + "m": 1.0 + }, + { + "p": 0.06724389642477036, + "m": 1.0 + }, + { + "p": 0.12079700827598572, + "m": 1.0 + }, + { + "p": 0.028340671211481094, + "m": 0.039550475776195526 + }, + { + "p": 0.029294556006789207, + "m": 0.045373305678367615 + }, + { + "p": 0.03405675292015076, + "m": 0.021699639037251472 + }, + { + "p": 0.1092534214258194, + "m": 0.031009573489427567 + }, + { + "p": 0.07469474524259567, + "m": 0.12005633115768433 + }, + { + "p": 0.10214538872241974, + "m": 0.308776319026947 + }, + { + "p": 0.04361307993531227, + "m": 0.8061075806617737 + }, + { + "p": 0.07072537392377853, + "m": 0.4450742304325104 + }, + { + "p": 0.10389638692140579, + "m": 1.0 + }, + { + "p": 0.04747331887483597, + "m": 1.0 + }, + { + "p": 0.09428201615810394, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.6416712999343872, + "val_loss": 1.0075291395187378, + "acc": 69.54, + "time": 237.5672407359816, + "param": [ + { + "p": 0.06556969881057739, + "m": 1.0 + }, + { + "p": 0.06138753890991211, + "m": 1.0 + }, + { + "p": 0.1477036327123642, + "m": 1.0 + }, + { + "p": 0.019691813737154007, + "m": 0.06046001985669136 + }, + { + "p": 0.024787085130810738, + "m": 0.055708855390548706 + }, + { + "p": 0.023970477283000946, + "m": 0.01702248863875866 + }, + { + "p": 0.11713322252035141, + "m": 0.0038639430422335863 + }, + { + "p": 0.06127893179655075, + "m": 0.072573222219944 + }, + { + "p": 0.12101063132286072, + "m": 0.30324921011924744 + }, + { + "p": 0.036369115114212036, + "m": 0.8250398635864258 + }, + { + "p": 0.07089356333017349, + "m": 0.4178789556026459 + }, + { + "p": 0.11205718666315079, + "m": 0.997110903263092 + }, + { + "p": 0.03418499231338501, + "m": 1.0 + }, + { + "p": 0.10396209359169006, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.7799417972564697, + "val_loss": 0.9138405323028564, + "acc": 69.3, + "time": 239.2730556030292, + "param": [ + { + "p": 0.06451870501041412, + "m": 1.0 + }, + { + "p": 0.061822980642318726, + "m": 1.0 + }, + { + "p": 0.1582777351140976, + "m": 1.0 + }, + { + "p": 0.0037666503340005875, + "m": 0.07831656187772751 + }, + { + "p": 0.03485378995537758, + "m": 0.01813209243118763 + }, + { + "p": 0.03901955112814903, + "m": 0.019980538636446 + }, + { + "p": 0.1175004169344902, + "m": 0.0 + }, + { + "p": 0.04261983558535576, + "m": 0.08489739894866943 + }, + { + "p": 0.13416944444179535, + "m": 0.30597057938575745 + }, + { + "p": 0.03144245222210884, + "m": 0.8704628944396973 + }, + { + "p": 0.07910224050283432, + "m": 0.4011962115764618 + }, + { + "p": 0.112458236515522, + "m": 0.9976996779441833 + }, + { + "p": 0.03229149430990219, + "m": 1.0 + }, + { + "p": 0.08815637975931168, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.5821892619132996, + "val_loss": 0.8896729946136475, + "acc": 69.81, + "time": 235.36535508395173, + "param": [ + { + "p": 0.06399514526128769, + "m": 1.0 + }, + { + "p": 0.06806036829948425, + "m": 1.0 + }, + { + "p": 0.14460352063179016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.03285890817642212 + }, + { + "p": 0.055508892983198166, + "m": 0.0 + }, + { + "p": 0.04944410175085068, + "m": 0.0 + }, + { + "p": 0.10873632878065109, + "m": 0.0 + }, + { + "p": 0.03076050989329815, + "m": 0.09993666410446167 + }, + { + "p": 0.1349099576473236, + "m": 0.3169541656970978 + }, + { + "p": 0.02690761350095272, + "m": 0.8971955180168152 + }, + { + "p": 0.08301766216754913, + "m": 0.3978792428970337 + }, + { + "p": 0.10402853786945343, + "m": 1.0 + }, + { + "p": 0.039039209485054016, + "m": 1.0 + }, + { + "p": 0.09098818898200989, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.7482272982597351, + "val_loss": 1.0754573345184326, + "acc": 69.99, + "time": 239.0621158538852, + "param": [ + { + "p": 0.0636063739657402, + "m": 1.0 + }, + { + "p": 0.07568063586950302, + "m": 1.0 + }, + { + "p": 0.1298425793647766, + "m": 1.0 + }, + { + "p": 0.0006286866846494377, + "m": 0.0 + }, + { + "p": 0.07690005004405975, + "m": 0.0 + }, + { + "p": 0.04958430305123329, + "m": 0.00021345105778891593 + }, + { + "p": 0.09746651351451874, + "m": 0.0 + }, + { + "p": 0.023514868691563606, + "m": 0.08105989545583725 + }, + { + "p": 0.13467128574848175, + "m": 0.3016780614852905 + }, + { + "p": 0.02581341564655304, + "m": 0.9114646315574646 + }, + { + "p": 0.07984723895788193, + "m": 0.38277551531791687 + }, + { + "p": 0.08555285632610321, + "m": 0.994394838809967 + }, + { + "p": 0.04183688387274742, + "m": 1.0 + }, + { + "p": 0.11505427956581116, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.8439323902130127, + "val_loss": 0.9990352392196655, + "acc": 68.76, + "time": 236.67256952403113, + "param": [ + { + "p": 0.061344970017671585, + "m": 1.0 + }, + { + "p": 0.07956507056951523, + "m": 1.0 + }, + { + "p": 0.1252046823501587, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0887322649359703, + "m": 8.988024637801573e-05 + }, + { + "p": 0.032904379069805145, + "m": 0.01933169551193714 + }, + { + "p": 0.08831294625997543, + "m": 0.0 + }, + { + "p": 0.005307890009135008, + "m": 0.05733669921755791 + }, + { + "p": 0.1481277346611023, + "m": 0.2977816164493561 + }, + { + "p": 0.019709274172782898, + "m": 0.9117100834846497 + }, + { + "p": 0.08910185843706131, + "m": 0.36117881536483765 + }, + { + "p": 0.06375531107187271, + "m": 0.9803410768508911 + }, + { + "p": 0.040020864456892014, + "m": 1.0 + }, + { + "p": 0.1579127460718155, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.8035874962806702, + "val_loss": 1.0580811500549316, + "acc": 69.16, + "time": 238.327743957052, + "param": [ + { + "p": 0.06195006147027016, + "m": 1.0 + }, + { + "p": 0.09254686534404755, + "m": 1.0 + }, + { + "p": 0.11957500129938126, + "m": 1.0 + }, + { + "p": 0.0009165444644168019, + "m": 0.005229223053902388 + }, + { + "p": 0.09710931777954102, + "m": 0.014681914821267128 + }, + { + "p": 0.014096437022089958, + "m": 0.0353626012802124 + }, + { + "p": 0.07304753363132477, + "m": 0.01914762333035469 + }, + { + "p": 0.0033011252526193857, + "m": 0.01584504172205925 + }, + { + "p": 0.1670335978269577, + "m": 0.31340521574020386 + }, + { + "p": 0.02416265569627285, + "m": 0.9216199517250061 + }, + { + "p": 0.10135630518198013, + "m": 0.35262858867645264 + }, + { + "p": 0.04287385195493698, + "m": 0.9671235680580139 + }, + { + "p": 0.03634841740131378, + "m": 1.0 + }, + { + "p": 0.16568231582641602, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.7858679890632629, + "val_loss": 1.0010448694229126, + "acc": 68.6, + "time": 240.53448648005724, + "param": [ + { + "p": 0.0634707435965538, + "m": 1.0 + }, + { + "p": 0.104725681245327, + "m": 1.0 + }, + { + "p": 0.10232777893543243, + "m": 1.0 + }, + { + "p": 0.006262277718633413, + "m": 0.02855239436030388 + }, + { + "p": 0.09502827376127243, + "m": 0.07084432989358902 + }, + { + "p": 0.008888966403901577, + "m": 0.027576109394431114 + }, + { + "p": 0.05522436276078224, + "m": 0.042274851351976395 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.19526346027851105, + "m": 0.3124564290046692 + }, + { + "p": 0.032126884907484055, + "m": 0.9406865835189819 + }, + { + "p": 0.11236842721700668, + "m": 0.34326106309890747 + }, + { + "p": 0.02087915875017643, + "m": 0.9317755103111267 + }, + { + "p": 0.020098701119422913, + "m": 1.0 + }, + { + "p": 0.18333527445793152, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.7872253060340881, + "val_loss": 0.8536531925201416, + "acc": 68.64, + "time": 240.2347091611009, + "param": [ + { + "p": 0.04903450608253479, + "m": 1.0 + }, + { + "p": 0.1174120157957077, + "m": 1.0 + }, + { + "p": 0.09920348227024078, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.019838914275169373 + }, + { + "p": 0.08109422773122787, + "m": 0.0935235545039177 + }, + { + "p": 0.001015589921735227, + "m": 0.02394588477909565 + }, + { + "p": 0.03927202522754669, + "m": 0.027572253718972206 + }, + { + "p": 0.0, + "m": 0.010478011332452297 + }, + { + "p": 0.2421116679906845, + "m": 0.32381585240364075 + }, + { + "p": 0.011271224357187748, + "m": 0.955190896987915 + }, + { + "p": 0.1309179961681366, + "m": 0.33334410190582275 + }, + { + "p": 0.007921106182038784, + "m": 0.9106438755989075 + }, + { + "p": 0.0012927694479003549, + "m": 1.0 + }, + { + "p": 0.21945345401763916, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.6366844177246094, + "val_loss": 1.1998635530471802, + "acc": 69.31, + "time": 241.13370127417147, + "param": [ + { + "p": 0.04288841038942337, + "m": 1.0 + }, + { + "p": 0.10834424942731857, + "m": 1.0 + }, + { + "p": 0.09325934946537018, + "m": 1.0 + }, + { + "p": 0.004703043028712273, + "m": 0.029494674876332283 + }, + { + "p": 0.06064331531524658, + "m": 0.06732452660799026 + }, + { + "p": 0.02819056063890457, + "m": 0.04416491463780403 + }, + { + "p": 0.019764212891459465, + "m": 0.0 + }, + { + "p": 0.004188032820820808, + "m": 0.08523926138877869 + }, + { + "p": 0.23840290307998657, + "m": 0.3110522925853729 + }, + { + "p": 0.02417265996336937, + "m": 0.9502566456794739 + }, + { + "p": 0.1364820897579193, + "m": 0.2955765128135681 + }, + { + "p": 0.02038179524242878, + "m": 0.9009386301040649 + }, + { + "p": 0.0066075753420591354, + "m": 1.0 + }, + { + "p": 0.2119717299938202, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.834024965763092, + "val_loss": 1.0276035070419312, + "acc": 68.59, + "time": 242.14007882098667, + "param": [ + { + "p": 0.04016552120447159, + "m": 1.0 + }, + { + "p": 0.09894587099552155, + "m": 1.0 + }, + { + "p": 0.08293014019727707, + "m": 1.0 + }, + { + "p": 0.013309812173247337, + "m": 0.006749648135155439 + }, + { + "p": 0.04477222263813019, + "m": 0.07223179936408997 + }, + { + "p": 0.0451006256043911, + "m": 0.04233380779623985 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.010526260361075401, + "m": 0.13499921560287476 + }, + { + "p": 0.22705550491809845, + "m": 0.2880907952785492 + }, + { + "p": 0.04631442204117775, + "m": 0.9361116886138916 + }, + { + "p": 0.13469406962394714, + "m": 0.23961573839187622 + }, + { + "p": 0.03157009184360504, + "m": 0.9003835916519165 + }, + { + "p": 0.02676329016685486, + "m": 1.0 + }, + { + "p": 0.1978522092103958, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.8537005186080933, + "val_loss": 1.1009929180145264, + "acc": 68.26, + "time": 239.51071462105028, + "param": [ + { + "p": 0.04633018746972084, + "m": 1.0 + }, + { + "p": 0.09930034726858139, + "m": 1.0 + }, + { + "p": 0.07489454001188278, + "m": 1.0 + }, + { + "p": 0.010679923929274082, + "m": 0.0 + }, + { + "p": 0.024331610649824142, + "m": 0.09165861457586288 + }, + { + "p": 0.0617552325129509, + "m": 0.06698015332221985 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.013265753164887428, + "m": 0.14752358198165894 + }, + { + "p": 0.21530942618846893, + "m": 0.2727877199649811 + }, + { + "p": 0.07041507214307785, + "m": 0.8929182887077332 + }, + { + "p": 0.12685585021972656, + "m": 0.18676863610744476 + }, + { + "p": 0.03647155314683914, + "m": 0.9354303479194641 + }, + { + "p": 0.04065828397870064, + "m": 1.0 + }, + { + "p": 0.17973211407661438, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.9700832366943359, + "val_loss": 0.97760409116745, + "acc": 69.45, + "time": 239.83071787306108, + "param": [ + { + "p": 0.045515235513448715, + "m": 1.0 + }, + { + "p": 0.10758086293935776, + "m": 1.0 + }, + { + "p": 0.07316873222589493, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.010199548676609993, + "m": 0.13705071806907654 + }, + { + "p": 0.05238260328769684, + "m": 0.10058200359344482 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.109744593501091 + }, + { + "p": 0.25202277302742004, + "m": 0.2609913647174835 + }, + { + "p": 0.06840621680021286, + "m": 0.8484564423561096 + }, + { + "p": 0.14276131987571716, + "m": 0.16139794886112213 + }, + { + "p": 0.0357770174741745, + "m": 0.9443923234939575 + }, + { + "p": 0.026679281145334244, + "m": 1.0 + }, + { + "p": 0.1855064183473587, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.9993793964385986, + "val_loss": 1.1049296855926514, + "acc": 68.53, + "time": 235.36452605109662, + "param": [ + { + "p": 0.0443536601960659, + "m": 1.0 + }, + { + "p": 0.10614950954914093, + "m": 1.0 + }, + { + "p": 0.08605822175741196, + "m": 1.0 + }, + { + "p": 0.018669480457901955, + "m": 0.0 + }, + { + "p": 0.01382195483893156, + "m": 0.14701370894908905 + }, + { + "p": 0.03128182515501976, + "m": 0.07330045104026794 + }, + { + "p": 0.001154112396761775, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.05897362902760506 + }, + { + "p": 0.25932493805885315, + "m": 0.26786181330680847 + }, + { + "p": 0.06700239330530167, + "m": 0.8516463041305542 + }, + { + "p": 0.12976284325122833, + "m": 0.2304924726486206 + }, + { + "p": 0.041982509195804596, + "m": 0.9539313912391663 + }, + { + "p": 0.01651155576109886, + "m": 1.0 + }, + { + "p": 0.1839270144701004, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.0729156732559204, + "val_loss": 0.8135988116264343, + "acc": 68.66, + "time": 238.442365919007, + "param": [ + { + "p": 0.04322165995836258, + "m": 1.0 + }, + { + "p": 0.09661756455898285, + "m": 1.0 + }, + { + "p": 0.10460258275270462, + "m": 1.0 + }, + { + "p": 0.01854616403579712, + "m": 0.007928365841507912 + }, + { + "p": 0.024663753807544708, + "m": 0.1279308944940567 + }, + { + "p": 0.008318034932017326, + "m": 0.022951051592826843 + }, + { + "p": 0.00427519204095006, + "m": 0.0 + }, + { + "p": 0.014537835493683815, + "m": 0.04590798541903496 + }, + { + "p": 0.2562444508075714, + "m": 0.28485721349716187 + }, + { + "p": 0.061049871146678925, + "m": 0.8582313656806946 + }, + { + "p": 0.11728707700967789, + "m": 0.3125010132789612 + }, + { + "p": 0.05555129051208496, + "m": 0.9807265996932983 + }, + { + "p": 0.013915110379457474, + "m": 1.0 + }, + { + "p": 0.18116937577724457, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.816944420337677, + "val_loss": 1.01011323928833, + "acc": 69.56, + "time": 235.8972446480766, + "param": [ + { + "p": 0.03611717000603676, + "m": 1.0 + }, + { + "p": 0.1011015921831131, + "m": 1.0 + }, + { + "p": 0.12467804551124573, + "m": 1.0 + }, + { + "p": 0.019839083775877953, + "m": 0.011761177331209183 + }, + { + "p": 0.037390511482954025, + "m": 0.11244267225265503 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.017063895240426064, + "m": 0.015801742672920227 + }, + { + "p": 0.009020265191793442, + "m": 0.0408872552216053 + }, + { + "p": 0.25536349415779114, + "m": 0.2963213324546814 + }, + { + "p": 0.04927012324333191, + "m": 0.865691602230072 + }, + { + "p": 0.10466361790895462, + "m": 0.345483660697937 + }, + { + "p": 0.054274994879961014, + "m": 0.9971666932106018 + }, + { + "p": 0.0154567277058959, + "m": 1.0 + }, + { + "p": 0.17576047778129578, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.7863605618476868, + "val_loss": 1.1042664051055908, + "acc": 69.19, + "time": 241.16655344702303, + "param": [ + { + "p": 0.020464753732085228, + "m": 1.0 + }, + { + "p": 0.11195643246173859, + "m": 1.0 + }, + { + "p": 0.14269892871379852, + "m": 1.0 + }, + { + "p": 0.021062331274151802, + "m": 0.025282369926571846 + }, + { + "p": 0.04588207229971886, + "m": 0.11539503186941147 + }, + { + "p": 0.0004730800574179739, + "m": 0.007278908044099808 + }, + { + "p": 0.0207197405397892, + "m": 0.02719666063785553 + }, + { + "p": 0.011271480470895767, + "m": 0.06419634819030762 + }, + { + "p": 0.25959888100624084, + "m": 0.2906719446182251 + }, + { + "p": 0.04205000028014183, + "m": 0.8245491981506348 + }, + { + "p": 0.09743000566959381, + "m": 0.35568398237228394 + }, + { + "p": 0.04623565077781677, + "m": 0.9824332594871521 + }, + { + "p": 0.002099813660606742, + "m": 1.0 + }, + { + "p": 0.17805679142475128, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.7870674729347229, + "val_loss": 1.0153807401657104, + "acc": 69.0, + "time": 237.6862563029863, + "param": [ + { + "p": 0.005642499774694443, + "m": 1.0 + }, + { + "p": 0.12098149210214615, + "m": 1.0 + }, + { + "p": 0.14897018671035767, + "m": 1.0 + }, + { + "p": 0.01094151847064495, + "m": 0.018458954989910126 + }, + { + "p": 0.038065530359745026, + "m": 0.11670218408107758 + }, + { + "p": 0.0, + "m": 0.008246398530900478 + }, + { + "p": 0.0013016393641009927, + "m": 0.033698875457048416 + }, + { + "p": 0.012601574882864952, + "m": 0.07359148561954498 + }, + { + "p": 0.28544172644615173, + "m": 0.28764405846595764 + }, + { + "p": 0.05474404990673065, + "m": 0.804302990436554 + }, + { + "p": 0.10334516316652298, + "m": 0.3578541576862335 + }, + { + "p": 0.03375284746289253, + "m": 0.9718231558799744 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18421176075935364, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.7960624694824219, + "val_loss": 1.1643741130828857, + "acc": 69.22, + "time": 240.60325961001217, + "param": [ + { + "p": 0.004210359416902065, + "m": 1.0 + }, + { + "p": 0.12187729775905609, + "m": 1.0 + }, + { + "p": 0.14468209445476532, + "m": 1.0 + }, + { + "p": 0.0008790662395767868, + "m": 0.0 + }, + { + "p": 0.031097184866666794, + "m": 0.09588328003883362 + }, + { + "p": 0.0, + "m": 0.026632823050022125 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.028257856145501137, + "m": 0.08474843204021454 + }, + { + "p": 0.30894890427589417, + "m": 0.29197895526885986 + }, + { + "p": 0.049392133951187134, + "m": 0.7737635374069214 + }, + { + "p": 0.10675559937953949, + "m": 0.34910714626312256 + }, + { + "p": 0.02859373949468136, + "m": 0.9668535590171814 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1753057837486267, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.6574746370315552, + "val_loss": 1.0068449974060059, + "acc": 68.8, + "time": 239.45045655989088, + "param": [ + { + "p": 0.015389744192361832, + "m": 1.0 + }, + { + "p": 0.12028811872005463, + "m": 1.0 + }, + { + "p": 0.13984236121177673, + "m": 1.0 + }, + { + "p": 0.006997710559517145, + "m": 0.0 + }, + { + "p": 0.02899397909641266, + "m": 0.06032228842377663 + }, + { + "p": 0.0, + "m": 0.03260243684053421 + }, + { + "p": 0.019853923469781876, + "m": 0.0 + }, + { + "p": 0.039980318397283554, + "m": 0.06947594881057739 + }, + { + "p": 0.3020533621311188, + "m": 0.31526434421539307 + }, + { + "p": 0.058828890323638916, + "m": 0.7437628507614136 + }, + { + "p": 0.08853233605623245, + "m": 0.3578842580318451 + }, + { + "p": 0.015374192036688328, + "m": 0.9867111444473267 + }, + { + "p": 0.0014515439979732037, + "m": 1.0 + }, + { + "p": 0.1624136120080948, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.7740967869758606, + "val_loss": 1.0664092302322388, + "acc": 67.7, + "time": 242.56291836919263, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12071340531110764, + "m": 1.0 + }, + { + "p": 0.14085742831230164, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.03768410533666611, + "m": 0.0959433913230896 + }, + { + "p": 0.0, + "m": 0.08362282812595367 + }, + { + "p": 0.0073653701692819595, + "m": 0.010608772747218609 + }, + { + "p": 0.034878991544246674, + "m": 0.0 + }, + { + "p": 0.32867926359176636, + "m": 0.2942134737968445 + }, + { + "p": 0.06298194825649261, + "m": 0.7195443511009216 + }, + { + "p": 0.08364304155111313, + "m": 0.36498504877090454 + }, + { + "p": 0.0020278433803468943, + "m": 0.9975998997688293 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18116864562034607, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.5822661519050598, + "val_loss": 1.1261614561080933, + "acc": 68.77, + "time": 237.63928460516036, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10869710147380829, + "m": 1.0 + }, + { + "p": 0.13810613751411438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.04672352224588394, + "m": 0.1244974434375763 + }, + { + "p": 0.0, + "m": 0.11650966107845306 + }, + { + "p": 0.0026684021577239037, + "m": 0.037196699529886246 + }, + { + "p": 0.024270670488476753, + "m": 0.00110827072057873 + }, + { + "p": 0.3347414433956146, + "m": 0.2554362416267395 + }, + { + "p": 0.05866748467087746, + "m": 0.7391760945320129 + }, + { + "p": 0.09015809744596481, + "m": 0.3771100342273712 + }, + { + "p": 0.0003982926136814058, + "m": 0.9847640991210938 + }, + { + "p": 0.0018776555079966784, + "m": 1.0 + }, + { + "p": 0.19369113445281982, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.8131553530693054, + "val_loss": 1.045809030532837, + "acc": 68.14, + "time": 240.97064331104048, + "param": [ + { + "p": 0.005549425724893808, + "m": 1.0 + }, + { + "p": 0.10108201950788498, + "m": 1.0 + }, + { + "p": 0.12378574907779694, + "m": 1.0 + }, + { + "p": 0.0, + "m": 4.133081165491603e-05 + }, + { + "p": 0.0636787936091423, + "m": 0.14567264914512634 + }, + { + "p": 0.002467793645337224, + "m": 0.10717205703258514 + }, + { + "p": 0.019471609964966774, + "m": 0.06016520783305168 + }, + { + "p": 0.009354395791888237, + "m": 0.06928383558988571 + }, + { + "p": 0.32779553532600403, + "m": 0.24637743830680847 + }, + { + "p": 0.0500229150056839, + "m": 0.7653357982635498 + }, + { + "p": 0.08725670725107193, + "m": 0.39649438858032227 + }, + { + "p": 0.0, + "m": 0.9747428894042969 + }, + { + "p": 0.020719965919852257, + "m": 1.0 + }, + { + "p": 0.18881507217884064, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.9012866616249084, + "val_loss": 1.0276951789855957, + "acc": 68.52, + "time": 239.15964171802625, + "param": [ + { + "p": 0.0005532121867872775, + "m": 1.0 + }, + { + "p": 0.08613836765289307, + "m": 1.0 + }, + { + "p": 0.11871396750211716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.08359374105930328, + "m": 0.14185048639774323 + }, + { + "p": 0.011340701952576637, + "m": 0.07846340537071228 + }, + { + "p": 0.02734242007136345, + "m": 0.07701800018548965 + }, + { + "p": 0.0073018791154026985, + "m": 0.12238428741693497 + }, + { + "p": 0.32571175694465637, + "m": 0.19983798265457153 + }, + { + "p": 0.05105756223201752, + "m": 0.7800511121749878 + }, + { + "p": 0.08587667346000671, + "m": 0.37163862586021423 + }, + { + "p": 0.0001026885220198892, + "m": 0.9660864472389221 + }, + { + "p": 0.020326659083366394, + "m": 1.0 + }, + { + "p": 0.18194030225276947, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.9873459935188293, + "val_loss": 0.9030919075012207, + "acc": 68.51, + "time": 239.48371911700815, + "param": [ + { + "p": 0.00022194090706761926, + "m": 1.0 + }, + { + "p": 0.07459241151809692, + "m": 1.0 + }, + { + "p": 0.12966719269752502, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0753779262304306, + "m": 0.09811297804117203 + }, + { + "p": 0.023921294137835503, + "m": 0.06713174283504486 + }, + { + "p": 0.026977352797985077, + "m": 0.0890694260597229 + }, + { + "p": 0.02172987535595894, + "m": 0.15316438674926758 + }, + { + "p": 0.3162550628185272, + "m": 0.16763252019882202 + }, + { + "p": 0.04731431230902672, + "m": 0.7761186957359314 + }, + { + "p": 0.07604198902845383, + "m": 0.3147895336151123 + }, + { + "p": 0.00831648986786604, + "m": 0.9628520011901855 + }, + { + "p": 0.01896803453564644, + "m": 1.0 + }, + { + "p": 0.18061622977256775, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.9160955548286438, + "val_loss": 0.9777596592903137, + "acc": 69.05, + "time": 234.85688075609505, + "param": [ + { + "p": 0.009337862022221088, + "m": 1.0 + }, + { + "p": 0.05924391373991966, + "m": 1.0 + }, + { + "p": 0.1341358721256256, + "m": 1.0 + }, + { + "p": 0.0031459748279303312, + "m": 0.0 + }, + { + "p": 0.06063646823167801, + "m": 0.04528764262795448 + }, + { + "p": 0.023386124521493912, + "m": 0.028690295293927193 + }, + { + "p": 0.021690722554922104, + "m": 0.0842561274766922 + }, + { + "p": 0.03447199612855911, + "m": 0.12021730840206146 + }, + { + "p": 0.3066806495189667, + "m": 0.16761650145053864 + }, + { + "p": 0.030316630378365517, + "m": 0.7744302749633789 + }, + { + "p": 0.07682568579912186, + "m": 0.2885306179523468 + }, + { + "p": 0.025162095203995705, + "m": 0.9628613591194153 + }, + { + "p": 0.025361627340316772, + "m": 1.0 + }, + { + "p": 0.18960438668727875, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.6678314805030823, + "val_loss": 1.0039156675338745, + "acc": 69.39, + "time": 239.33131406386383, + "param": [ + { + "p": 0.027612075209617615, + "m": 1.0 + }, + { + "p": 0.06455864757299423, + "m": 1.0 + }, + { + "p": 0.11648741364479065, + "m": 1.0 + }, + { + "p": 0.006946274545043707, + "m": 0.001061697374098003 + }, + { + "p": 0.05211246758699417, + "m": 0.08359919488430023 + }, + { + "p": 0.022722456604242325, + "m": 0.0 + }, + { + "p": 0.0234431903809309, + "m": 0.08387549221515656 + }, + { + "p": 0.03303182125091553, + "m": 0.08226264268159866 + }, + { + "p": 0.26903948187828064, + "m": 0.19386817514896393 + }, + { + "p": 0.026984700933098793, + "m": 0.7653107047080994 + }, + { + "p": 0.08703941106796265, + "m": 0.27767571806907654 + }, + { + "p": 0.04208165407180786, + "m": 0.9915661215782166 + }, + { + "p": 0.039275962859392166, + "m": 1.0 + }, + { + "p": 0.18866442143917084, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.739788293838501, + "val_loss": 1.0262333154678345, + "acc": 69.33, + "time": 241.32564204698429, + "param": [ + { + "p": 0.03602210804820061, + "m": 1.0 + }, + { + "p": 0.06062348932027817, + "m": 1.0 + }, + { + "p": 0.1341228187084198, + "m": 1.0 + }, + { + "p": 0.004375529009848833, + "m": 0.04556168243288994 + }, + { + "p": 0.05016360804438591, + "m": 0.05926263704895973 + }, + { + "p": 0.013233179226517677, + "m": 0.0 + }, + { + "p": 0.02545783855021, + "m": 0.10820921510457993 + }, + { + "p": 0.02155625820159912, + "m": 0.07810309529304504 + }, + { + "p": 0.27284082770347595, + "m": 0.19372187554836273 + }, + { + "p": 0.014907735399901867, + "m": 0.7744922041893005 + }, + { + "p": 0.09656503051519394, + "m": 0.29018697142601013 + }, + { + "p": 0.03833100572228432, + "m": 0.9792152047157288 + }, + { + "p": 0.03149522840976715, + "m": 1.0 + }, + { + "p": 0.20030532777309418, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.6513262987136841, + "val_loss": 0.9472624063491821, + "acc": 68.11, + "time": 241.33837771299295, + "param": [ + { + "p": 0.040139805525541306, + "m": 1.0 + }, + { + "p": 0.06524666398763657, + "m": 1.0 + }, + { + "p": 0.13547919690608978, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.06213681772351265 + }, + { + "p": 0.05905851721763611, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.020657135173678398, + "m": 0.11021687835454941 + }, + { + "p": 0.0011889124289155006, + "m": 0.08338844031095505 + }, + { + "p": 0.2867613434791565, + "m": 0.15935596823692322 + }, + { + "p": 0.0, + "m": 0.7764066457748413 + }, + { + "p": 0.11620710790157318, + "m": 0.29342877864837646 + }, + { + "p": 0.0367310494184494, + "m": 0.9706634879112244 + }, + { + "p": 0.0334099680185318, + "m": 1.0 + }, + { + "p": 0.20512035489082336, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.9850346446037292, + "val_loss": 1.0596407651901245, + "acc": 68.27, + "time": 241.70850677904673, + "param": [ + { + "p": 0.027338983491063118, + "m": 1.0 + }, + { + "p": 0.08658631145954132, + "m": 1.0 + }, + { + "p": 0.1376359909772873, + "m": 1.0 + }, + { + "p": 0.0010052848374471068, + "m": 0.1117425188422203 + }, + { + "p": 0.03872166946530342, + "m": 0.037583183497190475 + }, + { + "p": 0.0, + "m": 0.01904117502272129 + }, + { + "p": 0.02045355923473835, + "m": 0.09889053553342819 + }, + { + "p": 0.0, + "m": 0.10632751137018204 + }, + { + "p": 0.2992333173751831, + "m": 0.13909028470516205 + }, + { + "p": 0.0, + "m": 0.7753657102584839 + }, + { + "p": 0.12678243219852448, + "m": 0.2978135943412781 + }, + { + "p": 0.01674453727900982, + "m": 0.9469069242477417 + }, + { + "p": 0.03278833255171776, + "m": 1.0 + }, + { + "p": 0.21270959079265594, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.7978394627571106, + "val_loss": 1.2359983921051025, + "acc": 68.81, + "time": 239.68983650906011, + "param": [ + { + "p": 0.02642321027815342, + "m": 1.0 + }, + { + "p": 0.10258039832115173, + "m": 1.0 + }, + { + "p": 0.13753005862236023, + "m": 1.0 + }, + { + "p": 0.014853428117930889, + "m": 0.13393175601959229 + }, + { + "p": 0.007604730315506458, + "m": 0.0838702991604805 + }, + { + "p": 0.0, + "m": 0.06930598616600037 + }, + { + "p": 0.007897038012742996, + "m": 0.0768987238407135 + }, + { + "p": 0.0016850215615704656, + "m": 0.13698481023311615 + }, + { + "p": 0.3325783908367157, + "m": 0.08881841599941254 + }, + { + "p": 0.0, + "m": 0.749605119228363 + }, + { + "p": 0.14178168773651123, + "m": 0.2989799380302429 + }, + { + "p": 0.0, + "m": 0.9463502764701843 + }, + { + "p": 0.009070216678082943, + "m": 1.0 + }, + { + "p": 0.2179958075284958, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.0087863206863403, + "val_loss": 1.0442653894424438, + "acc": 66.53, + "time": 236.92326616705395, + "param": [ + { + "p": 0.006955113261938095, + "m": 1.0 + }, + { + "p": 0.09988658875226974, + "m": 1.0 + }, + { + "p": 0.13996748626232147, + "m": 1.0 + }, + { + "p": 0.03436334431171417, + "m": 0.1413007378578186 + }, + { + "p": 0.0, + "m": 0.11778400838375092 + }, + { + "p": 0.00848009716719389, + "m": 0.07221058011054993 + }, + { + "p": 0.0, + "m": 0.01911088638007641 + }, + { + "p": 0.01397320069372654, + "m": 0.16095586121082306 + }, + { + "p": 0.3366374373435974, + "m": 0.11450465768575668 + }, + { + "p": 0.00967964343726635, + "m": 0.7294723987579346 + }, + { + "p": 0.1438237726688385, + "m": 0.2867653965950012 + }, + { + "p": 0.0, + "m": 0.9309659600257874 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20623336732387543, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.169071912765503, + "val_loss": 0.9677833318710327, + "acc": 67.85, + "time": 240.73944293684326, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11102205514907837, + "m": 1.0 + }, + { + "p": 0.14124883711338043, + "m": 1.0 + }, + { + "p": 0.03806810826063156, + "m": 0.14965906739234924 + }, + { + "p": 0.0, + "m": 0.12084221839904785 + }, + { + "p": 0.029013697057962418, + "m": 0.04689634591341019 + }, + { + "p": 0.00427528889849782, + "m": 0.0 + }, + { + "p": 0.025813797488808632, + "m": 0.15238367021083832 + }, + { + "p": 0.3231154978275299, + "m": 0.17733407020568848 + }, + { + "p": 0.006102459039539099, + "m": 0.7388259172439575 + }, + { + "p": 0.12740777432918549, + "m": 0.30674394965171814 + }, + { + "p": 0.0, + "m": 0.9260692000389099 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19393251836299896, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.9391991496086121, + "val_loss": 0.8864559531211853, + "acc": 68.7, + "time": 240.58419203292578, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11457204073667526, + "m": 1.0 + }, + { + "p": 0.14852049946784973, + "m": 1.0 + }, + { + "p": 0.027638759464025497, + "m": 0.16113373637199402 + }, + { + "p": 0.0, + "m": 0.09956032782793045 + }, + { + "p": 0.001767528709024191, + "m": 0.008006184361875057 + }, + { + "p": 0.00038159082760103047, + "m": 0.0032120728865265846 + }, + { + "p": 0.018651556223630905, + "m": 0.11005257070064545 + }, + { + "p": 0.3430320918560028, + "m": 0.20422735810279846 + }, + { + "p": 0.0, + "m": 0.7631556391716003 + }, + { + "p": 0.12940102815628052, + "m": 0.31580257415771484 + }, + { + "p": 0.0, + "m": 0.9182645082473755 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2160348743200302, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.755011796951294, + "val_loss": 1.1343430280685425, + "acc": 67.81, + "time": 243.53344613988884, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10571742802858353, + "m": 1.0 + }, + { + "p": 0.16002443432807922, + "m": 1.0 + }, + { + "p": 0.003299038391560316, + "m": 0.14563195407390594 + }, + { + "p": 0.0, + "m": 0.09330908954143524 + }, + { + "p": 0.0, + "m": 0.02484966441988945 + }, + { + "p": 0.004020873922854662, + "m": 0.00026330898981541395 + }, + { + "p": 0.012585421092808247, + "m": 0.09281600266695023 + }, + { + "p": 0.35610446333885193, + "m": 0.24288131296634674 + }, + { + "p": 0.0, + "m": 0.7673414945602417 + }, + { + "p": 0.12827959656715393, + "m": 0.31657445430755615 + }, + { + "p": 0.0, + "m": 0.9100122451782227 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22996875643730164, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.9452776312828064, + "val_loss": 1.2118371725082397, + "acc": 68.93, + "time": 241.82355955592357, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0992022380232811, + "m": 1.0 + }, + { + "p": 0.14888896048069, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.1537119448184967 + }, + { + "p": 0.014901326037943363, + "m": 0.08129008114337921 + }, + { + "p": 0.0022684328723698854, + "m": 0.058100827038288116 + }, + { + "p": 0.005527036264538765, + "m": 0.0 + }, + { + "p": 0.02000606246292591, + "m": 0.07807829231023788 + }, + { + "p": 0.35142451524734497, + "m": 0.2847291827201843 + }, + { + "p": 0.0, + "m": 0.7442984580993652 + }, + { + "p": 0.12171748280525208, + "m": 0.3353157341480255 + }, + { + "p": 0.0, + "m": 0.9109768867492676 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23606394231319427, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.0370482206344604, + "val_loss": 1.2316657304763794, + "acc": 67.39, + "time": 243.58113719383255, + "param": [ + { + "p": 0.013063255697488785, + "m": 1.0 + }, + { + "p": 0.09114238619804382, + "m": 1.0 + }, + { + "p": 0.14617963135242462, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.16446462273597717 + }, + { + "p": 0.005505835171788931, + "m": 0.048429932445287704 + }, + { + "p": 0.01877470500767231, + "m": 0.06284290552139282 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.03913232311606407, + "m": 0.1039239838719368 + }, + { + "p": 0.3475799560546875, + "m": 0.29175177216529846 + }, + { + "p": 0.0, + "m": 0.7370151281356812 + }, + { + "p": 0.11182267218828201, + "m": 0.34910932183265686 + }, + { + "p": 0.0, + "m": 0.9177059531211853 + }, + { + "p": 0.00020817700715269893, + "m": 1.0 + }, + { + "p": 0.22659100592136383, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.6085262894630432, + "val_loss": 1.2070192098617554, + "acc": 68.75, + "time": 240.17632681387477, + "param": [ + { + "p": 0.017299899831414223, + "m": 1.0 + }, + { + "p": 0.08917350322008133, + "m": 1.0 + }, + { + "p": 0.14405027031898499, + "m": 1.0 + }, + { + "p": 0.002960872370749712, + "m": 0.155531108379364 + }, + { + "p": 0.0, + "m": 0.01844705641269684 + }, + { + "p": 0.033157575875520706, + "m": 0.03500090911984444 + }, + { + "p": 0.0, + "m": 0.004344333428889513 + }, + { + "p": 0.042127273976802826, + "m": 0.12001411616802216 + }, + { + "p": 0.34368377923965454, + "m": 0.2726339101791382 + }, + { + "p": 0.0023645723704248667, + "m": 0.7468724250793457 + }, + { + "p": 0.10483106970787048, + "m": 0.33281445503234863 + }, + { + "p": 0.0, + "m": 0.9346407055854797 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22035111486911774, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.7023413181304932, + "val_loss": 1.1261385679244995, + "acc": 67.83, + "time": 238.95931767881848, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08729957044124603, + "m": 1.0 + }, + { + "p": 0.1395748257637024, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.16290993988513947 + }, + { + "p": 0.0, + "m": 0.0067371102049946785 + }, + { + "p": 0.018793001770973206, + "m": 0.016224822029471397 + }, + { + "p": 0.0, + "m": 0.0021070290822535753 + }, + { + "p": 0.019528549164533615, + "m": 0.13018980622291565 + }, + { + "p": 0.38504672050476074, + "m": 0.2205871045589447 + }, + { + "p": 0.0, + "m": 0.7378122210502625 + }, + { + "p": 0.10972050577402115, + "m": 0.32342255115509033 + }, + { + "p": 0.0, + "m": 0.95448237657547 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24003683030605316, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.6995081305503845, + "val_loss": 1.2894161939620972, + "acc": 67.77, + "time": 235.068619054975, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10358239710330963, + "m": 1.0 + }, + { + "p": 0.12198463082313538, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.15305912494659424 + }, + { + "p": 0.0002868297742679715, + "m": 0.018717290833592415 + }, + { + "p": 0.0, + "m": 0.017218267545104027 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.1349336951971054 + }, + { + "p": 0.41098862886428833, + "m": 0.16763396561145782 + }, + { + "p": 0.001532669411972165, + "m": 0.7124379277229309 + }, + { + "p": 0.11128770560026169, + "m": 0.2862514853477478 + }, + { + "p": 0.0003353497013449669, + "m": 0.9677709341049194 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25000181794166565, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.7628960013389587, + "val_loss": 1.2247496843338013, + "acc": 67.63, + "time": 244.49595608911477, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11346916109323502, + "m": 1.0 + }, + { + "p": 0.11530036479234695, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.11960356682538986 + }, + { + "p": 0.0, + "m": 0.008558434434235096 + }, + { + "p": 0.0, + "m": 0.01672952063381672 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.13040336966514587 + }, + { + "p": 0.40911805629730225, + "m": 0.16122302412986755 + }, + { + "p": 0.0, + "m": 0.694121241569519 + }, + { + "p": 0.10324278473854065, + "m": 0.2678034007549286 + }, + { + "p": 0.0034427661448717117, + "m": 0.9659121036529541 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2554268538951874, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.8255873918533325, + "val_loss": 0.9819263219833374, + "acc": 66.74, + "time": 242.6044254929293, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10664904117584229, + "m": 1.0 + }, + { + "p": 0.12076044082641602, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.09618004411458969 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.00025595302577130497, + "m": 0.0 + }, + { + "p": 0.0013380130985751748, + "m": 0.0 + }, + { + "p": 0.0005705974181182683, + "m": 0.10538603365421295 + }, + { + "p": 0.4157077968120575, + "m": 0.2034880518913269 + }, + { + "p": 0.0, + "m": 0.6440408825874329 + }, + { + "p": 0.1027984619140625, + "m": 0.28769806027412415 + }, + { + "p": 0.0, + "m": 0.9547199606895447 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2519197165966034, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.8635072112083435, + "val_loss": 1.1353719234466553, + "acc": 66.68, + "time": 243.2365796789527, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09564519673585892, + "m": 1.0 + }, + { + "p": 0.1127660796046257, + "m": 1.0 + }, + { + "p": 0.0011330873239785433, + "m": 0.10691717267036438 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.00027134595438838005, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.07793432474136353 + }, + { + "p": 0.4348914921283722, + "m": 0.266961008310318 + }, + { + "p": 0.0, + "m": 0.6194650530815125 + }, + { + "p": 0.1070619449019432, + "m": 0.31236371397972107 + }, + { + "p": 0.0, + "m": 0.9429776668548584 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24823082983493805, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.49386173486709595, + "val_loss": 1.1893296241760254, + "acc": 68.16, + "time": 241.05423355312087, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09098616242408752, + "m": 1.0 + }, + { + "p": 0.11483877897262573, + "m": 1.0 + }, + { + "p": 0.034719374030828476, + "m": 0.12986820936203003 + }, + { + "p": 0.006267409771680832, + "m": 0.0 + }, + { + "p": 0.01284853182733059, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.018884649500250816, + "m": 0.061618730425834656 + }, + { + "p": 0.4020134210586548, + "m": 0.32612064480781555 + }, + { + "p": 0.0, + "m": 0.599837601184845 + }, + { + "p": 0.11513546854257584, + "m": 0.33809682726860046 + }, + { + "p": 0.0, + "m": 0.9166531562805176 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2043062150478363, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.7298367023468018, + "val_loss": 1.103261113166809, + "acc": 67.75, + "time": 240.78145047510043, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0941649004817009, + "m": 1.0 + }, + { + "p": 0.10278681665658951, + "m": 1.0 + }, + { + "p": 0.052857279777526855, + "m": 0.12420336157083511 + }, + { + "p": 0.011400656774640083, + "m": 0.01793777383863926 + }, + { + "p": 0.012944522313773632, + "m": 0.0 + }, + { + "p": 0.0012382583227008581, + "m": 0.007378017529845238 + }, + { + "p": 0.01469537615776062, + "m": 0.03111821599304676 + }, + { + "p": 0.36208394169807434, + "m": 0.34142810106277466 + }, + { + "p": 0.015173698775470257, + "m": 0.567668080329895 + }, + { + "p": 0.1272343099117279, + "m": 0.3382994532585144 + }, + { + "p": 0.019576173275709152, + "m": 0.8842142820358276 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18584418296813965, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.7274446487426758, + "val_loss": 1.1385034322738647, + "acc": 67.88, + "time": 240.88582544587553, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09945527464151382, + "m": 1.0 + }, + { + "p": 0.09484849125146866, + "m": 1.0 + }, + { + "p": 0.03548414632678032, + "m": 0.0697375237941742 + }, + { + "p": 0.0, + "m": 0.03101801685988903 + }, + { + "p": 0.0, + "m": 0.019248755648732185 + }, + { + "p": 0.0, + "m": 0.012862968258559704 + }, + { + "p": 0.0, + "m": 0.018215609714388847 + }, + { + "p": 0.38213083148002625, + "m": 0.3153441250324249 + }, + { + "p": 0.00792994536459446, + "m": 0.5504512786865234 + }, + { + "p": 0.14758799970149994, + "m": 0.3097631633281708 + }, + { + "p": 0.01216213684529066, + "m": 0.8522223234176636 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22040119767189026, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json new file mode 100644 index 0000000..6014143 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 70.57, + "Time": [ + 568.3085926772623, + 380.59662848874495 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.298752784729004, + "val_loss": 2.2914321422576904, + "acc": 14.07, + "time": 239.48986629303545, + "param": [ + { + "p": 0.03848448023200035, + "m": 1.0 + }, + { + "p": 0.091938816010952, + "m": 1.0 + }, + { + "p": 0.058367229998111725, + "m": 1.0 + }, + { + "p": 0.06682848185300827, + "m": 0.9978342056274414 + }, + { + "p": 0.09018974751234055, + "m": 0.9553554058074951 + }, + { + "p": 0.07510260492563248, + "m": 0.9879038333892822 + }, + { + "p": 0.07346512377262115, + "m": 0.995903730392456 + }, + { + "p": 0.08985312283039093, + "m": 0.997032105922699 + }, + { + "p": 0.08402615040540695, + "m": 1.0 + }, + { + "p": 0.06505993753671646, + "m": 1.0 + }, + { + "p": 0.06995262205600739, + "m": 1.0 + }, + { + "p": 0.08370072394609451, + "m": 1.0 + }, + { + "p": 0.05591071397066116, + "m": 1.0 + }, + { + "p": 0.05712023749947548, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.209770679473877, + "val_loss": 2.112276315689087, + "acc": 20.13, + "time": 235.24333240184933, + "param": [ + { + "p": 0.04417833685874939, + "m": 1.0 + }, + { + "p": 0.08328892290592194, + "m": 1.0 + }, + { + "p": 0.07358530163764954, + "m": 1.0 + }, + { + "p": 0.07483819127082825, + "m": 0.9572418928146362 + }, + { + "p": 0.08772873133420944, + "m": 0.944264829158783 + }, + { + "p": 0.0660858228802681, + "m": 0.9809733629226685 + }, + { + "p": 0.07463061809539795, + "m": 0.9825615882873535 + }, + { + "p": 0.08202803134918213, + "m": 0.9629436135292053 + }, + { + "p": 0.07453085482120514, + "m": 0.9934893846511841 + }, + { + "p": 0.059662219136953354, + "m": 1.0 + }, + { + "p": 0.07771452516317368, + "m": 0.9921491146087646 + }, + { + "p": 0.09433240443468094, + "m": 1.0 + }, + { + "p": 0.060063526034355164, + "m": 1.0 + }, + { + "p": 0.04733250290155411, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.148371458053589, + "val_loss": 2.0262062549591064, + "acc": 26.78, + "time": 239.18073927494697, + "param": [ + { + "p": 0.06380888819694519, + "m": 1.0 + }, + { + "p": 0.05656550079584122, + "m": 1.0 + }, + { + "p": 0.07323207706212997, + "m": 1.0 + }, + { + "p": 0.08343417942523956, + "m": 0.903161883354187 + }, + { + "p": 0.10925646871328354, + "m": 0.9267054796218872 + }, + { + "p": 0.038955092430114746, + "m": 0.9406468868255615 + }, + { + "p": 0.1156511977314949, + "m": 0.9800249934196472 + }, + { + "p": 0.09819550067186356, + "m": 0.9374257326126099 + }, + { + "p": 0.06410497426986694, + "m": 0.9930683374404907 + }, + { + "p": 0.04580157250165939, + "m": 0.9816049933433533 + }, + { + "p": 0.058781739324331284, + "m": 0.9996945858001709 + }, + { + "p": 0.08969622105360031, + "m": 1.0 + }, + { + "p": 0.08170431107282639, + "m": 1.0 + }, + { + "p": 0.020812159404158592, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.027186155319214, + "val_loss": 1.9365614652633667, + "acc": 30.03, + "time": 236.40781975910068, + "param": [ + { + "p": 0.08359967172145844, + "m": 1.0 + }, + { + "p": 0.02533870004117489, + "m": 1.0 + }, + { + "p": 0.08003849536180496, + "m": 1.0 + }, + { + "p": 0.09547118842601776, + "m": 0.8458762764930725 + }, + { + "p": 0.1069173738360405, + "m": 0.9191317558288574 + }, + { + "p": 0.03428681194782257, + "m": 0.916153609752655 + }, + { + "p": 0.1374691277742386, + "m": 0.9731109738349915 + }, + { + "p": 0.11958885937929153, + "m": 0.8795076012611389 + }, + { + "p": 0.07874267548322678, + "m": 0.9854740500450134 + }, + { + "p": 0.023689694702625275, + "m": 0.9677835702896118 + }, + { + "p": 0.0387122705578804, + "m": 0.984743058681488 + }, + { + "p": 0.0828091949224472, + "m": 0.9964231252670288 + }, + { + "p": 0.09333596378564835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.102799654006958, + "val_loss": 1.8220419883728027, + "acc": 35.54, + "time": 236.82383313588798, + "param": [ + { + "p": 0.10451272875070572, + "m": 1.0 + }, + { + "p": 0.005399863701313734, + "m": 1.0 + }, + { + "p": 0.08490747213363647, + "m": 1.0 + }, + { + "p": 0.08944704383611679, + "m": 0.8151558041572571 + }, + { + "p": 0.11015612632036209, + "m": 0.9072490930557251 + }, + { + "p": 0.0006184341618791223, + "m": 0.9303343892097473 + }, + { + "p": 0.1538117229938507, + "m": 0.9528074860572815 + }, + { + "p": 0.1380624622106552, + "m": 0.8194204568862915 + }, + { + "p": 0.07137595117092133, + "m": 0.9584167003631592 + }, + { + "p": 0.023677567020058632, + "m": 0.9684367179870605 + }, + { + "p": 0.027038538828492165, + "m": 0.964748203754425 + }, + { + "p": 0.08890333026647568, + "m": 0.9789415597915649 + }, + { + "p": 0.10208883881568909, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.983303427696228, + "val_loss": 1.7466140985488892, + "acc": 37.67, + "time": 231.5953927889932, + "param": [ + { + "p": 0.10694831609725952, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08910483866930008, + "m": 1.0 + }, + { + "p": 0.08318646252155304, + "m": 0.8207043409347534 + }, + { + "p": 0.09969132393598557, + "m": 0.9110394716262817 + }, + { + "p": 0.0, + "m": 0.968116283416748 + }, + { + "p": 0.16086852550506592, + "m": 0.9678230285644531 + }, + { + "p": 0.12941966950893402, + "m": 0.7836776971817017 + }, + { + "p": 0.06945932656526566, + "m": 0.9301638007164001 + }, + { + "p": 0.02886962704360485, + "m": 0.9571436643600464 + }, + { + "p": 0.03396530821919441, + "m": 0.9544930458068848 + }, + { + "p": 0.09792095422744751, + "m": 0.971025824546814 + }, + { + "p": 0.10056574642658234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.7733150720596313, + "val_loss": 1.6785582304000854, + "acc": 39.55, + "time": 235.75626987195574, + "param": [ + { + "p": 0.11716258525848389, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09348942339420319, + "m": 1.0 + }, + { + "p": 0.08124521374702454, + "m": 0.8317946195602417 + }, + { + "p": 0.09122714400291443, + "m": 0.9541816711425781 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16663241386413574, + "m": 1.0 + }, + { + "p": 0.12309946119785309, + "m": 0.7283027768135071 + }, + { + "p": 0.07081043720245361, + "m": 0.9166901707649231 + }, + { + "p": 0.03136328607797623, + "m": 0.943572461605072 + }, + { + "p": 0.047214191406965256, + "m": 0.9353840351104736 + }, + { + "p": 0.08311674743890762, + "m": 0.9557960629463196 + }, + { + "p": 0.09463907033205032, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 2.0167577266693115, + "val_loss": 1.7513617277145386, + "acc": 38.52, + "time": 229.5113748330623, + "param": [ + { + "p": 0.1170898973941803, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11482609808444977, + "m": 1.0 + }, + { + "p": 0.09242331981658936, + "m": 0.8315885066986084 + }, + { + "p": 0.07290594279766083, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9966527819633484 + }, + { + "p": 0.15821632742881775, + "m": 0.9766731858253479 + }, + { + "p": 0.12311670184135437, + "m": 0.6813744306564331 + }, + { + "p": 0.06232486665248871, + "m": 0.9050167798995972 + }, + { + "p": 0.03965793177485466, + "m": 0.9257531762123108 + }, + { + "p": 0.07007583975791931, + "m": 0.9144143462181091 + }, + { + "p": 0.064107246696949, + "m": 0.9664900302886963 + }, + { + "p": 0.08525578677654266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.8591026067733765, + "val_loss": 1.5724799633026123, + "acc": 41.4, + "time": 225.13028843700886, + "param": [ + { + "p": 0.12589874863624573, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13973362743854523, + "m": 1.0 + }, + { + "p": 0.09709343314170837, + "m": 0.8441166877746582 + }, + { + "p": 0.05599876865744591, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16942360997200012, + "m": 0.9611443281173706 + }, + { + "p": 0.1313059777021408, + "m": 0.669901967048645 + }, + { + "p": 0.046461090445518494, + "m": 0.8692445158958435 + }, + { + "p": 0.023528292775154114, + "m": 0.9194235801696777 + }, + { + "p": 0.0809764713048935, + "m": 0.8961052298545837 + }, + { + "p": 0.04659590497612953, + "m": 0.9635629057884216 + }, + { + "p": 0.08298405259847641, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.748826503753662, + "val_loss": 1.577420949935913, + "acc": 44.1, + "time": 219.1116941580549, + "param": [ + { + "p": 0.1282428503036499, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16462434828281403, + "m": 1.0 + }, + { + "p": 0.08580282330513, + "m": 0.9005994200706482 + }, + { + "p": 0.0409667082130909, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17576903104782104, + "m": 0.9326122999191284 + }, + { + "p": 0.13769158720970154, + "m": 0.6893636584281921 + }, + { + "p": 0.033365171402692795, + "m": 0.8366614580154419 + }, + { + "p": 0.01644979976117611, + "m": 0.9130709767341614 + }, + { + "p": 0.08815965801477432, + "m": 0.8567925095558167 + }, + { + "p": 0.04765646159648895, + "m": 0.9698511362075806 + }, + { + "p": 0.08127162605524063, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.650960087776184, + "val_loss": 1.4795302152633667, + "acc": 46.42, + "time": 226.08072696486488, + "param": [ + { + "p": 0.1271672397851944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17876273393630981, + "m": 1.0 + }, + { + "p": 0.06789278239011765, + "m": 0.8672600984573364 + }, + { + "p": 0.016130544245243073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16583634912967682, + "m": 0.8581255078315735 + }, + { + "p": 0.12598362565040588, + "m": 0.7066200971603394 + }, + { + "p": 0.03104928694665432, + "m": 0.8140695095062256 + }, + { + "p": 0.024186067283153534, + "m": 0.907067596912384 + }, + { + "p": 0.10116328299045563, + "m": 0.8217941522598267 + }, + { + "p": 0.06490762531757355, + "m": 0.9906145334243774 + }, + { + "p": 0.09393024444580078, + "m": 1.0 + }, + { + "p": 0.002990277949720621, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.7824755907058716, + "val_loss": 1.5129508972167969, + "acc": 46.7, + "time": 222.14447024813853, + "param": [ + { + "p": 0.10626166313886642, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.167019322514534, + "m": 1.0 + }, + { + "p": 0.062266405671834946, + "m": 0.8403104543685913 + }, + { + "p": 0.014560200273990631, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9981067776679993 + }, + { + "p": 0.14860667288303375, + "m": 0.8037509322166443 + }, + { + "p": 0.11706433445215225, + "m": 0.7400522232055664 + }, + { + "p": 0.04714040085673332, + "m": 0.8094770908355713 + }, + { + "p": 0.050906743854284286, + "m": 0.8787740468978882 + }, + { + "p": 0.11160324513912201, + "m": 0.8130975961685181 + }, + { + "p": 0.07370971143245697, + "m": 1.0 + }, + { + "p": 0.10086139291524887, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.781224012374878, + "val_loss": 1.4675999879837036, + "acc": 48.1, + "time": 223.0748210598249, + "param": [ + { + "p": 0.08407647907733917, + "m": 1.0 + }, + { + "p": 0.014403051696717739, + "m": 1.0 + }, + { + "p": 0.15279321372509003, + "m": 1.0 + }, + { + "p": 0.056923650205135345, + "m": 0.8204569816589355 + }, + { + "p": 0.03913408890366554, + "m": 0.9984314441680908 + }, + { + "p": 0.00608544796705246, + "m": 1.0 + }, + { + "p": 0.11191891133785248, + "m": 0.7520824670791626 + }, + { + "p": 0.09421900659799576, + "m": 0.7263214588165283 + }, + { + "p": 0.05956977978348732, + "m": 0.7947326302528381 + }, + { + "p": 0.07430190593004227, + "m": 0.8582584261894226 + }, + { + "p": 0.11764705926179886, + "m": 0.8001430034637451 + }, + { + "p": 0.08188723027706146, + "m": 0.9707927107810974 + }, + { + "p": 0.10704018175601959, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.6492583751678467, + "val_loss": 1.4188810586929321, + "acc": 48.81, + "time": 221.2868347109761, + "param": [ + { + "p": 0.07443471252918243, + "m": 1.0 + }, + { + "p": 0.005765364971011877, + "m": 1.0 + }, + { + "p": 0.16058878600597382, + "m": 1.0 + }, + { + "p": 0.04659586399793625, + "m": 0.8014122843742371 + }, + { + "p": 0.0452992245554924, + "m": 0.9999696612358093 + }, + { + "p": 0.013331105001270771, + "m": 0.9935920834541321 + }, + { + "p": 0.09128446877002716, + "m": 0.7355365753173828 + }, + { + "p": 0.06593689322471619, + "m": 0.725350558757782 + }, + { + "p": 0.06670154631137848, + "m": 0.7632995843887329 + }, + { + "p": 0.09463921189308167, + "m": 0.8165163993835449 + }, + { + "p": 0.12130709737539291, + "m": 0.7832887768745422 + }, + { + "p": 0.0938357561826706, + "m": 0.98215651512146 + }, + { + "p": 0.12028002738952637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.7586420774459839, + "val_loss": 1.4271336793899536, + "acc": 47.61, + "time": 220.43591559608467, + "param": [ + { + "p": 0.07538280636072159, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.181998610496521, + "m": 1.0 + }, + { + "p": 0.019820375367999077, + "m": 0.7532315850257874 + }, + { + "p": 0.037084899842739105, + "m": 0.9815214276313782 + }, + { + "p": 0.018817760050296783, + "m": 0.9722444415092468 + }, + { + "p": 0.07795820385217667, + "m": 0.6984519362449646 + }, + { + "p": 0.028852760791778564, + "m": 0.729263424873352 + }, + { + "p": 0.07308122515678406, + "m": 0.7297883033752441 + }, + { + "p": 0.11591429263353348, + "m": 0.8111199140548706 + }, + { + "p": 0.13244472444057465, + "m": 0.7648229002952576 + }, + { + "p": 0.09931515157222748, + "m": 1.0 + }, + { + "p": 0.13932926952838898, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.6879867315292358, + "val_loss": 1.427375316619873, + "acc": 50.94, + "time": 221.5277313129045, + "param": [ + { + "p": 0.0898200273513794, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1905984878540039, + "m": 1.0 + }, + { + "p": 0.02949097752571106, + "m": 0.7260766625404358 + }, + { + "p": 0.03514936566352844, + "m": 0.9648098349571228 + }, + { + "p": 0.03286604583263397, + "m": 0.9504224061965942 + }, + { + "p": 0.07814028114080429, + "m": 0.6449422836303711 + }, + { + "p": 0.011478729546070099, + "m": 0.7420198917388916 + }, + { + "p": 0.07369235903024673, + "m": 0.7350863814353943 + }, + { + "p": 0.11527272313833237, + "m": 0.7980747222900391 + }, + { + "p": 0.1251802146434784, + "m": 0.7413361668586731 + }, + { + "p": 0.07916797697544098, + "m": 1.0 + }, + { + "p": 0.13914281129837036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.7325665950775146, + "val_loss": 1.3999607563018799, + "acc": 50.61, + "time": 223.1843414111063, + "param": [ + { + "p": 0.10157528519630432, + "m": 1.0 + }, + { + "p": 0.000411917339079082, + "m": 1.0 + }, + { + "p": 0.1825416535139084, + "m": 1.0 + }, + { + "p": 0.04042376950383186, + "m": 0.7423142194747925 + }, + { + "p": 0.036125585436820984, + "m": 0.9844533205032349 + }, + { + "p": 0.028983701020479202, + "m": 0.9539846777915955 + }, + { + "p": 0.08734848350286484, + "m": 0.6336244940757751 + }, + { + "p": 0.0154075613245368, + "m": 0.7460652589797974 + }, + { + "p": 0.07765737920999527, + "m": 0.7410606145858765 + }, + { + "p": 0.10974240303039551, + "m": 0.771969199180603 + }, + { + "p": 0.11511491239070892, + "m": 0.7479718327522278 + }, + { + "p": 0.07633360475301743, + "m": 1.0 + }, + { + "p": 0.12833373248577118, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.4593756198883057, + "val_loss": 1.3834446668624878, + "acc": 51.24, + "time": 220.87179035996087, + "param": [ + { + "p": 0.10723604261875153, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17900383472442627, + "m": 1.0 + }, + { + "p": 0.04184950515627861, + "m": 0.7596855163574219 + }, + { + "p": 0.022055746987462044, + "m": 1.0 + }, + { + "p": 0.01999141275882721, + "m": 0.9538363814353943 + }, + { + "p": 0.09202681481838226, + "m": 0.633688747882843 + }, + { + "p": 0.02324014902114868, + "m": 0.7618577480316162 + }, + { + "p": 0.09108713269233704, + "m": 0.7536646723747253 + }, + { + "p": 0.10559918731451035, + "m": 0.7479025721549988 + }, + { + "p": 0.10557613521814346, + "m": 0.7534882426261902 + }, + { + "p": 0.08024798333644867, + "m": 1.0 + }, + { + "p": 0.13208599388599396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.8034847974777222, + "val_loss": 1.3551534414291382, + "acc": 51.91, + "time": 225.741988372989, + "param": [ + { + "p": 0.11063043028116226, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17729400098323822, + "m": 1.0 + }, + { + "p": 0.044223539531230927, + "m": 0.7834298610687256 + }, + { + "p": 0.00670768553391099, + "m": 1.0 + }, + { + "p": 0.015329455025494099, + "m": 0.9408246874809265 + }, + { + "p": 0.09470178186893463, + "m": 0.6353603005409241 + }, + { + "p": 0.024752384051680565, + "m": 0.791438102722168 + }, + { + "p": 0.10239814966917038, + "m": 0.7675753831863403 + }, + { + "p": 0.10619064420461655, + "m": 0.7379902005195618 + }, + { + "p": 0.10971508920192719, + "m": 0.7678342461585999 + }, + { + "p": 0.08090142160654068, + "m": 1.0 + }, + { + "p": 0.1271553784608841, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.4988950490951538, + "val_loss": 1.4270025491714478, + "acc": 52.12, + "time": 231.24355727201328, + "param": [ + { + "p": 0.126545712351799, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1805822104215622, + "m": 1.0 + }, + { + "p": 0.04213636368513107, + "m": 0.780510425567627 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9482158422470093 + }, + { + "p": 0.08725010603666306, + "m": 0.676857054233551 + }, + { + "p": 0.022590480744838715, + "m": 0.8265763521194458 + }, + { + "p": 0.1011701226234436, + "m": 0.7530213594436646 + }, + { + "p": 0.1169542744755745, + "m": 0.7550678253173828 + }, + { + "p": 0.12881311774253845, + "m": 0.7813674211502075 + }, + { + "p": 0.07132391631603241, + "m": 1.0 + }, + { + "p": 0.1226336807012558, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.6305983066558838, + "val_loss": 1.3951585292816162, + "acc": 52.9, + "time": 232.19216867303476, + "param": [ + { + "p": 0.11791424453258514, + "m": 1.0 + }, + { + "p": 0.00602885615080595, + "m": 1.0 + }, + { + "p": 0.18326574563980103, + "m": 1.0 + }, + { + "p": 0.053679805248975754, + "m": 0.8016465306282043 + }, + { + "p": 0.0008095945231616497, + "m": 0.9999630451202393 + }, + { + "p": 0.00512752216309309, + "m": 0.973224401473999 + }, + { + "p": 0.08722765743732452, + "m": 0.7113328576087952 + }, + { + "p": 0.029072081670165062, + "m": 0.8459451794624329 + }, + { + "p": 0.09202256053686142, + "m": 0.7434261441230774 + }, + { + "p": 0.11575660854578018, + "m": 0.7694060802459717 + }, + { + "p": 0.12795647978782654, + "m": 0.8022809028625488 + }, + { + "p": 0.06742500513792038, + "m": 1.0 + }, + { + "p": 0.10825073719024658, + "m": 1.0 + }, + { + "p": 0.005463124718517065, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.5381344556808472, + "val_loss": 1.382968544960022, + "acc": 53.94, + "time": 234.55139374895953, + "param": [ + { + "p": 0.11082656681537628, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19680479168891907, + "m": 1.0 + }, + { + "p": 0.04718365892767906, + "m": 0.7681448459625244 + }, + { + "p": 0.0, + "m": 0.9989182949066162 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10229609161615372, + "m": 0.6996539831161499 + }, + { + "p": 0.017765847966074944, + "m": 0.8705803751945496 + }, + { + "p": 0.09494781494140625, + "m": 0.7271131873130798 + }, + { + "p": 0.11499985307455063, + "m": 0.7720515131950378 + }, + { + "p": 0.13753943145275116, + "m": 0.8191423416137695 + }, + { + "p": 0.06516703963279724, + "m": 1.0 + }, + { + "p": 0.09988148510456085, + "m": 1.0 + }, + { + "p": 0.012587455101311207, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.4405016899108887, + "val_loss": 1.3178807497024536, + "acc": 53.53, + "time": 223.65215874183923, + "param": [ + { + "p": 0.1141904816031456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24216940999031067, + "m": 1.0 + }, + { + "p": 0.01751122996211052, + "m": 0.7377551198005676 + }, + { + "p": 0.0, + "m": 0.9843490719795227 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1035648062825203, + "m": 0.6891476511955261 + }, + { + "p": 0.0, + "m": 0.8711534738540649 + }, + { + "p": 0.09846870601177216, + "m": 0.6724244356155396 + }, + { + "p": 0.10909491777420044, + "m": 0.7769090533256531 + }, + { + "p": 0.14906413853168488, + "m": 0.8042673468589783 + }, + { + "p": 0.0578632652759552, + "m": 1.0 + }, + { + "p": 0.10807297378778458, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.6926854848861694, + "val_loss": 1.1532784700393677, + "acc": 56.96, + "time": 231.79109845100902, + "param": [ + { + "p": 0.10543612390756607, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3027096390724182, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7072989344596863 + }, + { + "p": 0.0, + "m": 0.9947107434272766 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09299180656671524, + "m": 0.6406203508377075 + }, + { + "p": 0.0, + "m": 0.844153106212616 + }, + { + "p": 0.10195834189653397, + "m": 0.642983615398407 + }, + { + "p": 0.1040484681725502, + "m": 0.8017839789390564 + }, + { + "p": 0.15758173167705536, + "m": 0.7636814713478088 + }, + { + "p": 0.042776986956596375, + "m": 1.0 + }, + { + "p": 0.09249687194824219, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.712432861328125, + "val_loss": 1.235164761543274, + "acc": 52.18, + "time": 231.02220380608924, + "param": [ + { + "p": 0.10552860051393509, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3704011142253876, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.673660397529602 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0684637799859047, + "m": 0.5939970016479492 + }, + { + "p": 0.0, + "m": 0.8305253386497498 + }, + { + "p": 0.10124044865369797, + "m": 0.6155036091804504 + }, + { + "p": 0.0928395688533783, + "m": 0.8202182650566101 + }, + { + "p": 0.1613941639661789, + "m": 0.7173565626144409 + }, + { + "p": 0.018607450649142265, + "m": 1.0 + }, + { + "p": 0.08152485638856888, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.3772213459014893, + "val_loss": 1.2406078577041626, + "acc": 55.97, + "time": 223.06331155006774, + "param": [ + { + "p": 0.09764362871646881, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.40792402625083923, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6307590007781982 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0004838125023525208, + "m": 1.0 + }, + { + "p": 0.043473370373249054, + "m": 0.5494316220283508 + }, + { + "p": 0.0, + "m": 0.8259307742118835 + }, + { + "p": 0.11798278987407684, + "m": 0.6122761368751526 + }, + { + "p": 0.07895614951848984, + "m": 0.8318015336990356 + }, + { + "p": 0.16680724918842316, + "m": 0.6690914630889893 + }, + { + "p": 0.00899526197463274, + "m": 1.0 + }, + { + "p": 0.07773365080356598, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.366257905960083, + "val_loss": 1.2622562646865845, + "acc": 54.5, + "time": 219.730832970934, + "param": [ + { + "p": 0.08628712594509125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.4248325526714325, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5982193946838379 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03257528319954872, + "m": 0.5132285952568054 + }, + { + "p": 0.0014013152103871107, + "m": 0.8409101366996765 + }, + { + "p": 0.13122017681598663, + "m": 0.6066714525222778 + }, + { + "p": 0.07914367318153381, + "m": 0.8274492025375366 + }, + { + "p": 0.15374864637851715, + "m": 0.6071605086326599 + }, + { + "p": 0.0055168489925563335, + "m": 1.0 + }, + { + "p": 0.08527441322803497, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.6769546270370483, + "val_loss": 1.394169807434082, + "acc": 56.73, + "time": 219.02211404801346, + "param": [ + { + "p": 0.08143068104982376, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.44185200333595276, + "m": 1.0 + }, + { + "p": 0.0009639490745030344, + "m": 0.5698889493942261 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033618051558732986, + "m": 0.4958004951477051 + }, + { + "p": 0.0002970126806758344, + "m": 0.8597421646118164 + }, + { + "p": 0.13111625611782074, + "m": 0.6064558029174805 + }, + { + "p": 0.07930121570825577, + "m": 0.8140024542808533 + }, + { + "p": 0.13895158469676971, + "m": 0.5713751316070557 + }, + { + "p": 0.011412473395466805, + "m": 1.0 + }, + { + "p": 0.08105672895908356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.2908657789230347, + "val_loss": 1.23675537109375, + "acc": 57.06, + "time": 220.13632123405114, + "param": [ + { + "p": 0.08594157546758652, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.46274927258491516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5371148586273193 + }, + { + "p": 0.0, + "m": 0.9870156049728394 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026451751589775085, + "m": 0.4684005379676819 + }, + { + "p": 0.003188435221090913, + "m": 0.8683650493621826 + }, + { + "p": 0.13133639097213745, + "m": 0.5982154011726379 + }, + { + "p": 0.08154109120368958, + "m": 0.8012990355491638 + }, + { + "p": 0.1247105598449707, + "m": 0.5382093191146851 + }, + { + "p": 0.009938412345945835, + "m": 1.0 + }, + { + "p": 0.07414259016513824, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.2531896829605103, + "val_loss": 1.1271108388900757, + "acc": 56.87, + "time": 241.22321138787083, + "param": [ + { + "p": 0.08374262601137161, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.4649493098258972, + "m": 1.0 + }, + { + "p": 0.005478858482092619, + "m": 0.5066878795623779 + }, + { + "p": 0.0027376210782676935, + "m": 0.9639384150505066 + }, + { + "p": 0.0010874916333705187, + "m": 0.9931949377059937 + }, + { + "p": 0.013195562176406384, + "m": 0.44156551361083984 + }, + { + "p": 0.012464677914977074, + "m": 0.849414587020874 + }, + { + "p": 0.13588212430477142, + "m": 0.5930423736572266 + }, + { + "p": 0.07699047774076462, + "m": 0.806458055973053 + }, + { + "p": 0.12014208734035492, + "m": 0.5184747576713562 + }, + { + "p": 0.01450418122112751, + "m": 1.0 + }, + { + "p": 0.06882503628730774, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.4697107076644897, + "val_loss": 1.2264196872711182, + "acc": 58.77, + "time": 234.2214005640708, + "param": [ + { + "p": 0.08762717247009277, + "m": 1.0 + }, + { + "p": 0.0014662537723779678, + "m": 1.0 + }, + { + "p": 0.3696671724319458, + "m": 1.0 + }, + { + "p": 0.01964643783867359, + "m": 0.4946093261241913 + }, + { + "p": 0.012713257223367691, + "m": 0.9628669023513794 + }, + { + "p": 0.015420125797390938, + "m": 0.9655338525772095 + }, + { + "p": 0.023056823760271072, + "m": 0.41386890411376953 + }, + { + "p": 0.028932200744748116, + "m": 0.8169072866439819 + }, + { + "p": 0.13433776795864105, + "m": 0.6058638691902161 + }, + { + "p": 0.07918523997068405, + "m": 0.7978878617286682 + }, + { + "p": 0.11191337555646896, + "m": 0.5351715087890625 + }, + { + "p": 0.04232991859316826, + "m": 1.0 + }, + { + "p": 0.06864163279533386, + "m": 1.0 + }, + { + "p": 0.00506256427615881, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.4744038581848145, + "val_loss": 1.0507475137710571, + "acc": 59.83, + "time": 222.63804433587939, + "param": [ + { + "p": 0.09132522344589233, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.31935831904411316, + "m": 1.0 + }, + { + "p": 0.02161969244480133, + "m": 0.42274895310401917 + }, + { + "p": 0.012393295764923096, + "m": 0.9738074541091919 + }, + { + "p": 0.025975380092859268, + "m": 0.9522917866706848 + }, + { + "p": 0.026412852108478546, + "m": 0.37555554509162903 + }, + { + "p": 0.03382306918501854, + "m": 0.7638297080993652 + }, + { + "p": 0.1332254558801651, + "m": 0.6010507345199585 + }, + { + "p": 0.07674326002597809, + "m": 0.8120684623718262 + }, + { + "p": 0.10632849484682083, + "m": 0.5341211557388306 + }, + { + "p": 0.06128004938364029, + "m": 1.0 + }, + { + "p": 0.08280842006206512, + "m": 1.0 + }, + { + "p": 0.00870659202337265, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.3661696910858154, + "val_loss": 1.1071611642837524, + "acc": 60.62, + "time": 233.02335759205744, + "param": [ + { + "p": 0.1003013625741005, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28873419761657715, + "m": 1.0 + }, + { + "p": 0.019942177459597588, + "m": 0.38003045320510864 + }, + { + "p": 0.010471061803400517, + "m": 0.9732249975204468 + }, + { + "p": 0.03242284432053566, + "m": 0.955643355846405 + }, + { + "p": 0.03362966328859329, + "m": 0.37171128392219543 + }, + { + "p": 0.04363726079463959, + "m": 0.7347041964530945 + }, + { + "p": 0.1250685304403305, + "m": 0.6018068790435791 + }, + { + "p": 0.07866435497999191, + "m": 0.8256263136863708 + }, + { + "p": 0.1050780639052391, + "m": 0.5327569246292114 + }, + { + "p": 0.061748240143060684, + "m": 1.0 + }, + { + "p": 0.09468721598386765, + "m": 1.0 + }, + { + "p": 0.005615007597953081, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.4667047262191772, + "val_loss": 1.1769509315490723, + "acc": 60.99, + "time": 223.65742279193364, + "param": [ + { + "p": 0.10774625837802887, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3007892966270447, + "m": 1.0 + }, + { + "p": 0.013229112140834332, + "m": 0.3684505522251129 + }, + { + "p": 0.0, + "m": 0.9763379096984863 + }, + { + "p": 0.028214741498231888, + "m": 0.9449648857116699 + }, + { + "p": 0.04201924055814743, + "m": 0.352007657289505 + }, + { + "p": 0.046957001090049744, + "m": 0.7373285889625549 + }, + { + "p": 0.11855746805667877, + "m": 0.5943812727928162 + }, + { + "p": 0.08287056535482407, + "m": 0.8373119235038757 + }, + { + "p": 0.10451549291610718, + "m": 0.5364466905593872 + }, + { + "p": 0.055064719170331955, + "m": 1.0 + }, + { + "p": 0.09683344513177872, + "m": 1.0 + }, + { + "p": 0.003202646505087614, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.6555254459381104, + "val_loss": 1.1670953035354614, + "acc": 58.68, + "time": 218.18006652686745, + "param": [ + { + "p": 0.11288350820541382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2988120913505554, + "m": 1.0 + }, + { + "p": 0.012564984150230885, + "m": 0.3680940568447113 + }, + { + "p": 0.0, + "m": 0.9691312909126282 + }, + { + "p": 0.01391402818262577, + "m": 0.9585199952125549 + }, + { + "p": 0.048993345350027084, + "m": 0.31163397431373596 + }, + { + "p": 0.03009759448468685, + "m": 0.7461265921592712 + }, + { + "p": 0.12296387553215027, + "m": 0.580005407333374 + }, + { + "p": 0.08279421925544739, + "m": 0.8627018928527832 + }, + { + "p": 0.10990800708532333, + "m": 0.544479250907898 + }, + { + "p": 0.05795065686106682, + "m": 0.9982198476791382 + }, + { + "p": 0.1075408011674881, + "m": 1.0 + }, + { + "p": 0.001576869050040841, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.1609995365142822, + "val_loss": 0.9935585856437683, + "acc": 60.9, + "time": 237.67900033388287, + "param": [ + { + "p": 0.1152135357260704, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.27273011207580566, + "m": 1.0 + }, + { + "p": 0.024238016456365585, + "m": 0.35498046875 + }, + { + "p": 0.0, + "m": 0.9605331420898438 + }, + { + "p": 0.000129922031192109, + "m": 0.9659990668296814 + }, + { + "p": 0.045401304960250854, + "m": 0.29185032844543457 + }, + { + "p": 0.027184482663869858, + "m": 0.7377966046333313 + }, + { + "p": 0.1313610076904297, + "m": 0.6019173860549927 + }, + { + "p": 0.08435355871915817, + "m": 0.8530951142311096 + }, + { + "p": 0.10583105683326721, + "m": 0.5537819266319275 + }, + { + "p": 0.07222767919301987, + "m": 1.0 + }, + { + "p": 0.12132930010557175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.6669652462005615, + "val_loss": 1.1259281635284424, + "acc": 59.96, + "time": 233.8275605570525, + "param": [ + { + "p": 0.11751080304384232, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2524343729019165, + "m": 1.0 + }, + { + "p": 0.03251471370458603, + "m": 0.35366347432136536 + }, + { + "p": 0.0024193604476749897, + "m": 0.9266325235366821 + }, + { + "p": 2.249216595373582e-05, + "m": 0.9595975875854492 + }, + { + "p": 0.044630058109760284, + "m": 0.28317636251449585 + }, + { + "p": 0.02734672650694847, + "m": 0.7480238080024719 + }, + { + "p": 0.12705110013484955, + "m": 0.615840494632721 + }, + { + "p": 0.08385119587182999, + "m": 0.8446647524833679 + }, + { + "p": 0.09689706563949585, + "m": 0.5591462254524231 + }, + { + "p": 0.08467304706573486, + "m": 1.0 + }, + { + "p": 0.12630707025527954, + "m": 1.0 + }, + { + "p": 0.004342097323387861, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.370589256286621, + "val_loss": 0.9758082032203674, + "acc": 60.83, + "time": 218.3009785739705, + "param": [ + { + "p": 0.09746114909648895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20338226854801178, + "m": 1.0 + }, + { + "p": 0.04476865008473396, + "m": 0.3572598397731781 + }, + { + "p": 0.020272819325327873, + "m": 0.9292632937431335 + }, + { + "p": 0.008360725827515125, + "m": 0.9492917656898499 + }, + { + "p": 0.04926387593150139, + "m": 0.28260931372642517 + }, + { + "p": 0.04223060607910156, + "m": 0.74018794298172 + }, + { + "p": 0.13102658092975616, + "m": 0.629069983959198 + }, + { + "p": 0.0823020190000534, + "m": 0.8093792200088501 + }, + { + "p": 0.09304256737232208, + "m": 0.5703866481781006 + }, + { + "p": 0.08937127888202667, + "m": 1.0 + }, + { + "p": 0.1163492500782013, + "m": 1.0 + }, + { + "p": 0.022168267518281937, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.4558221101760864, + "val_loss": 1.0793508291244507, + "acc": 61.08, + "time": 221.1968109421432, + "param": [ + { + "p": 0.08679932355880737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16776630282402039, + "m": 1.0 + }, + { + "p": 0.056122343987226486, + "m": 0.35755088925361633 + }, + { + "p": 0.018377507105469704, + "m": 0.9489810466766357 + }, + { + "p": 0.022441886365413666, + "m": 0.9600117206573486 + }, + { + "p": 0.06287926435470581, + "m": 0.3053467869758606 + }, + { + "p": 0.05448156222701073, + "m": 0.7294798493385315 + }, + { + "p": 0.13335810601711273, + "m": 0.6592555046081543 + }, + { + "p": 0.08529048413038254, + "m": 0.7766165733337402 + }, + { + "p": 0.08420493453741074, + "m": 0.5865232944488525 + }, + { + "p": 0.103081114590168, + "m": 1.0 + }, + { + "p": 0.09811735898256302, + "m": 1.0 + }, + { + "p": 0.02707984670996666, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.3296184539794922, + "val_loss": 1.0527669191360474, + "acc": 62.22, + "time": 224.47416285797954, + "param": [ + { + "p": 0.08505760133266449, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1359068900346756, + "m": 1.0 + }, + { + "p": 0.06530863791704178, + "m": 0.33892664313316345 + }, + { + "p": 0.022386685013771057, + "m": 0.9614508152008057 + }, + { + "p": 0.04176381230354309, + "m": 0.9774603247642517 + }, + { + "p": 0.07757717370986938, + "m": 0.3063429892063141 + }, + { + "p": 0.06356974691152573, + "m": 0.7157012820243835 + }, + { + "p": 0.11715582013130188, + "m": 0.6764389276504517 + }, + { + "p": 0.08576105535030365, + "m": 0.7464678287506104 + }, + { + "p": 0.08396370708942413, + "m": 0.6105276942253113 + }, + { + "p": 0.10143648087978363, + "m": 1.0 + }, + { + "p": 0.08627524226903915, + "m": 1.0 + }, + { + "p": 0.03383713960647583, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.3236864805221558, + "val_loss": 0.9564455151557922, + "acc": 63.25, + "time": 238.12398899858817, + "param": [ + { + "p": 0.08809349685907364, + "m": 1.0 + }, + { + "p": 0.0036521179135888815, + "m": 1.0 + }, + { + "p": 0.12614460289478302, + "m": 1.0 + }, + { + "p": 0.05734434723854065, + "m": 0.30519694089889526 + }, + { + "p": 0.02694091759622097, + "m": 0.9979724884033203 + }, + { + "p": 0.04603084176778793, + "m": 0.9955968856811523 + }, + { + "p": 0.06770264357328415, + "m": 0.2947145104408264 + }, + { + "p": 0.07397107034921646, + "m": 0.7193623185157776 + }, + { + "p": 0.10632448643445969, + "m": 0.6816121339797974 + }, + { + "p": 0.0907609686255455, + "m": 0.7154338359832764 + }, + { + "p": 0.09027884155511856, + "m": 0.63600093126297 + }, + { + "p": 0.10041538625955582, + "m": 1.0 + }, + { + "p": 0.09356904774904251, + "m": 1.0 + }, + { + "p": 0.0287712924182415, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.2541658878326416, + "val_loss": 1.1545275449752808, + "acc": 63.04, + "time": 235.67139308527112, + "param": [ + { + "p": 0.08879828453063965, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1240539699792862, + "m": 1.0 + }, + { + "p": 0.05630281940102577, + "m": 0.27901527285575867 + }, + { + "p": 0.03448716923594475, + "m": 1.0 + }, + { + "p": 0.043991390615701675, + "m": 1.0 + }, + { + "p": 0.0622076541185379, + "m": 0.29219385981559753 + }, + { + "p": 0.08250325173139572, + "m": 0.7441654801368713 + }, + { + "p": 0.10017596930265427, + "m": 0.6744659543037415 + }, + { + "p": 0.09788508713245392, + "m": 0.6827993988990784 + }, + { + "p": 0.09740184992551804, + "m": 0.6618846654891968 + }, + { + "p": 0.1083122119307518, + "m": 1.0 + }, + { + "p": 0.09784519672393799, + "m": 1.0 + }, + { + "p": 0.006035143975168467, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.4820787906646729, + "val_loss": 1.015923261642456, + "acc": 63.85, + "time": 237.48242471087724, + "param": [ + { + "p": 0.08444308489561081, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1222449243068695, + "m": 1.0 + }, + { + "p": 0.05597805231809616, + "m": 0.24801453948020935 + }, + { + "p": 0.028466081246733665, + "m": 0.9957728385925293 + }, + { + "p": 0.047957777976989746, + "m": 0.9852152466773987 + }, + { + "p": 0.06519624590873718, + "m": 0.3234371840953827 + }, + { + "p": 0.0824863538146019, + "m": 0.7442418336868286 + }, + { + "p": 0.10146142542362213, + "m": 0.6766500473022461 + }, + { + "p": 0.1063074842095375, + "m": 0.6551883816719055 + }, + { + "p": 0.10024821758270264, + "m": 0.6818581819534302 + }, + { + "p": 0.11110226064920425, + "m": 1.0 + }, + { + "p": 0.09410803020000458, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.340590476989746, + "val_loss": 1.1050468683242798, + "acc": 63.42, + "time": 238.1127941212617, + "param": [ + { + "p": 0.07422788441181183, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12011675536632538, + "m": 1.0 + }, + { + "p": 0.05523689091205597, + "m": 0.21671205759048462 + }, + { + "p": 0.020583927631378174, + "m": 0.978985607624054 + }, + { + "p": 0.051587726920843124, + "m": 0.9506586790084839 + }, + { + "p": 0.06239752843976021, + "m": 0.3565521836280823 + }, + { + "p": 0.08517066389322281, + "m": 0.7170146107673645 + }, + { + "p": 0.10830666869878769, + "m": 0.6760091185569763 + }, + { + "p": 0.1105322316288948, + "m": 0.6610680222511292 + }, + { + "p": 0.1033346951007843, + "m": 0.6858809590339661 + }, + { + "p": 0.1158561110496521, + "m": 1.0 + }, + { + "p": 0.092648945748806, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.1054171323776245, + "val_loss": 0.9934610724449158, + "acc": 63.57, + "time": 238.29452815884724, + "param": [ + { + "p": 0.05634099990129471, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11648406088352203, + "m": 1.0 + }, + { + "p": 0.06116510555148125, + "m": 0.21872279047966003 + }, + { + "p": 0.0038775294087827206, + "m": 0.9718163013458252 + }, + { + "p": 0.0518033504486084, + "m": 0.9182823300361633 + }, + { + "p": 0.04882363975048065, + "m": 0.40166446566581726 + }, + { + "p": 0.08205204457044601, + "m": 0.6936190724372864 + }, + { + "p": 0.11587198823690414, + "m": 0.6614862084388733 + }, + { + "p": 0.1292126178741455, + "m": 0.6671168804168701 + }, + { + "p": 0.10755082219839096, + "m": 0.6670606136322021 + }, + { + "p": 0.12183453142642975, + "m": 1.0 + }, + { + "p": 0.10498324781656265, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.391768455505371, + "val_loss": 0.9339033961296082, + "acc": 63.33, + "time": 238.78656900208443, + "param": [ + { + "p": 0.042656492441892624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10917981714010239, + "m": 1.0 + }, + { + "p": 0.06709478795528412, + "m": 0.2447349578142166 + }, + { + "p": 0.0, + "m": 0.9464256763458252 + }, + { + "p": 0.04892919585108757, + "m": 0.8857953548431396 + }, + { + "p": 0.048602521419525146, + "m": 0.4183075726032257 + }, + { + "p": 0.06829008460044861, + "m": 0.6880245804786682 + }, + { + "p": 0.11702772229909897, + "m": 0.6359632015228271 + }, + { + "p": 0.1483629196882248, + "m": 0.6964306831359863 + }, + { + "p": 0.10830692946910858, + "m": 0.6345556974411011 + }, + { + "p": 0.12847858667373657, + "m": 1.0 + }, + { + "p": 0.11307090520858765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.218936562538147, + "val_loss": 0.999532163143158, + "acc": 64.81, + "time": 239.48045436432585, + "param": [ + { + "p": 0.03520488366484642, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10821212828159332, + "m": 1.0 + }, + { + "p": 0.07115449011325836, + "m": 0.24440264701843262 + }, + { + "p": 0.0, + "m": 0.9158607721328735 + }, + { + "p": 0.04719638451933861, + "m": 0.8532111048698425 + }, + { + "p": 0.05261147394776344, + "m": 0.4401029944419861 + }, + { + "p": 0.046982865780591965, + "m": 0.648513913154602 + }, + { + "p": 0.11645015329122543, + "m": 0.6164336800575256 + }, + { + "p": 0.1622575968503952, + "m": 0.7152672410011292 + }, + { + "p": 0.11039277166128159, + "m": 0.618067741394043 + }, + { + "p": 0.12454614788293839, + "m": 1.0 + }, + { + "p": 0.12499108165502548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.0585081577301025, + "val_loss": 0.9826057553291321, + "acc": 64.11, + "time": 237.73427079524845, + "param": [ + { + "p": 0.021429218351840973, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11499505490064621, + "m": 1.0 + }, + { + "p": 0.08156467229127884, + "m": 0.24187330901622772 + }, + { + "p": 0.00018704157264437526, + "m": 0.8924305438995361 + }, + { + "p": 0.032132238149642944, + "m": 0.8507055640220642 + }, + { + "p": 0.057091258466243744, + "m": 0.4555094838142395 + }, + { + "p": 0.03146051988005638, + "m": 0.6321450471878052 + }, + { + "p": 0.11967498809099197, + "m": 0.6058212518692017 + }, + { + "p": 0.1757507622241974, + "m": 0.7084605097770691 + }, + { + "p": 0.11047093570232391, + "m": 0.5954523682594299 + }, + { + "p": 0.12669707834720612, + "m": 1.0 + }, + { + "p": 0.12854619324207306, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.133068561553955, + "val_loss": 1.0069986581802368, + "acc": 64.25, + "time": 236.42150716716424, + "param": [ + { + "p": 0.016810327768325806, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12939441204071045, + "m": 1.0 + }, + { + "p": 0.07306202501058578, + "m": 0.25127726793289185 + }, + { + "p": 0.0, + "m": 0.8869655132293701 + }, + { + "p": 0.0077889892272651196, + "m": 0.8549343347549438 + }, + { + "p": 0.07012400031089783, + "m": 0.42510730028152466 + }, + { + "p": 0.02596171945333481, + "m": 0.6298210024833679 + }, + { + "p": 0.12764805555343628, + "m": 0.6118878722190857 + }, + { + "p": 0.18636195361614227, + "m": 0.7151705026626587 + }, + { + "p": 0.11118503659963608, + "m": 0.5677425861358643 + }, + { + "p": 0.11955337226390839, + "m": 1.0 + }, + { + "p": 0.13211002945899963, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.1787188053131104, + "val_loss": 0.8789339661598206, + "acc": 65.64, + "time": 236.92581767495722, + "param": [ + { + "p": 0.01963060162961483, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14851215481758118, + "m": 1.0 + }, + { + "p": 0.051094669848680496, + "m": 0.2193906158208847 + }, + { + "p": 0.0, + "m": 0.8700916171073914 + }, + { + "p": 0.0, + "m": 0.8428475260734558 + }, + { + "p": 0.07394247502088547, + "m": 0.41674157977104187 + }, + { + "p": 0.019861066713929176, + "m": 0.6438636183738708 + }, + { + "p": 0.1356314867734909, + "m": 0.6058068871498108 + }, + { + "p": 0.19591110944747925, + "m": 0.7459350228309631 + }, + { + "p": 0.11421341449022293, + "m": 0.5561100840568542 + }, + { + "p": 0.11339108645915985, + "m": 1.0 + }, + { + "p": 0.1278119534254074, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.3132574558258057, + "val_loss": 0.8571394085884094, + "acc": 65.26, + "time": 240.26414201641455, + "param": [ + { + "p": 0.03028874285519123, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16142429411411285, + "m": 1.0 + }, + { + "p": 0.02765509858727455, + "m": 0.18162621557712555 + }, + { + "p": 0.0, + "m": 0.8905315399169922 + }, + { + "p": 0.0, + "m": 0.8389602303504944 + }, + { + "p": 0.06338123977184296, + "m": 0.3770381808280945 + }, + { + "p": 0.015072767622768879, + "m": 0.6659802794456482 + }, + { + "p": 0.131168395280838, + "m": 0.5732676982879639 + }, + { + "p": 0.20970426499843597, + "m": 0.7927564978599548 + }, + { + "p": 0.12712462246418, + "m": 0.5462616086006165 + }, + { + "p": 0.10347175598144531, + "m": 1.0 + }, + { + "p": 0.13070887327194214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.1090680360794067, + "val_loss": 0.9033939838409424, + "acc": 65.87, + "time": 240.3720720326528, + "param": [ + { + "p": 0.027011040598154068, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15574268996715546, + "m": 1.0 + }, + { + "p": 0.009467083029448986, + "m": 0.1486825942993164 + }, + { + "p": 0.006338625214993954, + "m": 0.9169962406158447 + }, + { + "p": 0.0020019826479256153, + "m": 0.8188325762748718 + }, + { + "p": 0.056263409554958344, + "m": 0.3347305655479431 + }, + { + "p": 0.013164705596864223, + "m": 0.6538983583450317 + }, + { + "p": 0.13893480598926544, + "m": 0.5514503717422485 + }, + { + "p": 0.2240496128797531, + "m": 0.8574818968772888 + }, + { + "p": 0.12489647418260574, + "m": 0.5078902840614319 + }, + { + "p": 0.10267099738121033, + "m": 1.0 + }, + { + "p": 0.13945861160755157, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.2712310552597046, + "val_loss": 0.9293545484542847, + "acc": 65.83, + "time": 329.6268372363411, + "param": [ + { + "p": 0.030078252777457237, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14865559339523315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.11983916163444519 + }, + { + "p": 0.007122811395674944, + "m": 0.9603196978569031 + }, + { + "p": 0.0, + "m": 0.7728866934776306 + }, + { + "p": 0.07213829457759857, + "m": 0.2927197813987732 + }, + { + "p": 0.013924581930041313, + "m": 0.6370849609375 + }, + { + "p": 0.14432820677757263, + "m": 0.556530773639679 + }, + { + "p": 0.22493945062160492, + "m": 0.9020663499832153 + }, + { + "p": 0.11083362996578217, + "m": 0.4941072165966034 + }, + { + "p": 0.10731115192174911, + "m": 1.0 + }, + { + "p": 0.14066798985004425, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.1640561819076538, + "val_loss": 0.9063052535057068, + "acc": 65.82, + "time": 613.7267210721038, + "param": [ + { + "p": 0.02419106476008892, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1552596241235733, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.08121322840452194 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00012536019494291395, + "m": 0.7612985372543335 + }, + { + "p": 0.07927825301885605, + "m": 0.2687292695045471 + }, + { + "p": 0.00794521626085043, + "m": 0.6434629559516907 + }, + { + "p": 0.14907169342041016, + "m": 0.5595763325691223 + }, + { + "p": 0.2278420478105545, + "m": 0.9326258897781372 + }, + { + "p": 0.09859724342823029, + "m": 0.5007560849189758 + }, + { + "p": 0.10793232172727585, + "m": 1.0 + }, + { + "p": 0.1497572362422943, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.2718547582626343, + "val_loss": 1.0786430835723877, + "acc": 64.78, + "time": 219.1292188987136, + "param": [ + { + "p": 0.021492691710591316, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1531767100095749, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0057340385392308235, + "m": 0.7633419632911682 + }, + { + "p": 0.07358924299478531, + "m": 0.23097267746925354 + }, + { + "p": 0.007917694747447968, + "m": 0.6674831509590149 + }, + { + "p": 0.15054306387901306, + "m": 0.5603862404823303 + }, + { + "p": 0.23973989486694336, + "m": 0.9374966025352478 + }, + { + "p": 0.09301722794771194, + "m": 0.5085998177528381 + }, + { + "p": 0.10591032356023788, + "m": 1.0 + }, + { + "p": 0.1488790363073349, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.20023775100708, + "val_loss": 0.8800708651542664, + "acc": 65.49, + "time": 219.92936844471842, + "param": [ + { + "p": 0.025073181837797165, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14832553267478943, + "m": 1.0 + }, + { + "p": 0.014172160066664219, + "m": 0.0 + }, + { + "p": 0.014431829564273357, + "m": 0.9931091070175171 + }, + { + "p": 0.014081627130508423, + "m": 0.7650561332702637 + }, + { + "p": 0.06863816827535629, + "m": 0.1739749312400818 + }, + { + "p": 0.0, + "m": 0.6773680448532104 + }, + { + "p": 0.14962731301784515, + "m": 0.5579982399940491 + }, + { + "p": 0.2365444004535675, + "m": 0.9324798583984375 + }, + { + "p": 0.08447757363319397, + "m": 0.49157774448394775 + }, + { + "p": 0.10044968128204346, + "m": 1.0 + }, + { + "p": 0.14417850971221924, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.2824548482894897, + "val_loss": 1.019139051437378, + "acc": 64.6, + "time": 271.71012255130336, + "param": [ + { + "p": 0.041066624224185944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14259183406829834, + "m": 1.0 + }, + { + "p": 0.031527578830718994, + "m": 0.0 + }, + { + "p": 0.03522622212767601, + "m": 0.9784878492355347 + }, + { + "p": 0.0195295549929142, + "m": 0.7620406746864319 + }, + { + "p": 0.07262860983610153, + "m": 0.1364840269088745 + }, + { + "p": 0.007450114469975233, + "m": 0.6776686906814575 + }, + { + "p": 0.14480863511562347, + "m": 0.5529958605766296 + }, + { + "p": 0.21801286935806274, + "m": 0.9245575070381165 + }, + { + "p": 0.08006502687931061, + "m": 0.47767773270606995 + }, + { + "p": 0.085444875061512, + "m": 1.0 + }, + { + "p": 0.12164799124002457, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.4103389978408813, + "val_loss": 0.9426655173301697, + "acc": 65.86, + "time": 884.6212697527371, + "param": [ + { + "p": 0.04772976413369179, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13640691339969635, + "m": 1.0 + }, + { + "p": 0.04811612144112587, + "m": 0.0 + }, + { + "p": 0.03782973811030388, + "m": 0.9560273885726929 + }, + { + "p": 0.030003253370523453, + "m": 0.7670943140983582 + }, + { + "p": 0.07311110198497772, + "m": 0.0861128717660904 + }, + { + "p": 0.021798988804221153, + "m": 0.6986362934112549 + }, + { + "p": 0.13699302077293396, + "m": 0.5598382353782654 + }, + { + "p": 0.20139600336551666, + "m": 0.9026220440864563 + }, + { + "p": 0.08168338984251022, + "m": 0.4830562472343445 + }, + { + "p": 0.0681559294462204, + "m": 1.0 + }, + { + "p": 0.116775743663311, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.2625951766967773, + "val_loss": 0.9382769465446472, + "acc": 66.91, + "time": 947.1567812631838, + "param": [ + { + "p": 0.06200690194964409, + "m": 1.0 + }, + { + "p": 0.004293040372431278, + "m": 1.0 + }, + { + "p": 0.12125413864850998, + "m": 1.0 + }, + { + "p": 0.06719749420881271, + "m": 0.0 + }, + { + "p": 0.039455149322748184, + "m": 0.9382185935974121 + }, + { + "p": 0.036662548780441284, + "m": 0.7748797535896301 + }, + { + "p": 0.0661531537771225, + "m": 0.074538454413414 + }, + { + "p": 0.03413737565279007, + "m": 0.7221538424491882 + }, + { + "p": 0.13937923312187195, + "m": 0.5866845846176147 + }, + { + "p": 0.1813686639070511, + "m": 0.8702158331871033 + }, + { + "p": 0.09362221509218216, + "m": 0.48763081431388855 + }, + { + "p": 0.0493103563785553, + "m": 0.9982494115829468 + }, + { + "p": 0.10175028443336487, + "m": 1.0 + }, + { + "p": 0.003409462282434106, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.0153862237930298, + "val_loss": 1.0375442504882812, + "acc": 66.07, + "time": 966.7694757049903, + "param": [ + { + "p": 0.06391768902540207, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1060623899102211, + "m": 1.0 + }, + { + "p": 0.08507221192121506, + "m": 0.0 + }, + { + "p": 0.03537139669060707, + "m": 0.9214644432067871 + }, + { + "p": 0.04388874024152756, + "m": 0.7750962972640991 + }, + { + "p": 0.06585875153541565, + "m": 0.06786483526229858 + }, + { + "p": 0.05481506511569023, + "m": 0.7237772345542908 + }, + { + "p": 0.1324583888053894, + "m": 0.5974388122558594 + }, + { + "p": 0.16281099617481232, + "m": 0.8593862652778625 + }, + { + "p": 0.1049744188785553, + "m": 0.505102276802063 + }, + { + "p": 0.0481683723628521, + "m": 1.0 + }, + { + "p": 0.08778788894414902, + "m": 1.0 + }, + { + "p": 0.00881372019648552, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.1730093955993652, + "val_loss": 0.9987459182739258, + "acc": 66.45, + "time": 956.1227396340109, + "param": [ + { + "p": 0.055595699697732925, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10131770372390747, + "m": 1.0 + }, + { + "p": 0.09765730053186417, + "m": 0.0 + }, + { + "p": 0.026479100808501244, + "m": 0.9097044467926025 + }, + { + "p": 0.05057805776596069, + "m": 0.8219058513641357 + }, + { + "p": 0.0706252008676529, + "m": 0.06552129983901978 + }, + { + "p": 0.06356348097324371, + "m": 0.7159360647201538 + }, + { + "p": 0.13227130472660065, + "m": 0.6057817339897156 + }, + { + "p": 0.1531425267457962, + "m": 0.8602839708328247 + }, + { + "p": 0.11047988384962082, + "m": 0.5102760791778564 + }, + { + "p": 0.04625147953629494, + "m": 1.0 + }, + { + "p": 0.08615279197692871, + "m": 1.0 + }, + { + "p": 0.005885484162718058, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.3225998878479004, + "val_loss": 0.8890367746353149, + "acc": 67.31, + "time": 959.1706178192981, + "param": [ + { + "p": 0.06605147570371628, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0930323675274849, + "m": 1.0 + }, + { + "p": 0.10607264935970306, + "m": 7.658336835447699e-05 + }, + { + "p": 0.011783167719841003, + "m": 0.9129270315170288 + }, + { + "p": 0.061732880771160126, + "m": 0.8806977272033691 + }, + { + "p": 0.07055496424436569, + "m": 0.0461936891078949 + }, + { + "p": 0.07166454941034317, + "m": 0.718673825263977 + }, + { + "p": 0.12482114136219025, + "m": 0.6143773794174194 + }, + { + "p": 0.15198133885860443, + "m": 0.8650174140930176 + }, + { + "p": 0.10060326755046844, + "m": 0.5033751130104065 + }, + { + "p": 0.05940137058496475, + "m": 1.0 + }, + { + "p": 0.08230078220367432, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.1098014116287231, + "val_loss": 1.0376687049865723, + "acc": 67.01, + "time": 960.9599914122373, + "param": [ + { + "p": 0.0803801491856575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08461115509271622, + "m": 1.0 + }, + { + "p": 0.1051720455288887, + "m": 0.0 + }, + { + "p": 0.010725882835686207, + "m": 0.9166824817657471 + }, + { + "p": 0.06039023399353027, + "m": 0.896685004234314 + }, + { + "p": 0.05995011702179909, + "m": 0.0 + }, + { + "p": 0.07715143263339996, + "m": 0.7138885855674744 + }, + { + "p": 0.11443815380334854, + "m": 0.6108927130699158 + }, + { + "p": 0.14197470247745514, + "m": 0.8623846769332886 + }, + { + "p": 0.09063325077295303, + "m": 0.48678985238075256 + }, + { + "p": 0.08076117187738419, + "m": 1.0 + }, + { + "p": 0.08655446022748947, + "m": 1.0 + }, + { + "p": 0.007257241755723953, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.3105013370513916, + "val_loss": 0.7911785840988159, + "acc": 67.39, + "time": 962.724363273941, + "param": [ + { + "p": 0.08503731340169907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07132860273122787, + "m": 1.0 + }, + { + "p": 0.1034044697880745, + "m": 0.0021352344192564487 + }, + { + "p": 0.008370603434741497, + "m": 0.895573616027832 + }, + { + "p": 0.05126681551337242, + "m": 0.8821209669113159 + }, + { + "p": 0.061853159219026566, + "m": 0.0 + }, + { + "p": 0.07675139605998993, + "m": 0.7225030660629272 + }, + { + "p": 0.11730090528726578, + "m": 0.6181487441062927 + }, + { + "p": 0.14548149704933167, + "m": 0.8592095971107483 + }, + { + "p": 0.08413392305374146, + "m": 0.46948808431625366 + }, + { + "p": 0.08704110234975815, + "m": 1.0 + }, + { + "p": 0.08722597360610962, + "m": 1.0 + }, + { + "p": 0.02080419659614563, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.1100776195526123, + "val_loss": 0.899146318435669, + "acc": 66.44, + "time": 855.4124246747233, + "param": [ + { + "p": 0.08455947041511536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06711242347955704, + "m": 1.0 + }, + { + "p": 0.11643878370523453, + "m": 0.010082505643367767 + }, + { + "p": 0.0, + "m": 0.9051259756088257 + }, + { + "p": 0.04516008123755455, + "m": 0.8720903992652893 + }, + { + "p": 0.05413816496729851, + "m": 0.0 + }, + { + "p": 0.0798472911119461, + "m": 0.7197258472442627 + }, + { + "p": 0.1280275285243988, + "m": 0.6112936735153198 + }, + { + "p": 0.1521512269973755, + "m": 0.8622294664382935 + }, + { + "p": 0.07116903364658356, + "m": 0.4457555115222931 + }, + { + "p": 0.09489370137453079, + "m": 1.0 + }, + { + "p": 0.07748439908027649, + "m": 1.0 + }, + { + "p": 0.029017798602581024, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.0057063102722168, + "val_loss": 0.9458890557289124, + "acc": 67.14, + "time": 960.2752929008566, + "param": [ + { + "p": 0.08169965445995331, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05208583548665047, + "m": 1.0 + }, + { + "p": 0.14830270409584045, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9008111953735352 + }, + { + "p": 0.030895091593265533, + "m": 0.9046918749809265 + }, + { + "p": 0.04796718806028366, + "m": 0.0 + }, + { + "p": 0.07583798468112946, + "m": 0.6895533800125122 + }, + { + "p": 0.14332370460033417, + "m": 0.5879679322242737 + }, + { + "p": 0.1619718372821808, + "m": 0.887826681137085 + }, + { + "p": 0.06151857599616051, + "m": 0.42903563380241394 + }, + { + "p": 0.09434789419174194, + "m": 1.0 + }, + { + "p": 0.08189260214567184, + "m": 1.0 + }, + { + "p": 0.020156919956207275, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.1852926015853882, + "val_loss": 0.9255422353744507, + "acc": 67.72, + "time": 966.2309809918515, + "param": [ + { + "p": 0.0913466215133667, + "m": 1.0 + }, + { + "p": 0.0002019085513893515, + "m": 1.0 + }, + { + "p": 0.05434831976890564, + "m": 1.0 + }, + { + "p": 0.15068556368350983, + "m": 0.0 + }, + { + "p": 0.009312614798545837, + "m": 0.9131444096565247 + }, + { + "p": 0.021404169499874115, + "m": 0.9140837788581848 + }, + { + "p": 0.06378424167633057, + "m": 0.028746245428919792 + }, + { + "p": 0.08291918784379959, + "m": 0.7108198404312134 + }, + { + "p": 0.13244366645812988, + "m": 0.5819874405860901 + }, + { + "p": 0.16191042959690094, + "m": 0.8741844296455383 + }, + { + "p": 0.041645120829343796, + "m": 0.42492756247520447 + }, + { + "p": 0.09208685904741287, + "m": 1.0 + }, + { + "p": 0.09047700464725494, + "m": 1.0 + }, + { + "p": 0.007434273138642311, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.1827083826065063, + "val_loss": 0.903270423412323, + "acc": 66.76, + "time": 964.4672443661839, + "param": [ + { + "p": 0.09420742094516754, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0625060647726059, + "m": 1.0 + }, + { + "p": 0.1440802961587906, + "m": 0.0 + }, + { + "p": 0.03587232157588005, + "m": 0.9636496305465698 + }, + { + "p": 0.007891654968261719, + "m": 0.8762590289115906 + }, + { + "p": 0.07018458843231201, + "m": 0.0 + }, + { + "p": 0.08401405811309814, + "m": 0.7169210910797119 + }, + { + "p": 0.11828315258026123, + "m": 0.5916486978530884 + }, + { + "p": 0.15325763821601868, + "m": 0.8679128289222717 + }, + { + "p": 0.03856724128127098, + "m": 0.42909303307533264 + }, + { + "p": 0.10181312263011932, + "m": 0.9978508949279785 + }, + { + "p": 0.08932232856750488, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.087538480758667, + "val_loss": 0.8787006735801697, + "acc": 67.43, + "time": 952.3097566631623, + "param": [ + { + "p": 0.09804017841815948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05775200203061104, + "m": 1.0 + }, + { + "p": 0.14251133799552917, + "m": 0.000679500459227711 + }, + { + "p": 0.0442514531314373, + "m": 0.9772573113441467 + }, + { + "p": 0.0, + "m": 0.8362851738929749 + }, + { + "p": 0.07337432354688644, + "m": 0.0 + }, + { + "p": 0.07813043147325516, + "m": 0.6682354211807251 + }, + { + "p": 0.11653600633144379, + "m": 0.6195173263549805 + }, + { + "p": 0.15147367119789124, + "m": 0.8737694621086121 + }, + { + "p": 0.029191695153713226, + "m": 0.4369346797466278 + }, + { + "p": 0.11584538221359253, + "m": 0.999858558177948 + }, + { + "p": 0.09289352595806122, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.0543373823165894, + "val_loss": 0.9204202890396118, + "acc": 67.52, + "time": 948.751384833362, + "param": [ + { + "p": 0.10241962224245071, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04686862230300903, + "m": 1.0 + }, + { + "p": 0.15160827338695526, + "m": 0.0 + }, + { + "p": 0.039405349642038345, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8365322947502136 + }, + { + "p": 0.0782574713230133, + "m": 0.016688942909240723 + }, + { + "p": 0.06441736221313477, + "m": 0.6007729172706604 + }, + { + "p": 0.12819576263427734, + "m": 0.6280355453491211 + }, + { + "p": 0.1627892255783081, + "m": 0.8946909308433533 + }, + { + "p": 0.005105786491185427, + "m": 0.4347265064716339 + }, + { + "p": 0.13210368156433105, + "m": 1.0 + }, + { + "p": 0.08867421746253967, + "m": 1.0 + }, + { + "p": 0.00015454903768841177, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.1389492750167847, + "val_loss": 0.7796335816383362, + "acc": 68.07, + "time": 965.329538686201, + "param": [ + { + "p": 0.10295610874891281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03331023454666138, + "m": 1.0 + }, + { + "p": 0.14781276881694794, + "m": 0.0 + }, + { + "p": 0.036714550107717514, + "m": 0.9933546781539917 + }, + { + "p": 0.00012019614223390818, + "m": 0.8285757899284363 + }, + { + "p": 0.07242053002119064, + "m": 0.0 + }, + { + "p": 0.059871867299079895, + "m": 0.5704573392868042 + }, + { + "p": 0.13502468168735504, + "m": 0.6427578926086426 + }, + { + "p": 0.1618717908859253, + "m": 0.8965822458267212 + }, + { + "p": 0.014588513411581516, + "m": 0.43557801842689514 + }, + { + "p": 0.13178160786628723, + "m": 1.0 + }, + { + "p": 0.09217093139886856, + "m": 1.0 + }, + { + "p": 0.011356277391314507, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 0.9866231083869934, + "val_loss": 0.9085893630981445, + "acc": 68.79, + "time": 968.01456995029, + "param": [ + { + "p": 0.10447156429290771, + "m": 1.0 + }, + { + "p": 0.0010767420753836632, + "m": 1.0 + }, + { + "p": 0.03442557528614998, + "m": 1.0 + }, + { + "p": 0.14893074333667755, + "m": 0.033800411969423294 + }, + { + "p": 0.036727942526340485, + "m": 0.9769430756568909 + }, + { + "p": 0.004956407938152552, + "m": 0.8225185871124268 + }, + { + "p": 0.05582581087946892, + "m": 0.0 + }, + { + "p": 0.04772838577628136, + "m": 0.5825766921043396 + }, + { + "p": 0.13467948138713837, + "m": 0.6543101072311401 + }, + { + "p": 0.15162914991378784, + "m": 0.9014047384262085 + }, + { + "p": 0.031154204159975052, + "m": 0.4370982050895691 + }, + { + "p": 0.1255846917629242, + "m": 1.0 + }, + { + "p": 0.08940067142248154, + "m": 1.0 + }, + { + "p": 0.033408574759960175, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.0196406841278076, + "val_loss": 0.8919939994812012, + "acc": 68.65, + "time": 866.5027916822582, + "param": [ + { + "p": 0.10953355580568314, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04962737113237381, + "m": 1.0 + }, + { + "p": 0.14732785522937775, + "m": 0.021227236837148666 + }, + { + "p": 0.04263732209801674, + "m": 0.9592072367668152 + }, + { + "p": 0.008501194417476654, + "m": 0.8374229073524475 + }, + { + "p": 0.04631144925951958, + "m": 0.0 + }, + { + "p": 0.04390681907534599, + "m": 0.5615965723991394 + }, + { + "p": 0.12613773345947266, + "m": 0.6470766067504883 + }, + { + "p": 0.13875740766525269, + "m": 0.9000257849693298 + }, + { + "p": 0.03440024331212044, + "m": 0.4368038475513458 + }, + { + "p": 0.12183447927236557, + "m": 0.9998438358306885 + }, + { + "p": 0.07891473174095154, + "m": 1.0 + }, + { + "p": 0.0521097294986248, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.1289043426513672, + "val_loss": 0.9987931847572327, + "acc": 68.53, + "time": 275.37178106978536, + "param": [ + { + "p": 0.10664231330156326, + "m": 1.0 + }, + { + "p": 0.002045890549197793, + "m": 1.0 + }, + { + "p": 0.04926170036196709, + "m": 1.0 + }, + { + "p": 0.1397833377122879, + "m": 0.0 + }, + { + "p": 0.046360280364751816, + "m": 0.9571343064308167 + }, + { + "p": 0.023740878328680992, + "m": 0.8577765822410583 + }, + { + "p": 0.053761497139930725, + "m": 0.0 + }, + { + "p": 0.05357455089688301, + "m": 0.5273129343986511 + }, + { + "p": 0.11830832809209824, + "m": 0.6428003311157227 + }, + { + "p": 0.13031482696533203, + "m": 0.897497296333313 + }, + { + "p": 0.04427342489361763, + "m": 0.45648014545440674 + }, + { + "p": 0.0987289696931839, + "m": 1.0 + }, + { + "p": 0.0756504088640213, + "m": 1.0 + }, + { + "p": 0.05755360424518585, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 0.9844450354576111, + "val_loss": 0.8028760552406311, + "acc": 68.61, + "time": 223.20861503202468, + "param": [ + { + "p": 0.10368268936872482, + "m": 1.0 + }, + { + "p": 0.0009691756567917764, + "m": 1.0 + }, + { + "p": 0.04207729920744896, + "m": 1.0 + }, + { + "p": 0.12988770008087158, + "m": 0.0 + }, + { + "p": 0.05531932786107063, + "m": 0.9345108866691589 + }, + { + "p": 0.031031206250190735, + "m": 0.8618727326393127 + }, + { + "p": 0.06077536195516586, + "m": 0.00029273953987285495 + }, + { + "p": 0.0628441721200943, + "m": 0.5053698420524597 + }, + { + "p": 0.1138167679309845, + "m": 0.6488956212997437 + }, + { + "p": 0.11744409799575806, + "m": 0.9074398279190063 + }, + { + "p": 0.05710035189986229, + "m": 0.4679403603076935 + }, + { + "p": 0.07813107967376709, + "m": 1.0 + }, + { + "p": 0.08660991489887238, + "m": 1.0 + }, + { + "p": 0.06031084805727005, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.22904372215271, + "val_loss": 0.8970128297805786, + "acc": 67.93, + "time": 221.4231059369631, + "param": [ + { + "p": 0.10523977875709534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.029368175193667412, + "m": 1.0 + }, + { + "p": 0.129814013838768, + "m": 0.0 + }, + { + "p": 0.06495364010334015, + "m": 0.9354630708694458 + }, + { + "p": 0.03090040385723114, + "m": 0.8503847718238831 + }, + { + "p": 0.05234355106949806, + "m": 0.0 + }, + { + "p": 0.0631050318479538, + "m": 0.46141424775123596 + }, + { + "p": 0.1187044084072113, + "m": 0.6600286960601807 + }, + { + "p": 0.11285914480686188, + "m": 0.9078020453453064 + }, + { + "p": 0.058038294315338135, + "m": 0.45980313420295715 + }, + { + "p": 0.0689544826745987, + "m": 1.0 + }, + { + "p": 0.10164724290370941, + "m": 1.0 + }, + { + "p": 0.06407182663679123, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.1171320676803589, + "val_loss": 0.828730046749115, + "acc": 67.64, + "time": 220.8801872539334, + "param": [ + { + "p": 0.10487209260463715, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03959883004426956, + "m": 1.0 + }, + { + "p": 0.12070316821336746, + "m": 0.0 + }, + { + "p": 0.06693200021982193, + "m": 0.9232682585716248 + }, + { + "p": 0.03868965432047844, + "m": 0.8323631882667542 + }, + { + "p": 0.053046319633722305, + "m": 0.0 + }, + { + "p": 0.06383172422647476, + "m": 0.44784045219421387 + }, + { + "p": 0.11208663135766983, + "m": 0.6612463593482971 + }, + { + "p": 0.10203496366739273, + "m": 0.9110778570175171 + }, + { + "p": 0.06579048186540604, + "m": 0.46224215626716614 + }, + { + "p": 0.07037576287984848, + "m": 1.0 + }, + { + "p": 0.10534314066171646, + "m": 1.0 + }, + { + "p": 0.05669523403048515, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.1469001770019531, + "val_loss": 0.8656789660453796, + "acc": 69.79, + "time": 222.77205012878403, + "param": [ + { + "p": 0.11082184314727783, + "m": 1.0 + }, + { + "p": 0.0005684283096343279, + "m": 1.0 + }, + { + "p": 0.051078129559755325, + "m": 1.0 + }, + { + "p": 0.10307725518941879, + "m": 0.0 + }, + { + "p": 0.07083147019147873, + "m": 0.9228823184967041 + }, + { + "p": 0.04628381505608559, + "m": 0.8415060639381409 + }, + { + "p": 0.05174942687153816, + "m": 0.00014038106019143015 + }, + { + "p": 0.06384456157684326, + "m": 0.43766120076179504 + }, + { + "p": 0.11026763916015625, + "m": 0.6642480492591858 + }, + { + "p": 0.09313658624887466, + "m": 0.9130898714065552 + }, + { + "p": 0.06714674085378647, + "m": 0.4530455768108368 + }, + { + "p": 0.07449910789728165, + "m": 1.0 + }, + { + "p": 0.10867490619421005, + "m": 1.0 + }, + { + "p": 0.048020124435424805, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.1739280223846436, + "val_loss": 0.910672128200531, + "acc": 68.06, + "time": 223.61810303013772, + "param": [ + { + "p": 0.10718294978141785, + "m": 1.0 + }, + { + "p": 0.012608041986823082, + "m": 1.0 + }, + { + "p": 0.06397927552461624, + "m": 1.0 + }, + { + "p": 0.08432647585868835, + "m": 0.0 + }, + { + "p": 0.07890956848859787, + "m": 0.894913375377655 + }, + { + "p": 0.043833326548337936, + "m": 0.8422598242759705 + }, + { + "p": 0.06057789549231529, + "m": 0.0013300838181748986 + }, + { + "p": 0.05538998916745186, + "m": 0.44233405590057373 + }, + { + "p": 0.10745329409837723, + "m": 0.6650421023368835 + }, + { + "p": 0.08882775157690048, + "m": 0.9321092963218689 + }, + { + "p": 0.07040582597255707, + "m": 0.44900915026664734 + }, + { + "p": 0.07930470257997513, + "m": 1.0 + }, + { + "p": 0.09658259153366089, + "m": 1.0 + }, + { + "p": 0.05061832442879677, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.2599045038223267, + "val_loss": 1.0425339937210083, + "acc": 67.82, + "time": 222.06483753304929, + "param": [ + { + "p": 0.11038177460432053, + "m": 1.0 + }, + { + "p": 0.01988508366048336, + "m": 1.0 + }, + { + "p": 0.06649021059274673, + "m": 1.0 + }, + { + "p": 0.07032275944948196, + "m": 0.0 + }, + { + "p": 0.079823337495327, + "m": 0.9150230884552002 + }, + { + "p": 0.04335720092058182, + "m": 0.8300189971923828 + }, + { + "p": 0.073344886302948, + "m": 0.0 + }, + { + "p": 0.04747959226369858, + "m": 0.4670763909816742 + }, + { + "p": 0.10194983333349228, + "m": 0.6812162399291992 + }, + { + "p": 0.08136757463216782, + "m": 0.9427286982536316 + }, + { + "p": 0.07536475360393524, + "m": 0.4628802239894867 + }, + { + "p": 0.08460956811904907, + "m": 1.0 + }, + { + "p": 0.09247295558452606, + "m": 1.0 + }, + { + "p": 0.0531504824757576, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.129050374031067, + "val_loss": 0.8360627293586731, + "acc": 68.36, + "time": 221.55221750820056, + "param": [ + { + "p": 0.13076439499855042, + "m": 1.0 + }, + { + "p": 0.020754368975758553, + "m": 1.0 + }, + { + "p": 0.058824170380830765, + "m": 1.0 + }, + { + "p": 0.0649082288146019, + "m": 0.0086628133431077 + }, + { + "p": 0.08122370392084122, + "m": 0.9183346033096313 + }, + { + "p": 0.041599418967962265, + "m": 0.7834504842758179 + }, + { + "p": 0.07559255510568619, + "m": 0.000151832660776563 + }, + { + "p": 0.03394730016589165, + "m": 0.4987826943397522 + }, + { + "p": 0.1066269725561142, + "m": 0.6602707505226135 + }, + { + "p": 0.07581745833158493, + "m": 0.954915463924408 + }, + { + "p": 0.07127679139375687, + "m": 0.4562000334262848 + }, + { + "p": 0.09521469473838806, + "m": 1.0 + }, + { + "p": 0.09243116527795792, + "m": 1.0 + }, + { + "p": 0.051018767058849335, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.0567981004714966, + "val_loss": 0.9478381276130676, + "acc": 68.85, + "time": 223.74132703524083, + "param": [ + { + "p": 0.13306884467601776, + "m": 1.0 + }, + { + "p": 0.024232782423496246, + "m": 1.0 + }, + { + "p": 0.05536758527159691, + "m": 1.0 + }, + { + "p": 0.05423182249069214, + "m": 0.01223149336874485 + }, + { + "p": 0.08936101943254471, + "m": 0.9315648078918457 + }, + { + "p": 0.05136452242732048, + "m": 0.761604368686676 + }, + { + "p": 0.07046473026275635, + "m": 0.03202052041888237 + }, + { + "p": 0.04715779051184654, + "m": 0.47654882073402405 + }, + { + "p": 0.0942792147397995, + "m": 0.6465373635292053 + }, + { + "p": 0.08616214245557785, + "m": 0.9654021859169006 + }, + { + "p": 0.06923490017652512, + "m": 0.45128047466278076 + }, + { + "p": 0.08962438255548477, + "m": 1.0 + }, + { + "p": 0.07997304201126099, + "m": 1.0 + }, + { + "p": 0.055477216839790344, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.0343812704086304, + "val_loss": 0.8842889666557312, + "acc": 69.18, + "time": 223.07969339517877, + "param": [ + { + "p": 0.1547379493713379, + "m": 1.0 + }, + { + "p": 0.009349251165986061, + "m": 1.0 + }, + { + "p": 0.05576012656092644, + "m": 1.0 + }, + { + "p": 0.047103799879550934, + "m": 0.0 + }, + { + "p": 0.0959094688296318, + "m": 0.958017110824585 + }, + { + "p": 0.07086728513240814, + "m": 0.7397796511650085 + }, + { + "p": 0.07251888513565063, + "m": 0.015937194228172302 + }, + { + "p": 0.0730561763048172, + "m": 0.45703572034835815 + }, + { + "p": 0.08315934985876083, + "m": 0.64085853099823 + }, + { + "p": 0.09099257737398148, + "m": 0.973997950553894 + }, + { + "p": 0.05620124563574791, + "m": 0.43601980805397034 + }, + { + "p": 0.07341478765010834, + "m": 1.0 + }, + { + "p": 0.06364278495311737, + "m": 1.0 + }, + { + "p": 0.05328627675771713, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 0.9669836759567261, + "val_loss": 0.8360414505004883, + "acc": 69.13, + "time": 223.92514418810606, + "param": [ + { + "p": 0.19059263169765472, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05225434526801109, + "m": 1.0 + }, + { + "p": 0.033549174666404724, + "m": 0.0 + }, + { + "p": 0.10570687800645828, + "m": 0.9519959688186646 + }, + { + "p": 0.08996719866991043, + "m": 0.7438864707946777 + }, + { + "p": 0.07337144762277603, + "m": 0.026102056726813316 + }, + { + "p": 0.08663461357355118, + "m": 0.42504605650901794 + }, + { + "p": 0.07252640277147293, + "m": 0.6374232172966003 + }, + { + "p": 0.09367118030786514, + "m": 0.9842694401741028 + }, + { + "p": 0.04290798678994179, + "m": 0.41068196296691895 + }, + { + "p": 0.049672771245241165, + "m": 1.0 + }, + { + "p": 0.05334886536002159, + "m": 1.0 + }, + { + "p": 0.05579647794365883, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.1878095865249634, + "val_loss": 0.8266604542732239, + "acc": 69.05, + "time": 222.37832094728947, + "param": [ + { + "p": 0.2018117606639862, + "m": 1.0 + }, + { + "p": 0.0010215630754828453, + "m": 1.0 + }, + { + "p": 0.06136637181043625, + "m": 1.0 + }, + { + "p": 0.039506763219833374, + "m": 0.0 + }, + { + "p": 0.09384515136480331, + "m": 0.9139381051063538 + }, + { + "p": 0.11370878666639328, + "m": 0.767180860042572 + }, + { + "p": 0.07253144681453705, + "m": 0.007017262279987335 + }, + { + "p": 0.07770752161741257, + "m": 0.4042620360851288 + }, + { + "p": 0.0610036700963974, + "m": 0.6258695721626282 + }, + { + "p": 0.10143764317035675, + "m": 0.9948281049728394 + }, + { + "p": 0.03385108709335327, + "m": 0.389886736869812 + }, + { + "p": 0.03750539943575859, + "m": 1.0 + }, + { + "p": 0.05049366503953934, + "m": 1.0 + }, + { + "p": 0.05420926585793495, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.0582395792007446, + "val_loss": 0.8360394835472107, + "acc": 69.2, + "time": 227.59030129713938, + "param": [ + { + "p": 0.2052243947982788, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06107710674405098, + "m": 1.0 + }, + { + "p": 0.0505506806075573, + "m": 0.0026384214870631695 + }, + { + "p": 0.07378970831632614, + "m": 0.9043246507644653 + }, + { + "p": 0.11492541432380676, + "m": 0.7478716373443604 + }, + { + "p": 0.07837244123220444, + "m": 0.0 + }, + { + "p": 0.07788662612438202, + "m": 0.3946220576763153 + }, + { + "p": 0.05574912205338478, + "m": 0.6162152886390686 + }, + { + "p": 0.12067827582359314, + "m": 1.0 + }, + { + "p": 0.027381734922528267, + "m": 0.3937433958053589 + }, + { + "p": 0.030631715431809425, + "m": 0.9955947399139404 + }, + { + "p": 0.05881680175662041, + "m": 1.0 + }, + { + "p": 0.04491599276661873, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.1672643423080444, + "val_loss": 0.834096372127533, + "acc": 69.91, + "time": 224.0304056252353, + "param": [ + { + "p": 0.20408819615840912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07083902508020401, + "m": 1.0 + }, + { + "p": 0.053268421441316605, + "m": 0.0 + }, + { + "p": 0.0532979853451252, + "m": 0.9033131003379822 + }, + { + "p": 0.10161499679088593, + "m": 0.7064663171768188 + }, + { + "p": 0.08420633524656296, + "m": 0.0021005228627473116 + }, + { + "p": 0.06925150752067566, + "m": 0.421442449092865 + }, + { + "p": 0.07091829180717468, + "m": 0.6328417062759399 + }, + { + "p": 0.11954329162836075, + "m": 0.9969619512557983 + }, + { + "p": 0.051103029400110245, + "m": 0.42091649770736694 + }, + { + "p": 0.021527504548430443, + "m": 1.0 + }, + { + "p": 0.07140638679265976, + "m": 1.0 + }, + { + "p": 0.028935059905052185, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.9597055315971375, + "val_loss": 0.7575255632400513, + "acc": 69.32, + "time": 224.21457472117618, + "param": [ + { + "p": 0.23469382524490356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07579647749662399, + "m": 1.0 + }, + { + "p": 0.05125715583562851, + "m": 0.0 + }, + { + "p": 0.031781382858753204, + "m": 0.8739014267921448 + }, + { + "p": 0.09413940459489822, + "m": 0.6428738236427307 + }, + { + "p": 0.08548663556575775, + "m": 0.012623491697013378 + }, + { + "p": 0.06005382165312767, + "m": 0.40998539328575134 + }, + { + "p": 0.07751739025115967, + "m": 0.6285726428031921 + }, + { + "p": 0.12035610526800156, + "m": 0.9806671142578125 + }, + { + "p": 0.07316296547651291, + "m": 0.42291370034217834 + }, + { + "p": 0.0100868446752429, + "m": 1.0 + }, + { + "p": 0.07552237808704376, + "m": 1.0 + }, + { + "p": 0.01014559157192707, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.9798458814620972, + "val_loss": 0.7999323010444641, + "acc": 68.37, + "time": 223.83538911491632, + "param": [ + { + "p": 0.2647832930088043, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06476107984781265, + "m": 1.0 + }, + { + "p": 0.051367584615945816, + "m": 0.0 + }, + { + "p": 0.0022776545956730843, + "m": 0.8050536513328552 + }, + { + "p": 0.07971705496311188, + "m": 0.563226580619812 + }, + { + "p": 0.087508425116539, + "m": 0.02784990519285202 + }, + { + "p": 0.05855376645922661, + "m": 0.4232932925224304 + }, + { + "p": 0.1016945019364357, + "m": 0.6397683620452881 + }, + { + "p": 0.11670965701341629, + "m": 0.9687365293502808 + }, + { + "p": 0.08149633556604385, + "m": 0.4007095992565155 + }, + { + "p": 0.0052455333061516285, + "m": 0.9992784261703491 + }, + { + "p": 0.08151035755872726, + "m": 1.0 + }, + { + "p": 0.0043748109601438046, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.888586699962616, + "val_loss": 0.8307658433914185, + "acc": 69.67, + "time": 221.73268914688379, + "param": [ + { + "p": 0.2871580421924591, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05392146483063698, + "m": 1.0 + }, + { + "p": 0.05682966113090515, + "m": 0.005649284925311804 + }, + { + "p": 0.0, + "m": 0.7464559674263 + }, + { + "p": 0.06422477960586548, + "m": 0.4889850616455078 + }, + { + "p": 0.06892208009958267, + "m": 0.01080196164548397 + }, + { + "p": 0.05707520991563797, + "m": 0.45678842067718506 + }, + { + "p": 0.11055061966180801, + "m": 0.649370551109314 + }, + { + "p": 0.10879667848348618, + "m": 0.9434826970100403 + }, + { + "p": 0.1082126721739769, + "m": 0.3979112505912781 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07844949513673782, + "m": 1.0 + }, + { + "p": 0.0058592562563717365, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 0.6035754084587097, + "val_loss": 0.8264614939689636, + "acc": 69.46, + "time": 223.39204852795228, + "param": [ + { + "p": 0.30434831976890564, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03354501351714134, + "m": 1.0 + }, + { + "p": 0.06835328042507172, + "m": 0.0 + }, + { + "p": 0.0009094365523196757, + "m": 0.7010972499847412 + }, + { + "p": 0.0511384941637516, + "m": 0.40455910563468933 + }, + { + "p": 0.05800960958003998, + "m": 0.0 + }, + { + "p": 0.052002713084220886, + "m": 0.4354821443557739 + }, + { + "p": 0.1222090944647789, + "m": 0.6473701000213623 + }, + { + "p": 0.09581989049911499, + "m": 0.9221845865249634 + }, + { + "p": 0.1268731653690338, + "m": 0.388778418302536 + }, + { + "p": 0.0011619742726907134, + "m": 0.9996514320373535 + }, + { + "p": 0.07877784967422485, + "m": 1.0 + }, + { + "p": 0.0068511380814015865, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.8275040984153748, + "val_loss": 0.8458934426307678, + "acc": 70.01, + "time": 220.8434506189078, + "param": [ + { + "p": 0.2745651304721832, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.047615598887205124, + "m": 1.0 + }, + { + "p": 0.0737079381942749, + "m": 0.0 + }, + { + "p": 0.013033771887421608, + "m": 0.637640118598938 + }, + { + "p": 0.05655013024806976, + "m": 0.34684866666793823 + }, + { + "p": 0.06108539178967476, + "m": 0.0 + }, + { + "p": 0.02673177421092987, + "m": 0.3778429329395294 + }, + { + "p": 0.1206616461277008, + "m": 0.660800576210022 + }, + { + "p": 0.08605379611253738, + "m": 0.9231662154197693 + }, + { + "p": 0.1319606900215149, + "m": 0.368164598941803 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07834306359291077, + "m": 1.0 + }, + { + "p": 0.02969115786254406, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 0.9146078824996948, + "val_loss": 0.9085797071456909, + "acc": 70.15, + "time": 219.12209232524037, + "param": [ + { + "p": 0.2676522135734558, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06259004026651382, + "m": 1.0 + }, + { + "p": 0.07560496032238007, + "m": 0.0 + }, + { + "p": 0.008098794147372246, + "m": 0.5731525421142578 + }, + { + "p": 0.057169269770383835, + "m": 0.3119407296180725 + }, + { + "p": 0.060298532247543335, + "m": 0.010265796445310116 + }, + { + "p": 0.008524886332452297, + "m": 0.3708834946155548 + }, + { + "p": 0.1165778785943985, + "m": 0.6428626179695129 + }, + { + "p": 0.07397490739822388, + "m": 0.9326130747795105 + }, + { + "p": 0.14100100100040436, + "m": 0.3514651954174042 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08691810071468353, + "m": 1.0 + }, + { + "p": 0.04158947616815567, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 0.908101499080658, + "val_loss": 0.7302619814872742, + "acc": 69.55, + "time": 224.98509255610406, + "param": [ + { + "p": 0.24934864044189453, + "m": 1.0 + }, + { + "p": 0.0007005739025771618, + "m": 1.0 + }, + { + "p": 0.06364113092422485, + "m": 1.0 + }, + { + "p": 0.06603329628705978, + "m": 0.0 + }, + { + "p": 0.01720055751502514, + "m": 0.5335162878036499 + }, + { + "p": 0.05675952881574631, + "m": 0.2691236734390259 + }, + { + "p": 0.06801453977823257, + "m": 0.045617781579494476 + }, + { + "p": 0.008359991945326328, + "m": 0.39213570952415466 + }, + { + "p": 0.123017318546772, + "m": 0.6396282315254211 + }, + { + "p": 0.0558980256319046, + "m": 0.930195152759552 + }, + { + "p": 0.14007584750652313, + "m": 0.3481915593147278 + }, + { + "p": 0.00802550744265318, + "m": 1.0 + }, + { + "p": 0.08770696818828583, + "m": 1.0 + }, + { + "p": 0.05521812662482262, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.6863047480583191, + "val_loss": 0.830637514591217, + "acc": 69.57, + "time": 222.02295200899243, + "param": [ + { + "p": 0.2595750093460083, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05327337235212326, + "m": 1.0 + }, + { + "p": 0.07261266559362411, + "m": 0.0 + }, + { + "p": 0.04222096502780914, + "m": 0.5149989128112793 + }, + { + "p": 0.03584052622318268, + "m": 0.2692126929759979 + }, + { + "p": 0.07416586577892303, + "m": 0.026483841240406036 + }, + { + "p": 0.012962290085852146, + "m": 0.3960367441177368 + }, + { + "p": 0.13727541267871857, + "m": 0.6247999668121338 + }, + { + "p": 0.028493352234363556, + "m": 0.9177406430244446 + }, + { + "p": 0.13623090088367462, + "m": 0.2971324622631073 + }, + { + "p": 0.015430265106260777, + "m": 1.0 + }, + { + "p": 0.08968589454889297, + "m": 1.0 + }, + { + "p": 0.04223348945379257, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.9395979046821594, + "val_loss": 0.9672657251358032, + "acc": 69.75, + "time": 231.07793289329857, + "param": [ + { + "p": 0.2589154839515686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04147384688258171, + "m": 1.0 + }, + { + "p": 0.07279178500175476, + "m": 0.0011417621280997992 + }, + { + "p": 0.060921527445316315, + "m": 0.5091222524642944 + }, + { + "p": 0.030349578708410263, + "m": 0.24828915297985077 + }, + { + "p": 0.06494248658418655, + "m": 0.0 + }, + { + "p": 0.020584823563694954, + "m": 0.40761885046958923 + }, + { + "p": 0.14511947333812714, + "m": 0.6352499127388 + }, + { + "p": 0.01789942756295204, + "m": 0.9032462239265442 + }, + { + "p": 0.13211561739444733, + "m": 0.275492399930954 + }, + { + "p": 0.025386331602931023, + "m": 0.9991159439086914 + }, + { + "p": 0.0925019159913063, + "m": 1.0 + }, + { + "p": 0.03699767217040062, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.7422338724136353, + "val_loss": 0.9197709560394287, + "acc": 69.68, + "time": 227.80012559937313, + "param": [ + { + "p": 0.2877974808216095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025129012763500214, + "m": 1.0 + }, + { + "p": 0.06798858195543289, + "m": 0.0 + }, + { + "p": 0.07181472331285477, + "m": 0.45887964963912964 + }, + { + "p": 0.029917100444436073, + "m": 0.2058245837688446 + }, + { + "p": 0.04936368018388748, + "m": 0.0 + }, + { + "p": 0.01943308860063553, + "m": 0.41403546929359436 + }, + { + "p": 0.15886755287647247, + "m": 0.6211157441139221 + }, + { + "p": 0.013948538340628147, + "m": 0.8931689858436584 + }, + { + "p": 0.13410592079162598, + "m": 0.23837463557720184 + }, + { + "p": 0.022916220128536224, + "m": 1.0 + }, + { + "p": 0.08434232324361801, + "m": 1.0 + }, + { + "p": 0.0343758650124073, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 0.7932235598564148, + "val_loss": 0.8862234950065613, + "acc": 70.57, + "time": 224.11794156907126, + "param": [ + { + "p": 0.2640143632888794, + "m": 1.0 + }, + { + "p": 0.007499226834625006, + "m": 1.0 + }, + { + "p": 0.04496913030743599, + "m": 1.0 + }, + { + "p": 0.07602870464324951, + "m": 0.0 + }, + { + "p": 0.07712069898843765, + "m": 0.4046808183193207 + }, + { + "p": 0.03938697651028633, + "m": 0.15437382459640503 + }, + { + "p": 0.03405445069074631, + "m": 0.0 + }, + { + "p": 0.020864194259047508, + "m": 0.43771740794181824 + }, + { + "p": 0.15372131764888763, + "m": 0.5966314077377319 + }, + { + "p": 0.012025782838463783, + "m": 0.8902913928031921 + }, + { + "p": 0.12205955386161804, + "m": 0.18145251274108887 + }, + { + "p": 0.027766825631260872, + "m": 1.0 + }, + { + "p": 0.077019602060318, + "m": 1.0 + }, + { + "p": 0.04346902668476105, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.9533512592315674, + "val_loss": 0.9069665670394897, + "acc": 70.11, + "time": 223.60663662292063, + "param": [ + { + "p": 0.24331337213516235, + "m": 1.0 + }, + { + "p": 0.00908587221056223, + "m": 1.0 + }, + { + "p": 0.0572381392121315, + "m": 1.0 + }, + { + "p": 0.0817502960562706, + "m": 0.0 + }, + { + "p": 0.0782608836889267, + "m": 0.3254118263721466 + }, + { + "p": 0.0396454818546772, + "m": 0.10258638113737106 + }, + { + "p": 0.028926001861691475, + "m": 0.0 + }, + { + "p": 0.024116437882184982, + "m": 0.4437331557273865 + }, + { + "p": 0.15424638986587524, + "m": 0.5834881067276001 + }, + { + "p": 0.0119241364300251, + "m": 0.8910543918609619 + }, + { + "p": 0.12864547967910767, + "m": 0.1711503118276596 + }, + { + "p": 0.027197575196623802, + "m": 1.0 + }, + { + "p": 0.0763811245560646, + "m": 1.0 + }, + { + "p": 0.03926889970898628, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.796902596950531, + "val_loss": 0.913989245891571, + "acc": 69.96, + "time": 438.0047461842187, + "param": [ + { + "p": 0.2113029956817627, + "m": 1.0 + }, + { + "p": 0.028958046808838844, + "m": 1.0 + }, + { + "p": 0.08243156969547272, + "m": 1.0 + }, + { + "p": 0.06927996128797531, + "m": 0.0 + }, + { + "p": 0.07942952960729599, + "m": 0.24508601427078247 + }, + { + "p": 0.03213983029127121, + "m": 0.10440057516098022 + }, + { + "p": 0.04051423445343971, + "m": 0.0 + }, + { + "p": 0.022089511156082153, + "m": 0.42355242371559143 + }, + { + "p": 0.14601479470729828, + "m": 0.5681468844413757 + }, + { + "p": 0.025444529950618744, + "m": 0.8995895981788635 + }, + { + "p": 0.11891726404428482, + "m": 0.2055913805961609 + }, + { + "p": 0.03042631410062313, + "m": 1.0 + }, + { + "p": 0.0702456459403038, + "m": 1.0 + }, + { + "p": 0.04280577972531319, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.7932538986206055, + "val_loss": 0.9294734001159668, + "acc": 68.99, + "time": 414.3453388819471, + "param": [ + { + "p": 0.19335250556468964, + "m": 1.0 + }, + { + "p": 0.051163267344236374, + "m": 1.0 + }, + { + "p": 0.0946975126862526, + "m": 1.0 + }, + { + "p": 0.06425856053829193, + "m": 0.0 + }, + { + "p": 0.06537541002035141, + "m": 0.16630442440509796 + }, + { + "p": 0.026232885196805, + "m": 0.11425650864839554 + }, + { + "p": 0.058171216398477554, + "m": 0.0 + }, + { + "p": 0.008332640863955021, + "m": 0.4003623127937317 + }, + { + "p": 0.13693533837795258, + "m": 0.5367701649665833 + }, + { + "p": 0.036852091550827026, + "m": 0.8896799087524414 + }, + { + "p": 0.10031593590974808, + "m": 0.20654892921447754 + }, + { + "p": 0.03550528362393379, + "m": 1.0 + }, + { + "p": 0.07524485141038895, + "m": 1.0 + }, + { + "p": 0.05356265604496002, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.8702175617218018, + "val_loss": 1.0745025873184204, + "acc": 70.06, + "time": 752.4707261864096, + "param": [ + { + "p": 0.17574788630008698, + "m": 1.0 + }, + { + "p": 0.047274719923734665, + "m": 1.0 + }, + { + "p": 0.08304953575134277, + "m": 1.0 + }, + { + "p": 0.06088447570800781, + "m": 0.024275794625282288 + }, + { + "p": 0.060588154941797256, + "m": 0.0923864096403122 + }, + { + "p": 0.03651385009288788, + "m": 0.08201056718826294 + }, + { + "p": 0.06705210357904434, + "m": 0.0037656391505151987 + }, + { + "p": 7.653098145965487e-05, + "m": 0.37868186831474304 + }, + { + "p": 0.13627304136753082, + "m": 0.5393654108047485 + }, + { + "p": 0.05277580767869949, + "m": 0.8877124190330505 + }, + { + "p": 0.08757849037647247, + "m": 0.1814436912536621 + }, + { + "p": 0.034934137016534805, + "m": 0.990082323551178 + }, + { + "p": 0.08118927478790283, + "m": 1.0 + }, + { + "p": 0.07606206834316254, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.8477972149848938, + "val_loss": 0.9306061863899231, + "acc": 69.85, + "time": 984.2749116597697, + "param": [ + { + "p": 0.15729618072509766, + "m": 1.0 + }, + { + "p": 0.043011777102947235, + "m": 1.0 + }, + { + "p": 0.0697559118270874, + "m": 1.0 + }, + { + "p": 0.06475146114826202, + "m": 0.032432179898023605 + }, + { + "p": 0.042419202625751495, + "m": 0.04588102549314499 + }, + { + "p": 0.054336067289114, + "m": 0.03455131873488426 + }, + { + "p": 0.06974206864833832, + "m": 0.0 + }, + { + "p": 0.010298539884388447, + "m": 0.33892467617988586 + }, + { + "p": 0.13610140979290009, + "m": 0.531226634979248 + }, + { + "p": 0.048805832862854004, + "m": 0.8842073082923889 + }, + { + "p": 0.08836951851844788, + "m": 0.1546097993850708 + }, + { + "p": 0.0386044904589653, + "m": 0.9825566411018372 + }, + { + "p": 0.07851972430944443, + "m": 1.0 + }, + { + "p": 0.09798786789178848, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.7323430180549622, + "val_loss": 1.050764560699463, + "acc": 69.48, + "time": 1004.5093766232021, + "param": [ + { + "p": 0.158390074968338, + "m": 1.0 + }, + { + "p": 0.035635512322187424, + "m": 1.0 + }, + { + "p": 0.0692877322435379, + "m": 1.0 + }, + { + "p": 0.0686260238289833, + "m": 0.0 + }, + { + "p": 0.013447937555611134, + "m": 0.017749717459082603 + }, + { + "p": 0.04456765204668045, + "m": 0.0 + }, + { + "p": 0.07423561811447144, + "m": 0.0 + }, + { + "p": 0.014062497764825821, + "m": 0.31285932660102844 + }, + { + "p": 0.15416119992733002, + "m": 0.4808904528617859 + }, + { + "p": 0.03766537830233574, + "m": 0.8751513361930847 + }, + { + "p": 0.09788413345813751, + "m": 0.12194442003965378 + }, + { + "p": 0.03770818933844566, + "m": 0.9701985120773315 + }, + { + "p": 0.06823978573083878, + "m": 1.0 + }, + { + "p": 0.12608826160430908, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.6713665723800659, + "val_loss": 0.8895077109336853, + "acc": 68.9, + "time": 1002.7268565646373, + "param": [ + { + "p": 0.16602730751037598, + "m": 1.0 + }, + { + "p": 0.03164243698120117, + "m": 1.0 + }, + { + "p": 0.06446151435375214, + "m": 1.0 + }, + { + "p": 0.07098031789064407, + "m": 0.013924877159297466 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.02103879675269127, + "m": 0.004593910649418831 + }, + { + "p": 0.06399653851985931, + "m": 0.0 + }, + { + "p": 0.022062674164772034, + "m": 0.3169058859348297 + }, + { + "p": 0.17701613903045654, + "m": 0.4295644760131836 + }, + { + "p": 0.03881879150867462, + "m": 0.8797723054885864 + }, + { + "p": 0.10926865041255951, + "m": 0.09744179993867874 + }, + { + "p": 0.01802869327366352, + "m": 0.9535033106803894 + }, + { + "p": 0.06064335256814957, + "m": 1.0 + }, + { + "p": 0.15601475536823273, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.8807708621025085, + "val_loss": 0.9097115993499756, + "acc": 69.36, + "time": 1029.8022874589078, + "param": [ + { + "p": 0.17678579688072205, + "m": 1.0 + }, + { + "p": 0.024349607527256012, + "m": 1.0 + }, + { + "p": 0.05074101313948631, + "m": 1.0 + }, + { + "p": 0.07645002752542496, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.019113413989543915 + }, + { + "p": 0.050890468060970306, + "m": 0.0 + }, + { + "p": 0.022861165925860405, + "m": 0.33663010597229004 + }, + { + "p": 0.19963829219341278, + "m": 0.3586365580558777 + }, + { + "p": 0.04186008870601654, + "m": 0.8674249053001404 + }, + { + "p": 0.12444758415222168, + "m": 0.1050654724240303 + }, + { + "p": 0.011847162619233131, + "m": 0.9541746377944946 + }, + { + "p": 0.039110083132982254, + "m": 1.0 + }, + { + "p": 0.18101873993873596, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.8123051524162292, + "val_loss": 0.8852332830429077, + "acc": 68.95, + "time": 1040.7880846848711, + "param": [ + { + "p": 0.1899164468050003, + "m": 1.0 + }, + { + "p": 0.00607403926551342, + "m": 1.0 + }, + { + "p": 0.03523382917046547, + "m": 1.0 + }, + { + "p": 0.08316520601511002, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.04287039488554001 + }, + { + "p": 0.045388344675302505, + "m": 0.0 + }, + { + "p": 0.014862174168229103, + "m": 0.3451048731803894 + }, + { + "p": 0.22652392089366913, + "m": 0.35065948963165283 + }, + { + "p": 0.03626364469528198, + "m": 0.8470014333724976 + }, + { + "p": 0.12197462469339371, + "m": 0.14215800166130066 + }, + { + "p": 0.017019834369421005, + "m": 0.9652004241943359 + }, + { + "p": 0.014364614151418209, + "m": 1.0 + }, + { + "p": 0.2092132717370987, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.7266232371330261, + "val_loss": 1.1778615713119507, + "acc": 68.36, + "time": 1045.8921762872487, + "param": [ + { + "p": 0.19716788828372955, + "m": 1.0 + }, + { + "p": 0.008060078136622906, + "m": 1.0 + }, + { + "p": 0.020391304045915604, + "m": 1.0 + }, + { + "p": 0.09339728206396103, + "m": 0.01438229065388441 + }, + { + "p": 0.0013318879064172506, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.030081775039434433 + }, + { + "p": 0.05298729985952377, + "m": 0.0 + }, + { + "p": 0.0039380998350679874, + "m": 0.3451407849788666 + }, + { + "p": 0.24582606554031372, + "m": 0.3533300757408142 + }, + { + "p": 0.0200739037245512, + "m": 0.853437066078186 + }, + { + "p": 0.09569655358791351, + "m": 0.20325279235839844 + }, + { + "p": 0.030769290402531624, + "m": 0.9525352716445923 + }, + { + "p": 0.0031111259013414383, + "m": 1.0 + }, + { + "p": 0.22724920511245728, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.8412809371948242, + "val_loss": 0.9688708782196045, + "acc": 69.08, + "time": 923.3420804962516, + "param": [ + { + "p": 0.18444404006004333, + "m": 1.0 + }, + { + "p": 0.021792694926261902, + "m": 1.0 + }, + { + "p": 0.03497282788157463, + "m": 1.0 + }, + { + "p": 0.09628280997276306, + "m": 0.0 + }, + { + "p": 0.015426581725478172, + "m": 0.0 + }, + { + "p": 5.1312235882505774e-05, + "m": 0.0 + }, + { + "p": 0.06824250519275665, + "m": 0.0 + }, + { + "p": 0.0025530445855110884, + "m": 0.3334754407405853 + }, + { + "p": 0.23708093166351318, + "m": 0.35516682267189026 + }, + { + "p": 0.021414080634713173, + "m": 0.8659862875938416 + }, + { + "p": 0.05021200701594353, + "m": 0.24774169921875 + }, + { + "p": 0.03991563245654106, + "m": 0.9389925003051758 + }, + { + "p": 0.01564640924334526, + "m": 1.0 + }, + { + "p": 0.2119651585817337, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.1175514459609985, + "val_loss": 0.7322012186050415, + "acc": 69.62, + "time": 1038.6329045370221, + "param": [ + { + "p": 0.17372576892375946, + "m": 1.0 + }, + { + "p": 0.023341229185461998, + "m": 1.0 + }, + { + "p": 0.04554146155714989, + "m": 1.0 + }, + { + "p": 0.0905449315905571, + "m": 0.002070512156933546 + }, + { + "p": 0.014613229781389236, + "m": 0.0 + }, + { + "p": 0.0010028606047853827, + "m": 0.0004677457036450505 + }, + { + "p": 0.0697162076830864, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.3121432662010193 + }, + { + "p": 0.25776049494743347, + "m": 0.33595219254493713 + }, + { + "p": 0.03704173490405083, + "m": 0.861606240272522 + }, + { + "p": 0.01637655310332775, + "m": 0.2767846882343292 + }, + { + "p": 0.029429830610752106, + "m": 0.9561216235160828 + }, + { + "p": 0.02475465089082718, + "m": 1.0 + }, + { + "p": 0.21615123748779297, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.9372627139091492, + "val_loss": 0.8272603750228882, + "acc": 69.11, + "time": 1049.6248783711344, + "param": [ + { + "p": 0.1622268706560135, + "m": 1.0 + }, + { + "p": 0.028628230094909668, + "m": 1.0 + }, + { + "p": 0.06668310612440109, + "m": 1.0 + }, + { + "p": 0.06617624312639236, + "m": 0.0 + }, + { + "p": 0.0032057096250355244, + "m": 0.0 + }, + { + "p": 0.015227491036057472, + "m": 0.0 + }, + { + "p": 0.06890600174665451, + "m": 0.0018846214516088367 + }, + { + "p": 0.0, + "m": 0.2897108495235443 + }, + { + "p": 0.24678051471710205, + "m": 0.30420127511024475 + }, + { + "p": 0.056242842227220535, + "m": 0.855812668800354 + }, + { + "p": 0.006180763244628906, + "m": 0.3060825765132904 + }, + { + "p": 0.035551413893699646, + "m": 0.9739649891853333 + }, + { + "p": 0.032955508679151535, + "m": 1.0 + }, + { + "p": 0.21123524010181427, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.8316452503204346, + "val_loss": 0.9542469382286072, + "acc": 69.35, + "time": 1039.6273666429333, + "param": [ + { + "p": 0.1592206209897995, + "m": 1.0 + }, + { + "p": 0.04067806527018547, + "m": 1.0 + }, + { + "p": 0.09987073391675949, + "m": 1.0 + }, + { + "p": 0.031961750239133835, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.01308408286422491, + "m": 0.0 + }, + { + "p": 0.05872287228703499, + "m": 0.031734004616737366 + }, + { + "p": 0.0, + "m": 0.2603033781051636 + }, + { + "p": 0.2425568699836731, + "m": 0.2725886106491089 + }, + { + "p": 0.06485570222139359, + "m": 0.8507499098777771 + }, + { + "p": 0.0, + "m": 0.33191266655921936 + }, + { + "p": 0.03377873823046684, + "m": 0.9727330207824707 + }, + { + "p": 0.03314657509326935, + "m": 1.0 + }, + { + "p": 0.22212404012680054, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.8522980809211731, + "val_loss": 0.9966036081314087, + "acc": 69.11, + "time": 1043.9931936222129, + "param": [ + { + "p": 0.1563897430896759, + "m": 1.0 + }, + { + "p": 0.04240860044956207, + "m": 1.0 + }, + { + "p": 0.1258702129125595, + "m": 1.0 + }, + { + "p": 0.007577953394502401, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0041901241056621075 + }, + { + "p": 0.041222333908081055, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.238595113158226 + }, + { + "p": 0.2626182734966278, + "m": 0.24433903396129608 + }, + { + "p": 0.061195258051157, + "m": 0.841342568397522 + }, + { + "p": 0.0, + "m": 0.34283915162086487 + }, + { + "p": 0.03215448558330536, + "m": 0.9757562279701233 + }, + { + "p": 0.02629239298403263, + "m": 1.0 + }, + { + "p": 0.24427072703838348, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.70132976770401, + "val_loss": 0.9075894951820374, + "acc": 68.74, + "time": 1067.6536274561659, + "param": [ + { + "p": 0.15091371536254883, + "m": 1.0 + }, + { + "p": 0.04650503024458885, + "m": 1.0 + }, + { + "p": 0.12579256296157837, + "m": 1.0 + }, + { + "p": 0.004809776321053505, + "m": 0.017622852697968483 + }, + { + "p": 0.008984839543700218, + "m": 0.0007757204002700746 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.03521012142300606, + "m": 0.0 + }, + { + "p": 0.0014485495630651712, + "m": 0.27002206444740295 + }, + { + "p": 0.27191445231437683, + "m": 0.22317779064178467 + }, + { + "p": 0.05899180844426155, + "m": 0.8484042882919312 + }, + { + "p": 0.0, + "m": 0.3363630771636963 + }, + { + "p": 0.032714828848838806, + "m": 0.961601972579956 + }, + { + "p": 0.018151704221963882, + "m": 1.0 + }, + { + "p": 0.24456271529197693, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.5053917765617371, + "val_loss": 1.102982759475708, + "acc": 69.26, + "time": 1044.8808186817914, + "param": [ + { + "p": 0.12852099537849426, + "m": 1.0 + }, + { + "p": 0.05502710118889809, + "m": 1.0 + }, + { + "p": 0.12088733166456223, + "m": 1.0 + }, + { + "p": 0.01845971867442131, + "m": 0.0383588932454586 + }, + { + "p": 0.02973148599267006, + "m": 0.006669565569609404 + }, + { + "p": 0.022002002224326134, + "m": 0.0 + }, + { + "p": 0.039495669305324554, + "m": 0.0 + }, + { + "p": 0.0028663475532084703, + "m": 0.2731055021286011 + }, + { + "p": 0.22648312151432037, + "m": 0.25114724040031433 + }, + { + "p": 0.05344098433852196, + "m": 0.8555848002433777 + }, + { + "p": 0.02270904742181301, + "m": 0.3362788259983063 + }, + { + "p": 0.04586642235517502, + "m": 0.9629889726638794 + }, + { + "p": 0.03258751332759857, + "m": 1.0 + }, + { + "p": 0.20192216336727142, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.8458934426307678, + "val_loss": 0.8658260703086853, + "acc": 69.0, + "time": 938.7538979733363, + "param": [ + { + "p": 0.10342299193143845, + "m": 1.0 + }, + { + "p": 0.08013299852609634, + "m": 1.0 + }, + { + "p": 0.1309221386909485, + "m": 1.0 + }, + { + "p": 0.013379398733377457, + "m": 0.04808775708079338 + }, + { + "p": 0.03011769987642765, + "m": 0.03491687402129173 + }, + { + "p": 0.02308822050690651, + "m": 0.0 + }, + { + "p": 0.025799812749028206, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.28165167570114136 + }, + { + "p": 0.22023434937000275, + "m": 0.2775441110134125 + }, + { + "p": 0.039312943816185, + "m": 0.8726979494094849 + }, + { + "p": 0.04821270331740379, + "m": 0.342056542634964 + }, + { + "p": 0.05388626456260681, + "m": 0.9386677145957947 + }, + { + "p": 0.043910153210163116, + "m": 1.0 + }, + { + "p": 0.18758028745651245, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.6618800163269043, + "val_loss": 1.0064274072647095, + "acc": 68.31, + "time": 1030.7663125339895, + "param": [ + { + "p": 0.06900673359632492, + "m": 1.0 + }, + { + "p": 0.08667141944169998, + "m": 1.0 + }, + { + "p": 0.1342957466840744, + "m": 1.0 + }, + { + "p": 0.023659968748688698, + "m": 0.01682160794734955 + }, + { + "p": 0.03263281658291817, + "m": 0.0746229812502861 + }, + { + "p": 0.028964264318346977, + "m": 0.0 + }, + { + "p": 0.005209893919527531, + "m": 0.006747017614543438 + }, + { + "p": 0.004302211571484804, + "m": 0.3057713508605957 + }, + { + "p": 0.21571825444698334, + "m": 0.25981006026268005 + }, + { + "p": 0.045037731528282166, + "m": 0.860499382019043 + }, + { + "p": 0.05610686168074608, + "m": 0.3405477702617645 + }, + { + "p": 0.06205194070935249, + "m": 0.9456477165222168 + }, + { + "p": 0.04412857070565224, + "m": 1.0 + }, + { + "p": 0.19221356511116028, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.8404666185379028, + "val_loss": 1.0602049827575684, + "acc": 69.44, + "time": 899.7561212508008, + "param": [ + { + "p": 0.04754034802317619, + "m": 1.0 + }, + { + "p": 0.08659406006336212, + "m": 1.0 + }, + { + "p": 0.1531088948249817, + "m": 1.0 + }, + { + "p": 0.027311887592077255, + "m": 0.0 + }, + { + "p": 0.03667237237095833, + "m": 0.061260052025318146 + }, + { + "p": 0.02796163782477379, + "m": 0.010888401418924332 + }, + { + "p": 0.0, + "m": 0.00329078477807343 + }, + { + "p": 0.011214354075491428, + "m": 0.3427087068557739 + }, + { + "p": 0.21273531019687653, + "m": 0.1943357139825821 + }, + { + "p": 0.04313047230243683, + "m": 0.8419413566589355 + }, + { + "p": 0.053352732211351395, + "m": 0.3292714059352875 + }, + { + "p": 0.07228033989667892, + "m": 0.9680109024047852 + }, + { + "p": 0.026363199576735497, + "m": 1.0 + }, + { + "p": 0.20173434913158417, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.747458279132843, + "val_loss": 0.872210681438446, + "acc": 68.6, + "time": 1037.7792366859503, + "param": [ + { + "p": 0.0330277755856514, + "m": 1.0 + }, + { + "p": 0.0840035006403923, + "m": 1.0 + }, + { + "p": 0.16189682483673096, + "m": 1.0 + }, + { + "p": 0.030224634334445, + "m": 0.0 + }, + { + "p": 0.05781769007444382, + "m": 0.06982338428497314 + }, + { + "p": 0.038390982896089554, + "m": 0.04199788346886635 + }, + { + "p": 0.0003936966822948307, + "m": 0.02943802811205387 + }, + { + "p": 0.025698192417621613, + "m": 0.38462504744529724 + }, + { + "p": 0.19270487129688263, + "m": 0.1508246809244156 + }, + { + "p": 0.047749828547239304, + "m": 0.8215306401252747 + }, + { + "p": 0.054219916462898254, + "m": 0.31195250153541565 + }, + { + "p": 0.06936812400817871, + "m": 0.9036539196968079 + }, + { + "p": 0.019880378618836403, + "m": 1.0 + }, + { + "p": 0.18462352454662323, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.7412617206573486, + "val_loss": 1.084068775177002, + "acc": 68.31, + "time": 1025.8324380819686, + "param": [ + { + "p": 0.010599586181342602, + "m": 1.0 + }, + { + "p": 0.08818191289901733, + "m": 1.0 + }, + { + "p": 0.17787060141563416, + "m": 1.0 + }, + { + "p": 0.021366454660892487, + "m": 0.0006137824384495616 + }, + { + "p": 0.05875048413872719, + "m": 0.07394329458475113 + }, + { + "p": 0.048256125301122665, + "m": 0.08982387185096741 + }, + { + "p": 0.0, + "m": 0.04995444044470787 + }, + { + "p": 0.03153643384575844, + "m": 0.3990318179130554 + }, + { + "p": 0.19648276269435883, + "m": 0.13200445473194122 + }, + { + "p": 0.042282916605472565, + "m": 0.8139309883117676 + }, + { + "p": 0.060430858284235, + "m": 0.29308462142944336 + }, + { + "p": 0.06337210536003113, + "m": 0.8702003359794617 + }, + { + "p": 0.015303892083466053, + "m": 1.0 + }, + { + "p": 0.1855657994747162, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.861029326915741, + "val_loss": 1.011132836341858, + "acc": 67.37, + "time": 1039.3902548858896, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09731384366750717, + "m": 1.0 + }, + { + "p": 0.18840394914150238, + "m": 1.0 + }, + { + "p": 0.011877801269292831, + "m": 0.0 + }, + { + "p": 0.05163826793432236, + "m": 0.03968263417482376 + }, + { + "p": 0.06091295927762985, + "m": 0.11493146419525146 + }, + { + "p": 0.0, + "m": 0.0445801317691803 + }, + { + "p": 0.022681323811411858, + "m": 0.41261547803878784 + }, + { + "p": 0.21305419504642487, + "m": 0.1622498631477356 + }, + { + "p": 0.029161810874938965, + "m": 0.8240523338317871 + }, + { + "p": 0.06171801686286926, + "m": 0.3129752278327942 + }, + { + "p": 0.058593377470970154, + "m": 0.8893293738365173 + }, + { + "p": 0.007692241575568914, + "m": 1.0 + }, + { + "p": 0.1969521939754486, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.8547338843345642, + "val_loss": 0.9306799173355103, + "acc": 68.97, + "time": 1045.2458321102895, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11134070158004761, + "m": 1.0 + }, + { + "p": 0.22126524150371552, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.06057112291455269, + "m": 0.02978774905204773 + }, + { + "p": 0.044889986515045166, + "m": 0.056942444294691086 + }, + { + "p": 0.0, + "m": 0.018344135954976082 + }, + { + "p": 0.014993678778409958, + "m": 0.37070325016975403 + }, + { + "p": 0.22790251672267914, + "m": 0.22224213182926178 + }, + { + "p": 0.012952093034982681, + "m": 0.8477829694747925 + }, + { + "p": 0.03886030614376068, + "m": 0.34783655405044556 + }, + { + "p": 0.05084564536809921, + "m": 0.9444226622581482 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21637870371341705, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.7291828989982605, + "val_loss": 1.0331255197525024, + "acc": 68.11, + "time": 1050.643508693669, + "param": [ + { + "p": 0.015032630413770676, + "m": 1.0 + }, + { + "p": 0.11103226989507675, + "m": 1.0 + }, + { + "p": 0.2308548539876938, + "m": 1.0 + }, + { + "p": 0.013134920038282871, + "m": 0.00015048608474899083 + }, + { + "p": 0.06421753019094467, + "m": 0.05146794766187668 + }, + { + "p": 0.019163602963089943, + "m": 0.010437197051942348 + }, + { + "p": 0.008647304028272629, + "m": 0.029298458248376846 + }, + { + "p": 0.02935943752527237, + "m": 0.3337736129760742 + }, + { + "p": 0.21431614458560944, + "m": 0.22442612051963806 + }, + { + "p": 0.0, + "m": 0.8672338724136353 + }, + { + "p": 0.03565790876746178, + "m": 0.3755912184715271 + }, + { + "p": 0.045602165162563324, + "m": 0.9650097489356995 + }, + { + "p": 0.00039588482468388975, + "m": 1.0 + }, + { + "p": 0.21258540451526642, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.9669593572616577, + "val_loss": 0.881788432598114, + "acc": 68.72, + "time": 1011.4114537816495, + "param": [ + { + "p": 0.02869074046611786, + "m": 1.0 + }, + { + "p": 0.11153420805931091, + "m": 1.0 + }, + { + "p": 0.2393781840801239, + "m": 1.0 + }, + { + "p": 0.019256137311458588, + "m": 0.003925819881260395 + }, + { + "p": 0.06462948024272919, + "m": 0.02395252138376236 + }, + { + "p": 0.0, + "m": 0.022549226880073547 + }, + { + "p": 0.0025064002256840467, + "m": 0.03591151162981987 + }, + { + "p": 0.04975878819823265, + "m": 0.317555695772171 + }, + { + "p": 0.19855110347270966, + "m": 0.21884837746620178 + }, + { + "p": 0.0, + "m": 0.8805527687072754 + }, + { + "p": 0.02945856936275959, + "m": 0.380531907081604 + }, + { + "p": 0.04430101811885834, + "m": 0.9723974466323853 + }, + { + "p": 0.0035598634276539087, + "m": 1.0 + }, + { + "p": 0.20837555825710297, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.934283435344696, + "val_loss": 0.9765259623527527, + "acc": 68.89, + "time": 958.530320208054, + "param": [ + { + "p": 0.04494965076446533, + "m": 1.0 + }, + { + "p": 0.10342710465192795, + "m": 1.0 + }, + { + "p": 0.23414069414138794, + "m": 1.0 + }, + { + "p": 0.010715147480368614, + "m": 0.0 + }, + { + "p": 0.054451823234558105, + "m": 0.0 + }, + { + "p": 0.004356939345598221, + "m": 0.03152797743678093 + }, + { + "p": 4.641474151867442e-05, + "m": 0.007966486737132072 + }, + { + "p": 0.0691436231136322, + "m": 0.28238534927368164 + }, + { + "p": 0.18937796354293823, + "m": 0.19420373439788818 + }, + { + "p": 0.00328114558942616, + "m": 0.8843333125114441 + }, + { + "p": 0.025744538754224777, + "m": 0.36514371633529663 + }, + { + "p": 0.05149790644645691, + "m": 1.0 + }, + { + "p": 0.014379329048097134, + "m": 1.0 + }, + { + "p": 0.19448766112327576, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.7137374877929688, + "val_loss": 1.0555976629257202, + "acc": 68.95, + "time": 1038.3172782268375, + "param": [ + { + "p": 0.05579863488674164, + "m": 1.0 + }, + { + "p": 0.08962662518024445, + "m": 1.0 + }, + { + "p": 0.2242523431777954, + "m": 1.0 + }, + { + "p": 0.0049877529963850975, + "m": 0.0 + }, + { + "p": 0.04380999505519867, + "m": 0.0074731349013745785 + }, + { + "p": 0.0, + "m": 0.039263926446437836 + }, + { + "p": 0.0017686046194285154, + "m": 0.021669751033186913 + }, + { + "p": 0.08773333579301834, + "m": 0.2742214798927307 + }, + { + "p": 0.18357719480991364, + "m": 0.15891383588314056 + }, + { + "p": 0.001553129288367927, + "m": 0.872186005115509 + }, + { + "p": 0.024567503482103348, + "m": 0.341483473777771 + }, + { + "p": 0.0545511357486248, + "m": 1.0 + }, + { + "p": 0.023744333535432816, + "m": 1.0 + }, + { + "p": 0.204029381275177, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.9831029772758484, + "val_loss": 0.9421547055244446, + "acc": 68.89, + "time": 1049.7172462409362, + "param": [ + { + "p": 0.05411962419748306, + "m": 1.0 + }, + { + "p": 0.08286026120185852, + "m": 1.0 + }, + { + "p": 0.2141665667295456, + "m": 1.0 + }, + { + "p": 0.01606096141040325, + "m": 0.0 + }, + { + "p": 0.03768952563405037, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.06337014585733414 + }, + { + "p": 0.0008187180501408875, + "m": 0.0213868860155344 + }, + { + "p": 0.09716103225946426, + "m": 0.34287071228027344 + }, + { + "p": 0.180216446518898, + "m": 0.12103737890720367 + }, + { + "p": 0.007012813352048397, + "m": 0.8568273186683655 + }, + { + "p": 0.026350367814302444, + "m": 0.31149619817733765 + }, + { + "p": 0.04018430784344673, + "m": 0.9933688044548035 + }, + { + "p": 0.01716870442032814, + "m": 1.0 + }, + { + "p": 0.22619065642356873, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.1083605289459229, + "val_loss": 0.8951094150543213, + "acc": 67.7, + "time": 1054.6545157381333, + "param": [ + { + "p": 0.055267609655857086, + "m": 1.0 + }, + { + "p": 0.07438106089830399, + "m": 1.0 + }, + { + "p": 0.20310458540916443, + "m": 1.0 + }, + { + "p": 0.030943846330046654, + "m": 0.0 + }, + { + "p": 0.031892821192741394, + "m": 0.0 + }, + { + "p": 0.002532191341742873, + "m": 0.07518137246370316 + }, + { + "p": 0.0034131966531276703, + "m": 0.01177770271897316 + }, + { + "p": 0.086347296833992, + "m": 0.3650890588760376 + }, + { + "p": 0.18436752259731293, + "m": 0.024384478107094765 + }, + { + "p": 0.020964739844202995, + "m": 0.8461701273918152 + }, + { + "p": 0.023464513942599297, + "m": 0.2731221318244934 + }, + { + "p": 0.04583273455500603, + "m": 0.9947047233581543 + }, + { + "p": 0.004531885497272015, + "m": 1.0 + }, + { + "p": 0.2329559475183487, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.809489369392395, + "val_loss": 1.14253568649292, + "acc": 68.37, + "time": 1042.6616593003273, + "param": [ + { + "p": 0.06059360131621361, + "m": 1.0 + }, + { + "p": 0.06376289576292038, + "m": 1.0 + }, + { + "p": 0.18280988931655884, + "m": 1.0 + }, + { + "p": 0.04144725576043129, + "m": 0.012076575309038162 + }, + { + "p": 0.035228606313467026, + "m": 0.0 + }, + { + "p": 0.0032716956920921803, + "m": 0.07161280512809753 + }, + { + "p": 0.02140066958963871, + "m": 0.01114651095122099 + }, + { + "p": 0.07864292711019516, + "m": 0.34180861711502075 + }, + { + "p": 0.1646612584590912, + "m": 0.07025700062513351 + }, + { + "p": 0.04198267683386803, + "m": 0.8351731300354004 + }, + { + "p": 0.014543686993420124, + "m": 0.2446068823337555 + }, + { + "p": 0.056680478155612946, + "m": 1.0 + }, + { + "p": 0.005849631503224373, + "m": 1.0 + }, + { + "p": 0.22912469506263733, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.9271737933158875, + "val_loss": 0.8824367523193359, + "acc": 69.26, + "time": 1061.6095188241452, + "param": [ + { + "p": 0.050661828368902206, + "m": 1.0 + }, + { + "p": 0.0599072091281414, + "m": 1.0 + }, + { + "p": 0.18145747482776642, + "m": 1.0 + }, + { + "p": 0.02552897110581398, + "m": 0.004760676994919777 + }, + { + "p": 0.029304612427949905, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.06035006046295166 + }, + { + "p": 0.020929960533976555, + "m": 0.025135044008493423 + }, + { + "p": 0.07637795060873032, + "m": 0.32918787002563477 + }, + { + "p": 0.1518552154302597, + "m": 0.13404622673988342 + }, + { + "p": 0.05342795327305794, + "m": 0.835727334022522 + }, + { + "p": 0.0, + "m": 0.24014951288700104 + }, + { + "p": 0.07398602366447449, + "m": 1.0 + }, + { + "p": 0.0059044682420790195, + "m": 1.0 + }, + { + "p": 0.27065834403038025, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.7832270860671997, + "val_loss": 0.9417555928230286, + "acc": 68.47, + "time": 965.27026750613, + "param": [ + { + "p": 0.045296620577573776, + "m": 1.0 + }, + { + "p": 0.05800831690430641, + "m": 1.0 + }, + { + "p": 0.16662323474884033, + "m": 1.0 + }, + { + "p": 0.014712006784975529, + "m": 0.0015978484880179167 + }, + { + "p": 0.03566700965166092, + "m": 0.022964540868997574 + }, + { + "p": 0.0033109444193542004, + "m": 0.061207208782434464 + }, + { + "p": 0.030586503446102142, + "m": 0.05486902594566345 + }, + { + "p": 0.06687724590301514, + "m": 0.3286774456501007 + }, + { + "p": 0.14776593446731567, + "m": 0.1508050411939621 + }, + { + "p": 0.06423342227935791, + "m": 0.8267183899879456 + }, + { + "p": 0.009745793417096138, + "m": 0.24168650805950165 + }, + { + "p": 0.08364703506231308, + "m": 0.9922053217887878 + }, + { + "p": 0.018560223281383514, + "m": 1.0 + }, + { + "p": 0.2549656629562378, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.8331945538520813, + "val_loss": 0.8265388607978821, + "acc": 69.59, + "time": 1063.5473689520732, + "param": [ + { + "p": 0.05197986215353012, + "m": 1.0 + }, + { + "p": 0.0479828342795372, + "m": 1.0 + }, + { + "p": 0.17033419013023376, + "m": 1.0 + }, + { + "p": 0.0054808566346764565, + "m": 0.0 + }, + { + "p": 0.03520439937710762, + "m": 0.07177771627902985 + }, + { + "p": 0.0, + "m": 0.05639798194169998 + }, + { + "p": 0.040391165763139725, + "m": 0.0555894672870636 + }, + { + "p": 0.05945488065481186, + "m": 0.2532493472099304 + }, + { + "p": 0.1297416239976883, + "m": 0.18956618010997772 + }, + { + "p": 0.07620284706354141, + "m": 0.8071289658546448 + }, + { + "p": 0.0, + "m": 0.2800362706184387 + }, + { + "p": 0.09025612473487854, + "m": 1.0 + }, + { + "p": 0.03109498880803585, + "m": 1.0 + }, + { + "p": 0.26187628507614136, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.8802428841590881, + "val_loss": 1.0384951829910278, + "acc": 69.5, + "time": 922.4050924726762, + "param": [ + { + "p": 0.056225813925266266, + "m": 1.0 + }, + { + "p": 0.045667052268981934, + "m": 1.0 + }, + { + "p": 0.15644149482250214, + "m": 1.0 + }, + { + "p": 0.0038897499907761812, + "m": 0.0 + }, + { + "p": 0.03652919456362724, + "m": 0.08884448558092117 + }, + { + "p": 0.012610710225999355, + "m": 0.04516202583909035 + }, + { + "p": 0.0481843538582325, + "m": 0.0433073528110981 + }, + { + "p": 0.05677912011742592, + "m": 0.19927184283733368 + }, + { + "p": 0.11168413609266281, + "m": 0.2292826771736145 + }, + { + "p": 0.0817326232790947, + "m": 0.7826321125030518 + }, + { + "p": 0.0006082390900701284, + "m": 0.30490437150001526 + }, + { + "p": 0.08472049981355667, + "m": 0.9877349138259888 + }, + { + "p": 0.046181537210941315, + "m": 1.0 + }, + { + "p": 0.2587454617023468, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.5928530097007751, + "val_loss": 1.0284802913665771, + "acc": 68.84, + "time": 1067.7211528299376, + "param": [ + { + "p": 0.05745907872915268, + "m": 1.0 + }, + { + "p": 0.05647774040699005, + "m": 1.0 + }, + { + "p": 0.1410387009382248, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.012930500321090221 + }, + { + "p": 0.03868383169174194, + "m": 0.09074593335390091 + }, + { + "p": 0.019388308748602867, + "m": 0.026935311034321785 + }, + { + "p": 0.04507482796907425, + "m": 0.02896127663552761 + }, + { + "p": 0.06019330769777298, + "m": 0.15271709859371185 + }, + { + "p": 0.10478727519512177, + "m": 0.25747206807136536 + }, + { + "p": 0.08364926278591156, + "m": 0.7672468423843384 + }, + { + "p": 0.0, + "m": 0.3189510703086853 + }, + { + "p": 0.07848649471998215, + "m": 0.9629861116409302 + }, + { + "p": 0.049005892127752304, + "m": 1.0 + }, + { + "p": 0.265755295753479, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.7728898525238037, + "val_loss": 0.9084560871124268, + "acc": 69.8, + "time": 1057.1451023509726, + "param": [ + { + "p": 0.06513284146785736, + "m": 1.0 + }, + { + "p": 0.08165604621171951, + "m": 1.0 + }, + { + "p": 0.1314307153224945, + "m": 1.0 + }, + { + "p": 0.003658642992377281, + "m": 0.03963053598999977 + }, + { + "p": 0.03715008869767189, + "m": 0.06772921234369278 + }, + { + "p": 0.034449830651283264, + "m": 0.015872199088335037 + }, + { + "p": 0.04725467786192894, + "m": 0.02083098515868187 + }, + { + "p": 0.05372340977191925, + "m": 0.1389417201280594 + }, + { + "p": 0.10055023431777954, + "m": 0.2808546721935272 + }, + { + "p": 0.08098442107439041, + "m": 0.7452805638313293 + }, + { + "p": 0.014862422831356525, + "m": 0.32584863901138306 + }, + { + "p": 0.05874163657426834, + "m": 0.9583745002746582 + }, + { + "p": 0.046589989215135574, + "m": 1.0 + }, + { + "p": 0.24381501972675323, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.6739147901535034, + "val_loss": 0.8397449254989624, + "acc": 69.27, + "time": 1057.7156601599418, + "param": [ + { + "p": 0.05328208953142166, + "m": 1.0 + }, + { + "p": 0.08144194632768631, + "m": 1.0 + }, + { + "p": 0.12769687175750732, + "m": 1.0 + }, + { + "p": 0.008948728442192078, + "m": 0.06443571299314499 + }, + { + "p": 0.04054972156882286, + "m": 0.05861971527338028 + }, + { + "p": 0.05043001100420952, + "m": 0.030428163707256317 + }, + { + "p": 0.060110751539468765, + "m": 0.02428118884563446 + }, + { + "p": 0.04866829514503479, + "m": 0.13082514703273773 + }, + { + "p": 0.10285799950361252, + "m": 0.2830447554588318 + }, + { + "p": 0.07688478380441666, + "m": 0.7264881730079651 + }, + { + "p": 0.05043734610080719, + "m": 0.3179134130477905 + }, + { + "p": 0.04376447573304176, + "m": 0.9452345967292786 + }, + { + "p": 0.05461389571428299, + "m": 1.0 + }, + { + "p": 0.20031306147575378, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.49773967266082764, + "val_loss": 1.0412930250167847, + "acc": 69.99, + "time": 1047.7720581828617, + "param": [ + { + "p": 0.02575712837278843, + "m": 1.0 + }, + { + "p": 0.07934728264808655, + "m": 1.0 + }, + { + "p": 0.14332088828086853, + "m": 1.0 + }, + { + "p": 0.022297553718090057, + "m": 0.05111538618803024 + }, + { + "p": 0.03684229776263237, + "m": 0.04088668152689934 + }, + { + "p": 0.05582349747419357, + "m": 0.03558577597141266 + }, + { + "p": 0.07419580221176147, + "m": 0.02445734106004238 + }, + { + "p": 0.04005968198180199, + "m": 0.10665123164653778 + }, + { + "p": 0.0968577116727829, + "m": 0.28311195969581604 + }, + { + "p": 0.07029746472835541, + "m": 0.7195233106613159 + }, + { + "p": 0.0696307048201561, + "m": 0.3123715817928314 + }, + { + "p": 0.033355485647916794, + "m": 0.929451048374176 + }, + { + "p": 0.057071808725595474, + "m": 1.0 + }, + { + "p": 0.19514267146587372, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.8407249450683594, + "val_loss": 0.7673046588897705, + "acc": 69.38, + "time": 1048.224665991962, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09028483927249908, + "m": 1.0 + }, + { + "p": 0.1871497631072998, + "m": 1.0 + }, + { + "p": 0.01461100298911333, + "m": 0.002918726298958063 + }, + { + "p": 0.023303477093577385, + "m": 0.0 + }, + { + "p": 0.04404183104634285, + "m": 0.044973280280828476 + }, + { + "p": 0.06651224195957184, + "m": 0.0 + }, + { + "p": 0.035882558673620224, + "m": 0.13372856378555298 + }, + { + "p": 0.09696736931800842, + "m": 0.2717798948287964 + }, + { + "p": 0.05604075640439987, + "m": 0.73550945520401 + }, + { + "p": 0.0734141618013382, + "m": 0.28311148285865784 + }, + { + "p": 0.0, + "m": 0.9214463233947754 + }, + { + "p": 0.07169117778539658, + "m": 1.0 + }, + { + "p": 0.24010083079338074, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.6699551939964294, + "val_loss": 1.0326087474822998, + "acc": 68.99, + "time": 1065.4301325120032, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09144824743270874, + "m": 1.0 + }, + { + "p": 0.20301367342472076, + "m": 1.0 + }, + { + "p": 0.017918122932314873, + "m": 0.0006638079648837447 + }, + { + "p": 0.02663799561560154, + "m": 0.0 + }, + { + "p": 0.03111139126121998, + "m": 0.025944532826542854 + }, + { + "p": 0.062241729348897934, + "m": 0.006530308164656162 + }, + { + "p": 0.029381336644291878, + "m": 0.15559916198253632 + }, + { + "p": 0.10798978805541992, + "m": 0.2597801089286804 + }, + { + "p": 0.06638272106647491, + "m": 0.7423290610313416 + }, + { + "p": 0.076261967420578, + "m": 0.2579534649848938 + }, + { + "p": 0.0, + "m": 0.9331680536270142 + }, + { + "p": 0.05145427957177162, + "m": 1.0 + }, + { + "p": 0.23615877330303192, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.7013378739356995, + "val_loss": 1.070478081703186, + "acc": 69.25, + "time": 948.4322440037504, + "param": [ + { + "p": 0.006442378740757704, + "m": 1.0 + }, + { + "p": 0.09425761550664902, + "m": 1.0 + }, + { + "p": 0.19130273163318634, + "m": 1.0 + }, + { + "p": 0.03215796872973442, + "m": 0.0 + }, + { + "p": 0.04076671972870827, + "m": 0.0 + }, + { + "p": 0.04096538946032524, + "m": 0.02556428126990795 + }, + { + "p": 0.054323066025972366, + "m": 0.020599836483597755 + }, + { + "p": 0.016734402626752853, + "m": 0.15492086112499237 + }, + { + "p": 0.11558692157268524, + "m": 0.23902982473373413 + }, + { + "p": 0.0762980654835701, + "m": 0.7558532357215881 + }, + { + "p": 0.08823546767234802, + "m": 0.24073074758052826 + }, + { + "p": 0.008482016623020172, + "m": 0.9236814379692078 + }, + { + "p": 0.025891434401273727, + "m": 1.0 + }, + { + "p": 0.2085556983947754, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.7530539631843567, + "val_loss": 0.8740331530570984, + "acc": 69.55, + "time": 1042.8192584188655, + "param": [ + { + "p": 0.026211710646748543, + "m": 1.0 + }, + { + "p": 0.08990952372550964, + "m": 1.0 + }, + { + "p": 0.18701167404651642, + "m": 1.0 + }, + { + "p": 0.0584835521876812, + "m": 0.0037566882092505693 + }, + { + "p": 0.02598562464118004, + "m": 0.0 + }, + { + "p": 0.03607400506734848, + "m": 0.032283343374729156 + }, + { + "p": 0.0443042628467083, + "m": 0.0 + }, + { + "p": 0.010495726019144058, + "m": 0.10132238268852234 + }, + { + "p": 0.129130020737648, + "m": 0.22928154468536377 + }, + { + "p": 0.07627478241920471, + "m": 0.7497478127479553 + }, + { + "p": 0.10576870292425156, + "m": 0.217182457447052 + }, + { + "p": 0.009902344085276127, + "m": 0.918046236038208 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20044808089733124, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.9136762022972107, + "val_loss": 0.9426625967025757, + "acc": 68.39, + "time": 1043.9866129062138, + "param": [ + { + "p": 0.04068092629313469, + "m": 1.0 + }, + { + "p": 0.05783198028802872, + "m": 1.0 + }, + { + "p": 0.19966377317905426, + "m": 1.0 + }, + { + "p": 0.059400975704193115, + "m": 0.0 + }, + { + "p": 0.006883913651108742, + "m": 0.0 + }, + { + "p": 0.005486668553203344, + "m": 0.003689561039209366 + }, + { + "p": 0.023331042379140854, + "m": 0.0 + }, + { + "p": 0.00599233852699399, + "m": 0.07368455082178116 + }, + { + "p": 0.1531502604484558, + "m": 0.23319323360919952 + }, + { + "p": 0.08127494901418686, + "m": 0.750745415687561 + }, + { + "p": 0.13120587170124054, + "m": 0.2502826452255249 + }, + { + "p": 0.0, + "m": 0.928565502166748 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23509733378887177, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.8300613760948181, + "val_loss": 0.959885835647583, + "acc": 69.68, + "time": 1041.828200807795, + "param": [ + { + "p": 0.04696359857916832, + "m": 1.0 + }, + { + "p": 0.03525172173976898, + "m": 1.0 + }, + { + "p": 0.18086878955364227, + "m": 1.0 + }, + { + "p": 0.043173741549253464, + "m": 0.020450210198760033 + }, + { + "p": 0.030979273840785027, + "m": 0.008269030600786209 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.014478468336164951, + "m": 0.027205701917409897 + }, + { + "p": 0.009039020165801048, + "m": 0.027562014758586884 + }, + { + "p": 0.17121553421020508, + "m": 0.207611083984375 + }, + { + "p": 0.07612913846969604, + "m": 0.7609142661094666 + }, + { + "p": 0.1531061977148056, + "m": 0.23205682635307312 + }, + { + "p": 0.0007070297724567354, + "m": 0.9210837483406067 + }, + { + "p": 0.010340477339923382, + "m": 1.0 + }, + { + "p": 0.22774693369865417, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.6785366535186768, + "val_loss": 1.1181479692459106, + "acc": 69.17, + "time": 1048.9431057912298, + "param": [ + { + "p": 0.047329604625701904, + "m": 1.0 + }, + { + "p": 0.040001481771469116, + "m": 1.0 + }, + { + "p": 0.16120707988739014, + "m": 1.0 + }, + { + "p": 0.02774239517748356, + "m": 0.030549772083759308 + }, + { + "p": 0.052856508642435074, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0001383549242746085 + }, + { + "p": 0.014024727046489716, + "m": 0.04403345286846161 + }, + { + "p": 0.006642217747867107, + "m": 0.024883149191737175 + }, + { + "p": 0.1709366887807846, + "m": 0.19992442429065704 + }, + { + "p": 0.07028619199991226, + "m": 0.7924555540084839 + }, + { + "p": 0.1609550565481186, + "m": 0.22241419553756714 + }, + { + "p": 0.0030066443141549826, + "m": 0.9170151948928833 + }, + { + "p": 0.030123787000775337, + "m": 1.0 + }, + { + "p": 0.21488764882087708, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.8360969424247742, + "val_loss": 0.890404999256134, + "acc": 67.59, + "time": 1050.7640702780336, + "param": [ + { + "p": 0.025133483111858368, + "m": 1.0 + }, + { + "p": 0.047786686569452286, + "m": 1.0 + }, + { + "p": 0.15794193744659424, + "m": 1.0 + }, + { + "p": 0.009614614769816399, + "m": 0.02989024855196476 + }, + { + "p": 0.05108882486820221, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.020731700584292412 + }, + { + "p": 0.0, + "m": 0.02489439956843853 + }, + { + "p": 0.0, + "m": 0.10347893089056015 + }, + { + "p": 0.2054835855960846, + "m": 0.18159127235412598 + }, + { + "p": 0.047636728733778, + "m": 0.7981545925140381 + }, + { + "p": 0.2026553899049759, + "m": 0.13981321454048157 + }, + { + "p": 0.0, + "m": 0.9121969938278198 + }, + { + "p": 0.02333146706223488, + "m": 1.0 + }, + { + "p": 0.2293272614479065, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.7501168847084045, + "val_loss": 1.2515455484390259, + "acc": 68.71, + "time": 1051.3983259587549, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033918119966983795, + "m": 1.0 + }, + { + "p": 0.17713426053524017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.004374580457806587 + }, + { + "p": 0.0363636277616024, + "m": 0.0016888945829123259 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.01253985334187746 + }, + { + "p": 0.0, + "m": 0.1272905319929123 + }, + { + "p": 0.23358376324176788, + "m": 0.19035260379314423 + }, + { + "p": 0.01183068472892046, + "m": 0.8053322434425354 + }, + { + "p": 0.24576951563358307, + "m": 0.16322609782218933 + }, + { + "p": 0.0, + "m": 0.9412261247634888 + }, + { + "p": 0.015348839573562145, + "m": 1.0 + }, + { + "p": 0.2460511177778244, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.8859307765960693, + "val_loss": 1.1900391578674316, + "acc": 68.74, + "time": 949.2675794279203, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02819417044520378, + "m": 1.0 + }, + { + "p": 0.18830135464668274, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.01781790889799595, + "m": 0.0011715468717738986 + }, + { + "p": 0.0, + "m": 0.006384063977748156 + }, + { + "p": 0.0, + "m": 0.022593118250370026 + }, + { + "p": 0.0, + "m": 0.12515078485012054 + }, + { + "p": 0.2449217587709427, + "m": 0.18506568670272827 + }, + { + "p": 0.0, + "m": 0.8001217842102051 + }, + { + "p": 0.26753488183021545, + "m": 0.1480025351047516 + }, + { + "p": 0.0, + "m": 0.9561448693275452 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25322994589805603, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.4988876283168793, + "val_loss": 1.0846399068832397, + "acc": 67.84, + "time": 997.3681317823939, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0260076392441988, + "m": 1.0 + }, + { + "p": 0.20056715607643127, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.00369349610991776 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.010084344074130058 + }, + { + "p": 0.0006094948039390147, + "m": 0.09679677337408066 + }, + { + "p": 0.23947003483772278, + "m": 0.21608871221542358 + }, + { + "p": 0.023071065545082092, + "m": 0.7907821536064148 + }, + { + "p": 0.2598896920681, + "m": 0.2384023517370224 + }, + { + "p": 0.0023738157469779253, + "m": 0.9545997381210327 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24801115691661835, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.4904812276363373, + "val_loss": 1.1170772314071655, + "acc": 68.31, + "time": 962.7824159222655, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01439404021948576, + "m": 1.0 + }, + { + "p": 0.2101053148508072, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.017221715301275253 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0025538993068039417, + "m": 0.000518312503118068 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 9.047224739333615e-05, + "m": 0.06275741755962372 + }, + { + "p": 0.23641353845596313, + "m": 0.2227623164653778 + }, + { + "p": 0.04646351560950279, + "m": 0.7929245233535767 + }, + { + "p": 0.25738102197647095, + "m": 0.2845142185688019 + }, + { + "p": 0.0, + "m": 0.9628305435180664 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2325982302427292, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.7691953182220459, + "val_loss": 1.040513277053833, + "acc": 67.71, + "time": 1041.403608882334, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0184045247733593, + "m": 1.0 + }, + { + "p": 0.2089749574661255, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.06396541744470596 + }, + { + "p": 0.00013672678323928267, + "m": 0.03856299817562103 + }, + { + "p": 0.002120369579643011, + "m": 0.03418727219104767 + }, + { + "p": 0.0, + "m": 0.002723313169553876 + }, + { + "p": 0.0025226648431271315, + "m": 0.05306055396795273 + }, + { + "p": 0.23579025268554688, + "m": 0.21587470173835754 + }, + { + "p": 0.04503779485821724, + "m": 0.788363516330719 + }, + { + "p": 0.2505719065666199, + "m": 0.28806790709495544 + }, + { + "p": 0.0, + "m": 0.9597794413566589 + }, + { + "p": 0.017973992973566055, + "m": 1.0 + }, + { + "p": 0.21846678853034973, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json new file mode 100644 index 0000000..549e5a1 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 73.53, + "Time": [ + 107.98433005353746, + 5.40664385973981 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2052359580993652, + "val_loss": 2.2793562412261963, + "acc": 14.47, + "time": 108.7027228299994, + "param": [ + { + "p": 0.0789775475859642, + "m": 1.0 + }, + { + "p": 0.07146448642015457, + "m": 1.0 + }, + { + "p": 0.06036721169948578, + "m": 1.0 + }, + { + "p": 0.09002602100372314, + "m": 1.0 + }, + { + "p": 0.09492004662752151, + "m": 1.0 + }, + { + "p": 0.02729993872344494, + "m": 1.0 + }, + { + "p": 0.0641038790345192, + "m": 1.0 + }, + { + "p": 0.07689249515533447, + "m": 1.0 + }, + { + "p": 0.08651211857795715, + "m": 1.0 + }, + { + "p": 0.08977146446704865, + "m": 1.0 + }, + { + "p": 0.044101227074861526, + "m": 1.0 + }, + { + "p": 0.06213574856519699, + "m": 1.0 + }, + { + "p": 0.10137125104665756, + "m": 1.0 + }, + { + "p": 0.052056685090065, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2982492446899414, + "val_loss": 2.0751192569732666, + "acc": 23.25, + "time": 108.30152661399916, + "param": [ + { + "p": 0.10071588307619095, + "m": 1.0 + }, + { + "p": 0.04833546280860901, + "m": 1.0 + }, + { + "p": 0.07120773196220398, + "m": 1.0 + }, + { + "p": 0.11220569163560867, + "m": 1.0 + }, + { + "p": 0.10530451685190201, + "m": 1.0 + }, + { + "p": 0.04040868580341339, + "m": 1.0 + }, + { + "p": 0.07112900912761688, + "m": 1.0 + }, + { + "p": 0.05684659630060196, + "m": 1.0 + }, + { + "p": 0.10712695121765137, + "m": 1.0 + }, + { + "p": 0.09348293393850327, + "m": 1.0 + }, + { + "p": 0.019123582169413567, + "m": 1.0 + }, + { + "p": 0.07463761419057846, + "m": 1.0 + }, + { + "p": 0.08487221598625183, + "m": 1.0 + }, + { + "p": 0.01460317987948656, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.065664529800415, + "val_loss": 1.9600352048873901, + "acc": 29.45, + "time": 109.24246307183057, + "param": [ + { + "p": 0.12459759414196014, + "m": 1.0 + }, + { + "p": 0.026039408519864082, + "m": 1.0 + }, + { + "p": 0.07939521223306656, + "m": 1.0 + }, + { + "p": 0.12722933292388916, + "m": 1.0 + }, + { + "p": 0.10489030182361603, + "m": 1.0 + }, + { + "p": 0.021052362397313118, + "m": 1.0 + }, + { + "p": 0.05996546149253845, + "m": 1.0 + }, + { + "p": 0.06409602612257004, + "m": 1.0 + }, + { + "p": 0.10779837518930435, + "m": 1.0 + }, + { + "p": 0.09844192117452621, + "m": 1.0 + }, + { + "p": 0.010974552482366562, + "m": 1.0 + }, + { + "p": 0.09754778444766998, + "m": 1.0 + }, + { + "p": 0.07797172665596008, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.003465414047241, + "val_loss": 1.9156750440597534, + "acc": 34.09, + "time": 110.5423766199965, + "param": [ + { + "p": 0.12851019203662872, + "m": 1.0 + }, + { + "p": 0.0015954556874930859, + "m": 1.0 + }, + { + "p": 0.08576095104217529, + "m": 1.0 + }, + { + "p": 0.12544389069080353, + "m": 1.0 + }, + { + "p": 0.10034900158643723, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.055506084114313126, + "m": 1.0 + }, + { + "p": 0.07291775941848755, + "m": 1.0 + }, + { + "p": 0.10400258004665375, + "m": 1.0 + }, + { + "p": 0.10570620745420456, + "m": 1.0 + }, + { + "p": 0.026297297328710556, + "m": 1.0 + }, + { + "p": 0.11867033690214157, + "m": 1.0 + }, + { + "p": 0.07524023950099945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.883785605430603, + "val_loss": 1.8055002689361572, + "acc": 37.54, + "time": 101.2407546530012, + "param": [ + { + "p": 0.15435034036636353, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07728530466556549, + "m": 1.0 + }, + { + "p": 0.11198610812425613, + "m": 1.0 + }, + { + "p": 0.11201154440641403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06369773298501968, + "m": 1.0 + }, + { + "p": 0.05654752627015114, + "m": 1.0 + }, + { + "p": 0.09303921461105347, + "m": 1.0 + }, + { + "p": 0.09814298897981644, + "m": 1.0 + }, + { + "p": 0.013286808505654335, + "m": 1.0 + }, + { + "p": 0.14248359203338623, + "m": 1.0 + }, + { + "p": 0.07716888189315796, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.8156991004943848, + "val_loss": 1.749772310256958, + "acc": 36.52, + "time": 105.91904400894418, + "param": [ + { + "p": 0.1939307600259781, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0612308531999588, + "m": 1.0 + }, + { + "p": 0.11911951005458832, + "m": 1.0 + }, + { + "p": 0.1126592680811882, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06891559064388275, + "m": 1.0 + }, + { + "p": 0.03384994715452194, + "m": 1.0 + }, + { + "p": 0.08627285808324814, + "m": 1.0 + }, + { + "p": 0.1050306186079979, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15864881873130798, + "m": 1.0 + }, + { + "p": 0.06034179776906967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.9363409280776978, + "val_loss": 1.7923272848129272, + "acc": 40.25, + "time": 109.94360910193063, + "param": [ + { + "p": 0.17352673411369324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06816636770963669, + "m": 1.0 + }, + { + "p": 0.10357759147882462, + "m": 1.0 + }, + { + "p": 0.10205259174108505, + "m": 1.0 + }, + { + "p": 0.01680469885468483, + "m": 1.0 + }, + { + "p": 0.07678592950105667, + "m": 1.0 + }, + { + "p": 0.04067215323448181, + "m": 1.0 + }, + { + "p": 0.08067899197340012, + "m": 1.0 + }, + { + "p": 0.11170179396867752, + "m": 1.0 + }, + { + "p": 0.02078053168952465, + "m": 1.0 + }, + { + "p": 0.1392209380865097, + "m": 1.0 + }, + { + "p": 0.06603166460990906, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.8930538892745972, + "val_loss": 1.6032782793045044, + "acc": 43.03, + "time": 115.93302625394426, + "param": [ + { + "p": 0.17372390627861023, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08562321960926056, + "m": 1.0 + }, + { + "p": 0.10120757669210434, + "m": 1.0 + }, + { + "p": 0.09486352652311325, + "m": 1.0 + }, + { + "p": 0.01101972721517086, + "m": 1.0 + }, + { + "p": 0.07782280445098877, + "m": 1.0 + }, + { + "p": 0.041238244622945786, + "m": 1.0 + }, + { + "p": 0.07145635783672333, + "m": 1.0 + }, + { + "p": 0.10672096908092499, + "m": 1.0 + }, + { + "p": 0.026783013716340065, + "m": 1.0 + }, + { + "p": 0.13942432403564453, + "m": 1.0 + }, + { + "p": 0.07011640071868896, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.89827561378479, + "val_loss": 1.485926628112793, + "acc": 43.65, + "time": 111.9273042450659, + "param": [ + { + "p": 0.1818728744983673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10644923150539398, + "m": 1.0 + }, + { + "p": 0.10371337085962296, + "m": 1.0 + }, + { + "p": 0.07647354900836945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07601092010736465, + "m": 1.0 + }, + { + "p": 0.04479307681322098, + "m": 1.0 + }, + { + "p": 0.07253573834896088, + "m": 1.0 + }, + { + "p": 0.10382445901632309, + "m": 1.0 + }, + { + "p": 0.025995422154664993, + "m": 1.0 + }, + { + "p": 0.13901665806770325, + "m": 1.0 + }, + { + "p": 0.06931472569704056, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.7585912942886353, + "val_loss": 1.4411929845809937, + "acc": 44.24, + "time": 106.90274714305997, + "param": [ + { + "p": 0.19060342013835907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12123967707157135, + "m": 1.0 + }, + { + "p": 0.10927238315343857, + "m": 1.0 + }, + { + "p": 0.061058711260557175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0719468891620636, + "m": 1.0 + }, + { + "p": 0.04000354930758476, + "m": 1.0 + }, + { + "p": 0.07138878107070923, + "m": 1.0 + }, + { + "p": 0.10066062957048416, + "m": 1.0 + }, + { + "p": 0.01195402629673481, + "m": 1.0 + }, + { + "p": 0.14801883697509766, + "m": 1.0 + }, + { + "p": 0.07385298609733582, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.5623600482940674, + "val_loss": 1.575615644454956, + "acc": 45.49, + "time": 108.6637520219665, + "param": [ + { + "p": 0.21615733206272125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13666564226150513, + "m": 1.0 + }, + { + "p": 0.10975385457277298, + "m": 1.0 + }, + { + "p": 0.0424380749464035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07006800174713135, + "m": 1.0 + }, + { + "p": 0.029222389683127403, + "m": 1.0 + }, + { + "p": 0.07028704136610031, + "m": 1.0 + }, + { + "p": 0.09349499642848969, + "m": 1.0 + }, + { + "p": 0.00014280813047662377, + "m": 1.0 + }, + { + "p": 0.1609443873167038, + "m": 1.0 + }, + { + "p": 0.07082558423280716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.8146734237670898, + "val_loss": 1.4797356128692627, + "acc": 45.3, + "time": 117.3234457669314, + "param": [ + { + "p": 0.2287605255842209, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1387728601694107, + "m": 1.0 + }, + { + "p": 0.09933918714523315, + "m": 1.0 + }, + { + "p": 0.021359186619520187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0803573727607727, + "m": 1.0 + }, + { + "p": 0.025229277089238167, + "m": 1.0 + }, + { + "p": 0.06475061178207397, + "m": 1.0 + }, + { + "p": 0.09313486516475677, + "m": 1.0 + }, + { + "p": 0.005235957447439432, + "m": 1.0 + }, + { + "p": 0.1705041229724884, + "m": 1.0 + }, + { + "p": 0.0725560188293457, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.6708755493164062, + "val_loss": 1.4622515439987183, + "acc": 47.52, + "time": 110.53321379702538, + "param": [ + { + "p": 0.24051779508590698, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13446934521198273, + "m": 1.0 + }, + { + "p": 0.08268078416585922, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10428597778081894, + "m": 1.0 + }, + { + "p": 0.02303583361208439, + "m": 1.0 + }, + { + "p": 0.05836004763841629, + "m": 1.0 + }, + { + "p": 0.10858172178268433, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17620813846588135, + "m": 1.0 + }, + { + "p": 0.07186038047075272, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.8601784706115723, + "val_loss": 1.557496190071106, + "acc": 47.97, + "time": 104.61468114494346, + "param": [ + { + "p": 0.25726956129074097, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13021448254585266, + "m": 1.0 + }, + { + "p": 0.06041799485683441, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1182393878698349, + "m": 1.0 + }, + { + "p": 0.010897353291511536, + "m": 1.0 + }, + { + "p": 0.03897686302661896, + "m": 1.0 + }, + { + "p": 0.12733905017375946, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18679746985435486, + "m": 1.0 + }, + { + "p": 0.06984784454107285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.5289219617843628, + "val_loss": 1.395140528678894, + "acc": 50.33, + "time": 107.87954363995232, + "param": [ + { + "p": 0.2796784043312073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13389600813388824, + "m": 1.0 + }, + { + "p": 0.03823145851492882, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11686766892671585, + "m": 1.0 + }, + { + "p": 2.9859316782676615e-05, + "m": 1.0 + }, + { + "p": 0.020383872091770172, + "m": 1.0 + }, + { + "p": 0.142330601811409, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2109791338443756, + "m": 1.0 + }, + { + "p": 0.05760306119918823, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.7864758968353271, + "val_loss": 1.4553836584091187, + "acc": 49.42, + "time": 101.90184057014994, + "param": [ + { + "p": 0.29509150981903076, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1379193216562271, + "m": 1.0 + }, + { + "p": 0.01699642837047577, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11353349685668945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008586418814957142, + "m": 1.0 + }, + { + "p": 0.15284715592861176, + "m": 1.0 + }, + { + "p": 0.0022897724993526936, + "m": 1.0 + }, + { + "p": 0.22570590674877167, + "m": 1.0 + }, + { + "p": 0.04702994227409363, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.6163420677185059, + "val_loss": 1.4511520862579346, + "acc": 50.91, + "time": 114.1476961018052, + "param": [ + { + "p": 0.28976941108703613, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14051586389541626, + "m": 1.0 + }, + { + "p": 0.00557326152920723, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12219683825969696, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010180437006056309, + "m": 1.0 + }, + { + "p": 0.15837860107421875, + "m": 1.0 + }, + { + "p": 0.006247702986001968, + "m": 1.0 + }, + { + "p": 0.22262127697467804, + "m": 1.0 + }, + { + "p": 0.04451649636030197, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.4724712371826172, + "val_loss": 1.3800268173217773, + "acc": 53.03, + "time": 108.82384061696939, + "param": [ + { + "p": 0.2994273900985718, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1368490606546402, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11565198004245758, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005545135121792555, + "m": 1.0 + }, + { + "p": 0.16422781348228455, + "m": 1.0 + }, + { + "p": 0.002419236348941922, + "m": 1.0 + }, + { + "p": 0.23803405463695526, + "m": 1.0 + }, + { + "p": 0.03784532472491264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.582410216331482, + "val_loss": 1.3187037706375122, + "acc": 52.84, + "time": 111.70953956316225, + "param": [ + { + "p": 0.3029077649116516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12706544995307922, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1127094253897667, + "m": 1.0 + }, + { + "p": 0.0033980875741690397, + "m": 1.0 + }, + { + "p": 0.0031488745007663965, + "m": 1.0 + }, + { + "p": 0.1683669239282608, + "m": 1.0 + }, + { + "p": 0.001398540334776044, + "m": 1.0 + }, + { + "p": 0.24237580597400665, + "m": 1.0 + }, + { + "p": 0.03862911835312843, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.4253839254379272, + "val_loss": 1.2656171321868896, + "acc": 54.48, + "time": 111.564552905038, + "param": [ + { + "p": 0.2956002652645111, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12393856048583984, + "m": 1.0 + }, + { + "p": 0.0022614533081650734, + "m": 1.0 + }, + { + "p": 0.001078571192920208, + "m": 1.0 + }, + { + "p": 0.008718614466488361, + "m": 1.0 + }, + { + "p": 0.10333853214979172, + "m": 1.0 + }, + { + "p": 0.009117640554904938, + "m": 1.0 + }, + { + "p": 0.0074020372703671455, + "m": 1.0 + }, + { + "p": 0.1605307012796402, + "m": 1.0 + }, + { + "p": 0.0036341005470603704, + "m": 1.0 + }, + { + "p": 0.2393491119146347, + "m": 1.0 + }, + { + "p": 0.04503033310174942, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.8087890148162842, + "val_loss": 1.3369476795196533, + "acc": 54.49, + "time": 103.44502354506403, + "param": [ + { + "p": 0.22616104781627655, + "m": 1.0 + }, + { + "p": 0.016056258231401443, + "m": 1.0 + }, + { + "p": 0.11083429306745529, + "m": 1.0 + }, + { + "p": 0.030147423967719078, + "m": 1.0 + }, + { + "p": 0.015123986639082432, + "m": 1.0 + }, + { + "p": 0.013494751416146755, + "m": 1.0 + }, + { + "p": 0.08576077967882156, + "m": 1.0 + }, + { + "p": 0.045471202582120895, + "m": 1.0 + }, + { + "p": 0.038036707788705826, + "m": 1.0 + }, + { + "p": 0.12994977831840515, + "m": 1.0 + }, + { + "p": 0.02387394942343235, + "m": 1.0 + }, + { + "p": 0.18786625564098358, + "m": 1.0 + }, + { + "p": 0.06530771404504776, + "m": 1.0 + }, + { + "p": 0.011915917508304119, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.5425970554351807, + "val_loss": 1.436095952987671, + "acc": 52.69, + "time": 112.12222851905972, + "param": [ + { + "p": 0.214385524392128, + "m": 1.0 + }, + { + "p": 0.007620977703481913, + "m": 1.0 + }, + { + "p": 0.11432532221078873, + "m": 1.0 + }, + { + "p": 0.0376187302172184, + "m": 1.0 + }, + { + "p": 0.014413151890039444, + "m": 1.0 + }, + { + "p": 0.006626335438340902, + "m": 1.0 + }, + { + "p": 0.07347925007343292, + "m": 1.0 + }, + { + "p": 0.06397435814142227, + "m": 1.0 + }, + { + "p": 0.0445549339056015, + "m": 1.0 + }, + { + "p": 0.13378027081489563, + "m": 1.0 + }, + { + "p": 0.03092912584543228, + "m": 1.0 + }, + { + "p": 0.18449081480503082, + "m": 1.0 + }, + { + "p": 0.07380114495754242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.4486489295959473, + "val_loss": 1.2385993003845215, + "acc": 55.85, + "time": 111.51923599117436, + "param": [ + { + "p": 0.22950045764446259, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11093834787607193, + "m": 1.0 + }, + { + "p": 0.04056728631258011, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05853603407740593, + "m": 1.0 + }, + { + "p": 0.06735662370920181, + "m": 1.0 + }, + { + "p": 0.04808085784316063, + "m": 1.0 + }, + { + "p": 0.14403961598873138, + "m": 1.0 + }, + { + "p": 0.028261428698897362, + "m": 1.0 + }, + { + "p": 0.19258862733840942, + "m": 1.0 + }, + { + "p": 0.0801306813955307, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.3011422157287598, + "val_loss": 1.208046555519104, + "acc": 56.67, + "time": 107.17509473697282, + "param": [ + { + "p": 0.24414999783039093, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10508515685796738, + "m": 1.0 + }, + { + "p": 0.031770408153533936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05906691029667854, + "m": 1.0 + }, + { + "p": 0.06757447868585587, + "m": 1.0 + }, + { + "p": 0.044356297701597214, + "m": 1.0 + }, + { + "p": 0.16024810075759888, + "m": 1.0 + }, + { + "p": 0.021038396283984184, + "m": 1.0 + }, + { + "p": 0.18830963969230652, + "m": 1.0 + }, + { + "p": 0.07840067148208618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.4848461151123047, + "val_loss": 1.3064336776733398, + "acc": 56.05, + "time": 102.52053856896237, + "param": [ + { + "p": 0.26361599564552307, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10218855738639832, + "m": 1.0 + }, + { + "p": 0.010603787377476692, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.051536571234464645, + "m": 1.0 + }, + { + "p": 0.06498054414987564, + "m": 1.0 + }, + { + "p": 0.03362340107560158, + "m": 1.0 + }, + { + "p": 0.1834425926208496, + "m": 1.0 + }, + { + "p": 0.016569841653108597, + "m": 1.0 + }, + { + "p": 0.19191399216651917, + "m": 1.0 + }, + { + "p": 0.08152465522289276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.5292712450027466, + "val_loss": 1.316119909286499, + "acc": 56.81, + "time": 112.00723353889771, + "param": [ + { + "p": 0.2873184084892273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10550738871097565, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.038025714457035065, + "m": 1.0 + }, + { + "p": 0.043741002678871155, + "m": 1.0 + }, + { + "p": 0.009338908828794956, + "m": 1.0 + }, + { + "p": 0.1987493485212326, + "m": 1.0 + }, + { + "p": 0.02329556830227375, + "m": 1.0 + }, + { + "p": 0.2058102786540985, + "m": 1.0 + }, + { + "p": 0.08821339160203934, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.4169872999191284, + "val_loss": 1.1826159954071045, + "acc": 57.05, + "time": 112.93035091995262, + "param": [ + { + "p": 0.2829935848712921, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10767409950494766, + "m": 1.0 + }, + { + "p": 0.0073736500926315784, + "m": 1.0 + }, + { + "p": 0.0010686960304155946, + "m": 1.0 + }, + { + "p": 0.0003877226554322988, + "m": 1.0 + }, + { + "p": 0.040804315358400345, + "m": 1.0 + }, + { + "p": 0.03310526907444, + "m": 1.0 + }, + { + "p": 6.144202779978514e-05, + "m": 1.0 + }, + { + "p": 0.19312500953674316, + "m": 1.0 + }, + { + "p": 0.03371698036789894, + "m": 1.0 + }, + { + "p": 0.2033461332321167, + "m": 1.0 + }, + { + "p": 0.09634310007095337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.5454717874526978, + "val_loss": 1.140197515487671, + "acc": 56.49, + "time": 113.80419196281582, + "param": [ + { + "p": 0.2781190276145935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.101974718272686, + "m": 1.0 + }, + { + "p": 0.023102574050426483, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.051089245826005936, + "m": 1.0 + }, + { + "p": 0.026439987123012543, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18694382905960083, + "m": 1.0 + }, + { + "p": 0.03190896660089493, + "m": 1.0 + }, + { + "p": 0.19829344749450684, + "m": 1.0 + }, + { + "p": 0.10212826728820801, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.1145925521850586, + "val_loss": 1.0848859548568726, + "acc": 59.22, + "time": 106.44992245384492, + "param": [ + { + "p": 0.2726374864578247, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10235866159200668, + "m": 1.0 + }, + { + "p": 0.022750074043869972, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06669286638498306, + "m": 1.0 + }, + { + "p": 0.01765941083431244, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1824909895658493, + "m": 1.0 + }, + { + "p": 0.03237590938806534, + "m": 1.0 + }, + { + "p": 0.19703003764152527, + "m": 1.0 + }, + { + "p": 0.10600459575653076, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.580281376838684, + "val_loss": 1.145714282989502, + "acc": 57.51, + "time": 101.18581575201824, + "param": [ + { + "p": 0.28398004174232483, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11128287017345428, + "m": 1.0 + }, + { + "p": 0.0036612984258681536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06862516701221466, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17945294082164764, + "m": 1.0 + }, + { + "p": 0.03721251338720322, + "m": 1.0 + }, + { + "p": 0.20776811242103577, + "m": 1.0 + }, + { + "p": 0.10801700502634048, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.4488341808319092, + "val_loss": 1.1916847229003906, + "acc": 59.71, + "time": 103.49943919712678, + "param": [ + { + "p": 0.2878677248954773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10712430626153946, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06514306366443634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1677197366952896, + "m": 1.0 + }, + { + "p": 0.045000556856393814, + "m": 1.0 + }, + { + "p": 0.21012814342975616, + "m": 1.0 + }, + { + "p": 0.11701652407646179, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.399613618850708, + "val_loss": 1.259364128112793, + "acc": 58.83, + "time": 115.27400888619013, + "param": [ + { + "p": 0.29351457953453064, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09870849549770355, + "m": 1.0 + }, + { + "p": 0.001373174018226564, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00052826659521088, + "m": 1.0 + }, + { + "p": 0.05529693886637688, + "m": 1.0 + }, + { + "p": 0.0019651688635349274, + "m": 1.0 + }, + { + "p": 0.00026003923267126083, + "m": 1.0 + }, + { + "p": 0.15494443476200104, + "m": 1.0 + }, + { + "p": 0.05090617388486862, + "m": 1.0 + }, + { + "p": 0.22246213257312775, + "m": 1.0 + }, + { + "p": 0.12004061043262482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.220725655555725, + "val_loss": 1.1056368350982666, + "acc": 61.03, + "time": 109.64476018608548, + "param": [ + { + "p": 0.2576834559440613, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09990379959344864, + "m": 1.0 + }, + { + "p": 0.02635444514453411, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0060006133280694485, + "m": 1.0 + }, + { + "p": 0.05546997860074043, + "m": 1.0 + }, + { + "p": 0.018685150891542435, + "m": 1.0 + }, + { + "p": 0.013916769996285439, + "m": 1.0 + }, + { + "p": 0.1426737755537033, + "m": 1.0 + }, + { + "p": 0.06055404618382454, + "m": 1.0 + }, + { + "p": 0.20417776703834534, + "m": 1.0 + }, + { + "p": 0.11458024382591248, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.2846077680587769, + "val_loss": 1.1781959533691406, + "acc": 60.17, + "time": 115.22987236408517, + "param": [ + { + "p": 0.2269265353679657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09342271834611893, + "m": 1.0 + }, + { + "p": 0.041526924818754196, + "m": 1.0 + }, + { + "p": 0.00455069076269865, + "m": 1.0 + }, + { + "p": 0.011355345137417316, + "m": 1.0 + }, + { + "p": 0.060285866260528564, + "m": 1.0 + }, + { + "p": 0.02594471536576748, + "m": 1.0 + }, + { + "p": 0.026646364480257034, + "m": 1.0 + }, + { + "p": 0.1358560472726822, + "m": 1.0 + }, + { + "p": 0.07482382655143738, + "m": 1.0 + }, + { + "p": 0.18806353211402893, + "m": 1.0 + }, + { + "p": 0.1105974093079567, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.5535286664962769, + "val_loss": 1.1175495386123657, + "acc": 59.37, + "time": 113.04085024097003, + "param": [ + { + "p": 0.19911667704582214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0894995629787445, + "m": 1.0 + }, + { + "p": 0.04622732847929001, + "m": 1.0 + }, + { + "p": 0.01625405251979828, + "m": 1.0 + }, + { + "p": 0.019873924553394318, + "m": 1.0 + }, + { + "p": 0.06761104613542557, + "m": 1.0 + }, + { + "p": 0.027954446151852608, + "m": 1.0 + }, + { + "p": 0.0388188362121582, + "m": 1.0 + }, + { + "p": 0.12580083310604095, + "m": 1.0 + }, + { + "p": 0.08446633815765381, + "m": 1.0 + }, + { + "p": 0.18101072311401367, + "m": 1.0 + }, + { + "p": 0.10336626321077347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.4124435186386108, + "val_loss": 1.1871273517608643, + "acc": 61.11, + "time": 117.45137788099237, + "param": [ + { + "p": 0.1725986897945404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09293653815984726, + "m": 1.0 + }, + { + "p": 0.04306032508611679, + "m": 1.0 + }, + { + "p": 0.023826513439416885, + "m": 1.0 + }, + { + "p": 0.023863909766077995, + "m": 1.0 + }, + { + "p": 0.07414064556360245, + "m": 1.0 + }, + { + "p": 0.029020002111792564, + "m": 1.0 + }, + { + "p": 0.05078522861003876, + "m": 1.0 + }, + { + "p": 0.11644478142261505, + "m": 1.0 + }, + { + "p": 0.08315151929855347, + "m": 1.0 + }, + { + "p": 0.18436512351036072, + "m": 1.0 + }, + { + "p": 0.10580675303936005, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.2229450941085815, + "val_loss": 0.9584627151489258, + "acc": 62.42, + "time": 107.17114666313864, + "param": [ + { + "p": 0.16093401610851288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09875419735908508, + "m": 1.0 + }, + { + "p": 0.027892770245671272, + "m": 1.0 + }, + { + "p": 0.031339969485998154, + "m": 1.0 + }, + { + "p": 0.02976231649518013, + "m": 1.0 + }, + { + "p": 0.07153995335102081, + "m": 1.0 + }, + { + "p": 0.028140194714069366, + "m": 1.0 + }, + { + "p": 0.05615726485848427, + "m": 1.0 + }, + { + "p": 0.11210723221302032, + "m": 1.0 + }, + { + "p": 0.08217854052782059, + "m": 1.0 + }, + { + "p": 0.18807007372379303, + "m": 1.0 + }, + { + "p": 0.11037477850914001, + "m": 1.0 + }, + { + "p": 0.0027487536426633596, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.5509370565414429, + "val_loss": 1.0428764820098877, + "acc": 62.83, + "time": 106.72537382505834, + "param": [ + { + "p": 0.15744838118553162, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09762290120124817, + "m": 1.0 + }, + { + "p": 0.016980541869997978, + "m": 1.0 + }, + { + "p": 0.042455531656742096, + "m": 1.0 + }, + { + "p": 0.02817014418542385, + "m": 1.0 + }, + { + "p": 0.06583071500062943, + "m": 1.0 + }, + { + "p": 0.03255319967865944, + "m": 1.0 + }, + { + "p": 0.07312983274459839, + "m": 1.0 + }, + { + "p": 0.10600500553846359, + "m": 1.0 + }, + { + "p": 0.08461348712444305, + "m": 1.0 + }, + { + "p": 0.179587721824646, + "m": 1.0 + }, + { + "p": 0.11453539878129959, + "m": 1.0 + }, + { + "p": 0.0010671104537323117, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.5555682182312012, + "val_loss": 1.095808982849121, + "acc": 62.42, + "time": 102.19746485678479, + "param": [ + { + "p": 0.15960393846035004, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1039709821343422, + "m": 1.0 + }, + { + "p": 0.014538660645484924, + "m": 1.0 + }, + { + "p": 0.038523294031620026, + "m": 1.0 + }, + { + "p": 0.011672263965010643, + "m": 1.0 + }, + { + "p": 0.05848941579461098, + "m": 1.0 + }, + { + "p": 0.03442460671067238, + "m": 1.0 + }, + { + "p": 0.08192232996225357, + "m": 1.0 + }, + { + "p": 0.10696578770875931, + "m": 1.0 + }, + { + "p": 0.09287779033184052, + "m": 1.0 + }, + { + "p": 0.18537761270999908, + "m": 1.0 + }, + { + "p": 0.1116332858800888, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.3274712562561035, + "val_loss": 0.9341570138931274, + "acc": 61.74, + "time": 101.82566940807737, + "param": [ + { + "p": 0.17006155848503113, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11214397847652435, + "m": 1.0 + }, + { + "p": 0.0014866513665765524, + "m": 1.0 + }, + { + "p": 0.01893109641969204, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052306123077869415, + "m": 1.0 + }, + { + "p": 0.03879283741116524, + "m": 1.0 + }, + { + "p": 0.08578097820281982, + "m": 1.0 + }, + { + "p": 0.10648543387651443, + "m": 1.0 + }, + { + "p": 0.08771515637636185, + "m": 1.0 + }, + { + "p": 0.20636266469955444, + "m": 1.0 + }, + { + "p": 0.1199336051940918, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.257138729095459, + "val_loss": 0.9653416872024536, + "acc": 63.32, + "time": 116.5029376798775, + "param": [ + { + "p": 0.17286556959152222, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11971055716276169, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008027688600122929, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04075581952929497, + "m": 1.0 + }, + { + "p": 0.0307533610612154, + "m": 1.0 + }, + { + "p": 0.08654793351888657, + "m": 1.0 + }, + { + "p": 0.10975193232297897, + "m": 1.0 + }, + { + "p": 0.08656477183103561, + "m": 1.0 + }, + { + "p": 0.22316494584083557, + "m": 1.0 + }, + { + "p": 0.12185736745595932, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.3698855638504028, + "val_loss": 1.1258819103240967, + "acc": 62.44, + "time": 102.32510183099657, + "param": [ + { + "p": 0.15955735743045807, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12903055548667908, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01158886682242155, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046035751700401306, + "m": 1.0 + }, + { + "p": 0.020514339208602905, + "m": 1.0 + }, + { + "p": 0.0840400829911232, + "m": 1.0 + }, + { + "p": 0.10694621503353119, + "m": 1.0 + }, + { + "p": 0.09316331893205643, + "m": 1.0 + }, + { + "p": 0.21971659362316132, + "m": 1.0 + }, + { + "p": 0.1294068694114685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.171316385269165, + "val_loss": 1.1506223678588867, + "acc": 63.47, + "time": 101.46919785696082, + "param": [ + { + "p": 0.14217321574687958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13668997585773468, + "m": 1.0 + }, + { + "p": 0.00854435469955206, + "m": 1.0 + }, + { + "p": 0.011127455160021782, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06459839642047882, + "m": 1.0 + }, + { + "p": 0.015368156135082245, + "m": 1.0 + }, + { + "p": 0.08355291932821274, + "m": 1.0 + }, + { + "p": 0.10275400429964066, + "m": 1.0 + }, + { + "p": 0.09278938174247742, + "m": 1.0 + }, + { + "p": 0.21300631761550903, + "m": 1.0 + }, + { + "p": 0.12939582765102386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.2725677490234375, + "val_loss": 1.022095799446106, + "acc": 63.02, + "time": 101.58876568404958, + "param": [ + { + "p": 0.13410405814647675, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13495776057243347, + "m": 1.0 + }, + { + "p": 0.0031091629061847925, + "m": 1.0 + }, + { + "p": 0.016088059172034264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07627702504396439, + "m": 1.0 + }, + { + "p": 0.020317502319812775, + "m": 1.0 + }, + { + "p": 0.08923476934432983, + "m": 1.0 + }, + { + "p": 0.09855967015028, + "m": 1.0 + }, + { + "p": 0.08200594037771225, + "m": 1.0 + }, + { + "p": 0.2123187780380249, + "m": 1.0 + }, + { + "p": 0.13302730023860931, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.321571946144104, + "val_loss": 0.9596670269966125, + "acc": 63.48, + "time": 111.70839954400435, + "param": [ + { + "p": 0.13327746093273163, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1390077769756317, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07943370193243027, + "m": 1.0 + }, + { + "p": 0.010526057332754135, + "m": 1.0 + }, + { + "p": 0.10639337450265884, + "m": 1.0 + }, + { + "p": 0.09315488487482071, + "m": 1.0 + }, + { + "p": 0.08389191329479218, + "m": 1.0 + }, + { + "p": 0.21997542679309845, + "m": 1.0 + }, + { + "p": 0.1343393623828888, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.2927840948104858, + "val_loss": 1.2048718929290771, + "acc": 62.49, + "time": 117.6343125840649, + "param": [ + { + "p": 0.13437430560588837, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1400700956583023, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.061987727880477905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.121847964823246, + "m": 1.0 + }, + { + "p": 0.08754915744066238, + "m": 1.0 + }, + { + "p": 0.07676640897989273, + "m": 1.0 + }, + { + "p": 0.23298387229442596, + "m": 1.0 + }, + { + "p": 0.14442048966884613, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.257120132446289, + "val_loss": 1.0238759517669678, + "acc": 64.63, + "time": 112.54813662893139, + "param": [ + { + "p": 0.1334991753101349, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.137497216463089, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052432235330343246, + "m": 1.0 + }, + { + "p": 0.0026024652179330587, + "m": 1.0 + }, + { + "p": 0.12886907160282135, + "m": 1.0 + }, + { + "p": 0.09156695753335953, + "m": 1.0 + }, + { + "p": 0.07034794241189957, + "m": 1.0 + }, + { + "p": 0.22902151942253113, + "m": 1.0 + }, + { + "p": 0.1541634202003479, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.2417947053909302, + "val_loss": 1.047213077545166, + "acc": 64.76, + "time": 119.34686400811188, + "param": [ + { + "p": 0.12666653096675873, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1313309371471405, + "m": 1.0 + }, + { + "p": 0.012652642093598843, + "m": 1.0 + }, + { + "p": 0.007555813994258642, + "m": 1.0 + }, + { + "p": 0.0027578389272093773, + "m": 1.0 + }, + { + "p": 0.06589306145906448, + "m": 1.0 + }, + { + "p": 0.013148168101906776, + "m": 1.0 + }, + { + "p": 0.1215062066912651, + "m": 1.0 + }, + { + "p": 0.08979126811027527, + "m": 1.0 + }, + { + "p": 0.06866127997636795, + "m": 1.0 + }, + { + "p": 0.2023019641637802, + "m": 1.0 + }, + { + "p": 0.1524159163236618, + "m": 1.0 + }, + { + "p": 0.005318380892276764, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.265899658203125, + "val_loss": 1.005373239517212, + "acc": 64.01, + "time": 101.36125371814705, + "param": [ + { + "p": 0.13586057722568512, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13323010504245758, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04896595701575279, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11885867267847061, + "m": 1.0 + }, + { + "p": 0.09646409004926682, + "m": 1.0 + }, + { + "p": 0.06842920184135437, + "m": 1.0 + }, + { + "p": 0.22854143381118774, + "m": 1.0 + }, + { + "p": 0.16964994370937347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.2810916900634766, + "val_loss": 0.8962881565093994, + "acc": 64.44, + "time": 101.13582967896946, + "param": [ + { + "p": 0.1517583429813385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1246887594461441, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019859876483678818, + "m": 1.0 + }, + { + "p": 0.0029991758055984974, + "m": 1.0 + }, + { + "p": 0.11547492444515228, + "m": 1.0 + }, + { + "p": 0.11212225258350372, + "m": 1.0 + }, + { + "p": 0.06817726790904999, + "m": 1.0 + }, + { + "p": 0.23064899444580078, + "m": 1.0 + }, + { + "p": 0.17367032170295715, + "m": 1.0 + }, + { + "p": 0.0006000662106089294, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.3798246383666992, + "val_loss": 1.0160629749298096, + "acc": 65.0, + "time": 100.99666194594465, + "param": [ + { + "p": 0.14916466176509857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12256672978401184, + "m": 1.0 + }, + { + "p": 0.007122161332517862, + "m": 1.0 + }, + { + "p": 0.005120106507092714, + "m": 1.0 + }, + { + "p": 0.0007442100322805345, + "m": 1.0 + }, + { + "p": 0.005637249443680048, + "m": 1.0 + }, + { + "p": 0.0015957519644871354, + "m": 1.0 + }, + { + "p": 0.123209647834301, + "m": 1.0 + }, + { + "p": 0.13408097624778748, + "m": 1.0 + }, + { + "p": 0.05946742743253708, + "m": 1.0 + }, + { + "p": 0.22001323103904724, + "m": 1.0 + }, + { + "p": 0.16852541267871857, + "m": 1.0 + }, + { + "p": 0.0027523706667125225, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.0746816396713257, + "val_loss": 0.9058265089988708, + "acc": 64.25, + "time": 107.94431616109796, + "param": [ + { + "p": 0.140756294131279, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12910732626914978, + "m": 1.0 + }, + { + "p": 0.00234483671374619, + "m": 1.0 + }, + { + "p": 0.02056976780295372, + "m": 1.0 + }, + { + "p": 0.00397580536082387, + "m": 1.0 + }, + { + "p": 0.009999541565775871, + "m": 1.0 + }, + { + "p": 0.0008206772617995739, + "m": 1.0 + }, + { + "p": 0.12187010794878006, + "m": 1.0 + }, + { + "p": 0.15135391056537628, + "m": 1.0 + }, + { + "p": 0.05348489060997963, + "m": 1.0 + }, + { + "p": 0.20077235996723175, + "m": 1.0 + }, + { + "p": 0.16059331595897675, + "m": 1.0 + }, + { + "p": 0.004351100418716669, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.0864620208740234, + "val_loss": 0.9876284003257751, + "acc": 65.01, + "time": 102.62515284307301, + "param": [ + { + "p": 0.13813619315624237, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1310153603553772, + "m": 1.0 + }, + { + "p": 0.0017201969167217612, + "m": 1.0 + }, + { + "p": 0.042667534202337265, + "m": 1.0 + }, + { + "p": 0.007838890887796879, + "m": 1.0 + }, + { + "p": 0.016356701031327248, + "m": 1.0 + }, + { + "p": 0.010224833153188229, + "m": 1.0 + }, + { + "p": 0.10999764502048492, + "m": 1.0 + }, + { + "p": 0.13575652241706848, + "m": 1.0 + }, + { + "p": 0.05587729439139366, + "m": 1.0 + }, + { + "p": 0.18264427781105042, + "m": 1.0 + }, + { + "p": 0.1527690291404724, + "m": 1.0 + }, + { + "p": 0.014995562843978405, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.3382372856140137, + "val_loss": 0.9269599318504333, + "acc": 65.64, + "time": 101.78020713897422, + "param": [ + { + "p": 0.14682994782924652, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1293104887008667, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04718165099620819, + "m": 1.0 + }, + { + "p": 0.016096007078886032, + "m": 1.0 + }, + { + "p": 0.03492812439799309, + "m": 1.0 + }, + { + "p": 0.02581079863011837, + "m": 1.0 + }, + { + "p": 0.09122374653816223, + "m": 1.0 + }, + { + "p": 0.12611831724643707, + "m": 1.0 + }, + { + "p": 0.05900977924466133, + "m": 1.0 + }, + { + "p": 0.1619698703289032, + "m": 1.0 + }, + { + "p": 0.1510767787694931, + "m": 1.0 + }, + { + "p": 0.01044444553554058, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.4880547523498535, + "val_loss": 0.9762318134307861, + "acc": 65.09, + "time": 101.62725020712242, + "param": [ + { + "p": 0.15505735576152802, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1344415545463562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.034546345472335815, + "m": 1.0 + }, + { + "p": 0.01465370412915945, + "m": 1.0 + }, + { + "p": 0.04355379194021225, + "m": 1.0 + }, + { + "p": 0.038430944085121155, + "m": 1.0 + }, + { + "p": 0.08133069425821304, + "m": 1.0 + }, + { + "p": 0.12118421494960785, + "m": 1.0 + }, + { + "p": 0.06423619389533997, + "m": 1.0 + }, + { + "p": 0.15474198758602142, + "m": 1.0 + }, + { + "p": 0.15558035671710968, + "m": 1.0 + }, + { + "p": 0.0022428471129387617, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.1942882537841797, + "val_loss": 0.9304615259170532, + "acc": 66.88, + "time": 102.55846544215456, + "param": [ + { + "p": 0.163943812251091, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14231999218463898, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019942807033658028, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.036967258900403976, + "m": 1.0 + }, + { + "p": 0.03711889684200287, + "m": 1.0 + }, + { + "p": 0.07910901308059692, + "m": 1.0 + }, + { + "p": 0.12728886306285858, + "m": 1.0 + }, + { + "p": 0.06382157653570175, + "m": 1.0 + }, + { + "p": 0.1559629738330841, + "m": 1.0 + }, + { + "p": 0.17268337309360504, + "m": 1.0 + }, + { + "p": 0.0008414242183789611, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.2561792135238647, + "val_loss": 0.9211615920066833, + "acc": 66.33, + "time": 110.25358233088627, + "param": [ + { + "p": 0.17365799844264984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1533137559890747, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008887373842298985, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024585282430052757, + "m": 1.0 + }, + { + "p": 0.027095023542642593, + "m": 1.0 + }, + { + "p": 0.06992803514003754, + "m": 1.0 + }, + { + "p": 0.12854765355587006, + "m": 1.0 + }, + { + "p": 0.0470782108604908, + "m": 1.0 + }, + { + "p": 0.17112098634243011, + "m": 1.0 + }, + { + "p": 0.19224974513053894, + "m": 1.0 + }, + { + "p": 0.0035358411259949207, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.2342499494552612, + "val_loss": 0.8412219882011414, + "acc": 67.1, + "time": 117.64293734217063, + "param": [ + { + "p": 0.18031203746795654, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1495659351348877, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0008577667758800089, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030703097581863403, + "m": 1.0 + }, + { + "p": 0.024365421384572983, + "m": 1.0 + }, + { + "p": 0.08657124638557434, + "m": 1.0 + }, + { + "p": 0.12588131427764893, + "m": 1.0 + }, + { + "p": 0.04069517180323601, + "m": 1.0 + }, + { + "p": 0.16544997692108154, + "m": 1.0 + }, + { + "p": 0.19010047614574432, + "m": 1.0 + }, + { + "p": 0.005497529171407223, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.111989140510559, + "val_loss": 0.9492982029914856, + "acc": 64.5, + "time": 115.50556768802926, + "param": [ + { + "p": 0.16513937711715698, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13123661279678345, + "m": 1.0 + }, + { + "p": 0.009329198859632015, + "m": 1.0 + }, + { + "p": 0.009294216521084309, + "m": 1.0 + }, + { + "p": 0.010147101245820522, + "m": 1.0 + }, + { + "p": 0.03247790038585663, + "m": 1.0 + }, + { + "p": 0.031697019934654236, + "m": 1.0 + }, + { + "p": 0.10693568736314774, + "m": 1.0 + }, + { + "p": 0.11081517487764359, + "m": 1.0 + }, + { + "p": 0.04975821450352669, + "m": 1.0 + }, + { + "p": 0.14891275763511658, + "m": 1.0 + }, + { + "p": 0.16987955570220947, + "m": 1.0 + }, + { + "p": 0.024377236142754555, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.3203792572021484, + "val_loss": 0.936552107334137, + "acc": 67.66, + "time": 114.85698699811473, + "param": [ + { + "p": 0.15700100362300873, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11463151127099991, + "m": 1.0 + }, + { + "p": 0.017027350142598152, + "m": 1.0 + }, + { + "p": 0.02153237909078598, + "m": 1.0 + }, + { + "p": 0.0073648481629788876, + "m": 1.0 + }, + { + "p": 0.034865256398916245, + "m": 1.0 + }, + { + "p": 0.04082772880792618, + "m": 1.0 + }, + { + "p": 0.11565085500478745, + "m": 1.0 + }, + { + "p": 0.1040545254945755, + "m": 1.0 + }, + { + "p": 0.053892623633146286, + "m": 1.0 + }, + { + "p": 0.14406853914260864, + "m": 1.0 + }, + { + "p": 0.1600690335035324, + "m": 1.0 + }, + { + "p": 0.029014384374022484, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.2733309268951416, + "val_loss": 0.9642426371574402, + "acc": 67.13, + "time": 104.50368115003221, + "param": [ + { + "p": 0.16157317161560059, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1104850247502327, + "m": 1.0 + }, + { + "p": 0.012995239347219467, + "m": 1.0 + }, + { + "p": 0.0319274477660656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03339342772960663, + "m": 1.0 + }, + { + "p": 0.049276430159807205, + "m": 1.0 + }, + { + "p": 0.1112261712551117, + "m": 1.0 + }, + { + "p": 0.09771264344453812, + "m": 1.0 + }, + { + "p": 0.060281287878751755, + "m": 1.0 + }, + { + "p": 0.14866048097610474, + "m": 1.0 + }, + { + "p": 0.15820704400539398, + "m": 1.0 + }, + { + "p": 0.0242615956813097, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.106460452079773, + "val_loss": 0.9786189794540405, + "acc": 66.87, + "time": 104.64236273081042, + "param": [ + { + "p": 0.17590463161468506, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10908393561840057, + "m": 1.0 + }, + { + "p": 0.006811917293816805, + "m": 1.0 + }, + { + "p": 0.03161812573671341, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026599228382110596, + "m": 1.0 + }, + { + "p": 0.05111189931631088, + "m": 1.0 + }, + { + "p": 0.11561893671751022, + "m": 1.0 + }, + { + "p": 0.0941620022058487, + "m": 1.0 + }, + { + "p": 0.06607534736394882, + "m": 1.0 + }, + { + "p": 0.14650346338748932, + "m": 1.0 + }, + { + "p": 0.16830003261566162, + "m": 1.0 + }, + { + "p": 0.008210432715713978, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.1266816854476929, + "val_loss": 0.8815473318099976, + "acc": 67.53, + "time": 117.04096234496683, + "param": [ + { + "p": 0.21202102303504944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10483580827713013, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0040985760278999805, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01583002135157585, + "m": 1.0 + }, + { + "p": 0.048408523201942444, + "m": 1.0 + }, + { + "p": 0.131797194480896, + "m": 1.0 + }, + { + "p": 0.09671251475811005, + "m": 1.0 + }, + { + "p": 0.05623431131243706, + "m": 1.0 + }, + { + "p": 0.14270345866680145, + "m": 1.0 + }, + { + "p": 0.18735860288143158, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.031915307044983, + "val_loss": 0.8848420977592468, + "acc": 68.05, + "time": 109.20477292197756, + "param": [ + { + "p": 0.24583350121974945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10110733658075333, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025004355236887932, + "m": 1.0 + }, + { + "p": 0.13834123313426971, + "m": 1.0 + }, + { + "p": 0.09704388678073883, + "m": 1.0 + }, + { + "p": 0.032949503511190414, + "m": 1.0 + }, + { + "p": 0.14271831512451172, + "m": 1.0 + }, + { + "p": 0.21700187027454376, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.0530352592468262, + "val_loss": 0.9058545827865601, + "acc": 67.52, + "time": 109.61528858286329, + "param": [ + { + "p": 0.27541038393974304, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0886772871017456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13426469266414642, + "m": 1.0 + }, + { + "p": 0.09967312961816788, + "m": 1.0 + }, + { + "p": 0.011887041851878166, + "m": 1.0 + }, + { + "p": 0.14555996656417847, + "m": 1.0 + }, + { + "p": 0.24452748894691467, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.2555692195892334, + "val_loss": 0.8548581004142761, + "acc": 67.78, + "time": 110.57834197906777, + "param": [ + { + "p": 0.27187880873680115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08142488449811935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0024864610750228167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006494665984064341, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12848946452140808, + "m": 1.0 + }, + { + "p": 0.1002890020608902, + "m": 1.0 + }, + { + "p": 0.011531664058566093, + "m": 1.0 + }, + { + "p": 0.15509511530399323, + "m": 1.0 + }, + { + "p": 0.24230995774269104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 0.9853658676147461, + "val_loss": 1.0333282947540283, + "acc": 67.22, + "time": 107.7334568509832, + "param": [ + { + "p": 0.26101648807525635, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0875922366976738, + "m": 1.0 + }, + { + "p": 0.0007033700821921229, + "m": 1.0 + }, + { + "p": 0.005123441573232412, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004594569560140371, + "m": 1.0 + }, + { + "p": 0.008054361678659916, + "m": 1.0 + }, + { + "p": 0.12062675505876541, + "m": 1.0 + }, + { + "p": 0.09363604336977005, + "m": 1.0 + }, + { + "p": 0.01930791698396206, + "m": 1.0 + }, + { + "p": 0.16253620386123657, + "m": 1.0 + }, + { + "p": 0.23680861294269562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.1833473443984985, + "val_loss": 0.8537293672561646, + "acc": 67.21, + "time": 111.63039516215213, + "param": [ + { + "p": 0.2620242238044739, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09643185138702393, + "m": 1.0 + }, + { + "p": 0.0026809386909008026, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011801893822848797, + "m": 1.0 + }, + { + "p": 0.11509599536657333, + "m": 1.0 + }, + { + "p": 0.0905417874455452, + "m": 1.0 + }, + { + "p": 0.01564575918018818, + "m": 1.0 + }, + { + "p": 0.16306161880493164, + "m": 1.0 + }, + { + "p": 0.2427159547805786, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.085349678993225, + "val_loss": 0.8399479389190674, + "acc": 68.04, + "time": 112.85154557810165, + "param": [ + { + "p": 0.2526910603046417, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10116950422525406, + "m": 1.0 + }, + { + "p": 0.0035409817937761545, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014155290089547634, + "m": 1.0 + }, + { + "p": 0.10609719902276993, + "m": 1.0 + }, + { + "p": 0.09136559069156647, + "m": 1.0 + }, + { + "p": 0.017162209376692772, + "m": 1.0 + }, + { + "p": 0.16004149615764618, + "m": 1.0 + }, + { + "p": 0.2529466152191162, + "m": 1.0 + }, + { + "p": 0.0008299821638502181, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.0157361030578613, + "val_loss": 0.8856438994407654, + "acc": 67.91, + "time": 101.11061015585437, + "param": [ + { + "p": 0.24673454463481903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09301095455884933, + "m": 1.0 + }, + { + "p": 0.004509001970291138, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017009008675813675, + "m": 1.0 + }, + { + "p": 0.10123482346534729, + "m": 1.0 + }, + { + "p": 0.08942346274852753, + "m": 1.0 + }, + { + "p": 0.022446170449256897, + "m": 1.0 + }, + { + "p": 0.15528590977191925, + "m": 1.0 + }, + { + "p": 0.27034613490104675, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 0.9673673510551453, + "val_loss": 0.9598483443260193, + "acc": 68.12, + "time": 102.30343562318012, + "param": [ + { + "p": 0.25529366731643677, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07468383759260178, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00018362142145633698, + "m": 1.0 + }, + { + "p": 0.0002791942679323256, + "m": 1.0 + }, + { + "p": 0.008606599643826485, + "m": 1.0 + }, + { + "p": 0.010828403756022453, + "m": 1.0 + }, + { + "p": 0.09869955480098724, + "m": 1.0 + }, + { + "p": 0.07318109273910522, + "m": 1.0 + }, + { + "p": 0.02585378661751747, + "m": 1.0 + }, + { + "p": 0.1521027386188507, + "m": 1.0 + }, + { + "p": 0.29478880763053894, + "m": 1.0 + }, + { + "p": 0.00549865048378706, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.1643681526184082, + "val_loss": 0.9561793804168701, + "acc": 67.51, + "time": 103.57101858500391, + "param": [ + { + "p": 0.2707274854183197, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.059055279940366745, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011127314530313015, + "m": 1.0 + }, + { + "p": 0.00955260545015335, + "m": 1.0 + }, + { + "p": 0.09222125262022018, + "m": 1.0 + }, + { + "p": 0.056978706270456314, + "m": 1.0 + }, + { + "p": 0.02426455356180668, + "m": 1.0 + }, + { + "p": 0.1524268537759781, + "m": 1.0 + }, + { + "p": 0.3226679563522339, + "m": 1.0 + }, + { + "p": 0.0009780506370589137, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.546742558479309, + "val_loss": 1.0382018089294434, + "acc": 65.48, + "time": 104.14168815291487, + "param": [ + { + "p": 0.2992824614048004, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0455503836274147, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0008623670437373221, + "m": 1.0 + }, + { + "p": 0.0006615765742026269, + "m": 1.0 + }, + { + "p": 0.0022637913934886456, + "m": 1.0 + }, + { + "p": 0.0010414913995191455, + "m": 1.0 + }, + { + "p": 0.09038876742124557, + "m": 1.0 + }, + { + "p": 0.044733088463544846, + "m": 1.0 + }, + { + "p": 0.009191292338073254, + "m": 1.0 + }, + { + "p": 0.14856132864952087, + "m": 1.0 + }, + { + "p": 0.35746344923973083, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.055745244026184, + "val_loss": 0.8761904835700989, + "acc": 67.11, + "time": 110.42046151310205, + "param": [ + { + "p": 0.2922348976135254, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046203479170799255, + "m": 1.0 + }, + { + "p": 0.0006350583862513304, + "m": 1.0 + }, + { + "p": 0.004408253822475672, + "m": 1.0 + }, + { + "p": 0.019256437197327614, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008779143914580345, + "m": 1.0 + }, + { + "p": 0.07879604399204254, + "m": 1.0 + }, + { + "p": 0.04577650502324104, + "m": 1.0 + }, + { + "p": 0.010151303373277187, + "m": 1.0 + }, + { + "p": 0.13814400136470795, + "m": 1.0 + }, + { + "p": 0.3551684319972992, + "m": 1.0 + }, + { + "p": 0.000446388847194612, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.0849729776382446, + "val_loss": 0.937529981136322, + "acc": 67.97, + "time": 116.70474259508774, + "param": [ + { + "p": 0.29109877347946167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04310235008597374, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0065323952585458755, + "m": 1.0 + }, + { + "p": 0.0197483878582716, + "m": 1.0 + }, + { + "p": 0.0011436899658292532, + "m": 1.0 + }, + { + "p": 0.014916406013071537, + "m": 1.0 + }, + { + "p": 0.06629975140094757, + "m": 1.0 + }, + { + "p": 0.04732440039515495, + "m": 1.0 + }, + { + "p": 0.009357881732285023, + "m": 1.0 + }, + { + "p": 0.14153651893138885, + "m": 1.0 + }, + { + "p": 0.35893943905830383, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 0.9548265337944031, + "val_loss": 0.9104377031326294, + "acc": 67.85, + "time": 106.45047429506667, + "param": [ + { + "p": 0.27112120389938354, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05161471664905548, + "m": 1.0 + }, + { + "p": 0.005503963679075241, + "m": 1.0 + }, + { + "p": 0.025354651734232903, + "m": 1.0 + }, + { + "p": 0.011969586834311485, + "m": 1.0 + }, + { + "p": 0.007978096604347229, + "m": 1.0 + }, + { + "p": 0.0341348834335804, + "m": 1.0 + }, + { + "p": 0.062363144010305405, + "m": 1.0 + }, + { + "p": 0.048645492643117905, + "m": 1.0 + }, + { + "p": 0.011615828610956669, + "m": 1.0 + }, + { + "p": 0.14117805659770966, + "m": 1.0 + }, + { + "p": 0.32852035760879517, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.2137391567230225, + "val_loss": 0.8661181926727295, + "acc": 69.5, + "time": 113.38791942899115, + "param": [ + { + "p": 0.243616983294487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06372015178203583, + "m": 1.0 + }, + { + "p": 0.009990333579480648, + "m": 1.0 + }, + { + "p": 0.0462472178041935, + "m": 1.0 + }, + { + "p": 0.015180437825620174, + "m": 1.0 + }, + { + "p": 0.008771838620305061, + "m": 1.0 + }, + { + "p": 0.050567373633384705, + "m": 1.0 + }, + { + "p": 0.06071031466126442, + "m": 1.0 + }, + { + "p": 0.04857715591788292, + "m": 1.0 + }, + { + "p": 0.01992146298289299, + "m": 1.0 + }, + { + "p": 0.12599262595176697, + "m": 1.0 + }, + { + "p": 0.294169157743454, + "m": 1.0 + }, + { + "p": 0.012534928508102894, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.18143630027771, + "val_loss": 0.940714418888092, + "acc": 68.39, + "time": 110.16727947304025, + "param": [ + { + "p": 0.254277765750885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06913357973098755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04841962084174156, + "m": 1.0 + }, + { + "p": 0.011634431779384613, + "m": 1.0 + }, + { + "p": 0.006495352368801832, + "m": 1.0 + }, + { + "p": 0.056768227368593216, + "m": 1.0 + }, + { + "p": 0.05146758630871773, + "m": 1.0 + }, + { + "p": 0.06066826358437538, + "m": 1.0 + }, + { + "p": 0.01638917066156864, + "m": 1.0 + }, + { + "p": 0.11688495427370071, + "m": 1.0 + }, + { + "p": 0.28908687829971313, + "m": 1.0 + }, + { + "p": 0.01877414435148239, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.2697111368179321, + "val_loss": 0.8672531247138977, + "acc": 69.13, + "time": 118.52925288607366, + "param": [ + { + "p": 0.25033268332481384, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06702233105897903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04544173553586006, + "m": 1.0 + }, + { + "p": 0.006279155146330595, + "m": 1.0 + }, + { + "p": 0.004000694490969181, + "m": 1.0 + }, + { + "p": 0.05885213613510132, + "m": 1.0 + }, + { + "p": 0.04993487522006035, + "m": 1.0 + }, + { + "p": 0.08004619181156158, + "m": 1.0 + }, + { + "p": 0.021289115771651268, + "m": 1.0 + }, + { + "p": 0.10534188896417618, + "m": 1.0 + }, + { + "p": 0.27729687094688416, + "m": 1.0 + }, + { + "p": 0.034162264317274094, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.137219786643982, + "val_loss": 0.9193056225776672, + "acc": 69.97, + "time": 108.75727592990734, + "param": [ + { + "p": 0.2333085536956787, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06686814874410629, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04675022140145302, + "m": 1.0 + }, + { + "p": 0.009627693332731724, + "m": 1.0 + }, + { + "p": 0.008847814984619617, + "m": 1.0 + }, + { + "p": 0.05403321608901024, + "m": 1.0 + }, + { + "p": 0.05552991107106209, + "m": 1.0 + }, + { + "p": 0.09099099040031433, + "m": 1.0 + }, + { + "p": 0.022149352356791496, + "m": 1.0 + }, + { + "p": 0.10019352287054062, + "m": 1.0 + }, + { + "p": 0.2759785056114197, + "m": 1.0 + }, + { + "p": 0.035722024738788605, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.084306001663208, + "val_loss": 0.856026828289032, + "acc": 70.17, + "time": 107.17637894907966, + "param": [ + { + "p": 0.21610108017921448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06848843395709991, + "m": 1.0 + }, + { + "p": 0.008984101936221123, + "m": 1.0 + }, + { + "p": 0.045030731707811356, + "m": 1.0 + }, + { + "p": 0.01077610906213522, + "m": 1.0 + }, + { + "p": 0.0267405416816473, + "m": 1.0 + }, + { + "p": 0.04205137863755226, + "m": 1.0 + }, + { + "p": 0.0741443932056427, + "m": 1.0 + }, + { + "p": 0.08935827761888504, + "m": 1.0 + }, + { + "p": 0.026965303346514702, + "m": 1.0 + }, + { + "p": 0.09441466629505157, + "m": 1.0 + }, + { + "p": 0.2623538076877594, + "m": 1.0 + }, + { + "p": 0.03459126502275467, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.149019718170166, + "val_loss": 0.8771101832389832, + "acc": 68.83, + "time": 102.5284744950477, + "param": [ + { + "p": 0.19022341072559357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07903151959180832, + "m": 1.0 + }, + { + "p": 0.0187027920037508, + "m": 1.0 + }, + { + "p": 0.04163128510117531, + "m": 1.0 + }, + { + "p": 0.02972705103456974, + "m": 1.0 + }, + { + "p": 0.03918055444955826, + "m": 1.0 + }, + { + "p": 0.05055009946227074, + "m": 1.0 + }, + { + "p": 0.08560816943645477, + "m": 1.0 + }, + { + "p": 0.07962255924940109, + "m": 1.0 + }, + { + "p": 0.029940586537122726, + "m": 1.0 + }, + { + "p": 0.09719184041023254, + "m": 1.0 + }, + { + "p": 0.22633951902389526, + "m": 1.0 + }, + { + "p": 0.032250627875328064, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.166813850402832, + "val_loss": 0.9326652884483337, + "acc": 69.95, + "time": 114.78459741501138, + "param": [ + { + "p": 0.15913192927837372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07798656821250916, + "m": 1.0 + }, + { + "p": 0.027500981464982033, + "m": 1.0 + }, + { + "p": 0.03754705190658569, + "m": 1.0 + }, + { + "p": 0.04726238176226616, + "m": 1.0 + }, + { + "p": 0.054903384298086166, + "m": 1.0 + }, + { + "p": 0.06129997968673706, + "m": 1.0 + }, + { + "p": 0.08794048428535461, + "m": 1.0 + }, + { + "p": 0.07967766374349594, + "m": 1.0 + }, + { + "p": 0.03678371384739876, + "m": 1.0 + }, + { + "p": 0.10147389024496078, + "m": 1.0 + }, + { + "p": 0.1892312467098236, + "m": 1.0 + }, + { + "p": 0.039260733872652054, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.2026442289352417, + "val_loss": 0.8577414155006409, + "acc": 69.41, + "time": 117.39685192913748, + "param": [ + { + "p": 0.13461528718471527, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08004865795373917, + "m": 1.0 + }, + { + "p": 0.048193756490945816, + "m": 1.0 + }, + { + "p": 0.022863438352942467, + "m": 1.0 + }, + { + "p": 0.046169303357601166, + "m": 1.0 + }, + { + "p": 0.0583554282784462, + "m": 1.0 + }, + { + "p": 0.06045947223901749, + "m": 1.0 + }, + { + "p": 0.09304814040660858, + "m": 1.0 + }, + { + "p": 0.08973399549722672, + "m": 1.0 + }, + { + "p": 0.04834266006946564, + "m": 1.0 + }, + { + "p": 0.09596532583236694, + "m": 1.0 + }, + { + "p": 0.17846113443374634, + "m": 1.0 + }, + { + "p": 0.043743424117565155, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.1930339336395264, + "val_loss": 0.8931938409805298, + "acc": 70.19, + "time": 104.19274018495344, + "param": [ + { + "p": 0.12740735709667206, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07657214999198914, + "m": 1.0 + }, + { + "p": 0.04255043342709541, + "m": 1.0 + }, + { + "p": 0.008973674848675728, + "m": 1.0 + }, + { + "p": 0.050858888775110245, + "m": 1.0 + }, + { + "p": 0.056321557611227036, + "m": 1.0 + }, + { + "p": 0.06412709504365921, + "m": 1.0 + }, + { + "p": 0.09259574115276337, + "m": 1.0 + }, + { + "p": 0.1059686467051506, + "m": 1.0 + }, + { + "p": 0.04331444203853607, + "m": 1.0 + }, + { + "p": 0.09051600843667984, + "m": 1.0 + }, + { + "p": 0.18949183821678162, + "m": 1.0 + }, + { + "p": 0.05130206048488617, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.108169436454773, + "val_loss": 0.9058753252029419, + "acc": 69.04, + "time": 106.03579521202482, + "param": [ + { + "p": 0.12471230328083038, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06938358396291733, + "m": 1.0 + }, + { + "p": 0.02816532552242279, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06055319681763649, + "m": 1.0 + }, + { + "p": 0.05274203419685364, + "m": 1.0 + }, + { + "p": 0.06427625566720963, + "m": 1.0 + }, + { + "p": 0.09671425819396973, + "m": 1.0 + }, + { + "p": 0.11874078214168549, + "m": 1.0 + }, + { + "p": 0.0380786657333374, + "m": 1.0 + }, + { + "p": 0.09785410761833191, + "m": 1.0 + }, + { + "p": 0.20371797680854797, + "m": 1.0 + }, + { + "p": 0.04506148025393486, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.3903416395187378, + "val_loss": 0.8182857036590576, + "acc": 70.4, + "time": 102.46838498092256, + "param": [ + { + "p": 0.1336004137992859, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07204969227313995, + "m": 1.0 + }, + { + "p": 0.009769369848072529, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07278689742088318, + "m": 1.0 + }, + { + "p": 0.05965335667133331, + "m": 1.0 + }, + { + "p": 0.0463871993124485, + "m": 1.0 + }, + { + "p": 0.08307106792926788, + "m": 1.0 + }, + { + "p": 0.12345542758703232, + "m": 1.0 + }, + { + "p": 0.04025715962052345, + "m": 1.0 + }, + { + "p": 0.11779797822237015, + "m": 1.0 + }, + { + "p": 0.21171969175338745, + "m": 1.0 + }, + { + "p": 0.029451727867126465, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.0882823467254639, + "val_loss": 0.7959064245223999, + "acc": 70.19, + "time": 109.85887524695136, + "param": [ + { + "p": 0.15129074454307556, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07301236689090729, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08130022883415222, + "m": 1.0 + }, + { + "p": 0.06648381054401398, + "m": 1.0 + }, + { + "p": 0.029320817440748215, + "m": 1.0 + }, + { + "p": 0.08191052079200745, + "m": 1.0 + }, + { + "p": 0.11594576388597488, + "m": 1.0 + }, + { + "p": 0.03427927568554878, + "m": 1.0 + }, + { + "p": 0.1404048651456833, + "m": 1.0 + }, + { + "p": 0.22605161368846893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.1617764234542847, + "val_loss": 0.8170547485351562, + "acc": 69.93, + "time": 116.84975945181213, + "param": [ + { + "p": 0.16780085861682892, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06532756984233856, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09255322813987732, + "m": 1.0 + }, + { + "p": 0.061724189668893814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07409312576055527, + "m": 1.0 + }, + { + "p": 0.10844994336366653, + "m": 1.0 + }, + { + "p": 0.025439782068133354, + "m": 1.0 + }, + { + "p": 0.15471148490905762, + "m": 1.0 + }, + { + "p": 0.24989984929561615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.1409152746200562, + "val_loss": 0.9517239332199097, + "acc": 70.55, + "time": 102.97285703220405, + "param": [ + { + "p": 0.17610079050064087, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03711751475930214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10939585417509079, + "m": 1.0 + }, + { + "p": 0.04895295947790146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05790501832962036, + "m": 1.0 + }, + { + "p": 0.10373569279909134, + "m": 1.0 + }, + { + "p": 0.025898437947034836, + "m": 1.0 + }, + { + "p": 0.16429553925991058, + "m": 1.0 + }, + { + "p": 0.2765982151031494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.2918792963027954, + "val_loss": 0.8212234973907471, + "acc": 70.23, + "time": 107.39473855285905, + "param": [ + { + "p": 0.17739810049533844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03150005638599396, + "m": 1.0 + }, + { + "p": 0.00012749510642606765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10842480510473251, + "m": 1.0 + }, + { + "p": 0.046899329870939255, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04739002138376236, + "m": 1.0 + }, + { + "p": 0.10133039951324463, + "m": 1.0 + }, + { + "p": 0.05160437896847725, + "m": 1.0 + }, + { + "p": 0.16345743834972382, + "m": 1.0 + }, + { + "p": 0.2718679904937744, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.937540590763092, + "val_loss": 0.9833195805549622, + "acc": 70.87, + "time": 101.86408069892786, + "param": [ + { + "p": 0.17700068652629852, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03410455957055092, + "m": 1.0 + }, + { + "p": 0.0061363521963357925, + "m": 1.0 + }, + { + "p": 0.000967316038440913, + "m": 1.0 + }, + { + "p": 0.09591636806726456, + "m": 1.0 + }, + { + "p": 0.047286052256822586, + "m": 1.0 + }, + { + "p": 0.002485689241439104, + "m": 1.0 + }, + { + "p": 0.046903979033231735, + "m": 1.0 + }, + { + "p": 0.10013864189386368, + "m": 1.0 + }, + { + "p": 0.07283666729927063, + "m": 1.0 + }, + { + "p": 0.162440225481987, + "m": 1.0 + }, + { + "p": 0.2537834644317627, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.1314551830291748, + "val_loss": 0.8178632855415344, + "acc": 70.22, + "time": 106.81086853891611, + "param": [ + { + "p": 0.17839479446411133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027720097452402115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09805072844028473, + "m": 1.0 + }, + { + "p": 0.04897874966263771, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03561016544699669, + "m": 1.0 + }, + { + "p": 0.09550265967845917, + "m": 1.0 + }, + { + "p": 0.08633679896593094, + "m": 1.0 + }, + { + "p": 0.16694431006908417, + "m": 1.0 + }, + { + "p": 0.26246169209480286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.1062496900558472, + "val_loss": 0.8847790360450745, + "acc": 70.3, + "time": 116.4237154989969, + "param": [ + { + "p": 0.17913495004177094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011249501258134842, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09501051902770996, + "m": 1.0 + }, + { + "p": 0.0562802329659462, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.035093821585178375, + "m": 1.0 + }, + { + "p": 0.07795387506484985, + "m": 1.0 + }, + { + "p": 0.09334965795278549, + "m": 1.0 + }, + { + "p": 0.17293065786361694, + "m": 1.0 + }, + { + "p": 0.2789967656135559, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.9590882062911987, + "val_loss": 0.8821258544921875, + "acc": 70.41, + "time": 112.94005795288831, + "param": [ + { + "p": 0.1876407116651535, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008371403440833092, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07696259021759033, + "m": 1.0 + }, + { + "p": 0.06133278086781502, + "m": 1.0 + }, + { + "p": 0.0017150702187791467, + "m": 1.0 + }, + { + "p": 0.04172886908054352, + "m": 1.0 + }, + { + "p": 0.06820579618215561, + "m": 1.0 + }, + { + "p": 0.09497517347335815, + "m": 1.0 + }, + { + "p": 0.1754007339477539, + "m": 1.0 + }, + { + "p": 0.28366678953170776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.9766778349876404, + "val_loss": 0.8594270944595337, + "acc": 70.82, + "time": 104.57152940006927, + "param": [ + { + "p": 0.18519867956638336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022760916501283646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0028310134075582027, + "m": 1.0 + }, + { + "p": 0.06944575905799866, + "m": 1.0 + }, + { + "p": 0.06381113827228546, + "m": 1.0 + }, + { + "p": 0.0010481824865564704, + "m": 1.0 + }, + { + "p": 0.044532254338264465, + "m": 1.0 + }, + { + "p": 0.05722903460264206, + "m": 1.0 + }, + { + "p": 0.09553403407335281, + "m": 1.0 + }, + { + "p": 0.17389880120754242, + "m": 1.0 + }, + { + "p": 0.28371015191078186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.033551573753357, + "val_loss": 0.8057844042778015, + "acc": 70.79, + "time": 103.2008985010907, + "param": [ + { + "p": 0.1781863123178482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045573510229587555, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07043955475091934, + "m": 1.0 + }, + { + "p": 0.06810516864061356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05747319757938385, + "m": 1.0 + }, + { + "p": 0.05347232520580292, + "m": 1.0 + }, + { + "p": 0.08706172555685043, + "m": 1.0 + }, + { + "p": 0.15570592880249023, + "m": 1.0 + }, + { + "p": 0.2839822471141815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.1765878200531006, + "val_loss": 0.7925885319709778, + "acc": 71.34, + "time": 109.37435356108472, + "param": [ + { + "p": 0.16487623751163483, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06839296221733093, + "m": 1.0 + }, + { + "p": 0.00013039984332863241, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06220024451613426, + "m": 1.0 + }, + { + "p": 0.06051032617688179, + "m": 1.0 + }, + { + "p": 0.011507376097142696, + "m": 1.0 + }, + { + "p": 0.06790553778409958, + "m": 1.0 + }, + { + "p": 0.056678202003240585, + "m": 1.0 + }, + { + "p": 0.08757078647613525, + "m": 1.0 + }, + { + "p": 0.14047236740589142, + "m": 1.0 + }, + { + "p": 0.2751467823982239, + "m": 1.0 + }, + { + "p": 0.00460879085585475, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.9234454035758972, + "val_loss": 0.8155720233917236, + "acc": 70.46, + "time": 102.41903886501677, + "param": [ + { + "p": 0.16989223659038544, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07645142823457718, + "m": 1.0 + }, + { + "p": 0.005382890347391367, + "m": 1.0 + }, + { + "p": 6.809326805523597e-06, + "m": 1.0 + }, + { + "p": 0.05458198860287666, + "m": 1.0 + }, + { + "p": 0.047208938747644424, + "m": 1.0 + }, + { + "p": 0.015715016052126884, + "m": 1.0 + }, + { + "p": 0.060932707041502, + "m": 1.0 + }, + { + "p": 0.049533940851688385, + "m": 1.0 + }, + { + "p": 0.08751966059207916, + "m": 1.0 + }, + { + "p": 0.1433749496936798, + "m": 1.0 + }, + { + "p": 0.27918535470962524, + "m": 1.0 + }, + { + "p": 0.010214108042418957, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.0323878526687622, + "val_loss": 0.9020025730133057, + "acc": 70.37, + "time": 105.58325326512568, + "param": [ + { + "p": 0.17724619805812836, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10003601759672165, + "m": 1.0 + }, + { + "p": 0.004317861516028643, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042929258197546005, + "m": 1.0 + }, + { + "p": 0.03409288451075554, + "m": 1.0 + }, + { + "p": 0.01597762107849121, + "m": 1.0 + }, + { + "p": 0.043085597455501556, + "m": 1.0 + }, + { + "p": 0.039525751024484634, + "m": 1.0 + }, + { + "p": 0.08816342800855637, + "m": 1.0 + }, + { + "p": 0.15522973239421844, + "m": 1.0 + }, + { + "p": 0.29826685786247253, + "m": 1.0 + }, + { + "p": 0.0011287855450063944, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.1131340265274048, + "val_loss": 0.8993469476699829, + "acc": 70.37, + "time": 104.6812075600028, + "param": [ + { + "p": 0.18499374389648438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11277852952480316, + "m": 1.0 + }, + { + "p": 0.0011754141887649894, + "m": 1.0 + }, + { + "p": 0.00262839556671679, + "m": 1.0 + }, + { + "p": 0.03050275519490242, + "m": 1.0 + }, + { + "p": 0.02764953300356865, + "m": 1.0 + }, + { + "p": 0.00921994261443615, + "m": 1.0 + }, + { + "p": 0.034466926008462906, + "m": 1.0 + }, + { + "p": 0.045438364148139954, + "m": 1.0 + }, + { + "p": 0.08570953458547592, + "m": 1.0 + }, + { + "p": 0.15592050552368164, + "m": 1.0 + }, + { + "p": 0.30951637029647827, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.8106701374053955, + "val_loss": 0.7864432334899902, + "acc": 71.32, + "time": 101.16532990895212, + "param": [ + { + "p": 0.17457334697246552, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11262612789869308, + "m": 1.0 + }, + { + "p": 0.017480038106441498, + "m": 1.0 + }, + { + "p": 0.016827328130602837, + "m": 1.0 + }, + { + "p": 0.01763048954308033, + "m": 1.0 + }, + { + "p": 0.017998969182372093, + "m": 1.0 + }, + { + "p": 0.023938240483403206, + "m": 1.0 + }, + { + "p": 0.03190751373767853, + "m": 1.0 + }, + { + "p": 0.05387767776846886, + "m": 1.0 + }, + { + "p": 0.07877252995967865, + "m": 1.0 + }, + { + "p": 0.1563989222049713, + "m": 1.0 + }, + { + "p": 0.2979688048362732, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.8926827907562256, + "val_loss": 0.8304815292358398, + "acc": 70.91, + "time": 100.52176358085126, + "param": [ + { + "p": 0.15114539861679077, + "m": 1.0 + }, + { + "p": 0.0036196373403072357, + "m": 1.0 + }, + { + "p": 0.09825664013624191, + "m": 1.0 + }, + { + "p": 0.030860282480716705, + "m": 1.0 + }, + { + "p": 0.03016207553446293, + "m": 1.0 + }, + { + "p": 0.018764067441225052, + "m": 1.0 + }, + { + "p": 0.02890814282000065, + "m": 1.0 + }, + { + "p": 0.03632846847176552, + "m": 1.0 + }, + { + "p": 0.03685901686549187, + "m": 1.0 + }, + { + "p": 0.0633099228143692, + "m": 1.0 + }, + { + "p": 0.08942406624555588, + "m": 1.0 + }, + { + "p": 0.14296096563339233, + "m": 1.0 + }, + { + "p": 0.25474274158477783, + "m": 1.0 + }, + { + "p": 0.014658567495644093, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.1805081367492676, + "val_loss": 0.8780632615089417, + "acc": 71.58, + "time": 102.48442222899757, + "param": [ + { + "p": 0.12816496193408966, + "m": 1.0 + }, + { + "p": 0.01132936216890812, + "m": 1.0 + }, + { + "p": 0.08690093457698822, + "m": 1.0 + }, + { + "p": 0.05025609955191612, + "m": 1.0 + }, + { + "p": 0.045774828642606735, + "m": 1.0 + }, + { + "p": 0.033291470259428024, + "m": 1.0 + }, + { + "p": 0.04563216492533684, + "m": 1.0 + }, + { + "p": 0.04965114966034889, + "m": 1.0 + }, + { + "p": 0.049974583089351654, + "m": 1.0 + }, + { + "p": 0.06035303696990013, + "m": 1.0 + }, + { + "p": 0.08283931016921997, + "m": 1.0 + }, + { + "p": 0.1169242188334465, + "m": 1.0 + }, + { + "p": 0.1942853331565857, + "m": 1.0 + }, + { + "p": 0.04462248459458351, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.1842658519744873, + "val_loss": 0.842085599899292, + "acc": 71.38, + "time": 101.63520767097361, + "param": [ + { + "p": 0.11963358521461487, + "m": 1.0 + }, + { + "p": 0.0222603939473629, + "m": 1.0 + }, + { + "p": 0.07409145683050156, + "m": 1.0 + }, + { + "p": 0.050241220742464066, + "m": 1.0 + }, + { + "p": 0.06332460045814514, + "m": 1.0 + }, + { + "p": 0.04818359389901161, + "m": 1.0 + }, + { + "p": 0.06109566241502762, + "m": 1.0 + }, + { + "p": 0.05716589093208313, + "m": 1.0 + }, + { + "p": 0.053558290004730225, + "m": 1.0 + }, + { + "p": 0.053117915987968445, + "m": 1.0 + }, + { + "p": 0.08068329095840454, + "m": 1.0 + }, + { + "p": 0.09869598597288132, + "m": 1.0 + }, + { + "p": 0.15527918934822083, + "m": 1.0 + }, + { + "p": 0.06266889721155167, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.2930784225463867, + "val_loss": 0.8132005929946899, + "acc": 71.4, + "time": 101.75628277589567, + "param": [ + { + "p": 0.1445767730474472, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.059030793607234955, + "m": 1.0 + }, + { + "p": 0.04833095893263817, + "m": 1.0 + }, + { + "p": 0.06787629425525665, + "m": 1.0 + }, + { + "p": 0.050697505474090576, + "m": 1.0 + }, + { + "p": 0.0776631161570549, + "m": 1.0 + }, + { + "p": 0.056979384273290634, + "m": 1.0 + }, + { + "p": 0.04906482994556427, + "m": 1.0 + }, + { + "p": 0.04350605979561806, + "m": 1.0 + }, + { + "p": 0.0694318413734436, + "m": 1.0 + }, + { + "p": 0.1034606471657753, + "m": 1.0 + }, + { + "p": 0.16788890957832336, + "m": 1.0 + }, + { + "p": 0.06149281933903694, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.1841999292373657, + "val_loss": 0.6815879940986633, + "acc": 71.76, + "time": 102.16282824613154, + "param": [ + { + "p": 0.18781360983848572, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048569489270448685, + "m": 1.0 + }, + { + "p": 0.0307778213173151, + "m": 1.0 + }, + { + "p": 0.06140350177884102, + "m": 1.0 + }, + { + "p": 0.049580156803131104, + "m": 1.0 + }, + { + "p": 0.08596469461917877, + "m": 1.0 + }, + { + "p": 0.04236967861652374, + "m": 1.0 + }, + { + "p": 0.049652621150016785, + "m": 1.0 + }, + { + "p": 0.03377236798405647, + "m": 1.0 + }, + { + "p": 0.06137733533978462, + "m": 1.0 + }, + { + "p": 0.10791348665952682, + "m": 1.0 + }, + { + "p": 0.20478038489818573, + "m": 1.0 + }, + { + "p": 0.03602483496069908, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.219252586364746, + "val_loss": 0.8276262879371643, + "acc": 71.1, + "time": 101.51794429216534, + "param": [ + { + "p": 0.21035705506801605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048956502228975296, + "m": 1.0 + }, + { + "p": 0.024636870250105858, + "m": 1.0 + }, + { + "p": 0.05663525313138962, + "m": 1.0 + }, + { + "p": 0.055333275347948074, + "m": 1.0 + }, + { + "p": 0.08688465505838394, + "m": 1.0 + }, + { + "p": 0.03503084555268288, + "m": 1.0 + }, + { + "p": 0.0578501857817173, + "m": 1.0 + }, + { + "p": 0.02618609555065632, + "m": 1.0 + }, + { + "p": 0.05556255206465721, + "m": 1.0 + }, + { + "p": 0.09898591041564941, + "m": 1.0 + }, + { + "p": 0.22257661819458008, + "m": 1.0 + }, + { + "p": 0.021004121750593185, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.1140168905258179, + "val_loss": 0.7330659031867981, + "acc": 71.17, + "time": 106.72075306088664, + "param": [ + { + "p": 0.2162613719701767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04487663507461548, + "m": 1.0 + }, + { + "p": 0.027223657816648483, + "m": 1.0 + }, + { + "p": 0.05182729288935661, + "m": 1.0 + }, + { + "p": 0.06096694618463516, + "m": 1.0 + }, + { + "p": 0.09325727075338364, + "m": 1.0 + }, + { + "p": 0.024666709825396538, + "m": 1.0 + }, + { + "p": 0.06654538214206696, + "m": 1.0 + }, + { + "p": 0.025432392954826355, + "m": 1.0 + }, + { + "p": 0.04773302748799324, + "m": 1.0 + }, + { + "p": 0.1039801761507988, + "m": 1.0 + }, + { + "p": 0.2230643779039383, + "m": 1.0 + }, + { + "p": 0.014164709486067295, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.9779035449028015, + "val_loss": 0.8240882158279419, + "acc": 71.67, + "time": 114.53250152990222, + "param": [ + { + "p": 0.227268785238266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0350627675652504, + "m": 1.0 + }, + { + "p": 0.02891264110803604, + "m": 1.0 + }, + { + "p": 0.05688868835568428, + "m": 1.0 + }, + { + "p": 0.057466648519039154, + "m": 1.0 + }, + { + "p": 0.10021065175533295, + "m": 1.0 + }, + { + "p": 0.014248931780457497, + "m": 1.0 + }, + { + "p": 0.07055230438709259, + "m": 1.0 + }, + { + "p": 0.03140499070286751, + "m": 1.0 + }, + { + "p": 0.050824739038944244, + "m": 1.0 + }, + { + "p": 0.10636917501688004, + "m": 1.0 + }, + { + "p": 0.22037485241889954, + "m": 1.0 + }, + { + "p": 0.00041490563307888806, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.2493714094161987, + "val_loss": 0.7331411838531494, + "acc": 71.11, + "time": 116.27922504302114, + "param": [ + { + "p": 0.21156665682792664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.040333449840545654, + "m": 1.0 + }, + { + "p": 0.03929312527179718, + "m": 1.0 + }, + { + "p": 0.05763334408402443, + "m": 1.0 + }, + { + "p": 0.061403363943099976, + "m": 1.0 + }, + { + "p": 0.08757582306861877, + "m": 1.0 + }, + { + "p": 0.011736847460269928, + "m": 1.0 + }, + { + "p": 0.07606782764196396, + "m": 1.0 + }, + { + "p": 0.04916717857122421, + "m": 1.0 + }, + { + "p": 0.05691400170326233, + "m": 1.0 + }, + { + "p": 0.10591766983270645, + "m": 1.0 + }, + { + "p": 0.20075392723083496, + "m": 1.0 + }, + { + "p": 0.0016368378419429064, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.8837580680847168, + "val_loss": 0.723624050617218, + "acc": 71.09, + "time": 101.25877259299159, + "param": [ + { + "p": 0.2268366813659668, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048549387603998184, + "m": 1.0 + }, + { + "p": 0.04392136260867119, + "m": 1.0 + }, + { + "p": 0.040720075368881226, + "m": 1.0 + }, + { + "p": 0.05643215402960777, + "m": 1.0 + }, + { + "p": 0.08798276633024216, + "m": 1.0 + }, + { + "p": 0.003805720480158925, + "m": 1.0 + }, + { + "p": 0.0815047025680542, + "m": 1.0 + }, + { + "p": 0.04098573699593544, + "m": 1.0 + }, + { + "p": 0.05231577530503273, + "m": 1.0 + }, + { + "p": 0.10922027379274368, + "m": 1.0 + }, + { + "p": 0.2077253758907318, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.9159693717956543, + "val_loss": 0.8798593878746033, + "acc": 72.35, + "time": 101.18761430098675, + "param": [ + { + "p": 0.2153923511505127, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05608906224370003, + "m": 1.0 + }, + { + "p": 0.05634773150086403, + "m": 1.0 + }, + { + "p": 0.032366570085287094, + "m": 1.0 + }, + { + "p": 0.05346803367137909, + "m": 1.0 + }, + { + "p": 0.09702865034341812, + "m": 1.0 + }, + { + "p": 0.0048041935078799725, + "m": 1.0 + }, + { + "p": 0.08717815577983856, + "m": 1.0 + }, + { + "p": 0.03811322897672653, + "m": 1.0 + }, + { + "p": 0.05110781639814377, + "m": 1.0 + }, + { + "p": 0.1024370789527893, + "m": 1.0 + }, + { + "p": 0.20566712319850922, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.9444303512573242, + "val_loss": 0.6969537138938904, + "acc": 71.67, + "time": 103.23061399301514, + "param": [ + { + "p": 0.2236821949481964, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.060151319950819016, + "m": 1.0 + }, + { + "p": 0.04126467555761337, + "m": 1.0 + }, + { + "p": 0.03446142002940178, + "m": 1.0 + }, + { + "p": 0.036721982061862946, + "m": 1.0 + }, + { + "p": 0.10085833072662354, + "m": 1.0 + }, + { + "p": 0.0013269501505419612, + "m": 1.0 + }, + { + "p": 0.09304694086313248, + "m": 1.0 + }, + { + "p": 0.04506991431117058, + "m": 1.0 + }, + { + "p": 0.0426529124379158, + "m": 1.0 + }, + { + "p": 0.10407385975122452, + "m": 1.0 + }, + { + "p": 0.21430779993534088, + "m": 1.0 + }, + { + "p": 0.0023817531764507294, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.3535690307617188, + "val_loss": 0.7486093044281006, + "acc": 71.75, + "time": 101.8495751679875, + "param": [ + { + "p": 0.23421619832515717, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06899774074554443, + "m": 1.0 + }, + { + "p": 0.021938178688287735, + "m": 1.0 + }, + { + "p": 0.037978094071149826, + "m": 1.0 + }, + { + "p": 0.028520779684185982, + "m": 1.0 + }, + { + "p": 0.09759800881147385, + "m": 1.0 + }, + { + "p": 0.006121844984591007, + "m": 1.0 + }, + { + "p": 0.09018571674823761, + "m": 1.0 + }, + { + "p": 0.05109288915991783, + "m": 1.0 + }, + { + "p": 0.04208199679851532, + "m": 1.0 + }, + { + "p": 0.10752827674150467, + "m": 1.0 + }, + { + "p": 0.2137403041124344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.734533965587616, + "val_loss": 0.8415205478668213, + "acc": 72.11, + "time": 102.08882320299745, + "param": [ + { + "p": 0.25219520926475525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07572206109762192, + "m": 1.0 + }, + { + "p": 0.0031656480859965086, + "m": 1.0 + }, + { + "p": 0.041913826018571854, + "m": 1.0 + }, + { + "p": 0.028409743681550026, + "m": 1.0 + }, + { + "p": 0.0985320582985878, + "m": 1.0 + }, + { + "p": 0.004122587852180004, + "m": 1.0 + }, + { + "p": 0.09026732295751572, + "m": 1.0 + }, + { + "p": 0.051002807915210724, + "m": 1.0 + }, + { + "p": 0.03740818053483963, + "m": 1.0 + }, + { + "p": 0.1127176433801651, + "m": 1.0 + }, + { + "p": 0.20454281568527222, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.0893704891204834, + "val_loss": 0.9028900265693665, + "acc": 71.81, + "time": 112.03871023003012, + "param": [ + { + "p": 0.2545376718044281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06430163979530334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03982178866863251, + "m": 1.0 + }, + { + "p": 0.03133167698979378, + "m": 1.0 + }, + { + "p": 0.09497963637113571, + "m": 1.0 + }, + { + "p": 0.005149561446160078, + "m": 1.0 + }, + { + "p": 0.10518123209476471, + "m": 1.0 + }, + { + "p": 0.05912328138947487, + "m": 1.0 + }, + { + "p": 0.02452155016362667, + "m": 1.0 + }, + { + "p": 0.12177257239818573, + "m": 1.0 + }, + { + "p": 0.19559070467948914, + "m": 1.0 + }, + { + "p": 0.003688680473715067, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.13671875, + "val_loss": 0.8561111688613892, + "acc": 70.8, + "time": 103.64193837996572, + "param": [ + { + "p": 0.2514582872390747, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07318921387195587, + "m": 1.0 + }, + { + "p": 0.002775089116767049, + "m": 1.0 + }, + { + "p": 0.036229170858860016, + "m": 1.0 + }, + { + "p": 0.04201168939471245, + "m": 1.0 + }, + { + "p": 0.07430420815944672, + "m": 1.0 + }, + { + "p": 0.002390594920143485, + "m": 1.0 + }, + { + "p": 0.11095374822616577, + "m": 1.0 + }, + { + "p": 0.07021632045507431, + "m": 1.0 + }, + { + "p": 0.008109788410365582, + "m": 1.0 + }, + { + "p": 0.12348558753728867, + "m": 1.0 + }, + { + "p": 0.19128091633319855, + "m": 1.0 + }, + { + "p": 0.013595395721495152, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.1809775829315186, + "val_loss": 0.7541784048080444, + "acc": 72.1, + "time": 104.4946613071952, + "param": [ + { + "p": 0.26342833042144775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08196131885051727, + "m": 1.0 + }, + { + "p": 0.008922670967876911, + "m": 1.0 + }, + { + "p": 0.02231581322848797, + "m": 1.0 + }, + { + "p": 0.040058862417936325, + "m": 1.0 + }, + { + "p": 0.05113300681114197, + "m": 1.0 + }, + { + "p": 0.005084080621600151, + "m": 1.0 + }, + { + "p": 0.11103830486536026, + "m": 1.0 + }, + { + "p": 0.07109455019235611, + "m": 1.0 + }, + { + "p": 0.006646933499723673, + "m": 1.0 + }, + { + "p": 0.12280599027872086, + "m": 1.0 + }, + { + "p": 0.19692201912403107, + "m": 1.0 + }, + { + "p": 0.018588101491332054, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.8988168239593506, + "val_loss": 0.7809957265853882, + "acc": 71.83, + "time": 110.36844142805785, + "param": [ + { + "p": 0.2772228419780731, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07741729170084, + "m": 1.0 + }, + { + "p": 0.014755263924598694, + "m": 1.0 + }, + { + "p": 0.02129717916250229, + "m": 1.0 + }, + { + "p": 0.04616980999708176, + "m": 1.0 + }, + { + "p": 0.027017993852496147, + "m": 1.0 + }, + { + "p": 0.005810457281768322, + "m": 1.0 + }, + { + "p": 0.1005844846367836, + "m": 1.0 + }, + { + "p": 0.06852969527244568, + "m": 1.0 + }, + { + "p": 0.017765730619430542, + "m": 1.0 + }, + { + "p": 0.1295395940542221, + "m": 1.0 + }, + { + "p": 0.20511449873447418, + "m": 1.0 + }, + { + "p": 0.008775105699896812, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.1679471731185913, + "val_loss": 0.7942291498184204, + "acc": 71.78, + "time": 101.19961957796477, + "param": [ + { + "p": 0.24439109861850739, + "m": 1.0 + }, + { + "p": 8.619252184871584e-05, + "m": 1.0 + }, + { + "p": 0.08068113774061203, + "m": 1.0 + }, + { + "p": 0.02405531331896782, + "m": 1.0 + }, + { + "p": 0.023415077477693558, + "m": 1.0 + }, + { + "p": 0.062050968408584595, + "m": 1.0 + }, + { + "p": 0.021245436742901802, + "m": 1.0 + }, + { + "p": 0.017476355656981468, + "m": 1.0 + }, + { + "p": 0.09350289404392242, + "m": 1.0 + }, + { + "p": 0.0719742476940155, + "m": 1.0 + }, + { + "p": 0.036733612418174744, + "m": 1.0 + }, + { + "p": 0.11982809007167816, + "m": 1.0 + }, + { + "p": 0.18481121957302094, + "m": 1.0 + }, + { + "p": 0.019748352468013763, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.0462995767593384, + "val_loss": 0.7934566140174866, + "acc": 71.77, + "time": 104.12740775384009, + "param": [ + { + "p": 0.21561798453330994, + "m": 1.0 + }, + { + "p": 0.00023900160158518702, + "m": 1.0 + }, + { + "p": 0.07992831617593765, + "m": 1.0 + }, + { + "p": 0.03395027294754982, + "m": 1.0 + }, + { + "p": 0.030859414488077164, + "m": 1.0 + }, + { + "p": 0.06978712230920792, + "m": 1.0 + }, + { + "p": 0.021755946800112724, + "m": 1.0 + }, + { + "p": 0.0292560625821352, + "m": 1.0 + }, + { + "p": 0.08156227320432663, + "m": 1.0 + }, + { + "p": 0.08057630807161331, + "m": 1.0 + }, + { + "p": 0.045418642461299896, + "m": 1.0 + }, + { + "p": 0.11063547432422638, + "m": 1.0 + }, + { + "p": 0.16017134487628937, + "m": 1.0 + }, + { + "p": 0.04024185985326767, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.0899559259414673, + "val_loss": 0.7818171977996826, + "acc": 72.18, + "time": 109.70535778999329, + "param": [ + { + "p": 0.19138586521148682, + "m": 1.0 + }, + { + "p": 9.364187280880287e-05, + "m": 1.0 + }, + { + "p": 0.08168762177228928, + "m": 1.0 + }, + { + "p": 0.03451807424426079, + "m": 1.0 + }, + { + "p": 0.050350580364465714, + "m": 1.0 + }, + { + "p": 0.06265289336442947, + "m": 1.0 + }, + { + "p": 0.031475622206926346, + "m": 1.0 + }, + { + "p": 0.044709619134664536, + "m": 1.0 + }, + { + "p": 0.07862282544374466, + "m": 1.0 + }, + { + "p": 0.08549114316701889, + "m": 1.0 + }, + { + "p": 0.049652282148599625, + "m": 1.0 + }, + { + "p": 0.10323977470397949, + "m": 1.0 + }, + { + "p": 0.1384214162826538, + "m": 1.0 + }, + { + "p": 0.047698624432086945, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.051766276359558, + "val_loss": 0.8864263892173767, + "acc": 71.93, + "time": 112.86829296196811, + "param": [ + { + "p": 0.17680498957633972, + "m": 1.0 + }, + { + "p": 0.005063067190349102, + "m": 1.0 + }, + { + "p": 0.08913453668355942, + "m": 1.0 + }, + { + "p": 0.024633128196001053, + "m": 1.0 + }, + { + "p": 0.058097757399082184, + "m": 1.0 + }, + { + "p": 0.05282983183860779, + "m": 1.0 + }, + { + "p": 0.02068307064473629, + "m": 1.0 + }, + { + "p": 0.05350719764828682, + "m": 1.0 + }, + { + "p": 0.08128334581851959, + "m": 1.0 + }, + { + "p": 0.09385354071855545, + "m": 1.0 + }, + { + "p": 0.06396252661943436, + "m": 1.0 + }, + { + "p": 0.09790366888046265, + "m": 1.0 + }, + { + "p": 0.1334066092967987, + "m": 1.0 + }, + { + "p": 0.048836685717105865, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.0822232961654663, + "val_loss": 0.8781875371932983, + "acc": 70.88, + "time": 106.85925803286955, + "param": [ + { + "p": 0.19175748527050018, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09916611760854721, + "m": 1.0 + }, + { + "p": 0.018499085679650307, + "m": 1.0 + }, + { + "p": 0.048641134053468704, + "m": 1.0 + }, + { + "p": 0.05047042667865753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05096225440502167, + "m": 1.0 + }, + { + "p": 0.08275344222784042, + "m": 1.0 + }, + { + "p": 0.11038531363010406, + "m": 1.0 + }, + { + "p": 0.07054898142814636, + "m": 1.0 + }, + { + "p": 0.09782419353723526, + "m": 1.0 + }, + { + "p": 0.13286042213439941, + "m": 1.0 + }, + { + "p": 0.04613105207681656, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.9776285886764526, + "val_loss": 0.8505303263664246, + "acc": 72.1, + "time": 117.84383055800572, + "param": [ + { + "p": 0.18970711529254913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10459891706705093, + "m": 1.0 + }, + { + "p": 0.0292059313505888, + "m": 1.0 + }, + { + "p": 0.04066505655646324, + "m": 1.0 + }, + { + "p": 0.062377844005823135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03880176320672035, + "m": 1.0 + }, + { + "p": 0.08387690037488937, + "m": 1.0 + }, + { + "p": 0.1135239377617836, + "m": 1.0 + }, + { + "p": 0.07797987759113312, + "m": 1.0 + }, + { + "p": 0.08637978881597519, + "m": 1.0 + }, + { + "p": 0.125334233045578, + "m": 1.0 + }, + { + "p": 0.04754860699176788, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.2611255645751953, + "val_loss": 0.858605146408081, + "acc": 72.33, + "time": 118.17687863414176, + "param": [ + { + "p": 0.18700557947158813, + "m": 1.0 + }, + { + "p": 0.0004984908155165613, + "m": 1.0 + }, + { + "p": 0.09367980062961578, + "m": 1.0 + }, + { + "p": 0.036673858761787415, + "m": 1.0 + }, + { + "p": 0.03930216655135155, + "m": 1.0 + }, + { + "p": 0.07105658948421478, + "m": 1.0 + }, + { + "p": 0.006839757785201073, + "m": 1.0 + }, + { + "p": 0.02461407147347927, + "m": 1.0 + }, + { + "p": 0.08413538336753845, + "m": 1.0 + }, + { + "p": 0.11073046177625656, + "m": 1.0 + }, + { + "p": 0.09378708153963089, + "m": 1.0 + }, + { + "p": 0.07957392930984497, + "m": 1.0 + }, + { + "p": 0.12904120981693268, + "m": 1.0 + }, + { + "p": 0.04306161403656006, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.9689866304397583, + "val_loss": 0.7192879915237427, + "acc": 72.22, + "time": 110.35288464417681, + "param": [ + { + "p": 0.17495690286159515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08817178010940552, + "m": 1.0 + }, + { + "p": 0.03147830441594124, + "m": 1.0 + }, + { + "p": 0.04258248209953308, + "m": 1.0 + }, + { + "p": 0.075638547539711, + "m": 1.0 + }, + { + "p": 0.03660278394818306, + "m": 1.0 + }, + { + "p": 0.007296257186681032, + "m": 1.0 + }, + { + "p": 0.08278314769268036, + "m": 1.0 + }, + { + "p": 0.1070675253868103, + "m": 1.0 + }, + { + "p": 0.10342425107955933, + "m": 1.0 + }, + { + "p": 0.08197760581970215, + "m": 1.0 + }, + { + "p": 0.12859919667243958, + "m": 1.0 + }, + { + "p": 0.039421189576387405, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.046021580696106, + "val_loss": 0.7580755352973938, + "acc": 72.37, + "time": 102.9317291721236, + "param": [ + { + "p": 0.15436960756778717, + "m": 1.0 + }, + { + "p": 0.001154519384726882, + "m": 1.0 + }, + { + "p": 0.07945185154676437, + "m": 1.0 + }, + { + "p": 0.030199268832802773, + "m": 1.0 + }, + { + "p": 0.04903200641274452, + "m": 1.0 + }, + { + "p": 0.08195004612207413, + "m": 1.0 + }, + { + "p": 0.06010155379772186, + "m": 1.0 + }, + { + "p": 0.012507864274084568, + "m": 1.0 + }, + { + "p": 0.07188282161951065, + "m": 1.0 + }, + { + "p": 0.11455727368593216, + "m": 1.0 + }, + { + "p": 0.09846717119216919, + "m": 1.0 + }, + { + "p": 0.09312933683395386, + "m": 1.0 + }, + { + "p": 0.11447429656982422, + "m": 1.0 + }, + { + "p": 0.0387224480509758, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.0685535669326782, + "val_loss": 0.6448164582252502, + "acc": 72.28, + "time": 108.50669615110382, + "param": [ + { + "p": 0.12758679687976837, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07498327642679214, + "m": 1.0 + }, + { + "p": 0.03395812585949898, + "m": 1.0 + }, + { + "p": 0.04736730083823204, + "m": 1.0 + }, + { + "p": 0.09174487739801407, + "m": 1.0 + }, + { + "p": 0.08449169993400574, + "m": 1.0 + }, + { + "p": 0.026097461581230164, + "m": 1.0 + }, + { + "p": 0.05116259306669235, + "m": 1.0 + }, + { + "p": 0.1121894046664238, + "m": 1.0 + }, + { + "p": 0.08760485798120499, + "m": 1.0 + }, + { + "p": 0.09873305261135101, + "m": 1.0 + }, + { + "p": 0.11114457994699478, + "m": 1.0 + }, + { + "p": 0.05293608084321022, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.9725558161735535, + "val_loss": 0.8181955218315125, + "acc": 72.7, + "time": 103.04038216196932, + "param": [ + { + "p": 0.11655522882938385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0731109008193016, + "m": 1.0 + }, + { + "p": 0.033118829131126404, + "m": 1.0 + }, + { + "p": 0.03441562503576279, + "m": 1.0 + }, + { + "p": 0.09812751412391663, + "m": 1.0 + }, + { + "p": 0.0996164083480835, + "m": 1.0 + }, + { + "p": 0.03838794305920601, + "m": 1.0 + }, + { + "p": 0.03651406615972519, + "m": 1.0 + }, + { + "p": 0.10679014772176743, + "m": 1.0 + }, + { + "p": 0.08985676616430283, + "m": 1.0 + }, + { + "p": 0.10238724201917648, + "m": 1.0 + }, + { + "p": 0.11463373899459839, + "m": 1.0 + }, + { + "p": 0.056485582143068314, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.2359654903411865, + "val_loss": 0.6924752593040466, + "acc": 72.44, + "time": 105.17803839291446, + "param": [ + { + "p": 0.10782624036073685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07361061125993729, + "m": 1.0 + }, + { + "p": 0.015808461233973503, + "m": 1.0 + }, + { + "p": 0.02244914323091507, + "m": 1.0 + }, + { + "p": 0.10340416431427002, + "m": 1.0 + }, + { + "p": 0.1057313084602356, + "m": 1.0 + }, + { + "p": 0.04534076154232025, + "m": 1.0 + }, + { + "p": 0.027377959340810776, + "m": 1.0 + }, + { + "p": 0.10153834521770477, + "m": 1.0 + }, + { + "p": 0.08684711158275604, + "m": 1.0 + }, + { + "p": 0.11742299795150757, + "m": 1.0 + }, + { + "p": 0.14473026990890503, + "m": 1.0 + }, + { + "p": 0.04791263863444328, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.1810295581817627, + "val_loss": 0.8391324281692505, + "acc": 72.01, + "time": 104.8875020579435, + "param": [ + { + "p": 0.1025719940662384, + "m": 1.0 + }, + { + "p": 0.00035767219378612936, + "m": 1.0 + }, + { + "p": 0.06219295784831047, + "m": 1.0 + }, + { + "p": 0.010728610679507256, + "m": 1.0 + }, + { + "p": 0.021887212991714478, + "m": 1.0 + }, + { + "p": 0.09724745154380798, + "m": 1.0 + }, + { + "p": 0.10451853275299072, + "m": 1.0 + }, + { + "p": 0.060703620314598083, + "m": 1.0 + }, + { + "p": 0.035883981734514236, + "m": 1.0 + }, + { + "p": 0.09804277122020721, + "m": 1.0 + }, + { + "p": 0.07929348200559616, + "m": 1.0 + }, + { + "p": 0.13321436941623688, + "m": 1.0 + }, + { + "p": 0.16183699667453766, + "m": 1.0 + }, + { + "p": 0.031520333141088486, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.0159989595413208, + "val_loss": 0.8081845641136169, + "acc": 71.95, + "time": 102.93179244501516, + "param": [ + { + "p": 0.10268557071685791, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05432726815342903, + "m": 1.0 + }, + { + "p": 0.008780939504504204, + "m": 1.0 + }, + { + "p": 0.008192239329218864, + "m": 1.0 + }, + { + "p": 0.09664088487625122, + "m": 1.0 + }, + { + "p": 0.09741129726171494, + "m": 1.0 + }, + { + "p": 0.06719057261943817, + "m": 1.0 + }, + { + "p": 0.045295875519514084, + "m": 1.0 + }, + { + "p": 0.11420390754938126, + "m": 1.0 + }, + { + "p": 0.0648784190416336, + "m": 1.0 + }, + { + "p": 0.138319730758667, + "m": 1.0 + }, + { + "p": 0.18045839667320251, + "m": 1.0 + }, + { + "p": 0.021614953875541687, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.020033359527588, + "val_loss": 0.7656049132347107, + "acc": 73.51, + "time": 112.08919519698247, + "param": [ + { + "p": 0.10345232486724854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04621144384145737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11212974786758423, + "m": 1.0 + }, + { + "p": 0.10212784260511398, + "m": 1.0 + }, + { + "p": 0.07383020967245102, + "m": 1.0 + }, + { + "p": 0.040645770728588104, + "m": 1.0 + }, + { + "p": 0.11751465499401093, + "m": 1.0 + }, + { + "p": 0.05044172331690788, + "m": 1.0 + }, + { + "p": 0.15067091584205627, + "m": 1.0 + }, + { + "p": 0.2029753476381302, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.1568948030471802, + "val_loss": 0.7655642628669739, + "acc": 72.27, + "time": 117.22418510401621, + "param": [ + { + "p": 0.08548613637685776, + "m": 1.0 + }, + { + "p": 0.006062183063477278, + "m": 1.0 + }, + { + "p": 0.03241433948278427, + "m": 1.0 + }, + { + "p": 0.0006138486205600202, + "m": 1.0 + }, + { + "p": 0.016490362584590912, + "m": 1.0 + }, + { + "p": 0.11341927945613861, + "m": 1.0 + }, + { + "p": 0.10733521729707718, + "m": 1.0 + }, + { + "p": 0.07116999477148056, + "m": 1.0 + }, + { + "p": 0.041318606585264206, + "m": 1.0 + }, + { + "p": 0.11789936572313309, + "m": 1.0 + }, + { + "p": 0.04656216874718666, + "m": 1.0 + }, + { + "p": 0.14809468388557434, + "m": 1.0 + }, + { + "p": 0.20571014285087585, + "m": 1.0 + }, + { + "p": 0.0074236150830984116, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.0587867498397827, + "val_loss": 0.7169859409332275, + "acc": 73.38, + "time": 103.03990723891184, + "param": [ + { + "p": 0.06879308819770813, + "m": 1.0 + }, + { + "p": 0.005673141218721867, + "m": 1.0 + }, + { + "p": 0.019344426691532135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02178015001118183, + "m": 1.0 + }, + { + "p": 0.12259076535701752, + "m": 1.0 + }, + { + "p": 0.10910934954881668, + "m": 1.0 + }, + { + "p": 0.06945672631263733, + "m": 1.0 + }, + { + "p": 0.04656921699643135, + "m": 1.0 + }, + { + "p": 0.12752681970596313, + "m": 1.0 + }, + { + "p": 0.044708918780088425, + "m": 1.0 + }, + { + "p": 0.14142562448978424, + "m": 1.0 + }, + { + "p": 0.21584410965442657, + "m": 1.0 + }, + { + "p": 0.007177785970270634, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.9538052678108215, + "val_loss": 0.8711292743682861, + "acc": 72.87, + "time": 102.3917300410103, + "param": [ + { + "p": 0.05874396860599518, + "m": 1.0 + }, + { + "p": 7.929441198939458e-05, + "m": 1.0 + }, + { + "p": 0.015152559615671635, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008434110321104527, + "m": 1.0 + }, + { + "p": 0.13002830743789673, + "m": 1.0 + }, + { + "p": 0.10670042037963867, + "m": 1.0 + }, + { + "p": 0.061526864767074585, + "m": 1.0 + }, + { + "p": 0.04669330269098282, + "m": 1.0 + }, + { + "p": 0.13888385891914368, + "m": 1.0 + }, + { + "p": 0.04447606950998306, + "m": 1.0 + }, + { + "p": 0.14508019387722015, + "m": 1.0 + }, + { + "p": 0.2354636937379837, + "m": 1.0 + }, + { + "p": 0.008737378753721714, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.9621447324752808, + "val_loss": 0.9166927337646484, + "acc": 72.71, + "time": 101.07903516688384, + "param": [ + { + "p": 0.06253261119127274, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019371265545487404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1221221312880516, + "m": 1.0 + }, + { + "p": 0.10235928744077682, + "m": 1.0 + }, + { + "p": 0.061211634427309036, + "m": 1.0 + }, + { + "p": 0.04963915795087814, + "m": 1.0 + }, + { + "p": 0.1288539171218872, + "m": 1.0 + }, + { + "p": 0.05229981243610382, + "m": 1.0 + }, + { + "p": 0.14009477198123932, + "m": 1.0 + }, + { + "p": 0.2532884478569031, + "m": 1.0 + }, + { + "p": 0.00822693482041359, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.8999528288841248, + "val_loss": 0.7362779378890991, + "acc": 71.95, + "time": 112.75715286796913, + "param": [ + { + "p": 0.0804155245423317, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028737852349877357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1099630743265152, + "m": 1.0 + }, + { + "p": 0.10266610234975815, + "m": 1.0 + }, + { + "p": 0.0470757894217968, + "m": 1.0 + }, + { + "p": 0.052695177495479584, + "m": 1.0 + }, + { + "p": 0.12435836344957352, + "m": 1.0 + }, + { + "p": 0.0437035895884037, + "m": 1.0 + }, + { + "p": 0.13430818915367126, + "m": 1.0 + }, + { + "p": 0.26719212532043457, + "m": 1.0 + }, + { + "p": 0.008884181268513203, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.2668251991271973, + "val_loss": 0.8175599575042725, + "acc": 72.17, + "time": 102.79048543795943, + "param": [ + { + "p": 0.09458029270172119, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05587410926818848, + "m": 1.0 + }, + { + "p": 0.01618563011288643, + "m": 1.0 + }, + { + "p": 0.010750687681138515, + "m": 1.0 + }, + { + "p": 0.09838394820690155, + "m": 1.0 + }, + { + "p": 0.07948953658342361, + "m": 1.0 + }, + { + "p": 0.041067492216825485, + "m": 1.0 + }, + { + "p": 0.06570707261562347, + "m": 1.0 + }, + { + "p": 0.11855579912662506, + "m": 1.0 + }, + { + "p": 0.053272996097803116, + "m": 1.0 + }, + { + "p": 0.11211580038070679, + "m": 1.0 + }, + { + "p": 0.22355028986930847, + "m": 1.0 + }, + { + "p": 0.03046630136668682, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.9412722587585449, + "val_loss": 0.6498746871948242, + "acc": 73.13, + "time": 102.3261250210926, + "param": [ + { + "p": 0.10350784659385681, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07811777293682098, + "m": 1.0 + }, + { + "p": 0.027996862307190895, + "m": 1.0 + }, + { + "p": 0.008258062414824963, + "m": 1.0 + }, + { + "p": 0.08971896022558212, + "m": 1.0 + }, + { + "p": 0.06529467552900314, + "m": 1.0 + }, + { + "p": 0.03352176025509834, + "m": 1.0 + }, + { + "p": 0.08169589191675186, + "m": 1.0 + }, + { + "p": 0.1161976084113121, + "m": 1.0 + }, + { + "p": 0.05756239593029022, + "m": 1.0 + }, + { + "p": 0.09781397879123688, + "m": 1.0 + }, + { + "p": 0.19845619797706604, + "m": 1.0 + }, + { + "p": 0.04185795038938522, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.0165725946426392, + "val_loss": 0.8194580078125, + "acc": 72.54, + "time": 105.84361010510474, + "param": [ + { + "p": 0.1138787716627121, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09179186820983887, + "m": 1.0 + }, + { + "p": 0.026244865730404854, + "m": 1.0 + }, + { + "p": 0.004854169208556414, + "m": 1.0 + }, + { + "p": 0.0828162282705307, + "m": 1.0 + }, + { + "p": 0.06077030673623085, + "m": 1.0 + }, + { + "p": 0.02279331535100937, + "m": 1.0 + }, + { + "p": 0.07636105269193649, + "m": 1.0 + }, + { + "p": 0.1219022125005722, + "m": 1.0 + }, + { + "p": 0.05485902726650238, + "m": 1.0 + }, + { + "p": 0.10313895344734192, + "m": 1.0 + }, + { + "p": 0.1933499127626419, + "m": 1.0 + }, + { + "p": 0.04723938927054405, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.003404974937439, + "val_loss": 0.9385215044021606, + "acc": 72.83, + "time": 108.24404843896627, + "param": [ + { + "p": 0.12288233637809753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09600067138671875, + "m": 1.0 + }, + { + "p": 0.01658814214169979, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07917281985282898, + "m": 1.0 + }, + { + "p": 0.06058865413069725, + "m": 1.0 + }, + { + "p": 0.027167558670043945, + "m": 1.0 + }, + { + "p": 0.06639500707387924, + "m": 1.0 + }, + { + "p": 0.13557296991348267, + "m": 1.0 + }, + { + "p": 0.043565813452005386, + "m": 1.0 + }, + { + "p": 0.09622826427221298, + "m": 1.0 + }, + { + "p": 0.193324014544487, + "m": 1.0 + }, + { + "p": 0.0625138133764267, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.01981782913208, + "val_loss": 0.7660973072052002, + "acc": 72.89, + "time": 117.57058207690716, + "param": [ + { + "p": 0.11430177837610245, + "m": 1.0 + }, + { + "p": 0.00025915910373441875, + "m": 1.0 + }, + { + "p": 0.10681623220443726, + "m": 1.0 + }, + { + "p": 0.020518189296126366, + "m": 1.0 + }, + { + "p": 0.005752959288656712, + "m": 1.0 + }, + { + "p": 0.07173533737659454, + "m": 1.0 + }, + { + "p": 0.06415779888629913, + "m": 1.0 + }, + { + "p": 0.03766057640314102, + "m": 1.0 + }, + { + "p": 0.06729406863451004, + "m": 1.0 + }, + { + "p": 0.13347306847572327, + "m": 1.0 + }, + { + "p": 0.029348088428378105, + "m": 1.0 + }, + { + "p": 0.09328746050596237, + "m": 1.0 + }, + { + "p": 0.18113215267658234, + "m": 1.0 + }, + { + "p": 0.07426310330629349, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.9347483515739441, + "val_loss": 0.7242154479026794, + "acc": 73.33, + "time": 115.98965945001692, + "param": [ + { + "p": 0.10454437136650085, + "m": 1.0 + }, + { + "p": 0.007851621136069298, + "m": 1.0 + }, + { + "p": 0.10734819620847702, + "m": 1.0 + }, + { + "p": 0.026388414204120636, + "m": 1.0 + }, + { + "p": 0.010379917919635773, + "m": 1.0 + }, + { + "p": 0.0700077936053276, + "m": 1.0 + }, + { + "p": 0.06832180172204971, + "m": 1.0 + }, + { + "p": 0.04460250958800316, + "m": 1.0 + }, + { + "p": 0.06579373776912689, + "m": 1.0 + }, + { + "p": 0.12476973980665207, + "m": 1.0 + }, + { + "p": 0.03966871649026871, + "m": 1.0 + }, + { + "p": 0.09874944388866425, + "m": 1.0 + }, + { + "p": 0.16783884167671204, + "m": 1.0 + }, + { + "p": 0.06373485177755356, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.031511664390564, + "val_loss": 0.7399795055389404, + "acc": 73.26, + "time": 113.8272999220062, + "param": [ + { + "p": 0.10436666011810303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10250580310821533, + "m": 1.0 + }, + { + "p": 0.021498920395970345, + "m": 1.0 + }, + { + "p": 0.007105474825948477, + "m": 1.0 + }, + { + "p": 0.06687100231647491, + "m": 1.0 + }, + { + "p": 0.06789682060480118, + "m": 1.0 + }, + { + "p": 0.054360076785087585, + "m": 1.0 + }, + { + "p": 0.06923383474349976, + "m": 1.0 + }, + { + "p": 0.12334910035133362, + "m": 1.0 + }, + { + "p": 0.048302941024303436, + "m": 1.0 + }, + { + "p": 0.10624299198389053, + "m": 1.0 + }, + { + "p": 0.17130780220031738, + "m": 1.0 + }, + { + "p": 0.056958626955747604, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.1940038204193115, + "val_loss": 0.6167949438095093, + "acc": 73.53, + "time": 101.7137127679307, + "param": [ + { + "p": 0.10906150937080383, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09836780279874802, + "m": 1.0 + }, + { + "p": 0.0028631386812776327, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06783769279718399, + "m": 1.0 + }, + { + "p": 0.05837630480527878, + "m": 1.0 + }, + { + "p": 0.08141785115003586, + "m": 1.0 + }, + { + "p": 0.08345067501068115, + "m": 1.0 + }, + { + "p": 0.12195142358541489, + "m": 1.0 + }, + { + "p": 0.04116456210613251, + "m": 1.0 + }, + { + "p": 0.1128096804022789, + "m": 1.0 + }, + { + "p": 0.17498259246349335, + "m": 1.0 + }, + { + "p": 0.04771685600280762, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.8662150502204895, + "val_loss": 0.8507689833641052, + "acc": 72.8, + "time": 109.08675052481703, + "param": [ + { + "p": 0.12366869300603867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10169737786054611, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06685999035835266, + "m": 1.0 + }, + { + "p": 0.05432909354567528, + "m": 1.0 + }, + { + "p": 0.0858360230922699, + "m": 1.0 + }, + { + "p": 0.09623251855373383, + "m": 1.0 + }, + { + "p": 0.11744479835033417, + "m": 1.0 + }, + { + "p": 0.035113103687763214, + "m": 1.0 + }, + { + "p": 0.11392737925052643, + "m": 1.0 + }, + { + "p": 0.16534121334552765, + "m": 1.0 + }, + { + "p": 0.03954978287220001, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.2667421102523804, + "val_loss": 0.8721948266029358, + "acc": 73.07, + "time": 108.80831868504174, + "param": [ + { + "p": 0.13966621458530426, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09974267333745956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06200642138719559, + "m": 1.0 + }, + { + "p": 0.04491030424833298, + "m": 1.0 + }, + { + "p": 0.08729550987482071, + "m": 1.0 + }, + { + "p": 0.10162553191184998, + "m": 1.0 + }, + { + "p": 0.11481045931577682, + "m": 1.0 + }, + { + "p": 0.04166484251618385, + "m": 1.0 + }, + { + "p": 0.11998863518238068, + "m": 1.0 + }, + { + "p": 0.15094907581806183, + "m": 1.0 + }, + { + "p": 0.03734039142727852, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json new file mode 100644 index 0000000..a836480 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 73.34, + "Time": [ + 118.74775526830305, + 5.104721547206165 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2655563354492188, + "val_loss": 2.2828400135040283, + "acc": 12.16, + "time": 116.78584043192677, + "param": [ + { + "p": 0.061586424708366394, + "m": 1.0 + }, + { + "p": 0.03317448869347572, + "m": 1.0 + }, + { + "p": 0.09533703327178955, + "m": 1.0 + }, + { + "p": 0.08889050781726837, + "m": 1.0 + }, + { + "p": 0.08621764928102493, + "m": 1.0 + }, + { + "p": 0.07319243997335434, + "m": 1.0 + }, + { + "p": 0.06259790062904358, + "m": 1.0 + }, + { + "p": 0.06913379579782486, + "m": 1.0 + }, + { + "p": 0.06211847811937332, + "m": 1.0 + }, + { + "p": 0.09238976240158081, + "m": 1.0 + }, + { + "p": 0.07683181762695312, + "m": 1.0 + }, + { + "p": 0.063853420317173, + "m": 1.0 + }, + { + "p": 0.0813697800040245, + "m": 1.0 + }, + { + "p": 0.05330652743577957, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.11784291267395, + "val_loss": 2.089677333831787, + "acc": 20.85, + "time": 111.43106033699587, + "param": [ + { + "p": 0.06394416838884354, + "m": 1.0 + }, + { + "p": 0.05643745884299278, + "m": 1.0 + }, + { + "p": 0.0950159877538681, + "m": 1.0 + }, + { + "p": 0.08425596356391907, + "m": 1.0 + }, + { + "p": 0.08634313195943832, + "m": 1.0 + }, + { + "p": 0.08315598219633102, + "m": 1.0 + }, + { + "p": 0.07673326879739761, + "m": 1.0 + }, + { + "p": 0.07527830451726913, + "m": 1.0 + }, + { + "p": 0.0701105147600174, + "m": 1.0 + }, + { + "p": 0.08658864349126816, + "m": 1.0 + }, + { + "p": 0.062439918518066406, + "m": 1.0 + }, + { + "p": 0.07393774390220642, + "m": 1.0 + }, + { + "p": 0.08575884252786636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1292760372161865, + "val_loss": 2.026073694229126, + "acc": 23.44, + "time": 104.9175778129138, + "param": [ + { + "p": 0.032889872789382935, + "m": 1.0 + }, + { + "p": 0.053310174494981766, + "m": 1.0 + }, + { + "p": 0.08286106586456299, + "m": 1.0 + }, + { + "p": 0.09830865263938904, + "m": 1.0 + }, + { + "p": 0.13499706983566284, + "m": 1.0 + }, + { + "p": 0.08040900528430939, + "m": 1.0 + }, + { + "p": 0.09207533299922943, + "m": 1.0 + }, + { + "p": 0.08416994661092758, + "m": 1.0 + }, + { + "p": 0.08776925504207611, + "m": 1.0 + }, + { + "p": 0.09928874671459198, + "m": 1.0 + }, + { + "p": 0.006053043529391289, + "m": 1.0 + }, + { + "p": 0.07984374463558197, + "m": 1.0 + }, + { + "p": 0.06802403181791306, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.0668787956237793, + "val_loss": 1.9731407165527344, + "acc": 30.61, + "time": 118.3950478490442, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02756611816585064, + "m": 1.0 + }, + { + "p": 0.06770174950361252, + "m": 1.0 + }, + { + "p": 0.11978205293416977, + "m": 1.0 + }, + { + "p": 0.17109638452529907, + "m": 1.0 + }, + { + "p": 0.05339217931032181, + "m": 1.0 + }, + { + "p": 0.09893796592950821, + "m": 1.0 + }, + { + "p": 0.07477648556232452, + "m": 1.0 + }, + { + "p": 0.12332458049058914, + "m": 1.0 + }, + { + "p": 0.12421213835477829, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07226279377937317, + "m": 1.0 + }, + { + "p": 0.0669475644826889, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.057147741317749, + "val_loss": 1.8446537256240845, + "acc": 35.51, + "time": 110.0013621430844, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05787826329469681, + "m": 1.0 + }, + { + "p": 0.13631576299667358, + "m": 1.0 + }, + { + "p": 0.197152242064476, + "m": 1.0 + }, + { + "p": 0.016687937080860138, + "m": 1.0 + }, + { + "p": 0.09474668651819229, + "m": 1.0 + }, + { + "p": 0.0643543228507042, + "m": 1.0 + }, + { + "p": 0.16136258840560913, + "m": 1.0 + }, + { + "p": 0.13530436158180237, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05991804599761963, + "m": 1.0 + }, + { + "p": 0.07627979665994644, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.0099103450775146, + "val_loss": 1.8327709436416626, + "acc": 34.12, + "time": 118.51307877805084, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04853383079171181, + "m": 1.0 + }, + { + "p": 0.15288472175598145, + "m": 1.0 + }, + { + "p": 0.22425587475299835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09158779680728912, + "m": 1.0 + }, + { + "p": 0.05208766087889671, + "m": 1.0 + }, + { + "p": 0.18453992903232574, + "m": 1.0 + }, + { + "p": 0.1346006542444229, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04363641142845154, + "m": 1.0 + }, + { + "p": 0.06787312775850296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.7264270782470703, + "val_loss": 1.8803861141204834, + "acc": 32.66, + "time": 102.33810531813651, + "param": [ + { + "p": 0.0030896144453436136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.041873667389154434, + "m": 1.0 + }, + { + "p": 0.16580232977867126, + "m": 1.0 + }, + { + "p": 0.24148482084274292, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09375099837779999, + "m": 1.0 + }, + { + "p": 0.0432138629257679, + "m": 1.0 + }, + { + "p": 0.18617403507232666, + "m": 1.0 + }, + { + "p": 0.13100315630435944, + "m": 1.0 + }, + { + "p": 0.0021017470862716436, + "m": 1.0 + }, + { + "p": 0.02797398902475834, + "m": 1.0 + }, + { + "p": 0.0635317713022232, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.7584927082061768, + "val_loss": 1.7122422456741333, + "acc": 36.81, + "time": 109.64757654513232, + "param": [ + { + "p": 0.0027691004797816277, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04286767542362213, + "m": 1.0 + }, + { + "p": 0.17268462479114532, + "m": 1.0 + }, + { + "p": 0.2655758559703827, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09486276656389236, + "m": 1.0 + }, + { + "p": 0.020498229190707207, + "m": 1.0 + }, + { + "p": 0.197397843003273, + "m": 1.0 + }, + { + "p": 0.128346249461174, + "m": 1.0 + }, + { + "p": 0.00010338555875932798, + "m": 1.0 + }, + { + "p": 0.016353363171219826, + "m": 1.0 + }, + { + "p": 0.05854088068008423, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.8910249471664429, + "val_loss": 1.6905083656311035, + "acc": 40.32, + "time": 114.37257347791456, + "param": [ + { + "p": 0.02555447444319725, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046419717371463776, + "m": 1.0 + }, + { + "p": 0.1666380614042282, + "m": 1.0 + }, + { + "p": 0.25165602564811707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10682423412799835, + "m": 1.0 + }, + { + "p": 0.021521426737308502, + "m": 1.0 + }, + { + "p": 0.18048039078712463, + "m": 1.0 + }, + { + "p": 0.13276682794094086, + "m": 1.0 + }, + { + "p": 0.0019714615773409605, + "m": 1.0 + }, + { + "p": 0.019178928807377815, + "m": 1.0 + }, + { + "p": 0.046988390386104584, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.7902284860610962, + "val_loss": 1.61268949508667, + "acc": 41.8, + "time": 108.80524689215235, + "param": [ + { + "p": 0.04209314286708832, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.062263038009405136, + "m": 1.0 + }, + { + "p": 0.1578570455312729, + "m": 1.0 + }, + { + "p": 0.23702193796634674, + "m": 1.0 + }, + { + "p": 0.0011731678387150168, + "m": 1.0 + }, + { + "p": 0.10938645154237747, + "m": 1.0 + }, + { + "p": 0.024512512609362602, + "m": 1.0 + }, + { + "p": 0.1584947407245636, + "m": 1.0 + }, + { + "p": 0.13355903327465057, + "m": 1.0 + }, + { + "p": 0.00586925121024251, + "m": 1.0 + }, + { + "p": 0.027909250929951668, + "m": 1.0 + }, + { + "p": 0.03986043483018875, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8274216651916504, + "val_loss": 1.5691511631011963, + "acc": 42.55, + "time": 130.95712716504931, + "param": [ + { + "p": 0.05326172336935997, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07792679965496063, + "m": 1.0 + }, + { + "p": 0.14097264409065247, + "m": 1.0 + }, + { + "p": 0.21771486103534698, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10910076647996902, + "m": 1.0 + }, + { + "p": 0.031879451125860214, + "m": 1.0 + }, + { + "p": 0.14461873471736908, + "m": 1.0 + }, + { + "p": 0.12694212794303894, + "m": 1.0 + }, + { + "p": 0.008160816505551338, + "m": 1.0 + }, + { + "p": 0.04268058389425278, + "m": 1.0 + }, + { + "p": 0.04674159735441208, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.9267717599868774, + "val_loss": 1.5580812692642212, + "acc": 44.57, + "time": 112.90492041502148, + "param": [ + { + "p": 0.05648867040872574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08177948743104935, + "m": 1.0 + }, + { + "p": 0.1334381103515625, + "m": 1.0 + }, + { + "p": 0.2003435492515564, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11117526143789291, + "m": 1.0 + }, + { + "p": 0.03689682483673096, + "m": 1.0 + }, + { + "p": 0.1307026892900467, + "m": 1.0 + }, + { + "p": 0.12941645085811615, + "m": 1.0 + }, + { + "p": 0.004279229789972305, + "m": 1.0 + }, + { + "p": 0.059908319264650345, + "m": 1.0 + }, + { + "p": 0.055571459233760834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.7645403146743774, + "val_loss": 1.5679569244384766, + "acc": 43.92, + "time": 103.5219371879939, + "param": [ + { + "p": 0.06236828863620758, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08291854709386826, + "m": 1.0 + }, + { + "p": 0.12078320980072021, + "m": 1.0 + }, + { + "p": 0.1803382784128189, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1103740856051445, + "m": 1.0 + }, + { + "p": 0.047186557203531265, + "m": 1.0 + }, + { + "p": 0.12008081376552582, + "m": 1.0 + }, + { + "p": 0.1276519000530243, + "m": 1.0 + }, + { + "p": 0.01451802346855402, + "m": 1.0 + }, + { + "p": 0.07964632660150528, + "m": 1.0 + }, + { + "p": 0.05413391813635826, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.8853191137313843, + "val_loss": 1.5333913564682007, + "acc": 46.82, + "time": 109.78446897910908, + "param": [ + { + "p": 0.06903553754091263, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.088863305747509, + "m": 1.0 + }, + { + "p": 0.10397215932607651, + "m": 1.0 + }, + { + "p": 0.18353620171546936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12628790736198425, + "m": 1.0 + }, + { + "p": 0.04895072802901268, + "m": 1.0 + }, + { + "p": 0.12181833386421204, + "m": 1.0 + }, + { + "p": 0.13638462126255035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09627837687730789, + "m": 1.0 + }, + { + "p": 0.024872757494449615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.78609037399292, + "val_loss": 1.4785923957824707, + "acc": 45.71, + "time": 112.60155525384471, + "param": [ + { + "p": 0.07520268857479095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10663124918937683, + "m": 1.0 + }, + { + "p": 0.09083149582147598, + "m": 1.0 + }, + { + "p": 0.18523089587688446, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12395018339157104, + "m": 1.0 + }, + { + "p": 0.04487641155719757, + "m": 1.0 + }, + { + "p": 0.11698657274246216, + "m": 1.0 + }, + { + "p": 0.13842497766017914, + "m": 1.0 + }, + { + "p": 0.0018844985170289874, + "m": 1.0 + }, + { + "p": 0.1030355915427208, + "m": 1.0 + }, + { + "p": 0.012945491820573807, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.8572518825531006, + "val_loss": 1.5921316146850586, + "acc": 45.81, + "time": 106.72345969686285, + "param": [ + { + "p": 0.06762766093015671, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13752950727939606, + "m": 1.0 + }, + { + "p": 0.07152990996837616, + "m": 1.0 + }, + { + "p": 0.19795110821723938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12261877954006195, + "m": 1.0 + }, + { + "p": 0.029986346140503883, + "m": 1.0 + }, + { + "p": 0.11267916858196259, + "m": 1.0 + }, + { + "p": 0.14229938387870789, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11777811497449875, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.9337373971939087, + "val_loss": 1.544525384902954, + "acc": 48.3, + "time": 131.09779888787307, + "param": [ + { + "p": 0.06388099491596222, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15489795804023743, + "m": 1.0 + }, + { + "p": 0.06733431667089462, + "m": 1.0 + }, + { + "p": 0.18299607932567596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11515916138887405, + "m": 1.0 + }, + { + "p": 0.03207603469491005, + "m": 1.0 + }, + { + "p": 0.10900785028934479, + "m": 1.0 + }, + { + "p": 0.14834259450435638, + "m": 1.0 + }, + { + "p": 0.0014842827804386616, + "m": 1.0 + }, + { + "p": 0.12125954777002335, + "m": 1.0 + }, + { + "p": 0.0035611973144114017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.743378758430481, + "val_loss": 1.4283689260482788, + "acc": 48.9, + "time": 104.76071402989328, + "param": [ + { + "p": 0.06560096889734268, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14897829294204712, + "m": 1.0 + }, + { + "p": 0.07584590464830399, + "m": 1.0 + }, + { + "p": 0.1554976850748062, + "m": 1.0 + }, + { + "p": 0.003988407086580992, + "m": 1.0 + }, + { + "p": 0.11955168098211288, + "m": 1.0 + }, + { + "p": 0.03118753433227539, + "m": 1.0 + }, + { + "p": 0.09905759245157242, + "m": 1.0 + }, + { + "p": 0.14469800889492035, + "m": 1.0 + }, + { + "p": 0.01424569170922041, + "m": 1.0 + }, + { + "p": 0.11916252970695496, + "m": 1.0 + }, + { + "p": 0.02218567579984665, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.8873642683029175, + "val_loss": 1.516008973121643, + "acc": 46.95, + "time": 107.68200109200552, + "param": [ + { + "p": 0.06672317534685135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13925108313560486, + "m": 1.0 + }, + { + "p": 0.07480037212371826, + "m": 1.0 + }, + { + "p": 0.13110308349132538, + "m": 1.0 + }, + { + "p": 0.005312905181199312, + "m": 1.0 + }, + { + "p": 0.11789942532777786, + "m": 1.0 + }, + { + "p": 0.03987091779708862, + "m": 1.0 + }, + { + "p": 0.10503924638032913, + "m": 1.0 + }, + { + "p": 0.13941189646720886, + "m": 1.0 + }, + { + "p": 0.03443387895822525, + "m": 1.0 + }, + { + "p": 0.11242354661226273, + "m": 1.0 + }, + { + "p": 0.03373042866587639, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.581579566001892, + "val_loss": 1.4499903917312622, + "acc": 49.27, + "time": 104.29101799498312, + "param": [ + { + "p": 0.0583953857421875, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1362069696187973, + "m": 1.0 + }, + { + "p": 0.057373046875, + "m": 1.0 + }, + { + "p": 0.11661229282617569, + "m": 1.0 + }, + { + "p": 0.025553300976753235, + "m": 1.0 + }, + { + "p": 0.11324610561132431, + "m": 1.0 + }, + { + "p": 0.05214352533221245, + "m": 1.0 + }, + { + "p": 0.11441197991371155, + "m": 1.0 + }, + { + "p": 0.13051234185695648, + "m": 1.0 + }, + { + "p": 0.034074485301971436, + "m": 1.0 + }, + { + "p": 0.12140369415283203, + "m": 1.0 + }, + { + "p": 0.037469446659088135, + "m": 1.0 + }, + { + "p": 0.002597362268716097, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.5628852844238281, + "val_loss": 1.3056707382202148, + "acc": 50.16, + "time": 108.68759258906357, + "param": [ + { + "p": 0.05975397676229477, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1294756382703781, + "m": 1.0 + }, + { + "p": 0.046486981213092804, + "m": 1.0 + }, + { + "p": 0.10648123919963837, + "m": 1.0 + }, + { + "p": 0.04475214332342148, + "m": 1.0 + }, + { + "p": 0.10002472251653671, + "m": 1.0 + }, + { + "p": 0.06146905571222305, + "m": 1.0 + }, + { + "p": 0.1153029277920723, + "m": 1.0 + }, + { + "p": 0.13128343224525452, + "m": 1.0 + }, + { + "p": 0.024810394272208214, + "m": 1.0 + }, + { + "p": 0.13181667029857635, + "m": 1.0 + }, + { + "p": 0.04566170647740364, + "m": 1.0 + }, + { + "p": 0.002681153127923608, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.6887704133987427, + "val_loss": 1.2450696229934692, + "acc": 52.74, + "time": 118.56188771594316, + "param": [ + { + "p": 0.07718515396118164, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11914439499378204, + "m": 1.0 + }, + { + "p": 0.04808884114027023, + "m": 1.0 + }, + { + "p": 0.0974314883351326, + "m": 1.0 + }, + { + "p": 0.04890236631035805, + "m": 1.0 + }, + { + "p": 0.09262736141681671, + "m": 1.0 + }, + { + "p": 0.0718877911567688, + "m": 1.0 + }, + { + "p": 0.1135048046708107, + "m": 1.0 + }, + { + "p": 0.120753213763237, + "m": 1.0 + }, + { + "p": 0.03256285935640335, + "m": 1.0 + }, + { + "p": 0.11760523170232773, + "m": 1.0 + }, + { + "p": 0.0600188709795475, + "m": 1.0 + }, + { + "p": 0.00028759127599187195, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.6231963634490967, + "val_loss": 1.2766205072402954, + "acc": 53.8, + "time": 122.42761617200449, + "param": [ + { + "p": 0.08797518908977509, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11421017348766327, + "m": 1.0 + }, + { + "p": 0.047395918518304825, + "m": 1.0 + }, + { + "p": 0.08497168868780136, + "m": 1.0 + }, + { + "p": 0.04980889707803726, + "m": 1.0 + }, + { + "p": 0.09025268256664276, + "m": 1.0 + }, + { + "p": 0.08568304777145386, + "m": 1.0 + }, + { + "p": 0.09937186539173126, + "m": 1.0 + }, + { + "p": 0.11340144276618958, + "m": 1.0 + }, + { + "p": 0.040287405252456665, + "m": 1.0 + }, + { + "p": 0.10924098640680313, + "m": 1.0 + }, + { + "p": 0.07740078866481781, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.6835793256759644, + "val_loss": 1.2816370725631714, + "acc": 53.38, + "time": 101.06438031001016, + "param": [ + { + "p": 0.09634853899478912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11643745005130768, + "m": 1.0 + }, + { + "p": 0.04637273773550987, + "m": 1.0 + }, + { + "p": 0.06819222122430801, + "m": 1.0 + }, + { + "p": 0.04158831387758255, + "m": 1.0 + }, + { + "p": 0.09833432734012604, + "m": 1.0 + }, + { + "p": 0.09790010750293732, + "m": 1.0 + }, + { + "p": 0.08662780374288559, + "m": 1.0 + }, + { + "p": 0.10650987923145294, + "m": 1.0 + }, + { + "p": 0.04600730910897255, + "m": 1.0 + }, + { + "p": 0.10188659280538559, + "m": 1.0 + }, + { + "p": 0.09379471093416214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.6059682369232178, + "val_loss": 1.3083235025405884, + "acc": 54.62, + "time": 132.14055071794428, + "param": [ + { + "p": 0.10719184577465057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12052877992391586, + "m": 1.0 + }, + { + "p": 0.047001827508211136, + "m": 1.0 + }, + { + "p": 0.05313535034656525, + "m": 1.0 + }, + { + "p": 0.015005291439592838, + "m": 1.0 + }, + { + "p": 0.10142358392477036, + "m": 1.0 + }, + { + "p": 0.10799477249383926, + "m": 1.0 + }, + { + "p": 0.07677369564771652, + "m": 1.0 + }, + { + "p": 0.10504079610109329, + "m": 1.0 + }, + { + "p": 0.04138018190860748, + "m": 1.0 + }, + { + "p": 0.1070558950304985, + "m": 1.0 + }, + { + "p": 0.1174679696559906, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.5674821138381958, + "val_loss": 1.4304771423339844, + "acc": 55.77, + "time": 119.75510968198068, + "param": [ + { + "p": 0.11227500438690186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12007427960634232, + "m": 1.0 + }, + { + "p": 0.056453950703144073, + "m": 1.0 + }, + { + "p": 0.03472740203142166, + "m": 1.0 + }, + { + "p": 0.0028510720003396273, + "m": 1.0 + }, + { + "p": 0.10500727593898773, + "m": 1.0 + }, + { + "p": 0.10752873867750168, + "m": 1.0 + }, + { + "p": 0.0768674835562706, + "m": 1.0 + }, + { + "p": 0.12038463354110718, + "m": 1.0 + }, + { + "p": 0.03682132065296173, + "m": 1.0 + }, + { + "p": 0.09504328668117523, + "m": 1.0 + }, + { + "p": 0.1319655030965805, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.5394976139068604, + "val_loss": 1.3529661893844604, + "acc": 55.34, + "time": 119.4580395158846, + "param": [ + { + "p": 0.10869264602661133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12304922193288803, + "m": 1.0 + }, + { + "p": 0.05404695123434067, + "m": 1.0 + }, + { + "p": 0.028487130999565125, + "m": 1.0 + }, + { + "p": 0.005445464048534632, + "m": 1.0 + }, + { + "p": 0.11182977259159088, + "m": 1.0 + }, + { + "p": 0.1027364730834961, + "m": 1.0 + }, + { + "p": 0.06825724244117737, + "m": 1.0 + }, + { + "p": 0.12808717787265778, + "m": 1.0 + }, + { + "p": 0.04753253236413002, + "m": 1.0 + }, + { + "p": 0.0843261256814003, + "m": 1.0 + }, + { + "p": 0.13750922679901123, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.4452852010726929, + "val_loss": 1.1890143156051636, + "acc": 57.05, + "time": 119.37241830606945, + "param": [ + { + "p": 0.10535132884979248, + "m": 1.0 + }, + { + "p": 0.006345705129206181, + "m": 1.0 + }, + { + "p": 0.11565049737691879, + "m": 1.0 + }, + { + "p": 0.05036283656954765, + "m": 1.0 + }, + { + "p": 0.03404289484024048, + "m": 1.0 + }, + { + "p": 0.027060549706220627, + "m": 1.0 + }, + { + "p": 0.10864493250846863, + "m": 1.0 + }, + { + "p": 0.09777025133371353, + "m": 1.0 + }, + { + "p": 0.0668216422200203, + "m": 1.0 + }, + { + "p": 0.12340246886014938, + "m": 1.0 + }, + { + "p": 0.049802690744400024, + "m": 1.0 + }, + { + "p": 0.07880819588899612, + "m": 1.0 + }, + { + "p": 0.12749259173870087, + "m": 1.0 + }, + { + "p": 0.008443383499979973, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.5471844673156738, + "val_loss": 1.223051905632019, + "acc": 57.27, + "time": 120.73808296886273, + "param": [ + { + "p": 0.11579552292823792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10305657982826233, + "m": 1.0 + }, + { + "p": 0.04499942809343338, + "m": 1.0 + }, + { + "p": 0.02731257677078247, + "m": 1.0 + }, + { + "p": 0.02745019644498825, + "m": 1.0 + }, + { + "p": 0.10470419377088547, + "m": 1.0 + }, + { + "p": 0.10353658348321915, + "m": 1.0 + }, + { + "p": 0.07020328938961029, + "m": 1.0 + }, + { + "p": 0.1256241351366043, + "m": 1.0 + }, + { + "p": 0.04375160485506058, + "m": 1.0 + }, + { + "p": 0.08531761169433594, + "m": 1.0 + }, + { + "p": 0.14824828505516052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.6235336065292358, + "val_loss": 1.223718523979187, + "acc": 57.54, + "time": 118.85169254196808, + "param": [ + { + "p": 0.1354713886976242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09767483174800873, + "m": 1.0 + }, + { + "p": 0.04843699932098389, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025456445291638374, + "m": 1.0 + }, + { + "p": 0.10437359660863876, + "m": 1.0 + }, + { + "p": 0.10088382661342621, + "m": 1.0 + }, + { + "p": 0.06376537680625916, + "m": 1.0 + }, + { + "p": 0.11470313370227814, + "m": 1.0 + }, + { + "p": 0.03558662533760071, + "m": 1.0 + }, + { + "p": 0.08460979163646698, + "m": 1.0 + }, + { + "p": 0.1890380084514618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.5800808668136597, + "val_loss": 1.262628197669983, + "acc": 57.9, + "time": 120.08457134501077, + "param": [ + { + "p": 0.1478697806596756, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08946313709020615, + "m": 1.0 + }, + { + "p": 0.058827683329582214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022010238841176033, + "m": 1.0 + }, + { + "p": 0.10492197424173355, + "m": 1.0 + }, + { + "p": 0.10369526594877243, + "m": 1.0 + }, + { + "p": 0.04604750871658325, + "m": 1.0 + }, + { + "p": 0.10114244371652603, + "m": 1.0 + }, + { + "p": 0.020257771015167236, + "m": 1.0 + }, + { + "p": 0.08984139561653137, + "m": 1.0 + }, + { + "p": 0.21592286229133606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.3661985397338867, + "val_loss": 1.1869254112243652, + "acc": 57.92, + "time": 119.78024454577826, + "param": [ + { + "p": 0.14177587628364563, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07214341312646866, + "m": 1.0 + }, + { + "p": 0.07554051280021667, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027132069692015648, + "m": 1.0 + }, + { + "p": 0.11182575672864914, + "m": 1.0 + }, + { + "p": 0.10938816517591476, + "m": 1.0 + }, + { + "p": 0.022837968543171883, + "m": 1.0 + }, + { + "p": 0.08409116417169571, + "m": 1.0 + }, + { + "p": 0.01984896883368492, + "m": 1.0 + }, + { + "p": 0.10132930427789688, + "m": 1.0 + }, + { + "p": 0.23408672213554382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.6329693794250488, + "val_loss": 1.239949107170105, + "acc": 56.86, + "time": 121.80909545905888, + "param": [ + { + "p": 0.1369282752275467, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06046396493911743, + "m": 1.0 + }, + { + "p": 0.07840600609779358, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018735680729150772, + "m": 1.0 + }, + { + "p": 0.11342122405767441, + "m": 1.0 + }, + { + "p": 0.11628270894289017, + "m": 1.0 + }, + { + "p": 0.004934642929583788, + "m": 1.0 + }, + { + "p": 0.08209571987390518, + "m": 1.0 + }, + { + "p": 0.026017218828201294, + "m": 1.0 + }, + { + "p": 0.10081568360328674, + "m": 1.0 + }, + { + "p": 0.26189884543418884, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.359804630279541, + "val_loss": 1.2883682250976562, + "acc": 56.92, + "time": 121.29639503406361, + "param": [ + { + "p": 0.13354194164276123, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.054752979427576065, + "m": 1.0 + }, + { + "p": 0.0753968134522438, + "m": 1.0 + }, + { + "p": 0.0006878027343191206, + "m": 1.0 + }, + { + "p": 0.015109613537788391, + "m": 1.0 + }, + { + "p": 0.1036536917090416, + "m": 1.0 + }, + { + "p": 0.12286665290594101, + "m": 1.0 + }, + { + "p": 0.0009176147868856788, + "m": 1.0 + }, + { + "p": 0.08591164648532867, + "m": 1.0 + }, + { + "p": 0.016282962635159492, + "m": 1.0 + }, + { + "p": 0.1057882010936737, + "m": 1.0 + }, + { + "p": 0.2850900888442993, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.3827773332595825, + "val_loss": 1.3092063665390015, + "acc": 58.08, + "time": 119.48776277713478, + "param": [ + { + "p": 0.12193604558706284, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.060862161219120026, + "m": 1.0 + }, + { + "p": 0.06263982504606247, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019516127184033394, + "m": 1.0 + }, + { + "p": 0.08796024322509766, + "m": 1.0 + }, + { + "p": 0.11827584356069565, + "m": 1.0 + }, + { + "p": 0.00021038451814092696, + "m": 1.0 + }, + { + "p": 0.09450996667146683, + "m": 1.0 + }, + { + "p": 0.014476807788014412, + "m": 1.0 + }, + { + "p": 0.11879808455705643, + "m": 1.0 + }, + { + "p": 0.30081459879875183, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.5156521797180176, + "val_loss": 1.2073630094528198, + "acc": 58.94, + "time": 121.028010440059, + "param": [ + { + "p": 0.1105291023850441, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06784748286008835, + "m": 1.0 + }, + { + "p": 0.05415787920355797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012800325639545918, + "m": 1.0 + }, + { + "p": 0.0568997785449028, + "m": 1.0 + }, + { + "p": 0.11420077085494995, + "m": 1.0 + }, + { + "p": 0.0084944823756814, + "m": 1.0 + }, + { + "p": 0.11431402713060379, + "m": 1.0 + }, + { + "p": 0.009699583053588867, + "m": 1.0 + }, + { + "p": 0.12871216237545013, + "m": 1.0 + }, + { + "p": 0.3223443925380707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.412832260131836, + "val_loss": 1.148064374923706, + "acc": 60.15, + "time": 119.16192963696085, + "param": [ + { + "p": 0.10105805099010468, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07033772021532059, + "m": 1.0 + }, + { + "p": 0.04979481175541878, + "m": 1.0 + }, + { + "p": 0.0003727534494828433, + "m": 1.0 + }, + { + "p": 0.012816034257411957, + "m": 1.0 + }, + { + "p": 0.03172636032104492, + "m": 1.0 + }, + { + "p": 0.1084722951054573, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13021458685398102, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13417895138263702, + "m": 1.0 + }, + { + "p": 0.36102840304374695, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.4680554866790771, + "val_loss": 0.9689833521842957, + "acc": 60.73, + "time": 120.69362245500088, + "param": [ + { + "p": 0.09096747636795044, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07602576166391373, + "m": 1.0 + }, + { + "p": 0.04510163888335228, + "m": 1.0 + }, + { + "p": 0.002523472299799323, + "m": 1.0 + }, + { + "p": 0.025408891960978508, + "m": 1.0 + }, + { + "p": 0.012501263990998268, + "m": 1.0 + }, + { + "p": 0.09091978520154953, + "m": 1.0 + }, + { + "p": 0.010462903417646885, + "m": 1.0 + }, + { + "p": 0.1364145576953888, + "m": 1.0 + }, + { + "p": 0.008189908228814602, + "m": 1.0 + }, + { + "p": 0.13889962434768677, + "m": 1.0 + }, + { + "p": 0.3625846803188324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.3645055294036865, + "val_loss": 1.1218090057373047, + "acc": 61.11, + "time": 114.91621890617535, + "param": [ + { + "p": 0.08355049788951874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07021130621433258, + "m": 1.0 + }, + { + "p": 0.03006024844944477, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03181254863739014, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06844311207532883, + "m": 1.0 + }, + { + "p": 0.006405931431800127, + "m": 1.0 + }, + { + "p": 0.15175697207450867, + "m": 1.0 + }, + { + "p": 0.002935475204139948, + "m": 1.0 + }, + { + "p": 0.14474758505821228, + "m": 1.0 + }, + { + "p": 0.4100763499736786, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.244349718093872, + "val_loss": 1.2190717458724976, + "acc": 58.24, + "time": 121.63475115294568, + "param": [ + { + "p": 0.09191884845495224, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06107547506690025, + "m": 1.0 + }, + { + "p": 0.030970238149166107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03300249204039574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04821207746863365, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1503632664680481, + "m": 1.0 + }, + { + "p": 0.009681336581707, + "m": 1.0 + }, + { + "p": 0.15063011646270752, + "m": 1.0 + }, + { + "p": 0.4241461455821991, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.6430306434631348, + "val_loss": 1.0171267986297607, + "acc": 61.49, + "time": 120.15094267996028, + "param": [ + { + "p": 0.09483710676431656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05319575220346451, + "m": 1.0 + }, + { + "p": 0.0384865365922451, + "m": 1.0 + }, + { + "p": 0.005715153645724058, + "m": 1.0 + }, + { + "p": 0.023204471915960312, + "m": 1.0 + }, + { + "p": 0.0036515293177217245, + "m": 1.0 + }, + { + "p": 0.045958250761032104, + "m": 1.0 + }, + { + "p": 0.004186160862445831, + "m": 1.0 + }, + { + "p": 0.14291565120220184, + "m": 1.0 + }, + { + "p": 0.019735433161258698, + "m": 1.0 + }, + { + "p": 0.1477546989917755, + "m": 1.0 + }, + { + "p": 0.409496545791626, + "m": 1.0 + }, + { + "p": 0.010862613096833229, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.0641944408416748, + "val_loss": 1.1834814548492432, + "acc": 62.44, + "time": 133.3511704870034, + "param": [ + { + "p": 0.09182579815387726, + "m": 1.0 + }, + { + "p": 0.00038990419125184417, + "m": 1.0 + }, + { + "p": 0.05934621021151543, + "m": 1.0 + }, + { + "p": 0.04857112467288971, + "m": 1.0 + }, + { + "p": 0.017827829346060753, + "m": 1.0 + }, + { + "p": 0.032047197222709656, + "m": 1.0 + }, + { + "p": 0.029838869348168373, + "m": 1.0 + }, + { + "p": 0.04674215614795685, + "m": 1.0 + }, + { + "p": 0.028857076540589333, + "m": 1.0 + }, + { + "p": 0.11607930809259415, + "m": 1.0 + }, + { + "p": 0.036408744752407074, + "m": 1.0 + }, + { + "p": 0.12691941857337952, + "m": 1.0 + }, + { + "p": 0.3282737731933594, + "m": 1.0 + }, + { + "p": 0.036872632801532745, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.4571037292480469, + "val_loss": 1.0192843675613403, + "acc": 62.24, + "time": 133.31965385307558, + "param": [ + { + "p": 0.08152653276920319, + "m": 1.0 + }, + { + "p": 0.010229415260255337, + "m": 1.0 + }, + { + "p": 0.06575842201709747, + "m": 1.0 + }, + { + "p": 0.04952334612607956, + "m": 1.0 + }, + { + "p": 0.018200470134615898, + "m": 1.0 + }, + { + "p": 0.046152472496032715, + "m": 1.0 + }, + { + "p": 0.058099210262298584, + "m": 1.0 + }, + { + "p": 0.04090951755642891, + "m": 1.0 + }, + { + "p": 0.05334483087062836, + "m": 1.0 + }, + { + "p": 0.1049705296754837, + "m": 1.0 + }, + { + "p": 0.05487919971346855, + "m": 1.0 + }, + { + "p": 0.10997619479894638, + "m": 1.0 + }, + { + "p": 0.2550506591796875, + "m": 1.0 + }, + { + "p": 0.05137921869754791, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.2568690776824951, + "val_loss": 1.0605915784835815, + "acc": 62.43, + "time": 120.76742505095899, + "param": [ + { + "p": 0.07566213607788086, + "m": 1.0 + }, + { + "p": 0.01650303602218628, + "m": 1.0 + }, + { + "p": 0.0681820884346962, + "m": 1.0 + }, + { + "p": 0.04650206118822098, + "m": 1.0 + }, + { + "p": 0.037547413259744644, + "m": 1.0 + }, + { + "p": 0.05799306929111481, + "m": 1.0 + }, + { + "p": 0.07373924553394318, + "m": 1.0 + }, + { + "p": 0.04073832556605339, + "m": 1.0 + }, + { + "p": 0.06135733425617218, + "m": 1.0 + }, + { + "p": 0.10427143424749374, + "m": 1.0 + }, + { + "p": 0.06247827783226967, + "m": 1.0 + }, + { + "p": 0.10238805413246155, + "m": 1.0 + }, + { + "p": 0.2072370946407318, + "m": 1.0 + }, + { + "p": 0.04540042206645012, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.3688888549804688, + "val_loss": 1.0896642208099365, + "acc": 62.55, + "time": 120.90389190800488, + "param": [ + { + "p": 0.07552506029605865, + "m": 1.0 + }, + { + "p": 0.01562742330133915, + "m": 1.0 + }, + { + "p": 0.07390628010034561, + "m": 1.0 + }, + { + "p": 0.04084523767232895, + "m": 1.0 + }, + { + "p": 0.054440755397081375, + "m": 1.0 + }, + { + "p": 0.062427595257759094, + "m": 1.0 + }, + { + "p": 0.07782125473022461, + "m": 1.0 + }, + { + "p": 0.0401880256831646, + "m": 1.0 + }, + { + "p": 0.07740123569965363, + "m": 1.0 + }, + { + "p": 0.10228469967842102, + "m": 1.0 + }, + { + "p": 0.06062976270914078, + "m": 1.0 + }, + { + "p": 0.10816320031881332, + "m": 1.0 + }, + { + "p": 0.18338558077812195, + "m": 1.0 + }, + { + "p": 0.027353942394256592, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.4965587854385376, + "val_loss": 1.0782815217971802, + "acc": 63.14, + "time": 120.44327618088573, + "param": [ + { + "p": 0.07907605916261673, + "m": 1.0 + }, + { + "p": 0.0042876903899014, + "m": 1.0 + }, + { + "p": 0.07791251689195633, + "m": 1.0 + }, + { + "p": 0.04231327027082443, + "m": 1.0 + }, + { + "p": 0.060412243008613586, + "m": 1.0 + }, + { + "p": 0.06133276969194412, + "m": 1.0 + }, + { + "p": 0.08352108299732208, + "m": 1.0 + }, + { + "p": 0.04455122351646423, + "m": 1.0 + }, + { + "p": 0.09338691830635071, + "m": 1.0 + }, + { + "p": 0.09752057492733002, + "m": 1.0 + }, + { + "p": 0.06150383502244949, + "m": 1.0 + }, + { + "p": 0.11034636199474335, + "m": 1.0 + }, + { + "p": 0.1656942218542099, + "m": 1.0 + }, + { + "p": 0.018141327425837517, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.5340032577514648, + "val_loss": 0.9516519904136658, + "acc": 62.48, + "time": 120.51837417110801, + "param": [ + { + "p": 0.08037084341049194, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08333155512809753, + "m": 1.0 + }, + { + "p": 0.053838975727558136, + "m": 1.0 + }, + { + "p": 0.062017153948545456, + "m": 1.0 + }, + { + "p": 0.05560780316591263, + "m": 1.0 + }, + { + "p": 0.07549367845058441, + "m": 1.0 + }, + { + "p": 0.054531682282686234, + "m": 1.0 + }, + { + "p": 0.1012985110282898, + "m": 1.0 + }, + { + "p": 0.09751638770103455, + "m": 1.0 + }, + { + "p": 0.0649697557091713, + "m": 1.0 + }, + { + "p": 0.11041286587715149, + "m": 1.0 + }, + { + "p": 0.1545216292142868, + "m": 1.0 + }, + { + "p": 0.006089264992624521, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.3637325763702393, + "val_loss": 1.0685405731201172, + "acc": 62.5, + "time": 118.00794824003242, + "param": [ + { + "p": 0.0809984803199768, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08138500154018402, + "m": 1.0 + }, + { + "p": 0.06199053302407265, + "m": 1.0 + }, + { + "p": 0.05876109004020691, + "m": 1.0 + }, + { + "p": 0.05295427888631821, + "m": 1.0 + }, + { + "p": 0.07110471278429031, + "m": 1.0 + }, + { + "p": 0.051713231950998306, + "m": 1.0 + }, + { + "p": 0.10122322291135788, + "m": 1.0 + }, + { + "p": 0.10465168207883835, + "m": 1.0 + }, + { + "p": 0.07653652131557465, + "m": 1.0 + }, + { + "p": 0.10712122172117233, + "m": 1.0 + }, + { + "p": 0.15156006813049316, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.5365242958068848, + "val_loss": 1.0675350427627563, + "acc": 64.57, + "time": 121.52916076895781, + "param": [ + { + "p": 0.09138093888759613, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06908372044563293, + "m": 1.0 + }, + { + "p": 0.060123927891254425, + "m": 1.0 + }, + { + "p": 0.04530685395002365, + "m": 1.0 + }, + { + "p": 0.0395599864423275, + "m": 1.0 + }, + { + "p": 0.0603724904358387, + "m": 1.0 + }, + { + "p": 0.0609462708234787, + "m": 1.0 + }, + { + "p": 0.10436785221099854, + "m": 1.0 + }, + { + "p": 0.1110454872250557, + "m": 1.0 + }, + { + "p": 0.08298110216856003, + "m": 1.0 + }, + { + "p": 0.10643060505390167, + "m": 1.0 + }, + { + "p": 0.16840079426765442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.4805126190185547, + "val_loss": 1.042015790939331, + "acc": 62.93, + "time": 119.61301383492537, + "param": [ + { + "p": 0.1030658707022667, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06675980240106583, + "m": 1.0 + }, + { + "p": 0.05981842428445816, + "m": 1.0 + }, + { + "p": 0.03849197179079056, + "m": 1.0 + }, + { + "p": 0.025932099670171738, + "m": 1.0 + }, + { + "p": 0.061561036854982376, + "m": 1.0 + }, + { + "p": 0.060999542474746704, + "m": 1.0 + }, + { + "p": 0.0960741937160492, + "m": 1.0 + }, + { + "p": 0.11989846080541611, + "m": 1.0 + }, + { + "p": 0.08707741647958755, + "m": 1.0 + }, + { + "p": 0.10754565894603729, + "m": 1.0 + }, + { + "p": 0.172775536775589, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.4606715440750122, + "val_loss": 1.0082720518112183, + "acc": 64.47, + "time": 119.81250905501656, + "param": [ + { + "p": 0.10575295239686966, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0641198605298996, + "m": 1.0 + }, + { + "p": 0.05228693410754204, + "m": 1.0 + }, + { + "p": 0.035432226955890656, + "m": 1.0 + }, + { + "p": 0.004428096115589142, + "m": 1.0 + }, + { + "p": 0.05863754078745842, + "m": 1.0 + }, + { + "p": 0.06237183138728142, + "m": 1.0 + }, + { + "p": 0.09128410369157791, + "m": 1.0 + }, + { + "p": 0.1369093805551529, + "m": 1.0 + }, + { + "p": 0.0913478210568428, + "m": 1.0 + }, + { + "p": 0.10790392011404037, + "m": 1.0 + }, + { + "p": 0.189525306224823, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.2420790195465088, + "val_loss": 1.020723819732666, + "acc": 64.03, + "time": 113.7380865518935, + "param": [ + { + "p": 0.1053563579916954, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05855545029044151, + "m": 1.0 + }, + { + "p": 0.04716246575117111, + "m": 1.0 + }, + { + "p": 0.028474682942032814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05985981225967407, + "m": 1.0 + }, + { + "p": 0.06711176037788391, + "m": 1.0 + }, + { + "p": 0.08516369760036469, + "m": 1.0 + }, + { + "p": 0.14422930777072906, + "m": 1.0 + }, + { + "p": 0.0879889503121376, + "m": 1.0 + }, + { + "p": 0.1083475649356842, + "m": 1.0 + }, + { + "p": 0.20703209936618805, + "m": 1.0 + }, + { + "p": 0.0007178099476732314, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.2367243766784668, + "val_loss": 1.1040289402008057, + "acc": 64.51, + "time": 118.72888432699256, + "param": [ + { + "p": 0.11427036672830582, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04673651605844498, + "m": 1.0 + }, + { + "p": 0.03631195053458214, + "m": 1.0 + }, + { + "p": 0.0018408270552754402, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05894148349761963, + "m": 1.0 + }, + { + "p": 0.06490219384431839, + "m": 1.0 + }, + { + "p": 0.08811777085065842, + "m": 1.0 + }, + { + "p": 0.14405085146427155, + "m": 1.0 + }, + { + "p": 0.09266674518585205, + "m": 1.0 + }, + { + "p": 0.1199992299079895, + "m": 1.0 + }, + { + "p": 0.2317802608013153, + "m": 1.0 + }, + { + "p": 0.00038176603266038, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.298923134803772, + "val_loss": 0.9156957268714905, + "acc": 64.54, + "time": 112.85206047212705, + "param": [ + { + "p": 0.12135358899831772, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.040570300072431564, + "m": 1.0 + }, + { + "p": 0.013487499207258224, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06652431935071945, + "m": 1.0 + }, + { + "p": 0.04615030437707901, + "m": 1.0 + }, + { + "p": 0.08238598704338074, + "m": 1.0 + }, + { + "p": 0.14477355778217316, + "m": 1.0 + }, + { + "p": 0.09671919792890549, + "m": 1.0 + }, + { + "p": 0.1366487592458725, + "m": 1.0 + }, + { + "p": 0.2513864040374756, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.3621636629104614, + "val_loss": 1.0180261135101318, + "acc": 65.02, + "time": 120.4578842530027, + "param": [ + { + "p": 0.1241384819149971, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03562457859516144, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06416667252779007, + "m": 1.0 + }, + { + "p": 0.03149200975894928, + "m": 1.0 + }, + { + "p": 0.08043307065963745, + "m": 1.0 + }, + { + "p": 0.13607820868492126, + "m": 1.0 + }, + { + "p": 0.09566812217235565, + "m": 1.0 + }, + { + "p": 0.15611504018306732, + "m": 1.0 + }, + { + "p": 0.2721625566482544, + "m": 1.0 + }, + { + "p": 0.004121262580156326, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.2110098600387573, + "val_loss": 1.0089586973190308, + "acc": 64.71, + "time": 119.20467053283937, + "param": [ + { + "p": 0.12323310226202011, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03870370239019394, + "m": 1.0 + }, + { + "p": 0.0011349001433700323, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0028324199374765158, + "m": 1.0 + }, + { + "p": 0.06698568165302277, + "m": 1.0 + }, + { + "p": 0.028822870925068855, + "m": 1.0 + }, + { + "p": 0.09205257892608643, + "m": 1.0 + }, + { + "p": 0.11941521614789963, + "m": 1.0 + }, + { + "p": 0.08007550984621048, + "m": 1.0 + }, + { + "p": 0.15910010039806366, + "m": 1.0 + }, + { + "p": 0.26643192768096924, + "m": 1.0 + }, + { + "p": 0.02121197246015072, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.2781859636306763, + "val_loss": 0.9441991448402405, + "acc": 65.87, + "time": 111.81235459819436, + "param": [ + { + "p": 0.1282273679971695, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04510153457522392, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06425394117832184, + "m": 1.0 + }, + { + "p": 0.023496931418776512, + "m": 1.0 + }, + { + "p": 0.09975829720497131, + "m": 1.0 + }, + { + "p": 0.10287302732467651, + "m": 1.0 + }, + { + "p": 0.0730130597949028, + "m": 1.0 + }, + { + "p": 0.16810938715934753, + "m": 1.0 + }, + { + "p": 0.2762765884399414, + "m": 1.0 + }, + { + "p": 0.0188898965716362, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.0564581155776978, + "val_loss": 1.054651141166687, + "acc": 64.91, + "time": 110.48196793207899, + "param": [ + { + "p": 0.13694824278354645, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048136156052351, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0035668506752699614, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.060895420610904694, + "m": 1.0 + }, + { + "p": 0.018124204128980637, + "m": 1.0 + }, + { + "p": 0.09947054088115692, + "m": 1.0 + }, + { + "p": 0.08747009187936783, + "m": 1.0 + }, + { + "p": 0.07168008387088776, + "m": 1.0 + }, + { + "p": 0.17967714369297028, + "m": 1.0 + }, + { + "p": 0.2854532301425934, + "m": 1.0 + }, + { + "p": 0.008578019216656685, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.4423022270202637, + "val_loss": 0.9708114862442017, + "acc": 65.06, + "time": 121.52677706698887, + "param": [ + { + "p": 0.1384771466255188, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05879950150847435, + "m": 1.0 + }, + { + "p": 0.001766348723322153, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001187785412184894, + "m": 1.0 + }, + { + "p": 0.063352070748806, + "m": 1.0 + }, + { + "p": 0.02585996873676777, + "m": 1.0 + }, + { + "p": 0.09127184748649597, + "m": 1.0 + }, + { + "p": 0.08658715337514877, + "m": 1.0 + }, + { + "p": 0.07587297260761261, + "m": 1.0 + }, + { + "p": 0.17733882367610931, + "m": 1.0 + }, + { + "p": 0.27948644757270813, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.3503042459487915, + "val_loss": 0.9041592478752136, + "acc": 66.34, + "time": 116.43404523190111, + "param": [ + { + "p": 0.1293632537126541, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07569115608930588, + "m": 1.0 + }, + { + "p": 0.015291065908968449, + "m": 1.0 + }, + { + "p": 0.004303586669266224, + "m": 1.0 + }, + { + "p": 0.0177671667188406, + "m": 1.0 + }, + { + "p": 0.06354180723428726, + "m": 1.0 + }, + { + "p": 0.039616238325834274, + "m": 1.0 + }, + { + "p": 0.07186071574687958, + "m": 1.0 + }, + { + "p": 0.0886770635843277, + "m": 1.0 + }, + { + "p": 0.0802425742149353, + "m": 1.0 + }, + { + "p": 0.1645006388425827, + "m": 1.0 + }, + { + "p": 0.24914470314979553, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 0.9581505656242371, + "val_loss": 0.9639649391174316, + "acc": 66.43, + "time": 120.65167942503467, + "param": [ + { + "p": 0.13009469211101532, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08731791377067566, + "m": 1.0 + }, + { + "p": 0.01746893674135208, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.034103602170944214, + "m": 1.0 + }, + { + "p": 0.058541230857372284, + "m": 1.0 + }, + { + "p": 0.053195010870695114, + "m": 1.0 + }, + { + "p": 0.06694210320711136, + "m": 1.0 + }, + { + "p": 0.09091436117887497, + "m": 1.0 + }, + { + "p": 0.08643066138029099, + "m": 1.0 + }, + { + "p": 0.15553146600723267, + "m": 1.0 + }, + { + "p": 0.21946004033088684, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.497664451599121, + "val_loss": 0.9511832594871521, + "acc": 66.9, + "time": 121.40810238895938, + "param": [ + { + "p": 0.13419994711875916, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09564583003520966, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0005292723653838038, + "m": 1.0 + }, + { + "p": 0.03138495236635208, + "m": 1.0 + }, + { + "p": 0.052502959966659546, + "m": 1.0 + }, + { + "p": 0.05524865910410881, + "m": 1.0 + }, + { + "p": 0.06031689792871475, + "m": 1.0 + }, + { + "p": 0.09443280845880508, + "m": 1.0 + }, + { + "p": 0.0933472216129303, + "m": 1.0 + }, + { + "p": 0.16047188639640808, + "m": 1.0 + }, + { + "p": 0.22191967070102692, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.458048939704895, + "val_loss": 0.8699009418487549, + "acc": 66.5, + "time": 120.89673664304428, + "param": [ + { + "p": 0.12236053496599197, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09743872284889221, + "m": 1.0 + }, + { + "p": 0.008345850743353367, + "m": 1.0 + }, + { + "p": 0.015306004323065281, + "m": 1.0 + }, + { + "p": 0.043427564203739166, + "m": 1.0 + }, + { + "p": 0.05425383150577545, + "m": 1.0 + }, + { + "p": 0.06070771813392639, + "m": 1.0 + }, + { + "p": 0.06570934504270554, + "m": 1.0 + }, + { + "p": 0.09805939346551895, + "m": 1.0 + }, + { + "p": 0.09314640611410141, + "m": 1.0 + }, + { + "p": 0.1459764540195465, + "m": 1.0 + }, + { + "p": 0.19467566907405853, + "m": 1.0 + }, + { + "p": 0.0005925331497564912, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.1242446899414062, + "val_loss": 0.8903509378433228, + "acc": 67.51, + "time": 120.43151587480679, + "param": [ + { + "p": 0.11858585476875305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09675369411706924, + "m": 1.0 + }, + { + "p": 0.023803986608982086, + "m": 1.0 + }, + { + "p": 0.03005894273519516, + "m": 1.0 + }, + { + "p": 0.052815746515989304, + "m": 1.0 + }, + { + "p": 0.05130497366189957, + "m": 1.0 + }, + { + "p": 0.07096453011035919, + "m": 1.0 + }, + { + "p": 0.06528627127408981, + "m": 1.0 + }, + { + "p": 0.09711456298828125, + "m": 1.0 + }, + { + "p": 0.09036824852228165, + "m": 1.0 + }, + { + "p": 0.13189588487148285, + "m": 1.0 + }, + { + "p": 0.17104721069335938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.2465705871582031, + "val_loss": 0.8830616474151611, + "acc": 66.82, + "time": 120.83444965304807, + "param": [ + { + "p": 0.13488095998764038, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.120474673807621, + "m": 1.0 + }, + { + "p": 0.0063018277287483215, + "m": 1.0 + }, + { + "p": 0.014574097469449043, + "m": 1.0 + }, + { + "p": 0.05096125975251198, + "m": 1.0 + }, + { + "p": 0.041092000901699066, + "m": 1.0 + }, + { + "p": 0.07100313901901245, + "m": 1.0 + }, + { + "p": 0.059007540345191956, + "m": 1.0 + }, + { + "p": 0.10208752006292343, + "m": 1.0 + }, + { + "p": 0.07949529588222504, + "m": 1.0 + }, + { + "p": 0.1305692344903946, + "m": 1.0 + }, + { + "p": 0.18955247104167938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.1193621158599854, + "val_loss": 1.0896413326263428, + "acc": 66.43, + "time": 120.32492712908424, + "param": [ + { + "p": 0.14565670490264893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13668933510780334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014129383489489555, + "m": 1.0 + }, + { + "p": 0.044847842305898666, + "m": 1.0 + }, + { + "p": 0.02102697640657425, + "m": 1.0 + }, + { + "p": 0.06333566457033157, + "m": 1.0 + }, + { + "p": 0.05532441660761833, + "m": 1.0 + }, + { + "p": 0.09610806405544281, + "m": 1.0 + }, + { + "p": 0.06809550523757935, + "m": 1.0 + }, + { + "p": 0.14079101383686066, + "m": 1.0 + }, + { + "p": 0.2139950692653656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.2698293924331665, + "val_loss": 0.9309085011482239, + "acc": 66.71, + "time": 119.2209269341547, + "param": [ + { + "p": 0.13771799206733704, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1310013085603714, + "m": 1.0 + }, + { + "p": 0.003418741514906287, + "m": 1.0 + }, + { + "p": 0.041364289820194244, + "m": 1.0 + }, + { + "p": 0.05377074331045151, + "m": 1.0 + }, + { + "p": 0.021112238988280296, + "m": 1.0 + }, + { + "p": 0.06263472884893417, + "m": 1.0 + }, + { + "p": 0.07059106230735779, + "m": 1.0 + }, + { + "p": 0.09338025003671646, + "m": 1.0 + }, + { + "p": 0.06427309662103653, + "m": 1.0 + }, + { + "p": 0.12184678763151169, + "m": 1.0 + }, + { + "p": 0.19888880848884583, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.4075366258621216, + "val_loss": 0.9920632839202881, + "acc": 66.48, + "time": 119.20051268604584, + "param": [ + { + "p": 0.1341511458158493, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12553006410598755, + "m": 1.0 + }, + { + "p": 0.012481431476771832, + "m": 1.0 + }, + { + "p": 0.05461777374148369, + "m": 1.0 + }, + { + "p": 0.057157400995492935, + "m": 1.0 + }, + { + "p": 0.029047658666968346, + "m": 1.0 + }, + { + "p": 0.05286248028278351, + "m": 1.0 + }, + { + "p": 0.07228828966617584, + "m": 1.0 + }, + { + "p": 0.1026550829410553, + "m": 1.0 + }, + { + "p": 0.06122487783432007, + "m": 1.0 + }, + { + "p": 0.10956279933452606, + "m": 1.0 + }, + { + "p": 0.18842101097106934, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.2634655237197876, + "val_loss": 0.9060293436050415, + "acc": 67.67, + "time": 119.67279623192735, + "param": [ + { + "p": 0.1419164538383484, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12011849135160446, + "m": 1.0 + }, + { + "p": 0.0009239935898222029, + "m": 1.0 + }, + { + "p": 0.04941641911864281, + "m": 1.0 + }, + { + "p": 0.04641271382570267, + "m": 1.0 + }, + { + "p": 0.019473204389214516, + "m": 1.0 + }, + { + "p": 0.05280238762497902, + "m": 1.0 + }, + { + "p": 0.0632161945104599, + "m": 1.0 + }, + { + "p": 0.10881209373474121, + "m": 1.0 + }, + { + "p": 0.06330811232328415, + "m": 1.0 + }, + { + "p": 0.12066851556301117, + "m": 1.0 + }, + { + "p": 0.21293139457702637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.2140142917633057, + "val_loss": 0.9858539700508118, + "acc": 66.33, + "time": 119.796128353104, + "param": [ + { + "p": 0.16570055484771729, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1186632513999939, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04545281082391739, + "m": 1.0 + }, + { + "p": 0.02135671302676201, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05736396461725235, + "m": 1.0 + }, + { + "p": 0.04355769604444504, + "m": 1.0 + }, + { + "p": 0.10412861406803131, + "m": 1.0 + }, + { + "p": 0.0606222078204155, + "m": 1.0 + }, + { + "p": 0.12720318138599396, + "m": 1.0 + }, + { + "p": 0.25595104694366455, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.083823800086975, + "val_loss": 0.9621340036392212, + "acc": 67.39, + "time": 114.81977156503126, + "param": [ + { + "p": 0.17674298584461212, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11229285597801208, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046080633997917175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004447170998901129, + "m": 1.0 + }, + { + "p": 0.05784246325492859, + "m": 1.0 + }, + { + "p": 0.020790889859199524, + "m": 1.0 + }, + { + "p": 0.09840462356805801, + "m": 1.0 + }, + { + "p": 0.05377337336540222, + "m": 1.0 + }, + { + "p": 0.140738844871521, + "m": 1.0 + }, + { + "p": 0.2873976528644562, + "m": 1.0 + }, + { + "p": 0.0014884601114317775, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.2939940690994263, + "val_loss": 1.0441484451293945, + "acc": 67.24, + "time": 120.46255604806356, + "param": [ + { + "p": 0.1709156334400177, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11366069316864014, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.031411945819854736, + "m": 1.0 + }, + { + "p": 0.0003507367509882897, + "m": 1.0 + }, + { + "p": 0.00378166395239532, + "m": 1.0 + }, + { + "p": 0.04763071611523628, + "m": 1.0 + }, + { + "p": 0.010602223686873913, + "m": 1.0 + }, + { + "p": 0.10383211076259613, + "m": 1.0 + }, + { + "p": 0.0521291047334671, + "m": 1.0 + }, + { + "p": 0.1464117020368576, + "m": 1.0 + }, + { + "p": 0.3124496042728424, + "m": 1.0 + }, + { + "p": 0.0068238889798521996, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.2719472646713257, + "val_loss": 0.9005416035652161, + "acc": 67.37, + "time": 120.12363151717, + "param": [ + { + "p": 0.1525501310825348, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10610848665237427, + "m": 1.0 + }, + { + "p": 0.02140597626566887, + "m": 1.0 + }, + { + "p": 0.022096190601587296, + "m": 1.0 + }, + { + "p": 0.00998631864786148, + "m": 1.0 + }, + { + "p": 0.01060465257614851, + "m": 1.0 + }, + { + "p": 0.04887350648641586, + "m": 1.0 + }, + { + "p": 0.01677360199391842, + "m": 1.0 + }, + { + "p": 0.11010266095399857, + "m": 1.0 + }, + { + "p": 0.04575607180595398, + "m": 1.0 + }, + { + "p": 0.1345878392457962, + "m": 1.0 + }, + { + "p": 0.2988903522491455, + "m": 1.0 + }, + { + "p": 0.022264275699853897, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 0.963703453540802, + "val_loss": 0.9552645087242126, + "acc": 68.72, + "time": 120.38869431102648, + "param": [ + { + "p": 0.1495843231678009, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10332631319761276, + "m": 1.0 + }, + { + "p": 0.03669758886098862, + "m": 1.0 + }, + { + "p": 0.023728234693408012, + "m": 1.0 + }, + { + "p": 0.005349346902221441, + "m": 1.0 + }, + { + "p": 0.004793750587850809, + "m": 1.0 + }, + { + "p": 0.046271540224552155, + "m": 1.0 + }, + { + "p": 0.021976590156555176, + "m": 1.0 + }, + { + "p": 0.11315412819385529, + "m": 1.0 + }, + { + "p": 0.03749702125787735, + "m": 1.0 + }, + { + "p": 0.1422089785337448, + "m": 1.0 + }, + { + "p": 0.29559916257858276, + "m": 1.0 + }, + { + "p": 0.0198130551725626, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.1442604064941406, + "val_loss": 0.9118616580963135, + "acc": 67.9, + "time": 120.54472739598714, + "param": [ + { + "p": 0.1484493613243103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0940968468785286, + "m": 1.0 + }, + { + "p": 0.033835068345069885, + "m": 1.0 + }, + { + "p": 0.02657247520983219, + "m": 1.0 + }, + { + "p": 0.00341481389477849, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045636579394340515, + "m": 1.0 + }, + { + "p": 0.01582118682563305, + "m": 1.0 + }, + { + "p": 0.12210237234830856, + "m": 1.0 + }, + { + "p": 0.030163034796714783, + "m": 1.0 + }, + { + "p": 0.15262995660305023, + "m": 1.0 + }, + { + "p": 0.31082189083099365, + "m": 1.0 + }, + { + "p": 0.0164564847946167, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.0693098306655884, + "val_loss": 0.8495891094207764, + "acc": 69.06, + "time": 117.79372466378845, + "param": [ + { + "p": 0.14648525416851044, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09366917610168457, + "m": 1.0 + }, + { + "p": 0.025761373341083527, + "m": 1.0 + }, + { + "p": 0.023281291127204895, + "m": 1.0 + }, + { + "p": 0.011402457021176815, + "m": 1.0 + }, + { + "p": 0.0030470166821032763, + "m": 1.0 + }, + { + "p": 0.03995925933122635, + "m": 1.0 + }, + { + "p": 0.024290744215250015, + "m": 1.0 + }, + { + "p": 0.11845500022172928, + "m": 1.0 + }, + { + "p": 0.02903689816594124, + "m": 1.0 + }, + { + "p": 0.15392231941223145, + "m": 1.0 + }, + { + "p": 0.3178272545337677, + "m": 1.0 + }, + { + "p": 0.012861905619502068, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.19092857837677, + "val_loss": 0.8954230546951294, + "acc": 67.29, + "time": 121.64322837605141, + "param": [ + { + "p": 0.14674833416938782, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09490378946065903, + "m": 1.0 + }, + { + "p": 0.017462871968746185, + "m": 1.0 + }, + { + "p": 0.01592175103724003, + "m": 1.0 + }, + { + "p": 0.022554878145456314, + "m": 1.0 + }, + { + "p": 0.002356380457058549, + "m": 1.0 + }, + { + "p": 0.031557727605104446, + "m": 1.0 + }, + { + "p": 0.04298904165625572, + "m": 1.0 + }, + { + "p": 0.10723284631967545, + "m": 1.0 + }, + { + "p": 0.04233850538730621, + "m": 1.0 + }, + { + "p": 0.15463387966156006, + "m": 1.0 + }, + { + "p": 0.31313446164131165, + "m": 1.0 + }, + { + "p": 0.008165585808455944, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 0.9596607685089111, + "val_loss": 0.8633051514625549, + "acc": 69.32, + "time": 120.39312235009857, + "param": [ + { + "p": 0.15381431579589844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09814733266830444, + "m": 1.0 + }, + { + "p": 0.00044216812239028513, + "m": 1.0 + }, + { + "p": 0.013826634734869003, + "m": 1.0 + }, + { + "p": 0.029568592086434364, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02994842641055584, + "m": 1.0 + }, + { + "p": 0.05482461303472519, + "m": 1.0 + }, + { + "p": 0.10113929212093353, + "m": 1.0 + }, + { + "p": 0.05334596708416939, + "m": 1.0 + }, + { + "p": 0.15570254623889923, + "m": 1.0 + }, + { + "p": 0.3092401921749115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.0792933702468872, + "val_loss": 0.9033315181732178, + "acc": 68.85, + "time": 120.23939483985305, + "param": [ + { + "p": 0.16154702007770538, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10676217824220657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0003298506489954889, + "m": 1.0 + }, + { + "p": 0.007352584507316351, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023412728682160378, + "m": 1.0 + }, + { + "p": 0.0638277530670166, + "m": 1.0 + }, + { + "p": 0.10471539199352264, + "m": 1.0 + }, + { + "p": 0.04737573862075806, + "m": 1.0 + }, + { + "p": 0.15511567890644073, + "m": 1.0 + }, + { + "p": 0.3295610845088959, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.1716309785842896, + "val_loss": 0.9791251420974731, + "acc": 65.01, + "time": 117.84375282819383, + "param": [ + { + "p": 0.15547943115234375, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11501353234052658, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010396254248917103, + "m": 1.0 + }, + { + "p": 0.00979374535381794, + "m": 1.0 + }, + { + "p": 0.0080499779433012, + "m": 1.0 + }, + { + "p": 0.032981425523757935, + "m": 1.0 + }, + { + "p": 0.06494087725877762, + "m": 1.0 + }, + { + "p": 0.10859129577875137, + "m": 1.0 + }, + { + "p": 0.0538332536816597, + "m": 1.0 + }, + { + "p": 0.1480914056301117, + "m": 1.0 + }, + { + "p": 0.292828768491745, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.0702745914459229, + "val_loss": 0.9215162992477417, + "acc": 68.29, + "time": 120.2635679221712, + "param": [ + { + "p": 0.14375603199005127, + "m": 1.0 + }, + { + "p": 0.0026110121980309486, + "m": 1.0 + }, + { + "p": 0.11222867667675018, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028816942125558853, + "m": 1.0 + }, + { + "p": 0.027430137619376183, + "m": 1.0 + }, + { + "p": 0.03536365181207657, + "m": 1.0 + }, + { + "p": 0.028514554724097252, + "m": 1.0 + }, + { + "p": 0.057518914341926575, + "m": 1.0 + }, + { + "p": 0.11852435022592545, + "m": 1.0 + }, + { + "p": 0.05734587833285332, + "m": 1.0 + }, + { + "p": 0.12995466589927673, + "m": 1.0 + }, + { + "p": 0.2417990267276764, + "m": 1.0 + }, + { + "p": 0.01613616570830345, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.1485553979873657, + "val_loss": 0.9557479619979858, + "acc": 68.04, + "time": 121.05777151603252, + "param": [ + { + "p": 0.1322365403175354, + "m": 1.0 + }, + { + "p": 0.00106882827822119, + "m": 1.0 + }, + { + "p": 0.10983208566904068, + "m": 1.0 + }, + { + "p": 0.010982916690409184, + "m": 1.0 + }, + { + "p": 0.03221679478883743, + "m": 1.0 + }, + { + "p": 0.03140133246779442, + "m": 1.0 + }, + { + "p": 0.042556192725896835, + "m": 1.0 + }, + { + "p": 0.0316983163356781, + "m": 1.0 + }, + { + "p": 0.056678883731365204, + "m": 1.0 + }, + { + "p": 0.11516088247299194, + "m": 1.0 + }, + { + "p": 0.06839057803153992, + "m": 1.0 + }, + { + "p": 0.11378062516450882, + "m": 1.0 + }, + { + "p": 0.21242274343967438, + "m": 1.0 + }, + { + "p": 0.041573189198970795, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.12247896194458, + "val_loss": 0.9320054054260254, + "acc": 69.6, + "time": 120.27021696791053, + "param": [ + { + "p": 0.13151201605796814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10716772824525833, + "m": 1.0 + }, + { + "p": 0.006534690968692303, + "m": 1.0 + }, + { + "p": 0.03708859905600548, + "m": 1.0 + }, + { + "p": 0.04205796495079994, + "m": 1.0 + }, + { + "p": 0.03703239932656288, + "m": 1.0 + }, + { + "p": 0.028315825387835503, + "m": 1.0 + }, + { + "p": 0.05569621920585632, + "m": 1.0 + }, + { + "p": 0.10798651725053787, + "m": 1.0 + }, + { + "p": 0.07280750572681427, + "m": 1.0 + }, + { + "p": 0.11455236375331879, + "m": 1.0 + }, + { + "p": 0.21126346290111542, + "m": 1.0 + }, + { + "p": 0.04798475280404091, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.2463178634643555, + "val_loss": 0.9162353277206421, + "acc": 69.54, + "time": 119.00619291700423, + "param": [ + { + "p": 0.130965456366539, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10399012267589569, + "m": 1.0 + }, + { + "p": 0.007205213885754347, + "m": 1.0 + }, + { + "p": 0.04940669611096382, + "m": 1.0 + }, + { + "p": 0.05760003626346588, + "m": 1.0 + }, + { + "p": 0.041092291474342346, + "m": 1.0 + }, + { + "p": 0.02914736233651638, + "m": 1.0 + }, + { + "p": 0.05839264765381813, + "m": 1.0 + }, + { + "p": 0.09938081353902817, + "m": 1.0 + }, + { + "p": 0.07610102742910385, + "m": 1.0 + }, + { + "p": 0.1068061962723732, + "m": 1.0 + }, + { + "p": 0.19272559881210327, + "m": 1.0 + }, + { + "p": 0.04718654230237007, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.2457342147827148, + "val_loss": 0.8691650629043579, + "acc": 69.56, + "time": 115.16162169585004, + "param": [ + { + "p": 0.12775392830371857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10938063263893127, + "m": 1.0 + }, + { + "p": 0.0007111905724741518, + "m": 1.0 + }, + { + "p": 0.05881215259432793, + "m": 1.0 + }, + { + "p": 0.08356516063213348, + "m": 1.0 + }, + { + "p": 0.05305233597755432, + "m": 1.0 + }, + { + "p": 0.028356870636343956, + "m": 1.0 + }, + { + "p": 0.054064977914094925, + "m": 1.0 + }, + { + "p": 0.09419797360897064, + "m": 1.0 + }, + { + "p": 0.07252411544322968, + "m": 1.0 + }, + { + "p": 0.09261751174926758, + "m": 1.0 + }, + { + "p": 0.1831962913274765, + "m": 1.0 + }, + { + "p": 0.041766874492168427, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.0786726474761963, + "val_loss": 0.7904707789421082, + "acc": 70.2, + "time": 120.73087660083547, + "param": [ + { + "p": 0.13116371631622314, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12064550817012787, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05674280598759651, + "m": 1.0 + }, + { + "p": 0.09712568670511246, + "m": 1.0 + }, + { + "p": 0.05969913303852081, + "m": 1.0 + }, + { + "p": 0.016050636768341064, + "m": 1.0 + }, + { + "p": 0.047605860978364944, + "m": 1.0 + }, + { + "p": 0.10665970295667648, + "m": 1.0 + }, + { + "p": 0.0738922581076622, + "m": 1.0 + }, + { + "p": 0.08113978803157806, + "m": 1.0 + }, + { + "p": 0.17549121379852295, + "m": 1.0 + }, + { + "p": 0.033783745020627975, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.2291415929794312, + "val_loss": 0.93060702085495, + "acc": 69.9, + "time": 121.21693019010127, + "param": [ + { + "p": 0.1449405997991562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1259729415178299, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052013758569955826, + "m": 1.0 + }, + { + "p": 0.09188923239707947, + "m": 1.0 + }, + { + "p": 0.06621601432561874, + "m": 1.0 + }, + { + "p": 0.0012769291643053293, + "m": 1.0 + }, + { + "p": 0.0411786250770092, + "m": 1.0 + }, + { + "p": 0.1213778704404831, + "m": 1.0 + }, + { + "p": 0.06835158914327621, + "m": 1.0 + }, + { + "p": 0.08255765587091446, + "m": 1.0 + }, + { + "p": 0.18128274381160736, + "m": 1.0 + }, + { + "p": 0.022942014038562775, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.0591368675231934, + "val_loss": 0.890781581401825, + "acc": 69.02, + "time": 120.04324272088706, + "param": [ + { + "p": 0.15201081335544586, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12344295531511307, + "m": 1.0 + }, + { + "p": 0.0009330310276709497, + "m": 1.0 + }, + { + "p": 0.03760042041540146, + "m": 1.0 + }, + { + "p": 0.08041716367006302, + "m": 1.0 + }, + { + "p": 0.07446848601102829, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0381937175989151, + "m": 1.0 + }, + { + "p": 0.11893244087696075, + "m": 1.0 + }, + { + "p": 0.07939930260181427, + "m": 1.0 + }, + { + "p": 0.09052563458681107, + "m": 1.0 + }, + { + "p": 0.19073237478733063, + "m": 1.0 + }, + { + "p": 0.01334366388618946, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.1819307804107666, + "val_loss": 0.8670638799667358, + "acc": 70.21, + "time": 121.66412916500121, + "param": [ + { + "p": 0.15638546645641327, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13004659116268158, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03040723316371441, + "m": 1.0 + }, + { + "p": 0.06579545140266418, + "m": 1.0 + }, + { + "p": 0.07984627038240433, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03052399680018425, + "m": 1.0 + }, + { + "p": 0.11254841834306717, + "m": 1.0 + }, + { + "p": 0.07985206693410873, + "m": 1.0 + }, + { + "p": 0.0897120013833046, + "m": 1.0 + }, + { + "p": 0.2145635485649109, + "m": 1.0 + }, + { + "p": 0.010318943299353123, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.9810718894004822, + "val_loss": 0.8529831171035767, + "acc": 68.48, + "time": 112.77293978398666, + "param": [ + { + "p": 0.16939297318458557, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14436203241348267, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009741284884512424, + "m": 1.0 + }, + { + "p": 0.044641587883234024, + "m": 1.0 + }, + { + "p": 0.07468556612730026, + "m": 1.0 + }, + { + "p": 0.0004925531102344394, + "m": 1.0 + }, + { + "p": 0.016659650951623917, + "m": 1.0 + }, + { + "p": 0.11297833174467087, + "m": 1.0 + }, + { + "p": 0.07909882068634033, + "m": 1.0 + }, + { + "p": 0.0889694020152092, + "m": 1.0 + }, + { + "p": 0.25897786021232605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.0106312036514282, + "val_loss": 0.9152211546897888, + "acc": 68.94, + "time": 113.27143106702715, + "param": [ + { + "p": 0.15637743473052979, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15041221678256989, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011915798299014568, + "m": 1.0 + }, + { + "p": 0.03249087557196617, + "m": 1.0 + }, + { + "p": 0.07916862517595291, + "m": 1.0 + }, + { + "p": 0.012064599432051182, + "m": 1.0 + }, + { + "p": 0.012280729599297047, + "m": 1.0 + }, + { + "p": 0.11135733872652054, + "m": 1.0 + }, + { + "p": 0.08396711945533752, + "m": 1.0 + }, + { + "p": 0.08418699353933334, + "m": 1.0 + }, + { + "p": 0.26577824354171753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.1627699136734009, + "val_loss": 0.9280886054039001, + "acc": 69.51, + "time": 118.60589362098835, + "param": [ + { + "p": 0.14244817197322845, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14673557877540588, + "m": 1.0 + }, + { + "p": 0.0036505914758890867, + "m": 1.0 + }, + { + "p": 0.021000074222683907, + "m": 1.0 + }, + { + "p": 0.028676874935626984, + "m": 1.0 + }, + { + "p": 0.08436520397663116, + "m": 1.0 + }, + { + "p": 0.0219158623367548, + "m": 1.0 + }, + { + "p": 0.01695469208061695, + "m": 1.0 + }, + { + "p": 0.10812889039516449, + "m": 1.0 + }, + { + "p": 0.07931915670633316, + "m": 1.0 + }, + { + "p": 0.08119799941778183, + "m": 1.0 + }, + { + "p": 0.25314727425575256, + "m": 1.0 + }, + { + "p": 0.01245959009975195, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.2324457168579102, + "val_loss": 0.8725304007530212, + "acc": 69.83, + "time": 120.59788834303617, + "param": [ + { + "p": 0.13003598153591156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14014771580696106, + "m": 1.0 + }, + { + "p": 0.004598969127982855, + "m": 1.0 + }, + { + "p": 0.015637552365660667, + "m": 1.0 + }, + { + "p": 0.037790894508361816, + "m": 1.0 + }, + { + "p": 0.09041796624660492, + "m": 1.0 + }, + { + "p": 0.03127596899867058, + "m": 1.0 + }, + { + "p": 0.023795535787940025, + "m": 1.0 + }, + { + "p": 0.11361449211835861, + "m": 1.0 + }, + { + "p": 0.070037342607975, + "m": 1.0 + }, + { + "p": 0.08646003901958466, + "m": 1.0 + }, + { + "p": 0.2318781465291977, + "m": 1.0 + }, + { + "p": 0.024309473112225533, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.0995780229568481, + "val_loss": 1.066768765449524, + "acc": 69.88, + "time": 121.20711642503738, + "param": [ + { + "p": 0.1387035995721817, + "m": 1.0 + }, + { + "p": 0.0009688239661045372, + "m": 1.0 + }, + { + "p": 0.14497052133083344, + "m": 1.0 + }, + { + "p": 0.0009224383975379169, + "m": 1.0 + }, + { + "p": 0.0020475105848163366, + "m": 1.0 + }, + { + "p": 0.03431500867009163, + "m": 1.0 + }, + { + "p": 0.0994163453578949, + "m": 1.0 + }, + { + "p": 0.0367090106010437, + "m": 1.0 + }, + { + "p": 0.015727367252111435, + "m": 1.0 + }, + { + "p": 0.12540654838085175, + "m": 1.0 + }, + { + "p": 0.04992402717471123, + "m": 1.0 + }, + { + "p": 0.08544207364320755, + "m": 1.0 + }, + { + "p": 0.2525177299976349, + "m": 1.0 + }, + { + "p": 0.012929070740938187, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.8665152788162231, + "val_loss": 0.8625871539115906, + "acc": 69.23, + "time": 119.46081753913313, + "param": [ + { + "p": 0.12926705181598663, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14124056696891785, + "m": 1.0 + }, + { + "p": 0.009641251526772976, + "m": 1.0 + }, + { + "p": 0.012676159851253033, + "m": 1.0 + }, + { + "p": 0.03550681471824646, + "m": 1.0 + }, + { + "p": 0.09958269447088242, + "m": 1.0 + }, + { + "p": 0.032772812992334366, + "m": 1.0 + }, + { + "p": 0.017029674723744392, + "m": 1.0 + }, + { + "p": 0.1202855333685875, + "m": 1.0 + }, + { + "p": 0.05331797152757645, + "m": 1.0 + }, + { + "p": 0.0844205990433693, + "m": 1.0 + }, + { + "p": 0.24874764680862427, + "m": 1.0 + }, + { + "p": 0.01551119051873684, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.1301922798156738, + "val_loss": 0.8788679838180542, + "acc": 69.45, + "time": 114.84674647799693, + "param": [ + { + "p": 0.13027997314929962, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14018377661705017, + "m": 1.0 + }, + { + "p": 0.018336182460188866, + "m": 1.0 + }, + { + "p": 0.026159480214118958, + "m": 1.0 + }, + { + "p": 0.03531873598694801, + "m": 1.0 + }, + { + "p": 0.0971711277961731, + "m": 1.0 + }, + { + "p": 0.03849299997091293, + "m": 1.0 + }, + { + "p": 0.01313322689384222, + "m": 1.0 + }, + { + "p": 0.10778634995222092, + "m": 1.0 + }, + { + "p": 0.06536959111690521, + "m": 1.0 + }, + { + "p": 0.08205393701791763, + "m": 1.0 + }, + { + "p": 0.24571461975574493, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.175505518913269, + "val_loss": 0.9211201071739197, + "acc": 69.95, + "time": 120.99645179510117, + "param": [ + { + "p": 0.13061082363128662, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15409331023693085, + "m": 1.0 + }, + { + "p": 0.023866234347224236, + "m": 1.0 + }, + { + "p": 0.03041212074458599, + "m": 1.0 + }, + { + "p": 0.028128009289503098, + "m": 1.0 + }, + { + "p": 0.07919434458017349, + "m": 1.0 + }, + { + "p": 0.04106595739722252, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09704909473657608, + "m": 1.0 + }, + { + "p": 0.06850485503673553, + "m": 1.0 + }, + { + "p": 0.08237732946872711, + "m": 1.0 + }, + { + "p": 0.2646978497505188, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.2657699584960938, + "val_loss": 0.8618837594985962, + "acc": 70.59, + "time": 118.698797151912, + "param": [ + { + "p": 0.13419252634048462, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17132608592510223, + "m": 1.0 + }, + { + "p": 0.019468162208795547, + "m": 1.0 + }, + { + "p": 0.018114158883690834, + "m": 1.0 + }, + { + "p": 0.015714025124907494, + "m": 1.0 + }, + { + "p": 0.05708785355091095, + "m": 1.0 + }, + { + "p": 0.02310115657746792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0979079157114029, + "m": 1.0 + }, + { + "p": 0.07453024387359619, + "m": 1.0 + }, + { + "p": 0.07321199029684067, + "m": 1.0 + }, + { + "p": 0.315345823764801, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.2194880247116089, + "val_loss": 0.8493893146514893, + "acc": 69.91, + "time": 121.11458959104493, + "param": [ + { + "p": 0.1379479020833969, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1700751632452011, + "m": 1.0 + }, + { + "p": 0.03414144366979599, + "m": 1.0 + }, + { + "p": 0.008878529071807861, + "m": 1.0 + }, + { + "p": 0.005671926308423281, + "m": 1.0 + }, + { + "p": 0.047745902091264725, + "m": 1.0 + }, + { + "p": 0.0023612347431480885, + "m": 1.0 + }, + { + "p": 0.010969403199851513, + "m": 1.0 + }, + { + "p": 0.09766477346420288, + "m": 1.0 + }, + { + "p": 0.07733701169490814, + "m": 1.0 + }, + { + "p": 0.07247435301542282, + "m": 1.0 + }, + { + "p": 0.3281182646751404, + "m": 1.0 + }, + { + "p": 0.006614093203097582, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.1652318239212036, + "val_loss": 0.8116348385810852, + "acc": 69.53, + "time": 120.41339164879173, + "param": [ + { + "p": 0.1427391767501831, + "m": 1.0 + }, + { + "p": 0.0005827132845297456, + "m": 1.0 + }, + { + "p": 0.15278278291225433, + "m": 1.0 + }, + { + "p": 0.03284916654229164, + "m": 1.0 + }, + { + "p": 0.01656736619770527, + "m": 1.0 + }, + { + "p": 0.016157282516360283, + "m": 1.0 + }, + { + "p": 0.036442674696445465, + "m": 1.0 + }, + { + "p": 6.25310858595185e-05, + "m": 1.0 + }, + { + "p": 0.04799496755003929, + "m": 1.0 + }, + { + "p": 0.09160701185464859, + "m": 1.0 + }, + { + "p": 0.07444073259830475, + "m": 1.0 + }, + { + "p": 0.07351107150316238, + "m": 1.0 + }, + { + "p": 0.2976110279560089, + "m": 1.0 + }, + { + "p": 0.016651563346385956, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.0938211679458618, + "val_loss": 0.9492160081863403, + "acc": 69.91, + "time": 121.48612146778032, + "param": [ + { + "p": 0.14773039519786835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13903899490833282, + "m": 1.0 + }, + { + "p": 0.03479784354567528, + "m": 1.0 + }, + { + "p": 0.026551295071840286, + "m": 1.0 + }, + { + "p": 0.012295955792069435, + "m": 1.0 + }, + { + "p": 0.039661359041929245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06468968838453293, + "m": 1.0 + }, + { + "p": 0.08712193369865417, + "m": 1.0 + }, + { + "p": 0.0645519569516182, + "m": 1.0 + }, + { + "p": 0.0647401437163353, + "m": 1.0 + }, + { + "p": 0.2973584532737732, + "m": 1.0 + }, + { + "p": 0.021461989730596542, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.3002803325653076, + "val_loss": 0.8990715742111206, + "acc": 70.72, + "time": 120.57355128903873, + "param": [ + { + "p": 0.14474758505821228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11825840920209885, + "m": 1.0 + }, + { + "p": 0.03297537565231323, + "m": 1.0 + }, + { + "p": 0.04560789465904236, + "m": 1.0 + }, + { + "p": 0.021466100588440895, + "m": 1.0 + }, + { + "p": 0.056375183165073395, + "m": 1.0 + }, + { + "p": 0.014694423414766788, + "m": 1.0 + }, + { + "p": 0.07531003654003143, + "m": 1.0 + }, + { + "p": 0.08909311145544052, + "m": 1.0 + }, + { + "p": 0.05098022148013115, + "m": 1.0 + }, + { + "p": 0.0590357780456543, + "m": 1.0 + }, + { + "p": 0.27025696635246277, + "m": 1.0 + }, + { + "p": 0.021198861300945282, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.046670913696289, + "val_loss": 0.8782013058662415, + "acc": 70.42, + "time": 120.12168972892687, + "param": [ + { + "p": 0.14336185157299042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10690748691558838, + "m": 1.0 + }, + { + "p": 0.03985919803380966, + "m": 1.0 + }, + { + "p": 0.0354803130030632, + "m": 1.0 + }, + { + "p": 0.033535029739141464, + "m": 1.0 + }, + { + "p": 0.05949411913752556, + "m": 1.0 + }, + { + "p": 0.029839083552360535, + "m": 1.0 + }, + { + "p": 0.08259639889001846, + "m": 1.0 + }, + { + "p": 0.09999369084835052, + "m": 1.0 + }, + { + "p": 0.042999763041734695, + "m": 1.0 + }, + { + "p": 0.06641349196434021, + "m": 1.0 + }, + { + "p": 0.2437841296195984, + "m": 1.0 + }, + { + "p": 0.015735531225800514, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.9812752604484558, + "val_loss": 0.8675482273101807, + "acc": 70.48, + "time": 121.92585506290197, + "param": [ + { + "p": 0.16705654561519623, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10154236853122711, + "m": 1.0 + }, + { + "p": 0.035577237606048584, + "m": 1.0 + }, + { + "p": 0.013996988534927368, + "m": 1.0 + }, + { + "p": 0.038200899958610535, + "m": 1.0 + }, + { + "p": 0.052940934896469116, + "m": 1.0 + }, + { + "p": 0.025606026872992516, + "m": 1.0 + }, + { + "p": 0.09277478605508804, + "m": 1.0 + }, + { + "p": 0.11737458407878876, + "m": 1.0 + }, + { + "p": 0.03409428521990776, + "m": 1.0 + }, + { + "p": 0.07091304659843445, + "m": 1.0 + }, + { + "p": 0.2398093193769455, + "m": 1.0 + }, + { + "p": 0.010113020427525043, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.066207766532898, + "val_loss": 0.9632110595703125, + "acc": 69.91, + "time": 119.53962744306773, + "param": [ + { + "p": 0.18657442927360535, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09865450114011765, + "m": 1.0 + }, + { + "p": 0.030938273295760155, + "m": 1.0 + }, + { + "p": 0.008920175023376942, + "m": 1.0 + }, + { + "p": 0.040462419390678406, + "m": 1.0 + }, + { + "p": 0.04405872896313667, + "m": 1.0 + }, + { + "p": 0.027589676901698112, + "m": 1.0 + }, + { + "p": 0.0980629026889801, + "m": 1.0 + }, + { + "p": 0.12057695537805557, + "m": 1.0 + }, + { + "p": 0.017079291865229607, + "m": 1.0 + }, + { + "p": 0.07520902156829834, + "m": 1.0 + }, + { + "p": 0.24399001896381378, + "m": 1.0 + }, + { + "p": 0.007883635349571705, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.0443382263183594, + "val_loss": 0.8463777899742126, + "acc": 70.75, + "time": 117.90171243599616, + "param": [ + { + "p": 0.2001049518585205, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10715138912200928, + "m": 1.0 + }, + { + "p": 0.010543321259319782, + "m": 1.0 + }, + { + "p": 0.013587519526481628, + "m": 1.0 + }, + { + "p": 0.03193099424242973, + "m": 1.0 + }, + { + "p": 0.0544421561062336, + "m": 1.0 + }, + { + "p": 0.025369927287101746, + "m": 1.0 + }, + { + "p": 0.09950058907270432, + "m": 1.0 + }, + { + "p": 0.12038281559944153, + "m": 1.0 + }, + { + "p": 0.009018945507705212, + "m": 1.0 + }, + { + "p": 0.06959474831819534, + "m": 1.0 + }, + { + "p": 0.25121521949768066, + "m": 1.0 + }, + { + "p": 0.007157374173402786, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.960453450679779, + "val_loss": 0.8161581754684448, + "acc": 71.63, + "time": 120.02628514217213, + "param": [ + { + "p": 0.20869815349578857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11921751499176025, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013118553906679153, + "m": 1.0 + }, + { + "p": 0.02797921933233738, + "m": 1.0 + }, + { + "p": 0.05517872795462608, + "m": 1.0 + }, + { + "p": 0.0187842920422554, + "m": 1.0 + }, + { + "p": 0.1041719913482666, + "m": 1.0 + }, + { + "p": 0.11607886850833893, + "m": 1.0 + }, + { + "p": 0.0048318165354430676, + "m": 1.0 + }, + { + "p": 0.06269656121730804, + "m": 1.0 + }, + { + "p": 0.2692442238330841, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.9753274321556091, + "val_loss": 0.8018237352371216, + "acc": 70.58, + "time": 117.34028142201714, + "param": [ + { + "p": 0.1998838633298874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12931495904922485, + "m": 1.0 + }, + { + "p": 0.011374752037227154, + "m": 1.0 + }, + { + "p": 0.026296265423297882, + "m": 1.0 + }, + { + "p": 0.024259675294160843, + "m": 1.0 + }, + { + "p": 0.043972112238407135, + "m": 1.0 + }, + { + "p": 0.021884826943278313, + "m": 1.0 + }, + { + "p": 0.09151669591665268, + "m": 1.0 + }, + { + "p": 0.09886028617620468, + "m": 1.0 + }, + { + "p": 0.006601497996598482, + "m": 1.0 + }, + { + "p": 0.0712449699640274, + "m": 1.0 + }, + { + "p": 0.2747901380062103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.050167441368103, + "val_loss": 0.7484139800071716, + "acc": 70.77, + "time": 119.96780643705279, + "param": [ + { + "p": 0.19149911403656006, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1298789083957672, + "m": 1.0 + }, + { + "p": 0.02967704087495804, + "m": 1.0 + }, + { + "p": 0.03607439994812012, + "m": 1.0 + }, + { + "p": 0.01770898886024952, + "m": 1.0 + }, + { + "p": 0.0364399179816246, + "m": 1.0 + }, + { + "p": 0.03082326240837574, + "m": 1.0 + }, + { + "p": 0.08307760208845139, + "m": 1.0 + }, + { + "p": 0.08254117518663406, + "m": 1.0 + }, + { + "p": 0.02661878988146782, + "m": 1.0 + }, + { + "p": 0.07542182505130768, + "m": 1.0 + }, + { + "p": 0.24879156053066254, + "m": 1.0 + }, + { + "p": 0.011447415687143803, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.127694010734558, + "val_loss": 0.9981412887573242, + "acc": 71.38, + "time": 121.81535867089406, + "param": [ + { + "p": 0.19411048293113708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12564152479171753, + "m": 1.0 + }, + { + "p": 0.0439060740172863, + "m": 1.0 + }, + { + "p": 0.02939017489552498, + "m": 1.0 + }, + { + "p": 0.02180338092148304, + "m": 1.0 + }, + { + "p": 0.037210043519735336, + "m": 1.0 + }, + { + "p": 0.03452794998884201, + "m": 1.0 + }, + { + "p": 0.06244272738695145, + "m": 1.0 + }, + { + "p": 0.08114495873451233, + "m": 1.0 + }, + { + "p": 0.042599067091941833, + "m": 1.0 + }, + { + "p": 0.08143343031406403, + "m": 1.0 + }, + { + "p": 0.23328155279159546, + "m": 1.0 + }, + { + "p": 0.012508643791079521, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.111527919769287, + "val_loss": 0.7854073643684387, + "acc": 71.35, + "time": 118.94956688187085, + "param": [ + { + "p": 0.22315508127212524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12433554977178574, + "m": 1.0 + }, + { + "p": 0.03217613697052002, + "m": 1.0 + }, + { + "p": 0.016965210437774658, + "m": 1.0 + }, + { + "p": 0.006521372124552727, + "m": 1.0 + }, + { + "p": 0.03324711322784424, + "m": 1.0 + }, + { + "p": 0.022209128364920616, + "m": 1.0 + }, + { + "p": 0.04304977133870125, + "m": 1.0 + }, + { + "p": 0.08547763526439667, + "m": 1.0 + }, + { + "p": 0.05407111346721649, + "m": 1.0 + }, + { + "p": 0.09762045741081238, + "m": 1.0 + }, + { + "p": 0.26117146015167236, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.119781732559204, + "val_loss": 0.8082647919654846, + "acc": 70.9, + "time": 119.71551279001869, + "param": [ + { + "p": 0.27001747488975525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12839382886886597, + "m": 1.0 + }, + { + "p": 0.011340315453708172, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02063628099858761, + "m": 1.0 + }, + { + "p": 0.011114408262073994, + "m": 1.0 + }, + { + "p": 0.016316598281264305, + "m": 1.0 + }, + { + "p": 0.07606822997331619, + "m": 1.0 + }, + { + "p": 0.04784803465008736, + "m": 1.0 + }, + { + "p": 0.10727595537900925, + "m": 1.0 + }, + { + "p": 0.31098881363868713, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.7875765562057495, + "val_loss": 0.8714697360992432, + "acc": 70.76, + "time": 120.59354669018649, + "param": [ + { + "p": 0.3064954876899719, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12892486155033112, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009808656759560108, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05612495169043541, + "m": 1.0 + }, + { + "p": 0.03842628002166748, + "m": 1.0 + }, + { + "p": 0.10262289643287659, + "m": 1.0 + }, + { + "p": 0.35759687423706055, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.0215480327606201, + "val_loss": 0.8002333045005798, + "acc": 70.36, + "time": 121.64824243099429, + "param": [ + { + "p": 0.31831780076026917, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1290474683046341, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003800617065280676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0012079303851351142, + "m": 1.0 + }, + { + "p": 0.046005140990018845, + "m": 1.0 + }, + { + "p": 0.027123911306262016, + "m": 1.0 + }, + { + "p": 0.0931226834654808, + "m": 1.0 + }, + { + "p": 0.37364837527275085, + "m": 1.0 + }, + { + "p": 0.007726005278527737, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.9869851469993591, + "val_loss": 0.7943676114082336, + "acc": 68.74, + "time": 120.21726135280915, + "param": [ + { + "p": 0.33315056562423706, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12207387387752533, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.036063630133867264, + "m": 1.0 + }, + { + "p": 0.019723953679203987, + "m": 1.0 + }, + { + "p": 0.08966033160686493, + "m": 1.0 + }, + { + "p": 0.3993276357650757, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.8313435316085815, + "val_loss": 0.8494595289230347, + "acc": 70.98, + "time": 120.94871589797549, + "param": [ + { + "p": 0.31704020500183105, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11685124039649963, + "m": 1.0 + }, + { + "p": 0.002289343625307083, + "m": 1.0 + }, + { + "p": 0.0016543137608096004, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00788505282253027, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0318373367190361, + "m": 1.0 + }, + { + "p": 0.03134071081876755, + "m": 1.0 + }, + { + "p": 0.08499765396118164, + "m": 1.0 + }, + { + "p": 0.386929988861084, + "m": 1.0 + }, + { + "p": 0.019174162298440933, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.9670358896255493, + "val_loss": 0.7768635153770447, + "acc": 71.18, + "time": 120.47052208799869, + "param": [ + { + "p": 0.3126601576805115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12019909173250198, + "m": 1.0 + }, + { + "p": 0.007031826302409172, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0014796527102589607, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028722094371914864, + "m": 1.0 + }, + { + "p": 0.037943076342344284, + "m": 1.0 + }, + { + "p": 0.0857994481921196, + "m": 1.0 + }, + { + "p": 0.37852075695991516, + "m": 1.0 + }, + { + "p": 0.027643902227282524, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.1823030710220337, + "val_loss": 0.9251515865325928, + "acc": 71.31, + "time": 121.91304653300904, + "param": [ + { + "p": 0.31553298234939575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1247384250164032, + "m": 1.0 + }, + { + "p": 0.007770264055579901, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004374165087938309, + "m": 1.0 + }, + { + "p": 0.004611016251146793, + "m": 1.0 + }, + { + "p": 0.02252275124192238, + "m": 1.0 + }, + { + "p": 0.033011239022016525, + "m": 1.0 + }, + { + "p": 0.08673979341983795, + "m": 1.0 + }, + { + "p": 0.3732440173625946, + "m": 1.0 + }, + { + "p": 0.027455396950244904, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.1520646810531616, + "val_loss": 0.8845157027244568, + "acc": 71.12, + "time": 120.7092948728241, + "param": [ + { + "p": 0.2945314645767212, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11263319104909897, + "m": 1.0 + }, + { + "p": 0.011556903831660748, + "m": 1.0 + }, + { + "p": 0.001826886786147952, + "m": 1.0 + }, + { + "p": 0.0013016561279073358, + "m": 1.0 + }, + { + "p": 0.0029786427039653063, + "m": 1.0 + }, + { + "p": 0.004350685048848391, + "m": 1.0 + }, + { + "p": 0.030724525451660156, + "m": 1.0 + }, + { + "p": 0.02310224436223507, + "m": 1.0 + }, + { + "p": 0.034874867647886276, + "m": 1.0 + }, + { + "p": 0.08243957906961441, + "m": 1.0 + }, + { + "p": 0.3616214394569397, + "m": 1.0 + }, + { + "p": 0.03805782273411751, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.346242070198059, + "val_loss": 0.8280184864997864, + "acc": 71.18, + "time": 119.74803880206309, + "param": [ + { + "p": 0.2435692697763443, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08929730206727982, + "m": 1.0 + }, + { + "p": 0.028065260499715805, + "m": 1.0 + }, + { + "p": 0.01558273658156395, + "m": 1.0 + }, + { + "p": 0.012271693907678127, + "m": 1.0 + }, + { + "p": 0.010936152189970016, + "m": 1.0 + }, + { + "p": 0.022930387407541275, + "m": 1.0 + }, + { + "p": 0.06254901736974716, + "m": 1.0 + }, + { + "p": 0.032475195825099945, + "m": 1.0 + }, + { + "p": 0.04706887900829315, + "m": 1.0 + }, + { + "p": 0.07612864673137665, + "m": 1.0 + }, + { + "p": 0.3125312626361847, + "m": 1.0 + }, + { + "p": 0.04659413546323776, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.8970322012901306, + "val_loss": 0.8684194087982178, + "acc": 71.68, + "time": 120.96805933187716, + "param": [ + { + "p": 0.2223501056432724, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06585196405649185, + "m": 1.0 + }, + { + "p": 0.024161851033568382, + "m": 1.0 + }, + { + "p": 0.04632449522614479, + "m": 1.0 + }, + { + "p": 0.014867408201098442, + "m": 1.0 + }, + { + "p": 0.006902751512825489, + "m": 1.0 + }, + { + "p": 0.01585797592997551, + "m": 1.0 + }, + { + "p": 0.09036973863840103, + "m": 1.0 + }, + { + "p": 0.05160887911915779, + "m": 1.0 + }, + { + "p": 0.0638199970126152, + "m": 1.0 + }, + { + "p": 0.06974907219409943, + "m": 1.0 + }, + { + "p": 0.2919027507305145, + "m": 1.0 + }, + { + "p": 0.03623304143548012, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.0159046649932861, + "val_loss": 0.7580207586288452, + "acc": 72.07, + "time": 119.39525550906546, + "param": [ + { + "p": 0.19797222316265106, + "m": 1.0 + }, + { + "p": 0.004795483313500881, + "m": 1.0 + }, + { + "p": 0.06586111336946487, + "m": 1.0 + }, + { + "p": 0.024317655712366104, + "m": 1.0 + }, + { + "p": 0.05981115251779556, + "m": 1.0 + }, + { + "p": 0.02370562218129635, + "m": 1.0 + }, + { + "p": 0.015144694596529007, + "m": 1.0 + }, + { + "p": 0.01465925294905901, + "m": 1.0 + }, + { + "p": 0.09200707823038101, + "m": 1.0 + }, + { + "p": 0.07494594156742096, + "m": 1.0 + }, + { + "p": 0.06989986449480057, + "m": 1.0 + }, + { + "p": 0.06949847936630249, + "m": 1.0 + }, + { + "p": 0.24800728261470795, + "m": 1.0 + }, + { + "p": 0.039374157786369324, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.2801505327224731, + "val_loss": 0.8064587116241455, + "acc": 72.01, + "time": 119.85361510398798, + "param": [ + { + "p": 0.18434950709342957, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.060242243111133575, + "m": 1.0 + }, + { + "p": 0.03279490023851395, + "m": 1.0 + }, + { + "p": 0.06067604199051857, + "m": 1.0 + }, + { + "p": 0.02476811222732067, + "m": 1.0 + }, + { + "p": 0.027869392186403275, + "m": 1.0 + }, + { + "p": 0.03860025107860565, + "m": 1.0 + }, + { + "p": 0.07543156296014786, + "m": 1.0 + }, + { + "p": 0.0891832634806633, + "m": 1.0 + }, + { + "p": 0.07580889016389847, + "m": 1.0 + }, + { + "p": 0.07001401484012604, + "m": 1.0 + }, + { + "p": 0.21639111638069153, + "m": 1.0 + }, + { + "p": 0.04387076944112778, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.0973124504089355, + "val_loss": 0.7600989937782288, + "acc": 72.63, + "time": 116.31536516407505, + "param": [ + { + "p": 0.17514289915561676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06845872104167938, + "m": 1.0 + }, + { + "p": 0.026280557736754417, + "m": 1.0 + }, + { + "p": 0.0688246637582779, + "m": 1.0 + }, + { + "p": 0.020715054124593735, + "m": 1.0 + }, + { + "p": 0.0134821068495512, + "m": 1.0 + }, + { + "p": 0.05583987385034561, + "m": 1.0 + }, + { + "p": 0.07576210051774979, + "m": 1.0 + }, + { + "p": 0.08689726889133453, + "m": 1.0 + }, + { + "p": 0.0708426833152771, + "m": 1.0 + }, + { + "p": 0.08094113320112228, + "m": 1.0 + }, + { + "p": 0.21409249305725098, + "m": 1.0 + }, + { + "p": 0.04272042587399483, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.147653579711914, + "val_loss": 0.8865871429443359, + "acc": 71.83, + "time": 119.72428221697919, + "param": [ + { + "p": 0.16279765963554382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07594969868659973, + "m": 1.0 + }, + { + "p": 0.022782085463404655, + "m": 1.0 + }, + { + "p": 0.08930574357509613, + "m": 1.0 + }, + { + "p": 0.02259702980518341, + "m": 1.0 + }, + { + "p": 0.003126655938103795, + "m": 1.0 + }, + { + "p": 0.06450842320919037, + "m": 1.0 + }, + { + "p": 0.07522141188383102, + "m": 1.0 + }, + { + "p": 0.08339056372642517, + "m": 1.0 + }, + { + "p": 0.06154116243124008, + "m": 1.0 + }, + { + "p": 0.08790596574544907, + "m": 1.0 + }, + { + "p": 0.20839281380176544, + "m": 1.0 + }, + { + "p": 0.04248085618019104, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.0855598449707031, + "val_loss": 0.8032588958740234, + "acc": 72.18, + "time": 120.49288567597978, + "param": [ + { + "p": 0.17031747102737427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07910022884607315, + "m": 1.0 + }, + { + "p": 0.0038559730164706707, + "m": 1.0 + }, + { + "p": 0.11893713474273682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06832289695739746, + "m": 1.0 + }, + { + "p": 0.07713066786527634, + "m": 1.0 + }, + { + "p": 0.08311305195093155, + "m": 1.0 + }, + { + "p": 0.06624941527843475, + "m": 1.0 + }, + { + "p": 0.07800044119358063, + "m": 1.0 + }, + { + "p": 0.22981035709381104, + "m": 1.0 + }, + { + "p": 0.025162383913993835, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.179334044456482, + "val_loss": 0.7425077557563782, + "acc": 72.73, + "time": 122.0992448660545, + "param": [ + { + "p": 0.1641886830329895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0751732736825943, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12828882038593292, + "m": 1.0 + }, + { + "p": 0.003707367228344083, + "m": 1.0 + }, + { + "p": 0.004669578745961189, + "m": 1.0 + }, + { + "p": 0.061922598630189896, + "m": 1.0 + }, + { + "p": 0.08996976912021637, + "m": 1.0 + }, + { + "p": 0.08347707986831665, + "m": 1.0 + }, + { + "p": 0.07642462104558945, + "m": 1.0 + }, + { + "p": 0.07438548654317856, + "m": 1.0 + }, + { + "p": 0.21799613535404205, + "m": 1.0 + }, + { + "p": 0.019796600565314293, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.2724717855453491, + "val_loss": 0.8735744953155518, + "acc": 72.51, + "time": 122.18383455090225, + "param": [ + { + "p": 0.15900065004825592, + "m": 1.0 + }, + { + "p": 0.0011286037042737007, + "m": 1.0 + }, + { + "p": 0.08441290259361267, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1384464055299759, + "m": 1.0 + }, + { + "p": 5.069966391602065e-06, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04982435330748558, + "m": 1.0 + }, + { + "p": 0.09680735319852829, + "m": 1.0 + }, + { + "p": 0.08117064088582993, + "m": 1.0 + }, + { + "p": 0.08328743278980255, + "m": 1.0 + }, + { + "p": 0.09245376288890839, + "m": 1.0 + }, + { + "p": 0.20670558512210846, + "m": 1.0 + }, + { + "p": 0.006757249124348164, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.0705393552780151, + "val_loss": 0.7196042537689209, + "acc": 72.22, + "time": 121.69695189595222, + "param": [ + { + "p": 0.1526920199394226, + "m": 1.0 + }, + { + "p": 0.0034729493781924248, + "m": 1.0 + }, + { + "p": 0.07461564987897873, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1321377158164978, + "m": 1.0 + }, + { + "p": 0.0019608386792242527, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05400773882865906, + "m": 1.0 + }, + { + "p": 0.10307043045759201, + "m": 1.0 + }, + { + "p": 0.08014973253011703, + "m": 1.0 + }, + { + "p": 0.08583379536867142, + "m": 1.0 + }, + { + "p": 0.09847208857536316, + "m": 1.0 + }, + { + "p": 0.2047656774520874, + "m": 1.0 + }, + { + "p": 0.00882138591259718, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.8905604481697083, + "val_loss": 0.7315688133239746, + "acc": 72.24, + "time": 122.26066381903365, + "param": [ + { + "p": 0.13838452100753784, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06792028993368149, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14179696142673492, + "m": 1.0 + }, + { + "p": 0.010309499688446522, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06630722433328629, + "m": 1.0 + }, + { + "p": 0.08613860607147217, + "m": 1.0 + }, + { + "p": 0.0819014459848404, + "m": 1.0 + }, + { + "p": 0.07918725162744522, + "m": 1.0 + }, + { + "p": 0.09846442192792892, + "m": 1.0 + }, + { + "p": 0.22132346034049988, + "m": 1.0 + }, + { + "p": 0.008266347460448742, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.1102054119110107, + "val_loss": 0.7319785952568054, + "acc": 72.57, + "time": 121.44160956703126, + "param": [ + { + "p": 0.14391012489795685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06602247804403305, + "m": 1.0 + }, + { + "p": 0.00025377629208378494, + "m": 1.0 + }, + { + "p": 0.14749471843242645, + "m": 1.0 + }, + { + "p": 0.009730448946356773, + "m": 1.0 + }, + { + "p": 0.0007128546130843461, + "m": 1.0 + }, + { + "p": 0.07094366103410721, + "m": 1.0 + }, + { + "p": 0.06100313737988472, + "m": 1.0 + }, + { + "p": 0.0808635801076889, + "m": 1.0 + }, + { + "p": 0.08012133091688156, + "m": 1.0 + }, + { + "p": 0.096461221575737, + "m": 1.0 + }, + { + "p": 0.23993678390979767, + "m": 1.0 + }, + { + "p": 0.0025458268355578184, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.1886425018310547, + "val_loss": 0.8274998068809509, + "acc": 71.5, + "time": 122.47631059098057, + "param": [ + { + "p": 0.16227935254573822, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05721688270568848, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15012997388839722, + "m": 1.0 + }, + { + "p": 0.008354386314749718, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06680616736412048, + "m": 1.0 + }, + { + "p": 0.042926885187625885, + "m": 1.0 + }, + { + "p": 0.07871787995100021, + "m": 1.0 + }, + { + "p": 0.0819341316819191, + "m": 1.0 + }, + { + "p": 0.10023224353790283, + "m": 1.0 + }, + { + "p": 0.2514021396636963, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.0156739950180054, + "val_loss": 0.8703135251998901, + "acc": 72.39, + "time": 117.8031244170852, + "param": [ + { + "p": 0.17292310297489166, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.054143667221069336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15198926627635956, + "m": 1.0 + }, + { + "p": 0.0035813136491924524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05721110478043556, + "m": 1.0 + }, + { + "p": 0.03180011361837387, + "m": 1.0 + }, + { + "p": 0.07002467662096024, + "m": 1.0 + }, + { + "p": 0.08417853713035583, + "m": 1.0 + }, + { + "p": 0.11575756222009659, + "m": 1.0 + }, + { + "p": 0.2583906948566437, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.258629322052002, + "val_loss": 0.88837069272995, + "acc": 72.37, + "time": 119.38756688707508, + "param": [ + { + "p": 0.19750843942165375, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04256966710090637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1435854285955429, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048215411603450775, + "m": 1.0 + }, + { + "p": 0.018740206956863403, + "m": 1.0 + }, + { + "p": 0.046802446246147156, + "m": 1.0 + }, + { + "p": 0.09716714173555374, + "m": 1.0 + }, + { + "p": 0.12644138932228088, + "m": 1.0 + }, + { + "p": 0.2782151997089386, + "m": 1.0 + }, + { + "p": 0.0007546842098236084, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.9729482531547546, + "val_loss": 0.8862942457199097, + "acc": 71.45, + "time": 118.75821850611828, + "param": [ + { + "p": 0.2008136510848999, + "m": 1.0 + }, + { + "p": 0.0020451017189770937, + "m": 1.0 + }, + { + "p": 0.05180403217673302, + "m": 1.0 + }, + { + "p": 0.00984402559697628, + "m": 1.0 + }, + { + "p": 0.11403220146894455, + "m": 1.0 + }, + { + "p": 0.005632810294628143, + "m": 1.0 + }, + { + "p": 0.0018666364485397935, + "m": 1.0 + }, + { + "p": 0.04999348521232605, + "m": 1.0 + }, + { + "p": 0.023306652903556824, + "m": 1.0 + }, + { + "p": 0.05454010143876076, + "m": 1.0 + }, + { + "p": 0.10449130088090897, + "m": 1.0 + }, + { + "p": 0.1302313506603241, + "m": 1.0 + }, + { + "p": 0.2448289692401886, + "m": 1.0 + }, + { + "p": 0.006569700315594673, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.8994839787483215, + "val_loss": 0.727781355381012, + "acc": 72.43, + "time": 118.88209244306199, + "param": [ + { + "p": 0.170439213514328, + "m": 1.0 + }, + { + "p": 0.006651028990745544, + "m": 1.0 + }, + { + "p": 0.06864286959171295, + "m": 1.0 + }, + { + "p": 0.033106982707977295, + "m": 1.0 + }, + { + "p": 0.0852397233247757, + "m": 1.0 + }, + { + "p": 0.017860855907201767, + "m": 1.0 + }, + { + "p": 0.02607673779129982, + "m": 1.0 + }, + { + "p": 0.0386655367910862, + "m": 1.0 + }, + { + "p": 0.04792865738272667, + "m": 1.0 + }, + { + "p": 0.07929578423500061, + "m": 1.0 + }, + { + "p": 0.09648364782333374, + "m": 1.0 + }, + { + "p": 0.12160429358482361, + "m": 1.0 + }, + { + "p": 0.1862051635980606, + "m": 1.0 + }, + { + "p": 0.02179953269660473, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.0162055492401123, + "val_loss": 0.7935733199119568, + "acc": 73.33, + "time": 120.9137361170724, + "param": [ + { + "p": 0.1521093100309372, + "m": 1.0 + }, + { + "p": 0.005808327347040176, + "m": 1.0 + }, + { + "p": 0.06982670724391937, + "m": 1.0 + }, + { + "p": 0.04664979875087738, + "m": 1.0 + }, + { + "p": 0.07313409447669983, + "m": 1.0 + }, + { + "p": 0.027510201558470726, + "m": 1.0 + }, + { + "p": 0.045861467719078064, + "m": 1.0 + }, + { + "p": 0.04243851453065872, + "m": 1.0 + }, + { + "p": 0.0641503855586052, + "m": 1.0 + }, + { + "p": 0.09215830266475677, + "m": 1.0 + }, + { + "p": 0.08653075248003006, + "m": 1.0 + }, + { + "p": 0.1127488762140274, + "m": 1.0 + }, + { + "p": 0.1503489464521408, + "m": 1.0 + }, + { + "p": 0.03072427585721016, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.2478768825531006, + "val_loss": 0.7258828282356262, + "acc": 72.96, + "time": 120.73144750087522, + "param": [ + { + "p": 0.13031239807605743, + "m": 1.0 + }, + { + "p": 0.009946093894541264, + "m": 1.0 + }, + { + "p": 0.06764985620975494, + "m": 1.0 + }, + { + "p": 0.05387919396162033, + "m": 1.0 + }, + { + "p": 0.07345732301473618, + "m": 1.0 + }, + { + "p": 0.03973240405321121, + "m": 1.0 + }, + { + "p": 0.07163836061954498, + "m": 1.0 + }, + { + "p": 0.03506394103169441, + "m": 1.0 + }, + { + "p": 0.06966669112443924, + "m": 1.0 + }, + { + "p": 0.09423690289258957, + "m": 1.0 + }, + { + "p": 0.07746554166078568, + "m": 1.0 + }, + { + "p": 0.10159888863563538, + "m": 1.0 + }, + { + "p": 0.12743359804153442, + "m": 1.0 + }, + { + "p": 0.047918740659952164, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.0353997945785522, + "val_loss": 0.8734887838363647, + "acc": 72.39, + "time": 121.79222557717003, + "param": [ + { + "p": 0.11634065210819244, + "m": 1.0 + }, + { + "p": 0.01604502648115158, + "m": 1.0 + }, + { + "p": 0.0646992027759552, + "m": 1.0 + }, + { + "p": 0.05174638703465462, + "m": 1.0 + }, + { + "p": 0.07208842039108276, + "m": 1.0 + }, + { + "p": 0.04834122210741043, + "m": 1.0 + }, + { + "p": 0.07484947144985199, + "m": 1.0 + }, + { + "p": 0.038661543279886246, + "m": 1.0 + }, + { + "p": 0.0730716660618782, + "m": 1.0 + }, + { + "p": 0.08591851592063904, + "m": 1.0 + }, + { + "p": 0.07536496222019196, + "m": 1.0 + }, + { + "p": 0.09546797722578049, + "m": 1.0 + }, + { + "p": 0.12569794058799744, + "m": 1.0 + }, + { + "p": 0.0617070272564888, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.1299769878387451, + "val_loss": 0.797607421875, + "acc": 73.15, + "time": 118.15219254093245, + "param": [ + { + "p": 0.10791690647602081, + "m": 1.0 + }, + { + "p": 0.021022213622927666, + "m": 1.0 + }, + { + "p": 0.06926051527261734, + "m": 1.0 + }, + { + "p": 0.0454980805516243, + "m": 1.0 + }, + { + "p": 0.06150238588452339, + "m": 1.0 + }, + { + "p": 0.06514506042003632, + "m": 1.0 + }, + { + "p": 0.057755764573812485, + "m": 1.0 + }, + { + "p": 0.05311733856797218, + "m": 1.0 + }, + { + "p": 0.06880223751068115, + "m": 1.0 + }, + { + "p": 0.08649061620235443, + "m": 1.0 + }, + { + "p": 0.08052091300487518, + "m": 1.0 + }, + { + "p": 0.09634794294834137, + "m": 1.0 + }, + { + "p": 0.12290101498365402, + "m": 1.0 + }, + { + "p": 0.06371903419494629, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.9124914407730103, + "val_loss": 0.6931083798408508, + "acc": 72.56, + "time": 119.63266001804732, + "param": [ + { + "p": 0.12251485884189606, + "m": 1.0 + }, + { + "p": 0.006199612282216549, + "m": 1.0 + }, + { + "p": 0.08098187297582626, + "m": 1.0 + }, + { + "p": 0.02308591641485691, + "m": 1.0 + }, + { + "p": 0.04516862705349922, + "m": 1.0 + }, + { + "p": 0.07799847424030304, + "m": 1.0 + }, + { + "p": 0.03499407693743706, + "m": 1.0 + }, + { + "p": 0.06179509684443474, + "m": 1.0 + }, + { + "p": 0.07523652911186218, + "m": 1.0 + }, + { + "p": 0.0919908806681633, + "m": 1.0 + }, + { + "p": 0.09482266753911972, + "m": 1.0 + }, + { + "p": 0.10408785939216614, + "m": 1.0 + }, + { + "p": 0.1335550993680954, + "m": 1.0 + }, + { + "p": 0.04756850376725197, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.2008408308029175, + "val_loss": 0.8164162635803223, + "acc": 72.35, + "time": 122.51046159001999, + "param": [ + { + "p": 0.13726316392421722, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09876339137554169, + "m": 1.0 + }, + { + "p": 0.005469152703881264, + "m": 1.0 + }, + { + "p": 0.037449002265930176, + "m": 1.0 + }, + { + "p": 0.09443572908639908, + "m": 1.0 + }, + { + "p": 0.004163898061960936, + "m": 1.0 + }, + { + "p": 0.057068485766649246, + "m": 1.0 + }, + { + "p": 0.06726078689098358, + "m": 1.0 + }, + { + "p": 0.08863433450460434, + "m": 1.0 + }, + { + "p": 0.10746580362319946, + "m": 1.0 + }, + { + "p": 0.11541403830051422, + "m": 1.0 + }, + { + "p": 0.14437344670295715, + "m": 1.0 + }, + { + "p": 0.04223879054188728, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.158258318901062, + "val_loss": 0.7781814336776733, + "acc": 73.34, + "time": 120.38036692608148, + "param": [ + { + "p": 0.13477422297000885, + "m": 1.0 + }, + { + "p": 0.010848705656826496, + "m": 1.0 + }, + { + "p": 0.11477392166852951, + "m": 1.0 + }, + { + "p": 0.003201011335477233, + "m": 1.0 + }, + { + "p": 0.02403351664543152, + "m": 1.0 + }, + { + "p": 0.10530886799097061, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05198497325181961, + "m": 1.0 + }, + { + "p": 0.051148757338523865, + "m": 1.0 + }, + { + "p": 0.08123080432415009, + "m": 1.0 + }, + { + "p": 0.10988965630531311, + "m": 1.0 + }, + { + "p": 0.10854913294315338, + "m": 1.0 + }, + { + "p": 0.14908649027347565, + "m": 1.0 + }, + { + "p": 0.05516993999481201, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.0631506443023682, + "val_loss": 0.8756271600723267, + "acc": 72.36, + "time": 121.28814804716967, + "param": [ + { + "p": 0.15098696947097778, + "m": 1.0 + }, + { + "p": 0.005726121366024017, + "m": 1.0 + }, + { + "p": 0.12440333515405655, + "m": 1.0 + }, + { + "p": 0.0005029820604249835, + "m": 1.0 + }, + { + "p": 0.005613064393401146, + "m": 1.0 + }, + { + "p": 0.10688241571187973, + "m": 1.0 + }, + { + "p": 0.00019712571520358324, + "m": 1.0 + }, + { + "p": 0.04380130395293236, + "m": 1.0 + }, + { + "p": 0.030037755146622658, + "m": 1.0 + }, + { + "p": 0.07517832517623901, + "m": 1.0 + }, + { + "p": 0.11422804743051529, + "m": 1.0 + }, + { + "p": 0.10711736977100372, + "m": 1.0 + }, + { + "p": 0.16510552167892456, + "m": 1.0 + }, + { + "p": 0.07021956145763397, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.9903977513313293, + "val_loss": 0.814076840877533, + "acc": 72.24, + "time": 120.61565615097061, + "param": [ + { + "p": 0.14701123535633087, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10557147860527039, + "m": 1.0 + }, + { + "p": 0.013757871463894844, + "m": 1.0 + }, + { + "p": 0.017785759642720222, + "m": 1.0 + }, + { + "p": 0.09570704400539398, + "m": 1.0 + }, + { + "p": 0.002346073742955923, + "m": 1.0 + }, + { + "p": 0.049573350697755814, + "m": 1.0 + }, + { + "p": 0.03674384579062462, + "m": 1.0 + }, + { + "p": 0.07106345891952515, + "m": 1.0 + }, + { + "p": 0.10654430836439133, + "m": 1.0 + }, + { + "p": 0.11183306574821472, + "m": 1.0 + }, + { + "p": 0.16052338480949402, + "m": 1.0 + }, + { + "p": 0.08153906464576721, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.0918540954589844, + "val_loss": 0.7447250485420227, + "acc": 72.72, + "time": 121.85487050213851, + "param": [ + { + "p": 0.1425386220216751, + "m": 1.0 + }, + { + "p": 0.00038868116098456085, + "m": 1.0 + }, + { + "p": 0.09081388264894485, + "m": 1.0 + }, + { + "p": 0.01823628507554531, + "m": 1.0 + }, + { + "p": 0.026534972712397575, + "m": 1.0 + }, + { + "p": 0.09626941382884979, + "m": 1.0 + }, + { + "p": 0.008868054486811161, + "m": 1.0 + }, + { + "p": 0.06704285740852356, + "m": 1.0 + }, + { + "p": 0.032056134194135666, + "m": 1.0 + }, + { + "p": 0.07418598234653473, + "m": 1.0 + }, + { + "p": 0.09915602207183838, + "m": 1.0 + }, + { + "p": 0.11708039045333862, + "m": 1.0 + }, + { + "p": 0.14544430375099182, + "m": 1.0 + }, + { + "p": 0.08138445764780045, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.1770179271697998, + "val_loss": 0.7660648822784424, + "acc": 72.94, + "time": 120.7303056360688, + "param": [ + { + "p": 0.13593722879886627, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0808618813753128, + "m": 1.0 + }, + { + "p": 0.012581848539412022, + "m": 1.0 + }, + { + "p": 0.030520064756274223, + "m": 1.0 + }, + { + "p": 0.0956864133477211, + "m": 1.0 + }, + { + "p": 0.03186913952231407, + "m": 1.0 + }, + { + "p": 0.08513933420181274, + "m": 1.0 + }, + { + "p": 0.03896693140268326, + "m": 1.0 + }, + { + "p": 0.0767977237701416, + "m": 1.0 + }, + { + "p": 0.07752077281475067, + "m": 1.0 + }, + { + "p": 0.11950843036174774, + "m": 1.0 + }, + { + "p": 0.14197072386741638, + "m": 1.0 + }, + { + "p": 0.0726395696401596, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.1279386281967163, + "val_loss": 0.8498201370239258, + "acc": 73.01, + "time": 120.52888957201503, + "param": [ + { + "p": 0.13890933990478516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07475144416093826, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005356861278414726, + "m": 1.0 + }, + { + "p": 0.09335954487323761, + "m": 1.0 + }, + { + "p": 0.02317732758820057, + "m": 1.0 + }, + { + "p": 0.09974393248558044, + "m": 1.0 + }, + { + "p": 0.050539854913949966, + "m": 1.0 + }, + { + "p": 0.07801999151706696, + "m": 1.0 + }, + { + "p": 0.07993520051240921, + "m": 1.0 + }, + { + "p": 0.13399824500083923, + "m": 1.0 + }, + { + "p": 0.15162740647792816, + "m": 1.0 + }, + { + "p": 0.07058083266019821, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.973530650138855, + "val_loss": 0.7243725657463074, + "acc": 73.11, + "time": 120.0061603919603, + "param": [ + { + "p": 0.13887587189674377, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07499918341636658, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00118289387319237, + "m": 1.0 + }, + { + "p": 0.0879923403263092, + "m": 1.0 + }, + { + "p": 0.01897144317626953, + "m": 1.0 + }, + { + "p": 0.10098772495985031, + "m": 1.0 + }, + { + "p": 0.06044667959213257, + "m": 1.0 + }, + { + "p": 0.07612675428390503, + "m": 1.0 + }, + { + "p": 0.08413421362638474, + "m": 1.0 + }, + { + "p": 0.1324928104877472, + "m": 1.0 + }, + { + "p": 0.1412028670310974, + "m": 1.0 + }, + { + "p": 0.08258721977472305, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.9515537023544312, + "val_loss": 0.8651652932167053, + "acc": 73.18, + "time": 121.44751957990229, + "param": [ + { + "p": 0.13384279608726501, + "m": 1.0 + }, + { + "p": 0.0012483352329581976, + "m": 1.0 + }, + { + "p": 0.08285599946975708, + "m": 1.0 + }, + { + "p": 0.0019248195458203554, + "m": 1.0 + }, + { + "p": 0.012079921551048756, + "m": 1.0 + }, + { + "p": 0.06627889722585678, + "m": 1.0 + }, + { + "p": 0.033132050186395645, + "m": 1.0 + }, + { + "p": 0.09610339254140854, + "m": 1.0 + }, + { + "p": 0.06464752554893494, + "m": 1.0 + }, + { + "p": 0.07174726575613022, + "m": 1.0 + }, + { + "p": 0.08995658159255981, + "m": 1.0 + }, + { + "p": 0.1266527771949768, + "m": 1.0 + }, + { + "p": 0.13605505228042603, + "m": 1.0 + }, + { + "p": 0.0834745392203331, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json new file mode 100644 index 0000000..bd80a2b --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 73.81, + "Time": [ + 111.1428002031815, + 7.2765874355116225 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2779836654663086, + "val_loss": 2.2903268337249756, + "acc": 10.7, + "time": 121.17860754905269, + "param": [ + { + "p": 0.09606865048408508, + "m": 1.0 + }, + { + "p": 0.06999248266220093, + "m": 1.0 + }, + { + "p": 0.05516153573989868, + "m": 1.0 + }, + { + "p": 0.07125208526849747, + "m": 1.0 + }, + { + "p": 0.07562198489904404, + "m": 1.0 + }, + { + "p": 0.07618693262338638, + "m": 1.0 + }, + { + "p": 0.06443171948194504, + "m": 1.0 + }, + { + "p": 0.06867637485265732, + "m": 1.0 + }, + { + "p": 0.06788373738527298, + "m": 1.0 + }, + { + "p": 0.07315905392169952, + "m": 1.0 + }, + { + "p": 0.0724148079752922, + "m": 1.0 + }, + { + "p": 0.07935792952775955, + "m": 1.0 + }, + { + "p": 0.07210995256900787, + "m": 1.0 + }, + { + "p": 0.057682838290929794, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2194321155548096, + "val_loss": 2.1495184898376465, + "acc": 23.65, + "time": 123.15006714500487, + "param": [ + { + "p": 0.10912074148654938, + "m": 1.0 + }, + { + "p": 0.06149512156844139, + "m": 1.0 + }, + { + "p": 0.06107199564576149, + "m": 1.0 + }, + { + "p": 0.07075056433677673, + "m": 1.0 + }, + { + "p": 0.05996569246053696, + "m": 1.0 + }, + { + "p": 0.10767356306314468, + "m": 1.0 + }, + { + "p": 0.06370306015014648, + "m": 1.0 + }, + { + "p": 0.0794307291507721, + "m": 1.0 + }, + { + "p": 0.04822077974677086, + "m": 1.0 + }, + { + "p": 0.08828699588775635, + "m": 1.0 + }, + { + "p": 0.08471016585826874, + "m": 1.0 + }, + { + "p": 0.10483616590499878, + "m": 1.0 + }, + { + "p": 0.03946233540773392, + "m": 1.0 + }, + { + "p": 0.02127213403582573, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.0063316822052, + "val_loss": 2.0467653274536133, + "acc": 26.44, + "time": 119.87707357783802, + "param": [ + { + "p": 0.12173773348331451, + "m": 1.0 + }, + { + "p": 0.054213955998420715, + "m": 1.0 + }, + { + "p": 0.05374400317668915, + "m": 1.0 + }, + { + "p": 0.07593440264463425, + "m": 1.0 + }, + { + "p": 0.08703383803367615, + "m": 1.0 + }, + { + "p": 0.13218578696250916, + "m": 1.0 + }, + { + "p": 0.04228244349360466, + "m": 1.0 + }, + { + "p": 0.10037820786237717, + "m": 1.0 + }, + { + "p": 0.046386245638132095, + "m": 1.0 + }, + { + "p": 0.06770244240760803, + "m": 1.0 + }, + { + "p": 0.07710906863212585, + "m": 1.0 + }, + { + "p": 0.08123283088207245, + "m": 1.0 + }, + { + "p": 0.060059141367673874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 1.96538507938385, + "val_loss": 1.9249345064163208, + "acc": 30.46, + "time": 120.88041637488641, + "param": [ + { + "p": 0.1578889787197113, + "m": 1.0 + }, + { + "p": 0.027592875063419342, + "m": 1.0 + }, + { + "p": 0.03323468938469887, + "m": 1.0 + }, + { + "p": 0.06307756900787354, + "m": 1.0 + }, + { + "p": 0.08754389733076096, + "m": 1.0 + }, + { + "p": 0.17819607257843018, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12540264427661896, + "m": 1.0 + }, + { + "p": 0.03510022535920143, + "m": 1.0 + }, + { + "p": 0.057888466864824295, + "m": 1.0 + }, + { + "p": 0.08554427325725555, + "m": 1.0 + }, + { + "p": 0.07441723346710205, + "m": 1.0 + }, + { + "p": 0.07411308586597443, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.9289807081222534, + "val_loss": 1.9222452640533447, + "acc": 31.83, + "time": 120.85429439786822, + "param": [ + { + "p": 0.17513258755207062, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03472897782921791, + "m": 1.0 + }, + { + "p": 0.05201682448387146, + "m": 1.0 + }, + { + "p": 0.06849967688322067, + "m": 1.0 + }, + { + "p": 0.17849627137184143, + "m": 1.0 + }, + { + "p": 0.0013407935621216893, + "m": 1.0 + }, + { + "p": 0.1379292905330658, + "m": 1.0 + }, + { + "p": 0.028433742001652718, + "m": 1.0 + }, + { + "p": 0.06775694340467453, + "m": 1.0 + }, + { + "p": 0.06753751635551453, + "m": 1.0 + }, + { + "p": 0.10078538209199905, + "m": 1.0 + }, + { + "p": 0.08734194934368134, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.7058080434799194, + "val_loss": 1.773884892463684, + "acc": 35.87, + "time": 121.64616947504692, + "param": [ + { + "p": 0.17593613266944885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02954414114356041, + "m": 1.0 + }, + { + "p": 0.05246492847800255, + "m": 1.0 + }, + { + "p": 0.06368238478899002, + "m": 1.0 + }, + { + "p": 0.19168487191200256, + "m": 1.0 + }, + { + "p": 0.0005069878534413874, + "m": 1.0 + }, + { + "p": 0.14785631000995636, + "m": 1.0 + }, + { + "p": 0.03241711109876633, + "m": 1.0 + }, + { + "p": 0.0632999911904335, + "m": 1.0 + }, + { + "p": 0.040513791143894196, + "m": 1.0 + }, + { + "p": 0.10689105838537216, + "m": 1.0 + }, + { + "p": 0.09520228207111359, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 2.0939383506774902, + "val_loss": 1.738820195198059, + "acc": 38.21, + "time": 118.89590221596882, + "param": [ + { + "p": 0.15636909008026123, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04031186178326607, + "m": 1.0 + }, + { + "p": 0.06465671211481094, + "m": 1.0 + }, + { + "p": 0.0608283169567585, + "m": 1.0 + }, + { + "p": 0.1659860908985138, + "m": 1.0 + }, + { + "p": 0.010338849388062954, + "m": 1.0 + }, + { + "p": 0.14347746968269348, + "m": 1.0 + }, + { + "p": 0.04556024447083473, + "m": 1.0 + }, + { + "p": 0.07738737016916275, + "m": 1.0 + }, + { + "p": 0.03021719492971897, + "m": 1.0 + }, + { + "p": 0.10520263761281967, + "m": 1.0 + }, + { + "p": 0.09966415911912918, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.8470046520233154, + "val_loss": 1.6962474584579468, + "acc": 39.67, + "time": 121.4318661808502, + "param": [ + { + "p": 0.16702142357826233, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04495728760957718, + "m": 1.0 + }, + { + "p": 0.0534348227083683, + "m": 1.0 + }, + { + "p": 0.04659999907016754, + "m": 1.0 + }, + { + "p": 0.15990133583545685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15895430743694305, + "m": 1.0 + }, + { + "p": 0.04828792065382004, + "m": 1.0 + }, + { + "p": 0.0817066952586174, + "m": 1.0 + }, + { + "p": 0.010850750841200352, + "m": 1.0 + }, + { + "p": 0.11806514114141464, + "m": 1.0 + }, + { + "p": 0.11022022366523743, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.0381951332092285, + "val_loss": 1.6572985649108887, + "acc": 42.15, + "time": 118.32370355003513, + "param": [ + { + "p": 0.17163749039173126, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05712443217635155, + "m": 1.0 + }, + { + "p": 0.0583944208920002, + "m": 1.0 + }, + { + "p": 0.019941607490181923, + "m": 1.0 + }, + { + "p": 0.14001280069351196, + "m": 1.0 + }, + { + "p": 0.007309237029403448, + "m": 1.0 + }, + { + "p": 0.15540587902069092, + "m": 1.0 + }, + { + "p": 0.05805450677871704, + "m": 1.0 + }, + { + "p": 0.0824737623333931, + "m": 1.0 + }, + { + "p": 0.010468525812029839, + "m": 1.0 + }, + { + "p": 0.1258075088262558, + "m": 1.0 + }, + { + "p": 0.1133698895573616, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8106564283370972, + "val_loss": 1.5880385637283325, + "acc": 43.16, + "time": 118.68357338896021, + "param": [ + { + "p": 0.17353636026382446, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07540634274482727, + "m": 1.0 + }, + { + "p": 0.06989044696092606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10888506472110748, + "m": 1.0 + }, + { + "p": 0.008031106553971767, + "m": 1.0 + }, + { + "p": 0.15454420447349548, + "m": 1.0 + }, + { + "p": 0.06692073494195938, + "m": 1.0 + }, + { + "p": 0.087303526699543, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13806606829166412, + "m": 1.0 + }, + { + "p": 0.11741621047258377, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.6967458724975586, + "val_loss": 1.5136446952819824, + "acc": 42.94, + "time": 124.48357093404047, + "param": [ + { + "p": 0.19058139622211456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09622244536876678, + "m": 1.0 + }, + { + "p": 0.07094696909189224, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06453381478786469, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15218311548233032, + "m": 1.0 + }, + { + "p": 0.060242682695388794, + "m": 1.0 + }, + { + "p": 0.08790624886751175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1560671031475067, + "m": 1.0 + }, + { + "p": 0.12131619453430176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.8058494329452515, + "val_loss": 1.5800626277923584, + "acc": 44.18, + "time": 119.73525110911578, + "param": [ + { + "p": 0.2178962081670761, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10336709767580032, + "m": 1.0 + }, + { + "p": 0.06209568306803703, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16380971670150757, + "m": 1.0 + }, + { + "p": 0.04442136734724045, + "m": 1.0 + }, + { + "p": 0.09715015441179276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18070000410079956, + "m": 1.0 + }, + { + "p": 0.13055971264839172, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.750171184539795, + "val_loss": 1.5749552249908447, + "acc": 44.86, + "time": 119.26477414206602, + "param": [ + { + "p": 0.23652242124080658, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10960777848958969, + "m": 1.0 + }, + { + "p": 0.050132546573877335, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15249058604240417, + "m": 1.0 + }, + { + "p": 0.024502189829945564, + "m": 1.0 + }, + { + "p": 0.10289479792118073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1886887103319168, + "m": 1.0 + }, + { + "p": 0.13516095280647278, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.658704161643982, + "val_loss": 1.4029500484466553, + "acc": 46.91, + "time": 117.38438301580027, + "param": [ + { + "p": 0.26969751715660095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11552822589874268, + "m": 1.0 + }, + { + "p": 0.02655343897640705, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13145437836647034, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11240460723638535, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2040421962738037, + "m": 1.0 + }, + { + "p": 0.14031966030597687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.7456684112548828, + "val_loss": 1.388804316520691, + "acc": 48.91, + "time": 121.48515913402662, + "param": [ + { + "p": 0.28428247570991516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11658786982297897, + "m": 1.0 + }, + { + "p": 0.003932633437216282, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004337522201240063, + "m": 1.0 + }, + { + "p": 0.11822015047073364, + "m": 1.0 + }, + { + "p": 0.00145469990093261, + "m": 1.0 + }, + { + "p": 0.11708886921405792, + "m": 1.0 + }, + { + "p": 0.0002735199814196676, + "m": 1.0 + }, + { + "p": 0.2100326418876648, + "m": 1.0 + }, + { + "p": 0.1437896490097046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.5918422937393188, + "val_loss": 1.4334216117858887, + "acc": 50.46, + "time": 122.32411110703833, + "param": [ + { + "p": 0.27723050117492676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10637124627828598, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012887757271528244, + "m": 1.0 + }, + { + "p": 0.11967165023088455, + "m": 1.0 + }, + { + "p": 0.020549720153212547, + "m": 1.0 + }, + { + "p": 0.11564863473176956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20893310010433197, + "m": 1.0 + }, + { + "p": 0.13870744407176971, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.6936547756195068, + "val_loss": 1.3221487998962402, + "acc": 52.22, + "time": 120.53788880701177, + "param": [ + { + "p": 0.2912692427635193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09765582531690598, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006388204172253609, + "m": 1.0 + }, + { + "p": 0.1246602013707161, + "m": 1.0 + }, + { + "p": 0.023049043491482735, + "m": 1.0 + }, + { + "p": 0.10952147096395493, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2146933674812317, + "m": 1.0 + }, + { + "p": 0.13276264071464539, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.65215003490448, + "val_loss": 1.3861815929412842, + "acc": 51.32, + "time": 123.05260574119166, + "param": [ + { + "p": 0.32355204224586487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08503339439630508, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12112642824649811, + "m": 1.0 + }, + { + "p": 0.020773250609636307, + "m": 1.0 + }, + { + "p": 0.09366452693939209, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23122794926166534, + "m": 1.0 + }, + { + "p": 0.12462244182825089, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.6706849336624146, + "val_loss": 1.2158715724945068, + "acc": 52.46, + "time": 120.92115394305438, + "param": [ + { + "p": 0.3502603769302368, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0794554129242897, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003152478253468871, + "m": 1.0 + }, + { + "p": 0.0998726636171341, + "m": 1.0 + }, + { + "p": 0.008130664937198162, + "m": 1.0 + }, + { + "p": 0.0863344818353653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2499372363090515, + "m": 1.0 + }, + { + "p": 0.12285665422677994, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.5533089637756348, + "val_loss": 1.3021056652069092, + "acc": 53.26, + "time": 122.16679473081604, + "param": [ + { + "p": 0.3479652404785156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07862278819084167, + "m": 1.0 + }, + { + "p": 0.003466034773737192, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017891617491841316, + "m": 1.0 + }, + { + "p": 0.09784923493862152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08136386424303055, + "m": 1.0 + }, + { + "p": 0.0012027411721646786, + "m": 1.0 + }, + { + "p": 0.25346386432647705, + "m": 1.0 + }, + { + "p": 0.11817467212677002, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.8223758935928345, + "val_loss": 1.292086124420166, + "acc": 54.12, + "time": 119.82925833202899, + "param": [ + { + "p": 0.3096330165863037, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08636798709630966, + "m": 1.0 + }, + { + "p": 0.019725902006030083, + "m": 1.0 + }, + { + "p": 4.78289439342916e-05, + "m": 1.0 + }, + { + "p": 0.0005421298556029797, + "m": 1.0 + }, + { + "p": 0.025428855791687965, + "m": 1.0 + }, + { + "p": 0.09603463858366013, + "m": 1.0 + }, + { + "p": 0.0027198591269552708, + "m": 1.0 + }, + { + "p": 0.09370551258325577, + "m": 1.0 + }, + { + "p": 0.010078541934490204, + "m": 1.0 + }, + { + "p": 0.23498952388763428, + "m": 1.0 + }, + { + "p": 0.12072612345218658, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.6648516654968262, + "val_loss": 1.250417947769165, + "acc": 54.89, + "time": 120.62092802487314, + "param": [ + { + "p": 0.30468252301216125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09568725526332855, + "m": 1.0 + }, + { + "p": 0.018193723633885384, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01995006762444973, + "m": 1.0 + }, + { + "p": 0.07707995176315308, + "m": 1.0 + }, + { + "p": 0.014133131131529808, + "m": 1.0 + }, + { + "p": 0.09684181213378906, + "m": 1.0 + }, + { + "p": 0.007393327075988054, + "m": 1.0 + }, + { + "p": 0.2336762696504593, + "m": 1.0 + }, + { + "p": 0.13124635815620422, + "m": 1.0 + }, + { + "p": 0.0011155272368341684, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.7801077365875244, + "val_loss": 1.3839772939682007, + "acc": 53.68, + "time": 114.96767687005922, + "param": [ + { + "p": 0.34294140338897705, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10841991752386093, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0051469639874994755, + "m": 1.0 + }, + { + "p": 0.06508096307516098, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08271876722574234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.27347928285598755, + "m": 1.0 + }, + { + "p": 0.12221270799636841, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.7783252000808716, + "val_loss": 1.2530196905136108, + "acc": 55.03, + "time": 121.36376862600446, + "param": [ + { + "p": 0.38317984342575073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1000090092420578, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05013353377580643, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06247074902057648, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30788949131965637, + "m": 1.0 + }, + { + "p": 0.09631729871034622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.5072088241577148, + "val_loss": 1.198447346687317, + "acc": 56.47, + "time": 118.42257343605161, + "param": [ + { + "p": 0.41809189319610596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09666038304567337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02343454211950302, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.037160929292440414, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.33259665966033936, + "m": 1.0 + }, + { + "p": 0.09205552190542221, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.7115463018417358, + "val_loss": 1.153418779373169, + "acc": 56.71, + "time": 119.15275545697659, + "param": [ + { + "p": 0.4288579821586609, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09691889584064484, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014118911698460579, + "m": 1.0 + }, + { + "p": 0.0009736057836562395, + "m": 1.0 + }, + { + "p": 0.028504949063062668, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.34199249744415283, + "m": 1.0 + }, + { + "p": 0.08863312005996704, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.8562768697738647, + "val_loss": 1.230818271636963, + "acc": 58.21, + "time": 121.7085329159163, + "param": [ + { + "p": 0.4184233844280243, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10279271006584167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.000815866282209754, + "m": 1.0 + }, + { + "p": 0.01969156041741371, + "m": 1.0 + }, + { + "p": 0.0024760477244853973, + "m": 1.0 + }, + { + "p": 0.03236495703458786, + "m": 1.0 + }, + { + "p": 0.004011544864624739, + "m": 1.0 + }, + { + "p": 0.33063870668411255, + "m": 1.0 + }, + { + "p": 0.08878523856401443, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.412805199623108, + "val_loss": 1.1147117614746094, + "acc": 58.84, + "time": 121.24776578997262, + "param": [ + { + "p": 0.36637142300605774, + "m": 1.0 + }, + { + "p": 0.0016015574801713228, + "m": 1.0 + }, + { + "p": 0.10383221507072449, + "m": 1.0 + }, + { + "p": 0.006377471145242453, + "m": 1.0 + }, + { + "p": 0.00647901464253664, + "m": 1.0 + }, + { + "p": 0.007145301438868046, + "m": 1.0 + }, + { + "p": 0.011416361667215824, + "m": 1.0 + }, + { + "p": 0.03118756227195263, + "m": 1.0 + }, + { + "p": 0.02162807062268257, + "m": 1.0 + }, + { + "p": 0.055582445114851, + "m": 1.0 + }, + { + "p": 0.021531814709305763, + "m": 1.0 + }, + { + "p": 0.28648388385772705, + "m": 1.0 + }, + { + "p": 0.08036288619041443, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.4518038034439087, + "val_loss": 1.191078543663025, + "acc": 58.43, + "time": 120.31791927386075, + "param": [ + { + "p": 0.3305945098400116, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10655715316534042, + "m": 1.0 + }, + { + "p": 0.010171509347856045, + "m": 1.0 + }, + { + "p": 0.013310842216014862, + "m": 1.0 + }, + { + "p": 0.01657295785844326, + "m": 1.0 + }, + { + "p": 0.0165107324719429, + "m": 1.0 + }, + { + "p": 0.03444579243659973, + "m": 1.0 + }, + { + "p": 0.03300391882658005, + "m": 1.0 + }, + { + "p": 0.06977114826440811, + "m": 1.0 + }, + { + "p": 0.03721117228269577, + "m": 1.0 + }, + { + "p": 0.25366100668907166, + "m": 1.0 + }, + { + "p": 0.07818926870822906, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.5846153497695923, + "val_loss": 1.1056054830551147, + "acc": 58.88, + "time": 121.69874249305576, + "param": [ + { + "p": 0.3465806841850281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10779187828302383, + "m": 1.0 + }, + { + "p": 0.013686902821063995, + "m": 1.0 + }, + { + "p": 0.004040455911308527, + "m": 1.0 + }, + { + "p": 0.013505837880074978, + "m": 1.0 + }, + { + "p": 0.0043680244125425816, + "m": 1.0 + }, + { + "p": 0.03506876528263092, + "m": 1.0 + }, + { + "p": 0.029403837397694588, + "m": 1.0 + }, + { + "p": 0.06679978221654892, + "m": 1.0 + }, + { + "p": 0.04304035007953644, + "m": 1.0 + }, + { + "p": 0.26285338401794434, + "m": 1.0 + }, + { + "p": 0.07286007702350616, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.6393978595733643, + "val_loss": 1.083158254623413, + "acc": 59.05, + "time": 119.44949357118458, + "param": [ + { + "p": 0.3999418318271637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11398368328809738, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02944554202258587, + "m": 1.0 + }, + { + "p": 0.009092493914067745, + "m": 1.0 + }, + { + "p": 0.05277935788035393, + "m": 1.0 + }, + { + "p": 0.024629706516861916, + "m": 1.0 + }, + { + "p": 0.3068203032016754, + "m": 1.0 + }, + { + "p": 0.0633070170879364, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.3094168901443481, + "val_loss": 1.1532344818115234, + "acc": 59.63, + "time": 115.54477755399421, + "param": [ + { + "p": 0.4471350610256195, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.119820237159729, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005886508617550135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.040942415595054626, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.33168208599090576, + "m": 1.0 + }, + { + "p": 0.054533701390028, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.4151989221572876, + "val_loss": 1.1794772148132324, + "acc": 59.57, + "time": 119.96272545284592, + "param": [ + { + "p": 0.4635218679904938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11585205793380737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04455552250146866, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.33201050758361816, + "m": 1.0 + }, + { + "p": 0.04406006261706352, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.5804682970046997, + "val_loss": 1.0821071863174438, + "acc": 61.26, + "time": 120.48495646798983, + "param": [ + { + "p": 0.48867151141166687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10644299536943436, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00033189458190463483, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.041352998465299606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3254982531070709, + "m": 1.0 + }, + { + "p": 0.03770236670970917, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.2277477979660034, + "val_loss": 1.1463063955307007, + "acc": 58.95, + "time": 120.28027153178118, + "param": [ + { + "p": 0.4708554744720459, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09267500787973404, + "m": 1.0 + }, + { + "p": 0.006187858991324902, + "m": 1.0 + }, + { + "p": 0.005058437120169401, + "m": 1.0 + }, + { + "p": 0.008510923013091087, + "m": 1.0 + }, + { + "p": 0.008256088010966778, + "m": 1.0 + }, + { + "p": 0.013408835977315903, + "m": 1.0 + }, + { + "p": 0.007956959307193756, + "m": 1.0 + }, + { + "p": 0.047862276434898376, + "m": 1.0 + }, + { + "p": 0.00907999835908413, + "m": 1.0 + }, + { + "p": 0.2953070402145386, + "m": 1.0 + }, + { + "p": 0.03484102338552475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.4511712789535522, + "val_loss": 1.1235086917877197, + "acc": 60.38, + "time": 121.08642378496006, + "param": [ + { + "p": 0.44522228837013245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08064112067222595, + "m": 1.0 + }, + { + "p": 0.0005318344919942319, + "m": 1.0 + }, + { + "p": 0.003930353093892336, + "m": 1.0 + }, + { + "p": 0.022628897801041603, + "m": 1.0 + }, + { + "p": 0.007694501895457506, + "m": 1.0 + }, + { + "p": 0.029766008257865906, + "m": 1.0 + }, + { + "p": 0.01948142796754837, + "m": 1.0 + }, + { + "p": 0.056315746158361435, + "m": 1.0 + }, + { + "p": 0.026097040623426437, + "m": 1.0 + }, + { + "p": 0.2715422511100769, + "m": 1.0 + }, + { + "p": 0.03614845126867294, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.19960618019104, + "val_loss": 1.116608738899231, + "acc": 59.73, + "time": 109.7759445370175, + "param": [ + { + "p": 0.4139850437641144, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0768468901515007, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0010104782413691282, + "m": 1.0 + }, + { + "p": 0.043759752064943314, + "m": 1.0 + }, + { + "p": 0.014448055066168308, + "m": 1.0 + }, + { + "p": 0.0336972251534462, + "m": 1.0 + }, + { + "p": 0.03782745823264122, + "m": 1.0 + }, + { + "p": 0.06032702326774597, + "m": 1.0 + }, + { + "p": 0.03347865492105484, + "m": 1.0 + }, + { + "p": 0.24725183844566345, + "m": 1.0 + }, + { + "p": 0.03736758977174759, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.587617039680481, + "val_loss": 1.0269452333450317, + "acc": 61.5, + "time": 119.85090487706475, + "param": [ + { + "p": 0.4201202690601349, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07014170289039612, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03190137818455696, + "m": 1.0 + }, + { + "p": 0.02247939445078373, + "m": 1.0 + }, + { + "p": 0.03628737851977348, + "m": 1.0 + }, + { + "p": 0.044393692165613174, + "m": 1.0 + }, + { + "p": 0.06356135755777359, + "m": 1.0 + }, + { + "p": 0.036233630031347275, + "m": 1.0 + }, + { + "p": 0.23890972137451172, + "m": 1.0 + }, + { + "p": 0.035971518605947495, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.8088819980621338, + "val_loss": 1.0907518863677979, + "acc": 61.53, + "time": 120.31039677094668, + "param": [ + { + "p": 0.4703352153301239, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06426027417182922, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007217857055366039, + "m": 1.0 + }, + { + "p": 0.025900937616825104, + "m": 1.0 + }, + { + "p": 0.022827710956335068, + "m": 1.0 + }, + { + "p": 0.043941088020801544, + "m": 1.0 + }, + { + "p": 0.05456508696079254, + "m": 1.0 + }, + { + "p": 0.03277125209569931, + "m": 1.0 + }, + { + "p": 0.24994072318077087, + "m": 1.0 + }, + { + "p": 0.028239786624908447, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.6018472909927368, + "val_loss": 1.0901426076889038, + "acc": 62.1, + "time": 112.11207418702543, + "param": [ + { + "p": 0.520229697227478, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.057897988706827164, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.029122244566679, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.031173359602689743, + "m": 1.0 + }, + { + "p": 0.04306108132004738, + "m": 1.0 + }, + { + "p": 0.035438887774944305, + "m": 1.0 + }, + { + "p": 0.25413140654563904, + "m": 1.0 + }, + { + "p": 0.02894534543156624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.367605209350586, + "val_loss": 1.127485752105713, + "acc": 62.68, + "time": 120.25562178599648, + "param": [ + { + "p": 0.49902912974357605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05923524498939514, + "m": 1.0 + }, + { + "p": 0.0054708016104996204, + "m": 1.0 + }, + { + "p": 0.0034785608295351267, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04024581238627434, + "m": 1.0 + }, + { + "p": 0.010029735043644905, + "m": 1.0 + }, + { + "p": 0.03573571518063545, + "m": 1.0 + }, + { + "p": 0.040024418383836746, + "m": 1.0 + }, + { + "p": 0.042435579001903534, + "m": 1.0 + }, + { + "p": 0.22833001613616943, + "m": 1.0 + }, + { + "p": 0.03598499298095703, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.200125813484192, + "val_loss": 1.1030607223510742, + "acc": 63.13, + "time": 120.84082764503546, + "param": [ + { + "p": 0.47856736183166504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049132756888866425, + "m": 1.0 + }, + { + "p": 0.0016864133067429066, + "m": 1.0 + }, + { + "p": 0.006620193365961313, + "m": 1.0 + }, + { + "p": 0.004920491017401218, + "m": 1.0 + }, + { + "p": 0.05505051836371422, + "m": 1.0 + }, + { + "p": 0.013269739225506783, + "m": 1.0 + }, + { + "p": 0.04093700647354126, + "m": 1.0 + }, + { + "p": 0.048080913722515106, + "m": 1.0 + }, + { + "p": 0.05497792735695839, + "m": 1.0 + }, + { + "p": 0.20957247912883759, + "m": 1.0 + }, + { + "p": 0.03718413785099983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.6640164852142334, + "val_loss": 1.040050983428955, + "acc": 60.97, + "time": 100.37756501487456, + "param": [ + { + "p": 0.4768056273460388, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04695992171764374, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005688190460205078, + "m": 1.0 + }, + { + "p": 1.0231206942989957e-05, + "m": 1.0 + }, + { + "p": 0.05870930105447769, + "m": 1.0 + }, + { + "p": 0.0014991088537499309, + "m": 1.0 + }, + { + "p": 0.05308285355567932, + "m": 1.0 + }, + { + "p": 0.05678020417690277, + "m": 1.0 + }, + { + "p": 0.06120465695858002, + "m": 1.0 + }, + { + "p": 0.20282447338104248, + "m": 1.0 + }, + { + "p": 0.036435455083847046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.2783350944519043, + "val_loss": 1.0866000652313232, + "acc": 62.07, + "time": 106.33087088889442, + "param": [ + { + "p": 0.4427269995212555, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06030409038066864, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0007447122479788959, + "m": 1.0 + }, + { + "p": 0.05858542397618294, + "m": 1.0 + }, + { + "p": 0.0034358196426182985, + "m": 1.0 + }, + { + "p": 0.0569608099758625, + "m": 1.0 + }, + { + "p": 0.05537598952651024, + "m": 1.0 + }, + { + "p": 0.06142907217144966, + "m": 1.0 + }, + { + "p": 0.1933324635028839, + "m": 1.0 + }, + { + "p": 0.06184824928641319, + "m": 1.0 + }, + { + "p": 0.005256407894194126, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.4548590183258057, + "val_loss": 1.0451902151107788, + "acc": 63.83, + "time": 102.59203746099956, + "param": [ + { + "p": 0.45287758111953735, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06190723553299904, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05566233769059181, + "m": 1.0 + }, + { + "p": 0.002571526449173689, + "m": 1.0 + }, + { + "p": 0.05349740386009216, + "m": 1.0 + }, + { + "p": 0.05402296409010887, + "m": 1.0 + }, + { + "p": 0.04385693371295929, + "m": 1.0 + }, + { + "p": 0.19305312633514404, + "m": 1.0 + }, + { + "p": 0.08255085349082947, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.4390084743499756, + "val_loss": 1.1255543231964111, + "acc": 64.0, + "time": 106.43600038182922, + "param": [ + { + "p": 0.45623770356178284, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07431813329458237, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05143838748335838, + "m": 1.0 + }, + { + "p": 0.005578778684139252, + "m": 1.0 + }, + { + "p": 0.042677141726017, + "m": 1.0 + }, + { + "p": 0.0588558092713356, + "m": 1.0 + }, + { + "p": 0.023737888783216476, + "m": 1.0 + }, + { + "p": 0.19186368584632874, + "m": 1.0 + }, + { + "p": 0.09529244154691696, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.371343970298767, + "val_loss": 1.0565917491912842, + "acc": 63.55, + "time": 111.75905990996398, + "param": [ + { + "p": 0.48565828800201416, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07563350349664688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0003302140103187412, + "m": 1.0 + }, + { + "p": 0.0507650226354599, + "m": 1.0 + }, + { + "p": 0.00792947318404913, + "m": 1.0 + }, + { + "p": 0.02220519445836544, + "m": 1.0 + }, + { + "p": 0.050054870545864105, + "m": 1.0 + }, + { + "p": 0.01892528310418129, + "m": 1.0 + }, + { + "p": 0.18896454572677612, + "m": 1.0 + }, + { + "p": 0.09953365474939346, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.2243444919586182, + "val_loss": 1.1007301807403564, + "acc": 63.0, + "time": 101.39347313297912, + "param": [ + { + "p": 0.5080404281616211, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08733261376619339, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008480214513838291, + "m": 1.0 + }, + { + "p": 0.05585547164082527, + "m": 1.0 + }, + { + "p": 0.0009710498270578682, + "m": 1.0 + }, + { + "p": 0.004665662068873644, + "m": 1.0 + }, + { + "p": 0.044954169541597366, + "m": 1.0 + }, + { + "p": 0.00920725055038929, + "m": 1.0 + }, + { + "p": 0.18198330700397491, + "m": 1.0 + }, + { + "p": 0.09850986301898956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.6588906049728394, + "val_loss": 1.0381335020065308, + "acc": 64.08, + "time": 101.61905123409815, + "param": [ + { + "p": 0.5047706365585327, + "m": 1.0 + }, + { + "p": 0.004808302037417889, + "m": 1.0 + }, + { + "p": 0.09154271334409714, + "m": 1.0 + }, + { + "p": 0.005756010767072439, + "m": 1.0 + }, + { + "p": 0.006875966675579548, + "m": 1.0 + }, + { + "p": 0.011932657100260258, + "m": 1.0 + }, + { + "p": 0.04649096727371216, + "m": 1.0 + }, + { + "p": 0.00657699815928936, + "m": 1.0 + }, + { + "p": 0.004205049481242895, + "m": 1.0 + }, + { + "p": 0.04539848119020462, + "m": 1.0 + }, + { + "p": 0.009456553496420383, + "m": 1.0 + }, + { + "p": 0.16200800240039825, + "m": 1.0 + }, + { + "p": 0.09695165604352951, + "m": 1.0 + }, + { + "p": 0.0032259225845336914, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.1682782173156738, + "val_loss": 0.9446794390678406, + "acc": 64.94, + "time": 101.91222245106474, + "param": [ + { + "p": 0.41945967078208923, + "m": 1.0 + }, + { + "p": 0.01880813203752041, + "m": 1.0 + }, + { + "p": 0.09089620411396027, + "m": 1.0 + }, + { + "p": 0.021295391023159027, + "m": 1.0 + }, + { + "p": 0.01804516837000847, + "m": 1.0 + }, + { + "p": 0.01986338198184967, + "m": 1.0 + }, + { + "p": 0.046133290976285934, + "m": 1.0 + }, + { + "p": 0.030014105141162872, + "m": 1.0 + }, + { + "p": 0.020861586555838585, + "m": 1.0 + }, + { + "p": 0.055702365934848785, + "m": 1.0 + }, + { + "p": 0.02862362004816532, + "m": 1.0 + }, + { + "p": 0.13702549040317535, + "m": 1.0 + }, + { + "p": 0.09218128770589828, + "m": 1.0 + }, + { + "p": 0.001090212375856936, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.3123905658721924, + "val_loss": 1.0656810998916626, + "acc": 64.87, + "time": 101.69373398204334, + "param": [ + { + "p": 0.31261149048805237, + "m": 1.0 + }, + { + "p": 0.0313873365521431, + "m": 1.0 + }, + { + "p": 0.08791346848011017, + "m": 1.0 + }, + { + "p": 0.03043576143682003, + "m": 1.0 + }, + { + "p": 0.023177098482847214, + "m": 1.0 + }, + { + "p": 0.029495567083358765, + "m": 1.0 + }, + { + "p": 0.05780334025621414, + "m": 1.0 + }, + { + "p": 0.05499933660030365, + "m": 1.0 + }, + { + "p": 0.04224874824285507, + "m": 1.0 + }, + { + "p": 0.07004287838935852, + "m": 1.0 + }, + { + "p": 0.04424062371253967, + "m": 1.0 + }, + { + "p": 0.12233462929725647, + "m": 1.0 + }, + { + "p": 0.08807303756475449, + "m": 1.0 + }, + { + "p": 0.00523668248206377, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.0806270837783813, + "val_loss": 0.9749326705932617, + "acc": 65.8, + "time": 115.37549370108172, + "param": [ + { + "p": 0.2669675350189209, + "m": 1.0 + }, + { + "p": 0.023509066551923752, + "m": 1.0 + }, + { + "p": 0.0926968976855278, + "m": 1.0 + }, + { + "p": 0.04393208026885986, + "m": 1.0 + }, + { + "p": 0.016075806692242622, + "m": 1.0 + }, + { + "p": 0.03466864302754402, + "m": 1.0 + }, + { + "p": 0.06052407622337341, + "m": 1.0 + }, + { + "p": 0.06376994401216507, + "m": 1.0 + }, + { + "p": 0.06478437036275864, + "m": 1.0 + }, + { + "p": 0.07152947783470154, + "m": 1.0 + }, + { + "p": 0.05114498361945152, + "m": 1.0 + }, + { + "p": 0.11940252035856247, + "m": 1.0 + }, + { + "p": 0.08496707677841187, + "m": 1.0 + }, + { + "p": 0.006027556955814362, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.3792778253555298, + "val_loss": 0.9721483588218689, + "acc": 65.67, + "time": 115.63663660385646, + "param": [ + { + "p": 0.2437882125377655, + "m": 1.0 + }, + { + "p": 0.01638239435851574, + "m": 1.0 + }, + { + "p": 0.09647080302238464, + "m": 1.0 + }, + { + "p": 0.051457762718200684, + "m": 1.0 + }, + { + "p": 0.005000749137252569, + "m": 1.0 + }, + { + "p": 0.040817853063344955, + "m": 1.0 + }, + { + "p": 0.07230730354785919, + "m": 1.0 + }, + { + "p": 0.052298929542303085, + "m": 1.0 + }, + { + "p": 0.08244124054908752, + "m": 1.0 + }, + { + "p": 0.06648239493370056, + "m": 1.0 + }, + { + "p": 0.0617048479616642, + "m": 1.0 + }, + { + "p": 0.11399368941783905, + "m": 1.0 + }, + { + "p": 0.09648390859365463, + "m": 1.0 + }, + { + "p": 0.0003698786022141576, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.2074129581451416, + "val_loss": 0.9525850415229797, + "acc": 66.07, + "time": 101.57803221093491, + "param": [ + { + "p": 0.2314777672290802, + "m": 1.0 + }, + { + "p": 0.012876440770924091, + "m": 1.0 + }, + { + "p": 0.0975450947880745, + "m": 1.0 + }, + { + "p": 0.048612188547849655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.043956246227025986, + "m": 1.0 + }, + { + "p": 0.07519994676113129, + "m": 1.0 + }, + { + "p": 0.055220067501068115, + "m": 1.0 + }, + { + "p": 0.08555446565151215, + "m": 1.0 + }, + { + "p": 0.06396087259054184, + "m": 1.0 + }, + { + "p": 0.07158652693033218, + "m": 1.0 + }, + { + "p": 0.11317231506109238, + "m": 1.0 + }, + { + "p": 0.1008380725979805, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.1553020477294922, + "val_loss": 0.9434886574745178, + "acc": 66.72, + "time": 105.79494458809495, + "param": [ + { + "p": 0.2278468757867813, + "m": 1.0 + }, + { + "p": 0.004532031714916229, + "m": 1.0 + }, + { + "p": 0.10779072344303131, + "m": 1.0 + }, + { + "p": 0.03946169093251228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03726910427212715, + "m": 1.0 + }, + { + "p": 0.07713846117258072, + "m": 1.0 + }, + { + "p": 0.046796124428510666, + "m": 1.0 + }, + { + "p": 0.09004850685596466, + "m": 1.0 + }, + { + "p": 0.06813403964042664, + "m": 1.0 + }, + { + "p": 0.08725614845752716, + "m": 1.0 + }, + { + "p": 0.1092606857419014, + "m": 1.0 + }, + { + "p": 0.096515953540802, + "m": 1.0 + }, + { + "p": 0.007949684746563435, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.119672417640686, + "val_loss": 1.0509412288665771, + "acc": 65.08, + "time": 112.01262810989283, + "param": [ + { + "p": 0.2591802477836609, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13209901750087738, + "m": 1.0 + }, + { + "p": 0.00938578974455595, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02616562880575657, + "m": 1.0 + }, + { + "p": 0.07824010401964188, + "m": 1.0 + }, + { + "p": 0.022196156904101372, + "m": 1.0 + }, + { + "p": 0.09108056128025055, + "m": 1.0 + }, + { + "p": 0.06344839185476303, + "m": 1.0 + }, + { + "p": 0.10276256501674652, + "m": 1.0 + }, + { + "p": 0.11527535319328308, + "m": 1.0 + }, + { + "p": 0.1001662015914917, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.204431176185608, + "val_loss": 1.0098326206207275, + "acc": 67.01, + "time": 103.0533679870423, + "param": [ + { + "p": 0.29282569885253906, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1602242887020111, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0026025481056421995, + "m": 1.0 + }, + { + "p": 0.08696873486042023, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09174985438585281, + "m": 1.0 + }, + { + "p": 0.04286272078752518, + "m": 1.0 + }, + { + "p": 0.10253103822469711, + "m": 1.0 + }, + { + "p": 0.11529918760061264, + "m": 1.0 + }, + { + "p": 0.10493588447570801, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.528133511543274, + "val_loss": 1.0865620374679565, + "acc": 65.43, + "time": 110.38915583700873, + "param": [ + { + "p": 0.3026348650455475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16996324062347412, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0004984377301298082, + "m": 1.0 + }, + { + "p": 0.09630855172872543, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08901207149028778, + "m": 1.0 + }, + { + "p": 0.028045082464814186, + "m": 1.0 + }, + { + "p": 0.09379353374242783, + "m": 1.0 + }, + { + "p": 0.11724762618541718, + "m": 1.0 + }, + { + "p": 0.10249655693769455, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.4003630876541138, + "val_loss": 1.0301275253295898, + "acc": 64.97, + "time": 111.07143796910532, + "param": [ + { + "p": 0.30665159225463867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18025743961334229, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0895811915397644, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09297195822000504, + "m": 1.0 + }, + { + "p": 0.013763010501861572, + "m": 1.0 + }, + { + "p": 0.08768745511770248, + "m": 1.0 + }, + { + "p": 0.12035894393920898, + "m": 1.0 + }, + { + "p": 0.10872839391231537, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.0234447717666626, + "val_loss": 0.9893096089363098, + "acc": 67.82, + "time": 101.79325730493292, + "param": [ + { + "p": 0.3089084029197693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19466906785964966, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09801912307739258, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09558369964361191, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07832356542348862, + "m": 1.0 + }, + { + "p": 0.11691693216562271, + "m": 1.0 + }, + { + "p": 0.10757922381162643, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.047011375427246, + "val_loss": 0.9356786012649536, + "acc": 65.67, + "time": 102.04983597714454, + "param": [ + { + "p": 0.3105108141899109, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20396165549755096, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10431075096130371, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08948462456464767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07123757898807526, + "m": 1.0 + }, + { + "p": 0.11070163547992706, + "m": 1.0 + }, + { + "p": 0.10979297757148743, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 0.8911400437355042, + "val_loss": 0.886888861656189, + "acc": 66.46, + "time": 110.74909946112894, + "param": [ + { + "p": 0.32062190771102905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20759887993335724, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10990792512893677, + "m": 1.0 + }, + { + "p": 0.00268346955999732, + "m": 1.0 + }, + { + "p": 0.08695197850465775, + "m": 1.0 + }, + { + "p": 0.0005186654743738472, + "m": 1.0 + }, + { + "p": 0.06605293601751328, + "m": 1.0 + }, + { + "p": 0.10125389695167542, + "m": 1.0 + }, + { + "p": 0.10441040247678757, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.2891556024551392, + "val_loss": 0.9895945191383362, + "acc": 68.11, + "time": 101.61975419707596, + "param": [ + { + "p": 0.3056793212890625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19706498086452484, + "m": 1.0 + }, + { + "p": 0.0025717467069625854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0027880652341991663, + "m": 1.0 + }, + { + "p": 0.11082805693149567, + "m": 1.0 + }, + { + "p": 0.014491019770503044, + "m": 1.0 + }, + { + "p": 0.08974859863519669, + "m": 1.0 + }, + { + "p": 0.006613719742745161, + "m": 1.0 + }, + { + "p": 0.06461188197135925, + "m": 1.0 + }, + { + "p": 0.09310348331928253, + "m": 1.0 + }, + { + "p": 0.11249914020299911, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.2673660516738892, + "val_loss": 0.8345551490783691, + "acc": 68.28, + "time": 101.8454913450405, + "param": [ + { + "p": 0.3019804358482361, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2031896412372589, + "m": 1.0 + }, + { + "p": 0.0002171762171201408, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10943715274333954, + "m": 1.0 + }, + { + "p": 0.009121068753302097, + "m": 1.0 + }, + { + "p": 0.09727738797664642, + "m": 1.0 + }, + { + "p": 0.014386775903403759, + "m": 1.0 + }, + { + "p": 0.04816759005188942, + "m": 1.0 + }, + { + "p": 0.08862453699111938, + "m": 1.0 + }, + { + "p": 0.12759828567504883, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.2967420816421509, + "val_loss": 1.0646440982818604, + "acc": 67.27, + "time": 112.62900468101725, + "param": [ + { + "p": 0.3333888053894043, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20952832698822021, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1089492067694664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0940387025475502, + "m": 1.0 + }, + { + "p": 0.01710587926208973, + "m": 1.0 + }, + { + "p": 0.02098538912832737, + "m": 1.0 + }, + { + "p": 0.08324775099754333, + "m": 1.0 + }, + { + "p": 0.13275592029094696, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.2044802904129028, + "val_loss": 1.0042659044265747, + "acc": 67.1, + "time": 103.53995019802824, + "param": [ + { + "p": 0.3370780348777771, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2103898972272873, + "m": 1.0 + }, + { + "p": 0.0012439455604180694, + "m": 1.0 + }, + { + "p": 0.006798034533858299, + "m": 1.0 + }, + { + "p": 0.0005064893048256636, + "m": 1.0 + }, + { + "p": 0.10619697719812393, + "m": 1.0 + }, + { + "p": 0.004962428938597441, + "m": 1.0 + }, + { + "p": 0.09017064422369003, + "m": 1.0 + }, + { + "p": 0.022062256932258606, + "m": 1.0 + }, + { + "p": 0.002741365460678935, + "m": 1.0 + }, + { + "p": 0.08573254942893982, + "m": 1.0 + }, + { + "p": 0.13209448754787445, + "m": 1.0 + }, + { + "p": 2.2915353838470764e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 0.9098723530769348, + "val_loss": 0.9337274432182312, + "acc": 67.64, + "time": 114.40484415483661, + "param": [ + { + "p": 0.32864809036254883, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20931951701641083, + "m": 1.0 + }, + { + "p": 0.0024183858186006546, + "m": 1.0 + }, + { + "p": 0.019630419090390205, + "m": 1.0 + }, + { + "p": 0.0026493179611861706, + "m": 1.0 + }, + { + "p": 0.09437340497970581, + "m": 1.0 + }, + { + "p": 0.015372850000858307, + "m": 1.0 + }, + { + "p": 0.08669418096542358, + "m": 1.0 + }, + { + "p": 0.025132406502962112, + "m": 1.0 + }, + { + "p": 0.004259471315890551, + "m": 1.0 + }, + { + "p": 0.07880525290966034, + "m": 1.0 + }, + { + "p": 0.1310141384601593, + "m": 1.0 + }, + { + "p": 0.0016824807971715927, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.1459881067276, + "val_loss": 0.9370701313018799, + "acc": 67.57, + "time": 111.59638784499839, + "param": [ + { + "p": 0.31075575947761536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2044227123260498, + "m": 1.0 + }, + { + "p": 0.004301400389522314, + "m": 1.0 + }, + { + "p": 0.032645899802446365, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08769509941339493, + "m": 1.0 + }, + { + "p": 0.026746587827801704, + "m": 1.0 + }, + { + "p": 0.08161064982414246, + "m": 1.0 + }, + { + "p": 0.03851449117064476, + "m": 1.0 + }, + { + "p": 0.014416174963116646, + "m": 1.0 + }, + { + "p": 0.06501507014036179, + "m": 1.0 + }, + { + "p": 0.13364946842193604, + "m": 1.0 + }, + { + "p": 0.00022677685774397105, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 0.9034457206726074, + "val_loss": 0.9857858419418335, + "acc": 67.59, + "time": 102.6828207760118, + "param": [ + { + "p": 0.3172338604927063, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2065882682800293, + "m": 1.0 + }, + { + "p": 0.005245070904493332, + "m": 1.0 + }, + { + "p": 0.036951906979084015, + "m": 1.0 + }, + { + "p": 2.9940836611785926e-05, + "m": 1.0 + }, + { + "p": 0.08391076326370239, + "m": 1.0 + }, + { + "p": 0.02708713337779045, + "m": 1.0 + }, + { + "p": 0.07502508908510208, + "m": 1.0 + }, + { + "p": 0.03581086918711662, + "m": 1.0 + }, + { + "p": 0.015229318290948868, + "m": 1.0 + }, + { + "p": 0.05658615753054619, + "m": 1.0 + }, + { + "p": 0.14030160009860992, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.0489823818206787, + "val_loss": 0.8442931175231934, + "acc": 68.53, + "time": 102.12174148811027, + "param": [ + { + "p": 0.3192603588104248, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20561149716377258, + "m": 1.0 + }, + { + "p": 0.006367428693920374, + "m": 1.0 + }, + { + "p": 0.04469018429517746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07476069033145905, + "m": 1.0 + }, + { + "p": 0.030763372778892517, + "m": 1.0 + }, + { + "p": 0.060534365475177765, + "m": 1.0 + }, + { + "p": 0.03543392941355705, + "m": 1.0 + }, + { + "p": 0.012738010846078396, + "m": 1.0 + }, + { + "p": 0.05655331909656525, + "m": 1.0 + }, + { + "p": 0.1532869040966034, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.0314887762069702, + "val_loss": 0.8470980525016785, + "acc": 68.17, + "time": 102.51015256089158, + "param": [ + { + "p": 0.31674909591674805, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21081115305423737, + "m": 1.0 + }, + { + "p": 0.002887987531721592, + "m": 1.0 + }, + { + "p": 0.040998686105012894, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06367722153663635, + "m": 1.0 + }, + { + "p": 0.03659381717443466, + "m": 1.0 + }, + { + "p": 0.05559355020523071, + "m": 1.0 + }, + { + "p": 0.044146232306957245, + "m": 1.0 + }, + { + "p": 0.015877438709139824, + "m": 1.0 + }, + { + "p": 0.04889623075723648, + "m": 1.0 + }, + { + "p": 0.16376858949661255, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.2041021585464478, + "val_loss": 0.8289611339569092, + "acc": 68.59, + "time": 104.48517820099369, + "param": [ + { + "p": 0.32469701766967773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21829454600811005, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.034053683280944824, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05966125801205635, + "m": 1.0 + }, + { + "p": 0.03799201175570488, + "m": 1.0 + }, + { + "p": 0.04574449360370636, + "m": 1.0 + }, + { + "p": 0.04975299537181854, + "m": 1.0 + }, + { + "p": 0.022611744701862335, + "m": 1.0 + }, + { + "p": 0.03625622019171715, + "m": 1.0 + }, + { + "p": 0.17093603312969208, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.120039939880371, + "val_loss": 0.8651496171951294, + "acc": 68.76, + "time": 111.74239154788665, + "param": [ + { + "p": 0.3395286500453949, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21779628098011017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02017930895090103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06450020521879196, + "m": 1.0 + }, + { + "p": 0.036544159054756165, + "m": 1.0 + }, + { + "p": 0.04485392943024635, + "m": 1.0 + }, + { + "p": 0.04615335911512375, + "m": 1.0 + }, + { + "p": 0.01387308444827795, + "m": 1.0 + }, + { + "p": 0.03345832973718643, + "m": 1.0 + }, + { + "p": 0.18311281502246857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.1123043298721313, + "val_loss": 0.8734208345413208, + "acc": 69.0, + "time": 107.77484193700366, + "param": [ + { + "p": 0.36634501814842224, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2304776906967163, + "m": 1.0 + }, + { + "p": 0.0017942431150004268, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07003549486398697, + "m": 1.0 + }, + { + "p": 0.022485841065645218, + "m": 1.0 + }, + { + "p": 0.048952363431453705, + "m": 1.0 + }, + { + "p": 0.033781278878450394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03301110491156578, + "m": 1.0 + }, + { + "p": 0.1931169331073761, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.1140823364257812, + "val_loss": 0.9558725953102112, + "acc": 68.27, + "time": 118.24523955304176, + "param": [ + { + "p": 0.32509100437164307, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21009039878845215, + "m": 1.0 + }, + { + "p": 0.013415554538369179, + "m": 1.0 + }, + { + "p": 0.007387304212898016, + "m": 1.0 + }, + { + "p": 0.007249780464917421, + "m": 1.0 + }, + { + "p": 0.08286654204130173, + "m": 1.0 + }, + { + "p": 0.042172644287347794, + "m": 1.0 + }, + { + "p": 0.057466164231300354, + "m": 1.0 + }, + { + "p": 0.030732382088899612, + "m": 1.0 + }, + { + "p": 0.010058226995170116, + "m": 1.0 + }, + { + "p": 0.0328914150595665, + "m": 1.0 + }, + { + "p": 0.18057861924171448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.0725195407867432, + "val_loss": 0.8696770071983337, + "acc": 69.04, + "time": 104.52328442502767, + "param": [ + { + "p": 0.35163524746894836, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22383099794387817, + "m": 1.0 + }, + { + "p": 0.010542702861130238, + "m": 1.0 + }, + { + "p": 0.005301689729094505, + "m": 1.0 + }, + { + "p": 0.00505416514351964, + "m": 1.0 + }, + { + "p": 0.10516749322414398, + "m": 1.0 + }, + { + "p": 0.02790185995399952, + "m": 1.0 + }, + { + "p": 0.054889146238565445, + "m": 1.0 + }, + { + "p": 0.005520130041986704, + "m": 1.0 + }, + { + "p": 0.006223563104867935, + "m": 1.0 + }, + { + "p": 0.020087340846657753, + "m": 1.0 + }, + { + "p": 0.18384575843811035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.1915080547332764, + "val_loss": 0.9086875319480896, + "acc": 68.83, + "time": 104.6855892939493, + "param": [ + { + "p": 0.35631462931632996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23024877905845642, + "m": 1.0 + }, + { + "p": 0.008044993504881859, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01902192085981369, + "m": 1.0 + }, + { + "p": 0.11547908931970596, + "m": 1.0 + }, + { + "p": 0.010130138136446476, + "m": 1.0 + }, + { + "p": 0.050907235592603683, + "m": 1.0 + }, + { + "p": 0.0003082737675867975, + "m": 1.0 + }, + { + "p": 0.009152126498520374, + "m": 1.0 + }, + { + "p": 0.022866085171699524, + "m": 1.0 + }, + { + "p": 0.1774578094482422, + "m": 1.0 + }, + { + "p": 6.891053635627031e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 0.8442217707633972, + "val_loss": 0.9208831787109375, + "acc": 68.47, + "time": 103.3884707679972, + "param": [ + { + "p": 0.3839850425720215, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2501544654369354, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009275356424041092, + "m": 1.0 + }, + { + "p": 0.00361881242133677, + "m": 1.0 + }, + { + "p": 0.11717506498098373, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04459476098418236, + "m": 1.0 + }, + { + "p": 0.0008939761319197714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019782988354563713, + "m": 1.0 + }, + { + "p": 0.17865212261676788, + "m": 1.0 + }, + { + "p": 0.00021528764045797288, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.3890024423599243, + "val_loss": 1.000373363494873, + "acc": 68.73, + "time": 102.21241938811727, + "param": [ + { + "p": 0.38339129090309143, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25018635392189026, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00769647303968668, + "m": 1.0 + }, + { + "p": 0.0012960038147866726, + "m": 1.0 + }, + { + "p": 0.11472860723733902, + "m": 1.0 + }, + { + "p": 0.0028156726621091366, + "m": 1.0 + }, + { + "p": 0.04438621550798416, + "m": 1.0 + }, + { + "p": 0.0022225372958928347, + "m": 1.0 + }, + { + "p": 7.302700396394357e-05, + "m": 1.0 + }, + { + "p": 0.023093873634934425, + "m": 1.0 + }, + { + "p": 0.16966447234153748, + "m": 1.0 + }, + { + "p": 0.0004454488807823509, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.1070139408111572, + "val_loss": 0.9758729934692383, + "acc": 68.95, + "time": 101.97326810914092, + "param": [ + { + "p": 0.3934921622276306, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24985645711421967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018212366849184036, + "m": 1.0 + }, + { + "p": 0.0023779929615557194, + "m": 1.0 + }, + { + "p": 0.11787808686494827, + "m": 1.0 + }, + { + "p": 0.0006659126956947148, + "m": 1.0 + }, + { + "p": 0.03193949535489082, + "m": 1.0 + }, + { + "p": 0.00783479306846857, + "m": 1.0 + }, + { + "p": 0.0036742647644132376, + "m": 1.0 + }, + { + "p": 0.01764473132789135, + "m": 1.0 + }, + { + "p": 0.1564236581325531, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.2628737688064575, + "val_loss": 0.8585654497146606, + "acc": 69.95, + "time": 110.36770839500241, + "param": [ + { + "p": 0.36985868215560913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22883105278015137, + "m": 1.0 + }, + { + "p": 0.0021347214933484793, + "m": 1.0 + }, + { + "p": 0.022100061178207397, + "m": 1.0 + }, + { + "p": 0.02322293445467949, + "m": 1.0 + }, + { + "p": 0.11095943301916122, + "m": 1.0 + }, + { + "p": 0.007091552019119263, + "m": 1.0 + }, + { + "p": 0.033040497452020645, + "m": 1.0 + }, + { + "p": 0.01670410856604576, + "m": 1.0 + }, + { + "p": 0.022314805537462234, + "m": 1.0 + }, + { + "p": 0.023417169228196144, + "m": 1.0 + }, + { + "p": 0.13997602462768555, + "m": 1.0 + }, + { + "p": 0.00034900291939266026, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 0.9963981509208679, + "val_loss": 0.8827671408653259, + "acc": 69.83, + "time": 103.89551017596386, + "param": [ + { + "p": 0.3563573360443115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22278226912021637, + "m": 1.0 + }, + { + "p": 0.003160300198942423, + "m": 1.0 + }, + { + "p": 0.01854667440056801, + "m": 1.0 + }, + { + "p": 0.03616185113787651, + "m": 1.0 + }, + { + "p": 0.10032480955123901, + "m": 1.0 + }, + { + "p": 0.009404643438756466, + "m": 1.0 + }, + { + "p": 0.02890515699982643, + "m": 1.0 + }, + { + "p": 0.020555369555950165, + "m": 1.0 + }, + { + "p": 0.03472377732396126, + "m": 1.0 + }, + { + "p": 0.031854476779699326, + "m": 1.0 + }, + { + "p": 0.1340358853340149, + "m": 1.0 + }, + { + "p": 0.0031874515116214752, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.2575539350509644, + "val_loss": 0.9045630097389221, + "acc": 68.84, + "time": 103.84574650903232, + "param": [ + { + "p": 0.386262983083725, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24206091463565826, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006962242536246777, + "m": 1.0 + }, + { + "p": 0.03256991133093834, + "m": 1.0 + }, + { + "p": 0.09548259526491165, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014195225201547146, + "m": 1.0 + }, + { + "p": 0.02412942238152027, + "m": 1.0 + }, + { + "p": 0.02365233190357685, + "m": 1.0 + }, + { + "p": 0.0329706110060215, + "m": 1.0 + }, + { + "p": 0.14100754261016846, + "m": 1.0 + }, + { + "p": 0.0007062521181069314, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.1700189113616943, + "val_loss": 0.8188474178314209, + "acc": 68.89, + "time": 107.34068840206601, + "param": [ + { + "p": 0.4082455039024353, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2645597755908966, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01830432377755642, + "m": 1.0 + }, + { + "p": 0.09419382363557816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026941733434796333, + "m": 1.0 + }, + { + "p": 0.008222810924053192, + "m": 1.0 + }, + { + "p": 0.03373795375227928, + "m": 1.0 + }, + { + "p": 0.14520230889320374, + "m": 1.0 + }, + { + "p": 0.0005918581737205386, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 0.9747311472892761, + "val_loss": 0.7789502739906311, + "acc": 70.53, + "time": 101.27043773280457, + "param": [ + { + "p": 0.4227440357208252, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2854440212249756, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0006600449560210109, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08242104947566986, + "m": 1.0 + }, + { + "p": 0.0008440684177912772, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022396434098482132, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04109398275613785, + "m": 1.0 + }, + { + "p": 0.14416484534740448, + "m": 1.0 + }, + { + "p": 0.00023155534290708601, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.469939947128296, + "val_loss": 0.7945461273193359, + "acc": 69.43, + "time": 101.85222192504443, + "param": [ + { + "p": 0.42434653639793396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2917637526988983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06505518406629562, + "m": 1.0 + }, + { + "p": 0.003732366021722555, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01969338394701481, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.056132469326257706, + "m": 1.0 + }, + { + "p": 0.13927631080150604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.1171602010726929, + "val_loss": 0.7944775223731995, + "acc": 69.73, + "time": 109.54919839091599, + "param": [ + { + "p": 0.4595353305339813, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3078480064868927, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026527777314186096, + "m": 1.0 + }, + { + "p": 0.0007894724258221686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008151926100254059, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06012585386633873, + "m": 1.0 + }, + { + "p": 0.13702157139778137, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.8695886135101318, + "val_loss": 0.8839518427848816, + "acc": 70.34, + "time": 113.22636640910059, + "param": [ + { + "p": 0.4694271981716156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30780911445617676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0007685009622946382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015256062150001526, + "m": 1.0 + }, + { + "p": 0.0015129827661439776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008512577973306179, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.054065972566604614, + "m": 1.0 + }, + { + "p": 0.14264754951000214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.0238882303237915, + "val_loss": 0.9953387379646301, + "acc": 67.81, + "time": 104.33877635607496, + "param": [ + { + "p": 0.4626712501049042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.299780935049057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006856289692223072, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01156602706760168, + "m": 1.0 + }, + { + "p": 9.735544153954834e-05, + "m": 1.0 + }, + { + "p": 0.0017147860489785671, + "m": 1.0 + }, + { + "p": 0.015519934706389904, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05228593200445175, + "m": 1.0 + }, + { + "p": 0.14733396470546722, + "m": 1.0 + }, + { + "p": 0.0021734063047915697, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.9777546525001526, + "val_loss": 0.8527509570121765, + "acc": 70.36, + "time": 105.22694973112084, + "param": [ + { + "p": 0.42479589581489563, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.27709078788757324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014200437813997269, + "m": 1.0 + }, + { + "p": 0.0025700947735458612, + "m": 1.0 + }, + { + "p": 0.00674741854891181, + "m": 1.0 + }, + { + "p": 0.004827439785003662, + "m": 1.0 + }, + { + "p": 0.014866998419165611, + "m": 1.0 + }, + { + "p": 0.03518497198820114, + "m": 1.0 + }, + { + "p": 0.007015300914645195, + "m": 1.0 + }, + { + "p": 0.061895545572042465, + "m": 1.0 + }, + { + "p": 0.1505957841873169, + "m": 1.0 + }, + { + "p": 0.00020929590391460806, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 0.9399210810661316, + "val_loss": 0.8738988041877747, + "acc": 70.48, + "time": 118.11547221499495, + "param": [ + { + "p": 0.35572054982185364, + "m": 1.0 + }, + { + "p": 0.0029650914948433638, + "m": 1.0 + }, + { + "p": 0.24006453156471252, + "m": 1.0 + }, + { + "p": 0.012239144183695316, + "m": 1.0 + }, + { + "p": 0.013181249611079693, + "m": 1.0 + }, + { + "p": 0.01668752171099186, + "m": 1.0 + }, + { + "p": 0.014871145598590374, + "m": 1.0 + }, + { + "p": 0.0230304803699255, + "m": 1.0 + }, + { + "p": 0.025188615545630455, + "m": 1.0 + }, + { + "p": 0.043102361261844635, + "m": 1.0 + }, + { + "p": 0.024602821096777916, + "m": 1.0 + }, + { + "p": 0.06807832419872284, + "m": 1.0 + }, + { + "p": 0.13953867554664612, + "m": 1.0 + }, + { + "p": 0.020729539915919304, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.068832516670227, + "val_loss": 0.898491621017456, + "acc": 70.27, + "time": 112.48642913787626, + "param": [ + { + "p": 0.31229910254478455, + "m": 1.0 + }, + { + "p": 4.7330253437394276e-05, + "m": 1.0 + }, + { + "p": 0.21313469111919403, + "m": 1.0 + }, + { + "p": 0.017306966707110405, + "m": 1.0 + }, + { + "p": 0.0067024072632193565, + "m": 1.0 + }, + { + "p": 0.023290550336241722, + "m": 1.0 + }, + { + "p": 0.03331819549202919, + "m": 1.0 + }, + { + "p": 0.03281174227595329, + "m": 1.0 + }, + { + "p": 0.04041115939617157, + "m": 1.0 + }, + { + "p": 0.04523133859038353, + "m": 1.0 + }, + { + "p": 0.03638803958892822, + "m": 1.0 + }, + { + "p": 0.07703475654125214, + "m": 1.0 + }, + { + "p": 0.13713470101356506, + "m": 1.0 + }, + { + "p": 0.024889014661312103, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.0150426626205444, + "val_loss": 0.9021013379096985, + "acc": 69.8, + "time": 103.64465684280731, + "param": [ + { + "p": 0.28016898036003113, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1873258352279663, + "m": 1.0 + }, + { + "p": 0.02140243537724018, + "m": 1.0 + }, + { + "p": 0.003903164528310299, + "m": 1.0 + }, + { + "p": 0.022825509309768677, + "m": 1.0 + }, + { + "p": 0.043289657682180405, + "m": 1.0 + }, + { + "p": 0.041050780564546585, + "m": 1.0 + }, + { + "p": 0.050937093794345856, + "m": 1.0 + }, + { + "p": 0.04594681039452553, + "m": 1.0 + }, + { + "p": 0.05343181639909744, + "m": 1.0 + }, + { + "p": 0.08489211648702621, + "m": 1.0 + }, + { + "p": 0.14175045490264893, + "m": 1.0 + }, + { + "p": 0.02307531051337719, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.1202514171600342, + "val_loss": 0.8869596123695374, + "acc": 70.64, + "time": 104.02190011087805, + "param": [ + { + "p": 0.26282256841659546, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16902746260166168, + "m": 1.0 + }, + { + "p": 0.029673023149371147, + "m": 1.0 + }, + { + "p": 0.00012658603372983634, + "m": 1.0 + }, + { + "p": 0.016524769365787506, + "m": 1.0 + }, + { + "p": 0.05497802048921585, + "m": 1.0 + }, + { + "p": 0.044877924025058746, + "m": 1.0 + }, + { + "p": 0.0535699799656868, + "m": 1.0 + }, + { + "p": 0.05173732712864876, + "m": 1.0 + }, + { + "p": 0.06342972069978714, + "m": 1.0 + }, + { + "p": 0.09793488681316376, + "m": 1.0 + }, + { + "p": 0.133170485496521, + "m": 1.0 + }, + { + "p": 0.02212720550596714, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.9028139114379883, + "val_loss": 0.7860267162322998, + "acc": 71.32, + "time": 113.15156270097941, + "param": [ + { + "p": 0.23529715836048126, + "m": 1.0 + }, + { + "p": 0.0021730142179876566, + "m": 1.0 + }, + { + "p": 0.1503068208694458, + "m": 1.0 + }, + { + "p": 0.045419640839099884, + "m": 1.0 + }, + { + "p": 0.0010060661006718874, + "m": 1.0 + }, + { + "p": 0.0269300639629364, + "m": 1.0 + }, + { + "p": 0.05932451784610748, + "m": 1.0 + }, + { + "p": 0.045532096177339554, + "m": 1.0 + }, + { + "p": 0.05891662463545799, + "m": 1.0 + }, + { + "p": 0.06762897968292236, + "m": 1.0 + }, + { + "p": 0.06999602168798447, + "m": 1.0 + }, + { + "p": 0.08761463314294815, + "m": 1.0 + }, + { + "p": 0.1253737062215805, + "m": 1.0 + }, + { + "p": 0.024480639025568962, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.1516438722610474, + "val_loss": 0.8132818937301636, + "acc": 71.6, + "time": 103.02139004901983, + "param": [ + { + "p": 0.20978572964668274, + "m": 1.0 + }, + { + "p": 0.006800041999667883, + "m": 1.0 + }, + { + "p": 0.1343141496181488, + "m": 1.0 + }, + { + "p": 0.05008931830525398, + "m": 1.0 + }, + { + "p": 0.014223933219909668, + "m": 1.0 + }, + { + "p": 0.034801989793777466, + "m": 1.0 + }, + { + "p": 0.06462495028972626, + "m": 1.0 + }, + { + "p": 0.047584254294633865, + "m": 1.0 + }, + { + "p": 0.06548264622688293, + "m": 1.0 + }, + { + "p": 0.07249883562326431, + "m": 1.0 + }, + { + "p": 0.0713973417878151, + "m": 1.0 + }, + { + "p": 0.07929065823554993, + "m": 1.0 + }, + { + "p": 0.12553410232067108, + "m": 1.0 + }, + { + "p": 0.023571984842419624, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.2805901765823364, + "val_loss": 0.8442378640174866, + "acc": 71.7, + "time": 102.5037531198468, + "param": [ + { + "p": 0.20618920028209686, + "m": 1.0 + }, + { + "p": 0.0064747822470963, + "m": 1.0 + }, + { + "p": 0.1344110518693924, + "m": 1.0 + }, + { + "p": 0.04618016257882118, + "m": 1.0 + }, + { + "p": 0.015295940451323986, + "m": 1.0 + }, + { + "p": 0.030338428914546967, + "m": 1.0 + }, + { + "p": 0.06806463748216629, + "m": 1.0 + }, + { + "p": 0.04850047454237938, + "m": 1.0 + }, + { + "p": 0.07229048013687134, + "m": 1.0 + }, + { + "p": 0.07332118600606918, + "m": 1.0 + }, + { + "p": 0.06542488187551498, + "m": 1.0 + }, + { + "p": 0.08112850040197372, + "m": 1.0 + }, + { + "p": 0.13498611748218536, + "m": 1.0 + }, + { + "p": 0.017394134774804115, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.1047695875167847, + "val_loss": 0.8835291266441345, + "acc": 71.15, + "time": 103.45811273204163, + "param": [ + { + "p": 0.20414099097251892, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13476352393627167, + "m": 1.0 + }, + { + "p": 0.03843336179852486, + "m": 1.0 + }, + { + "p": 0.024296337738633156, + "m": 1.0 + }, + { + "p": 0.02857455238699913, + "m": 1.0 + }, + { + "p": 0.06715141236782074, + "m": 1.0 + }, + { + "p": 0.04979025572538376, + "m": 1.0 + }, + { + "p": 0.07057826966047287, + "m": 1.0 + }, + { + "p": 0.07691745460033417, + "m": 1.0 + }, + { + "p": 0.06390448659658432, + "m": 1.0 + }, + { + "p": 0.08255590498447418, + "m": 1.0 + }, + { + "p": 0.14642634987831116, + "m": 1.0 + }, + { + "p": 0.012467014603316784, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.1213427782058716, + "val_loss": 0.8785301446914673, + "acc": 70.88, + "time": 107.49350202688947, + "param": [ + { + "p": 0.2092856615781784, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13695566356182098, + "m": 1.0 + }, + { + "p": 0.028718501329421997, + "m": 1.0 + }, + { + "p": 0.046001922339200974, + "m": 1.0 + }, + { + "p": 0.030628137290477753, + "m": 1.0 + }, + { + "p": 0.046996522694826126, + "m": 1.0 + }, + { + "p": 0.043528202921152115, + "m": 1.0 + }, + { + "p": 0.07236696034669876, + "m": 1.0 + }, + { + "p": 0.07097017019987106, + "m": 1.0 + }, + { + "p": 0.07083305716514587, + "m": 1.0 + }, + { + "p": 0.0760575458407402, + "m": 1.0 + }, + { + "p": 0.15393029153347015, + "m": 1.0 + }, + { + "p": 0.01372729241847992, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.9787546396255493, + "val_loss": 0.8993036150932312, + "acc": 69.92, + "time": 111.31607796880417, + "param": [ + { + "p": 0.24001844227313995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1440412402153015, + "m": 1.0 + }, + { + "p": 0.012091158889234066, + "m": 1.0 + }, + { + "p": 0.05188576504588127, + "m": 1.0 + }, + { + "p": 0.009927043691277504, + "m": 1.0 + }, + { + "p": 0.038904376327991486, + "m": 1.0 + }, + { + "p": 0.03845631331205368, + "m": 1.0 + }, + { + "p": 0.07425185292959213, + "m": 1.0 + }, + { + "p": 0.07878232002258301, + "m": 1.0 + }, + { + "p": 0.07040335983037949, + "m": 1.0 + }, + { + "p": 0.06773976236581802, + "m": 1.0 + }, + { + "p": 0.17349840700626373, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.0135427713394165, + "val_loss": 0.8378060460090637, + "acc": 71.43, + "time": 114.97124959807843, + "param": [ + { + "p": 0.26963090896606445, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15490390360355377, + "m": 1.0 + }, + { + "p": 0.010422316379845142, + "m": 1.0 + }, + { + "p": 0.03047509305179119, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030110297724604607, + "m": 1.0 + }, + { + "p": 0.01602512039244175, + "m": 1.0 + }, + { + "p": 0.06639448553323746, + "m": 1.0 + }, + { + "p": 0.09806704521179199, + "m": 1.0 + }, + { + "p": 0.07494331151247025, + "m": 1.0 + }, + { + "p": 0.05983699485659599, + "m": 1.0 + }, + { + "p": 0.18919041752815247, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.1525548696517944, + "val_loss": 0.8231298327445984, + "acc": 70.71, + "time": 106.86849504779093, + "param": [ + { + "p": 0.2887505292892456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15898796916007996, + "m": 1.0 + }, + { + "p": 0.009838920086622238, + "m": 1.0 + }, + { + "p": 0.011811496689915657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02285245805978775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0664902850985527, + "m": 1.0 + }, + { + "p": 0.10940832644701004, + "m": 1.0 + }, + { + "p": 0.07531470060348511, + "m": 1.0 + }, + { + "p": 0.05772525072097778, + "m": 1.0 + }, + { + "p": 0.19310970604419708, + "m": 1.0 + }, + { + "p": 0.0057103512808680534, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.9433163404464722, + "val_loss": 0.731278121471405, + "acc": 71.46, + "time": 104.14230211498216, + "param": [ + { + "p": 0.27116915583610535, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15163783729076385, + "m": 1.0 + }, + { + "p": 0.005654101725667715, + "m": 1.0 + }, + { + "p": 0.007994156330823898, + "m": 1.0 + }, + { + "p": 0.00301874871365726, + "m": 1.0 + }, + { + "p": 0.02451658807694912, + "m": 1.0 + }, + { + "p": 0.0047548748552799225, + "m": 1.0 + }, + { + "p": 0.06814982742071152, + "m": 1.0 + }, + { + "p": 0.11746466904878616, + "m": 1.0 + }, + { + "p": 0.08736312389373779, + "m": 1.0 + }, + { + "p": 0.06437836587429047, + "m": 1.0 + }, + { + "p": 0.1790243685245514, + "m": 1.0 + }, + { + "p": 0.014874109998345375, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.1002014875411987, + "val_loss": 0.9085702300071716, + "acc": 71.4, + "time": 110.9779484658502, + "param": [ + { + "p": 0.25495079159736633, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1458742320537567, + "m": 1.0 + }, + { + "p": 0.010864758864045143, + "m": 1.0 + }, + { + "p": 0.004724217113107443, + "m": 1.0 + }, + { + "p": 0.016409365460276604, + "m": 1.0 + }, + { + "p": 0.026922833174467087, + "m": 1.0 + }, + { + "p": 0.006571217905730009, + "m": 1.0 + }, + { + "p": 0.06184998154640198, + "m": 1.0 + }, + { + "p": 0.12132476270198822, + "m": 1.0 + }, + { + "p": 0.0935002788901329, + "m": 1.0 + }, + { + "p": 0.05953352153301239, + "m": 1.0 + }, + { + "p": 0.1797342598438263, + "m": 1.0 + }, + { + "p": 0.01773969642817974, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.1345843076705933, + "val_loss": 0.8293163776397705, + "acc": 71.4, + "time": 102.91938827186823, + "param": [ + { + "p": 0.2627789378166199, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14548437297344208, + "m": 1.0 + }, + { + "p": 0.0047340779565274715, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024287760257720947, + "m": 1.0 + }, + { + "p": 0.018880058079957962, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.040584683418273926, + "m": 1.0 + }, + { + "p": 0.13255725800991058, + "m": 1.0 + }, + { + "p": 0.09773620218038559, + "m": 1.0 + }, + { + "p": 0.06026904657483101, + "m": 1.0 + }, + { + "p": 0.19324830174446106, + "m": 1.0 + }, + { + "p": 0.01943938434123993, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.9386670589447021, + "val_loss": 0.8220424652099609, + "acc": 71.18, + "time": 105.77715114387684, + "param": [ + { + "p": 0.3057260811328888, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1566111445426941, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0021495975088328123, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008136417716741562, + "m": 1.0 + }, + { + "p": 0.1402740478515625, + "m": 1.0 + }, + { + "p": 0.0985134020447731, + "m": 1.0 + }, + { + "p": 0.0561804473400116, + "m": 1.0 + }, + { + "p": 0.2260284572839737, + "m": 1.0 + }, + { + "p": 0.0063803731463849545, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.129238486289978, + "val_loss": 0.966032087802887, + "acc": 70.64, + "time": 116.84161937213503, + "param": [ + { + "p": 0.30998605489730835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1588708460330963, + "m": 1.0 + }, + { + "p": 0.002573226811364293, + "m": 1.0 + }, + { + "p": 0.009414583444595337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0010184186976402998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12849894165992737, + "m": 1.0 + }, + { + "p": 0.08947346359491348, + "m": 1.0 + }, + { + "p": 0.06024762988090515, + "m": 1.0 + }, + { + "p": 0.22979070246219635, + "m": 1.0 + }, + { + "p": 0.010126093402504921, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.1337401866912842, + "val_loss": 0.7496147155761719, + "acc": 71.42, + "time": 104.84874553512782, + "param": [ + { + "p": 0.27816107869148254, + "m": 1.0 + }, + { + "p": 0.005424485541880131, + "m": 1.0 + }, + { + "p": 0.13977788388729095, + "m": 1.0 + }, + { + "p": 0.02640726789832115, + "m": 1.0 + }, + { + "p": 0.02296510338783264, + "m": 1.0 + }, + { + "p": 0.00966688059270382, + "m": 1.0 + }, + { + "p": 0.0185465756803751, + "m": 1.0 + }, + { + "p": 0.005375433247536421, + "m": 1.0 + }, + { + "p": 0.002736477181315422, + "m": 1.0 + }, + { + "p": 0.11321470886468887, + "m": 1.0 + }, + { + "p": 0.08114021271467209, + "m": 1.0 + }, + { + "p": 0.05740172415971756, + "m": 1.0 + }, + { + "p": 0.21514637768268585, + "m": 1.0 + }, + { + "p": 0.024035805836319923, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.9652236700057983, + "val_loss": 0.9240226149559021, + "acc": 71.14, + "time": 114.80734727298841, + "param": [ + { + "p": 0.2714157998561859, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13008980453014374, + "m": 1.0 + }, + { + "p": 0.02695247158408165, + "m": 1.0 + }, + { + "p": 0.019154496490955353, + "m": 1.0 + }, + { + "p": 0.02235104702413082, + "m": 1.0 + }, + { + "p": 0.03322896361351013, + "m": 1.0 + }, + { + "p": 0.00652159983292222, + "m": 1.0 + }, + { + "p": 0.002173527143895626, + "m": 1.0 + }, + { + "p": 0.10316545516252518, + "m": 1.0 + }, + { + "p": 0.07521629333496094, + "m": 1.0 + }, + { + "p": 0.05762500315904617, + "m": 1.0 + }, + { + "p": 0.22555896639823914, + "m": 1.0 + }, + { + "p": 0.026546524837613106, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.0078476667404175, + "val_loss": 0.856753408908844, + "acc": 71.19, + "time": 117.67299447301775, + "param": [ + { + "p": 0.29585760831832886, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12876693904399872, + "m": 1.0 + }, + { + "p": 0.010303108021616936, + "m": 1.0 + }, + { + "p": 0.01111830584704876, + "m": 1.0 + }, + { + "p": 0.025617342442274094, + "m": 1.0 + }, + { + "p": 0.04019754007458687, + "m": 1.0 + }, + { + "p": 0.003353065811097622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08253172785043716, + "m": 1.0 + }, + { + "p": 0.06783457845449448, + "m": 1.0 + }, + { + "p": 0.06170867010951042, + "m": 1.0 + }, + { + "p": 0.2542817294597626, + "m": 1.0 + }, + { + "p": 0.018429359421133995, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.0141994953155518, + "val_loss": 0.7940961718559265, + "acc": 71.95, + "time": 116.39518894883804, + "param": [ + { + "p": 0.2815905511379242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12349226325750351, + "m": 1.0 + }, + { + "p": 0.001641103415749967, + "m": 1.0 + }, + { + "p": 0.010508857667446136, + "m": 1.0 + }, + { + "p": 0.030334731563925743, + "m": 1.0 + }, + { + "p": 0.05936340615153313, + "m": 1.0 + }, + { + "p": 0.014570317231118679, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06973638385534286, + "m": 1.0 + }, + { + "p": 0.05670718848705292, + "m": 1.0 + }, + { + "p": 0.07443614304065704, + "m": 1.0 + }, + { + "p": 0.24532224237918854, + "m": 1.0 + }, + { + "p": 0.032296840101480484, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.0809739828109741, + "val_loss": 0.8808648586273193, + "acc": 71.95, + "time": 101.67621093383059, + "param": [ + { + "p": 0.26245903968811035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11957115679979324, + "m": 1.0 + }, + { + "p": 0.0005177905550226569, + "m": 1.0 + }, + { + "p": 0.024055184796452522, + "m": 1.0 + }, + { + "p": 0.04643528535962105, + "m": 1.0 + }, + { + "p": 0.069380983710289, + "m": 1.0 + }, + { + "p": 0.019098958000540733, + "m": 1.0 + }, + { + "p": 0.0032460354268550873, + "m": 1.0 + }, + { + "p": 0.055678121745586395, + "m": 1.0 + }, + { + "p": 0.054209962487220764, + "m": 1.0 + }, + { + "p": 0.07872678339481354, + "m": 1.0 + }, + { + "p": 0.22655077278614044, + "m": 1.0 + }, + { + "p": 0.040069956332445145, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.9447355270385742, + "val_loss": 0.7494973540306091, + "acc": 72.42, + "time": 104.97294726409018, + "param": [ + { + "p": 0.2510222792625427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12585626542568207, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039071448147296906, + "m": 1.0 + }, + { + "p": 0.05611663684248924, + "m": 1.0 + }, + { + "p": 0.0706016793847084, + "m": 1.0 + }, + { + "p": 0.006663177162408829, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05130493640899658, + "m": 1.0 + }, + { + "p": 0.044859424233436584, + "m": 1.0 + }, + { + "p": 0.08345505595207214, + "m": 1.0 + }, + { + "p": 0.23073410987854004, + "m": 1.0 + }, + { + "p": 0.040315061807632446, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.2625713348388672, + "val_loss": 0.8031907677650452, + "acc": 71.78, + "time": 112.6515060949605, + "param": [ + { + "p": 0.2174588292837143, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12307589501142502, + "m": 1.0 + }, + { + "p": 0.01322861760854721, + "m": 1.0 + }, + { + "p": 0.041592612862586975, + "m": 1.0 + }, + { + "p": 0.06315086781978607, + "m": 1.0 + }, + { + "p": 0.07441937923431396, + "m": 1.0 + }, + { + "p": 0.01700803078711033, + "m": 1.0 + }, + { + "p": 0.002208363264799118, + "m": 1.0 + }, + { + "p": 0.058643683791160583, + "m": 1.0 + }, + { + "p": 0.05266941711306572, + "m": 1.0 + }, + { + "p": 0.08431015908718109, + "m": 1.0 + }, + { + "p": 0.214152991771698, + "m": 1.0 + }, + { + "p": 0.038081150501966476, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.0684930086135864, + "val_loss": 0.7942014336585999, + "acc": 72.45, + "time": 103.00526861194521, + "param": [ + { + "p": 0.1962585747241974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1213417574763298, + "m": 1.0 + }, + { + "p": 0.015127594582736492, + "m": 1.0 + }, + { + "p": 0.05139157921075821, + "m": 1.0 + }, + { + "p": 0.06538915634155273, + "m": 1.0 + }, + { + "p": 0.07360688596963882, + "m": 1.0 + }, + { + "p": 0.021558362990617752, + "m": 1.0 + }, + { + "p": 0.010937188751995564, + "m": 1.0 + }, + { + "p": 0.06348676234483719, + "m": 1.0 + }, + { + "p": 0.05250422656536102, + "m": 1.0 + }, + { + "p": 0.09097035974264145, + "m": 1.0 + }, + { + "p": 0.20820412039756775, + "m": 1.0 + }, + { + "p": 0.029223289340734482, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.2123619318008423, + "val_loss": 0.7835733890533447, + "acc": 71.69, + "time": 102.67505624797195, + "param": [ + { + "p": 0.18385443091392517, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12601764500141144, + "m": 1.0 + }, + { + "p": 0.018352022394537926, + "m": 1.0 + }, + { + "p": 0.06918054074048996, + "m": 1.0 + }, + { + "p": 0.07928325980901718, + "m": 1.0 + }, + { + "p": 0.06329482793807983, + "m": 1.0 + }, + { + "p": 0.009281760081648827, + "m": 1.0 + }, + { + "p": 0.013255682773888111, + "m": 1.0 + }, + { + "p": 0.05943785607814789, + "m": 1.0 + }, + { + "p": 0.0471038818359375, + "m": 1.0 + }, + { + "p": 0.09830382466316223, + "m": 1.0 + }, + { + "p": 0.2151876986026764, + "m": 1.0 + }, + { + "p": 0.01744660921394825, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.553251028060913, + "val_loss": 0.8793184161186218, + "acc": 73.18, + "time": 113.81485922588035, + "param": [ + { + "p": 0.18813635408878326, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.138330340385437, + "m": 1.0 + }, + { + "p": 0.009532404132187366, + "m": 1.0 + }, + { + "p": 0.08118277043104172, + "m": 1.0 + }, + { + "p": 0.09160302579402924, + "m": 1.0 + }, + { + "p": 0.060016922652721405, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011874127201735973, + "m": 1.0 + }, + { + "p": 0.04997682198882103, + "m": 1.0 + }, + { + "p": 0.03613492101430893, + "m": 1.0 + }, + { + "p": 0.09229676425457001, + "m": 1.0 + }, + { + "p": 0.24091549217700958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.9318440556526184, + "val_loss": 0.7880256772041321, + "acc": 71.49, + "time": 118.33252782607451, + "param": [ + { + "p": 0.1768372803926468, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1314074695110321, + "m": 1.0 + }, + { + "p": 0.007717772852629423, + "m": 1.0 + }, + { + "p": 0.08870996534824371, + "m": 1.0 + }, + { + "p": 0.09773654490709305, + "m": 1.0 + }, + { + "p": 0.0606418251991272, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.031998518854379654, + "m": 1.0 + }, + { + "p": 0.04864057898521423, + "m": 1.0 + }, + { + "p": 0.03133447468280792, + "m": 1.0 + }, + { + "p": 0.08645353466272354, + "m": 1.0 + }, + { + "p": 0.2315005362033844, + "m": 1.0 + }, + { + "p": 0.0070214890874922276, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.8734182715415955, + "val_loss": 0.7557297945022583, + "acc": 71.5, + "time": 106.66730123688467, + "param": [ + { + "p": 0.1760314553976059, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1270979940891266, + "m": 1.0 + }, + { + "p": 0.006878637708723545, + "m": 1.0 + }, + { + "p": 0.08577287942171097, + "m": 1.0 + }, + { + "p": 0.0976029485464096, + "m": 1.0 + }, + { + "p": 0.051573608070611954, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05919487401843071, + "m": 1.0 + }, + { + "p": 0.04419603943824768, + "m": 1.0 + }, + { + "p": 0.024655316025018692, + "m": 1.0 + }, + { + "p": 0.08470432460308075, + "m": 1.0 + }, + { + "p": 0.22195503115653992, + "m": 1.0 + }, + { + "p": 0.020336806774139404, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.4354082345962524, + "val_loss": 0.706144392490387, + "acc": 72.94, + "time": 102.58681400492787, + "param": [ + { + "p": 0.1662808209657669, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11970863491296768, + "m": 1.0 + }, + { + "p": 0.011081197299063206, + "m": 1.0 + }, + { + "p": 0.09190867841243744, + "m": 1.0 + }, + { + "p": 0.1016683429479599, + "m": 1.0 + }, + { + "p": 0.04002533480525017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06849861145019531, + "m": 1.0 + }, + { + "p": 0.04614280164241791, + "m": 1.0 + }, + { + "p": 0.011959388852119446, + "m": 1.0 + }, + { + "p": 0.08292131870985031, + "m": 1.0 + }, + { + "p": 0.2269003540277481, + "m": 1.0 + }, + { + "p": 0.032904502004384995, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.068511962890625, + "val_loss": 0.8272696137428284, + "acc": 71.47, + "time": 105.61785578704439, + "param": [ + { + "p": 0.14928732812404633, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10183952003717422, + "m": 1.0 + }, + { + "p": 0.01380359660834074, + "m": 1.0 + }, + { + "p": 0.08719450980424881, + "m": 1.0 + }, + { + "p": 0.10024669766426086, + "m": 1.0 + }, + { + "p": 0.03347422927618027, + "m": 1.0 + }, + { + "p": 0.01772173121571541, + "m": 1.0 + }, + { + "p": 0.07206792384386063, + "m": 1.0 + }, + { + "p": 0.05959477648139, + "m": 1.0 + }, + { + "p": 0.018722116947174072, + "m": 1.0 + }, + { + "p": 0.08639375120401382, + "m": 1.0 + }, + { + "p": 0.2161928415298462, + "m": 1.0 + }, + { + "p": 0.04346102103590965, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.052969217300415, + "val_loss": 0.7379306554794312, + "acc": 72.3, + "time": 110.96808823593892, + "param": [ + { + "p": 0.14621050655841827, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08954448997974396, + "m": 1.0 + }, + { + "p": 0.01395434606820345, + "m": 1.0 + }, + { + "p": 0.07720641046762466, + "m": 1.0 + }, + { + "p": 0.09314345568418503, + "m": 1.0 + }, + { + "p": 0.03825516253709793, + "m": 1.0 + }, + { + "p": 0.040654733777046204, + "m": 1.0 + }, + { + "p": 0.07380674034357071, + "m": 1.0 + }, + { + "p": 0.07428435981273651, + "m": 1.0 + }, + { + "p": 0.027408311143517494, + "m": 1.0 + }, + { + "p": 0.08546318858861923, + "m": 1.0 + }, + { + "p": 0.20661570131778717, + "m": 1.0 + }, + { + "p": 0.03345257416367531, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.022424578666687, + "val_loss": 0.9576396942138672, + "acc": 72.45, + "time": 104.22614312102087, + "param": [ + { + "p": 0.14258398115634918, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0897148922085762, + "m": 1.0 + }, + { + "p": 0.016586123034358025, + "m": 1.0 + }, + { + "p": 0.0676041767001152, + "m": 1.0 + }, + { + "p": 0.08409317582845688, + "m": 1.0 + }, + { + "p": 0.047076184302568436, + "m": 1.0 + }, + { + "p": 0.059601377695798874, + "m": 1.0 + }, + { + "p": 0.06868329644203186, + "m": 1.0 + }, + { + "p": 0.07791929692029953, + "m": 1.0 + }, + { + "p": 0.04484544321894646, + "m": 1.0 + }, + { + "p": 0.08765490353107452, + "m": 1.0 + }, + { + "p": 0.19379784166812897, + "m": 1.0 + }, + { + "p": 0.019839264452457428, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.0600618124008179, + "val_loss": 0.8372898101806641, + "acc": 73.17, + "time": 104.01848793914542, + "param": [ + { + "p": 0.15331962704658508, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1005304679274559, + "m": 1.0 + }, + { + "p": 0.01778528280556202, + "m": 1.0 + }, + { + "p": 0.054544366896152496, + "m": 1.0 + }, + { + "p": 0.08043000847101212, + "m": 1.0 + }, + { + "p": 0.045445576310157776, + "m": 1.0 + }, + { + "p": 0.07314219325780869, + "m": 1.0 + }, + { + "p": 0.054793331772089005, + "m": 1.0 + }, + { + "p": 0.07396400719881058, + "m": 1.0 + }, + { + "p": 0.03918730095028877, + "m": 1.0 + }, + { + "p": 0.0977357029914856, + "m": 1.0 + }, + { + "p": 0.2091221958398819, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.9684635996818542, + "val_loss": 0.7709420323371887, + "acc": 73.16, + "time": 101.06142177991569, + "param": [ + { + "p": 0.1637551486492157, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09282919019460678, + "m": 1.0 + }, + { + "p": 0.02516421303153038, + "m": 1.0 + }, + { + "p": 0.05656273663043976, + "m": 1.0 + }, + { + "p": 0.08494061976671219, + "m": 1.0 + }, + { + "p": 0.03996625542640686, + "m": 1.0 + }, + { + "p": 0.07821212708950043, + "m": 1.0 + }, + { + "p": 0.05240531265735626, + "m": 1.0 + }, + { + "p": 0.06378690898418427, + "m": 1.0 + }, + { + "p": 0.03793679550290108, + "m": 1.0 + }, + { + "p": 0.09948679804801941, + "m": 1.0 + }, + { + "p": 0.2049538493156433, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.9021607637405396, + "val_loss": 0.6936678886413574, + "acc": 72.97, + "time": 109.54523342684843, + "param": [ + { + "p": 0.15351369976997375, + "m": 1.0 + }, + { + "p": 9.853112715063617e-06, + "m": 1.0 + }, + { + "p": 0.08327250182628632, + "m": 1.0 + }, + { + "p": 0.029214156791567802, + "m": 1.0 + }, + { + "p": 0.058104656636714935, + "m": 1.0 + }, + { + "p": 0.07952885329723358, + "m": 1.0 + }, + { + "p": 0.05000444874167442, + "m": 1.0 + }, + { + "p": 0.0761399120092392, + "m": 1.0 + }, + { + "p": 0.06694250553846359, + "m": 1.0 + }, + { + "p": 0.059282246977090836, + "m": 1.0 + }, + { + "p": 0.05310681834816933, + "m": 1.0 + }, + { + "p": 0.08603613078594208, + "m": 1.0 + }, + { + "p": 0.19334852695465088, + "m": 1.0 + }, + { + "p": 0.01149565726518631, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.0823324918746948, + "val_loss": 0.6930223107337952, + "acc": 73.17, + "time": 111.09186337701976, + "param": [ + { + "p": 0.13558799028396606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07869270443916321, + "m": 1.0 + }, + { + "p": 0.027830464765429497, + "m": 1.0 + }, + { + "p": 0.06587088108062744, + "m": 1.0 + }, + { + "p": 0.07484807074069977, + "m": 1.0 + }, + { + "p": 0.04742436483502388, + "m": 1.0 + }, + { + "p": 0.06363038718700409, + "m": 1.0 + }, + { + "p": 0.09161031246185303, + "m": 1.0 + }, + { + "p": 0.0705433338880539, + "m": 1.0 + }, + { + "p": 0.06622462719678879, + "m": 1.0 + }, + { + "p": 0.07176697254180908, + "m": 1.0 + }, + { + "p": 0.19748546183109283, + "m": 1.0 + }, + { + "p": 0.008484394289553165, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.1048988103866577, + "val_loss": 0.73658287525177, + "acc": 73.13, + "time": 104.12065558810718, + "param": [ + { + "p": 0.1253117322921753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07270736992359161, + "m": 1.0 + }, + { + "p": 0.02029413916170597, + "m": 1.0 + }, + { + "p": 0.07874234020709991, + "m": 1.0 + }, + { + "p": 0.06922031193971634, + "m": 1.0 + }, + { + "p": 0.043119627982378006, + "m": 1.0 + }, + { + "p": 0.04885764420032501, + "m": 1.0 + }, + { + "p": 0.10914034396409988, + "m": 1.0 + }, + { + "p": 0.07723696529865265, + "m": 1.0 + }, + { + "p": 0.07989133149385452, + "m": 1.0 + }, + { + "p": 0.0649835541844368, + "m": 1.0 + }, + { + "p": 0.21049463748931885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.0089983940124512, + "val_loss": 0.7865313291549683, + "acc": 72.28, + "time": 104.90782329603098, + "param": [ + { + "p": 0.12068905681371689, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06410527974367142, + "m": 1.0 + }, + { + "p": 0.00023057016369421035, + "m": 1.0 + }, + { + "p": 0.08735965937376022, + "m": 1.0 + }, + { + "p": 0.05973565950989723, + "m": 1.0 + }, + { + "p": 0.04169119894504547, + "m": 1.0 + }, + { + "p": 0.030145959928631783, + "m": 1.0 + }, + { + "p": 0.1206013560295105, + "m": 1.0 + }, + { + "p": 0.08375371992588043, + "m": 1.0 + }, + { + "p": 0.08781105279922485, + "m": 1.0 + }, + { + "p": 0.06501752883195877, + "m": 1.0 + }, + { + "p": 0.23885898292064667, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.7818938493728638, + "val_loss": 0.7730706930160522, + "acc": 73.05, + "time": 111.19592492212541, + "param": [ + { + "p": 0.10981837660074234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07559838145971298, + "m": 1.0 + }, + { + "p": 0.001321352319791913, + "m": 1.0 + }, + { + "p": 0.08778772503137589, + "m": 1.0 + }, + { + "p": 0.05675255507230759, + "m": 1.0 + }, + { + "p": 0.043786559253931046, + "m": 1.0 + }, + { + "p": 0.018410373479127884, + "m": 1.0 + }, + { + "p": 0.12890660762786865, + "m": 1.0 + }, + { + "p": 0.08721479028463364, + "m": 1.0 + }, + { + "p": 0.07350084185600281, + "m": 1.0 + }, + { + "p": 0.07443346828222275, + "m": 1.0 + }, + { + "p": 0.24246899783611298, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.0650286674499512, + "val_loss": 0.7771477103233337, + "acc": 73.73, + "time": 103.51970820501447, + "param": [ + { + "p": 0.09654445201158524, + "m": 1.0 + }, + { + "p": 0.0004407149099279195, + "m": 1.0 + }, + { + "p": 0.0820748507976532, + "m": 1.0 + }, + { + "p": 0.01082749292254448, + "m": 1.0 + }, + { + "p": 0.07692674547433853, + "m": 1.0 + }, + { + "p": 0.06676553934812546, + "m": 1.0 + }, + { + "p": 0.03833848983049393, + "m": 1.0 + }, + { + "p": 0.010405889712274075, + "m": 1.0 + }, + { + "p": 0.12462194263935089, + "m": 1.0 + }, + { + "p": 0.08728815615177155, + "m": 1.0 + }, + { + "p": 0.07277704030275345, + "m": 1.0 + }, + { + "p": 0.09402375668287277, + "m": 1.0 + }, + { + "p": 0.23896493017673492, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.17386794090271, + "val_loss": 0.7571213841438293, + "acc": 72.14, + "time": 105.90275385184214, + "param": [ + { + "p": 0.09417230635881424, + "m": 1.0 + }, + { + "p": 0.007170557975769043, + "m": 1.0 + }, + { + "p": 0.09206495434045792, + "m": 1.0 + }, + { + "p": 0.009261379018425941, + "m": 1.0 + }, + { + "p": 0.06591024994850159, + "m": 1.0 + }, + { + "p": 0.07823140174150467, + "m": 1.0 + }, + { + "p": 0.03937191143631935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11545095592737198, + "m": 1.0 + }, + { + "p": 0.07421132177114487, + "m": 1.0 + }, + { + "p": 0.06845388561487198, + "m": 1.0 + }, + { + "p": 0.10499114543199539, + "m": 1.0 + }, + { + "p": 0.2467031329870224, + "m": 1.0 + }, + { + "p": 0.004006792791187763, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.9008062481880188, + "val_loss": 0.737317681312561, + "acc": 72.94, + "time": 115.55514302803203, + "param": [ + { + "p": 0.09480084478855133, + "m": 1.0 + }, + { + "p": 0.012070054188370705, + "m": 1.0 + }, + { + "p": 0.08764553815126419, + "m": 1.0 + }, + { + "p": 0.01958511397242546, + "m": 1.0 + }, + { + "p": 0.05750617757439613, + "m": 1.0 + }, + { + "p": 0.08283700793981552, + "m": 1.0 + }, + { + "p": 0.046136967837810516, + "m": 1.0 + }, + { + "p": 0.0005192959797568619, + "m": 1.0 + }, + { + "p": 0.10973965376615524, + "m": 1.0 + }, + { + "p": 0.07002685219049454, + "m": 1.0 + }, + { + "p": 0.05757109448313713, + "m": 1.0 + }, + { + "p": 0.10588408261537552, + "m": 1.0 + }, + { + "p": 0.23581187427043915, + "m": 1.0 + }, + { + "p": 0.01986547000706196, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.0339934825897217, + "val_loss": 0.818304717540741, + "acc": 71.57, + "time": 110.88822029903531, + "param": [ + { + "p": 0.0926528051495552, + "m": 1.0 + }, + { + "p": 0.0019686806481331587, + "m": 1.0 + }, + { + "p": 0.07250414043664932, + "m": 1.0 + }, + { + "p": 0.02550014667212963, + "m": 1.0 + }, + { + "p": 0.06372728943824768, + "m": 1.0 + }, + { + "p": 0.08815065026283264, + "m": 1.0 + }, + { + "p": 0.05110172927379608, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10527704656124115, + "m": 1.0 + }, + { + "p": 0.07639146596193314, + "m": 1.0 + }, + { + "p": 0.055576667189598083, + "m": 1.0 + }, + { + "p": 0.09840743988752365, + "m": 1.0 + }, + { + "p": 0.23553228378295898, + "m": 1.0 + }, + { + "p": 0.03320971876382828, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.9611732959747314, + "val_loss": 0.6887431144714355, + "acc": 73.38, + "time": 102.40196383488365, + "param": [ + { + "p": 0.10512775182723999, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06135635823011398, + "m": 1.0 + }, + { + "p": 0.03114255703985691, + "m": 1.0 + }, + { + "p": 0.06942634284496307, + "m": 1.0 + }, + { + "p": 0.08641277253627777, + "m": 1.0 + }, + { + "p": 0.056653425097465515, + "m": 1.0 + }, + { + "p": 0.0006496789865195751, + "m": 1.0 + }, + { + "p": 0.10036291927099228, + "m": 1.0 + }, + { + "p": 0.08488009870052338, + "m": 1.0 + }, + { + "p": 0.05856805667281151, + "m": 1.0 + }, + { + "p": 0.08692114800214767, + "m": 1.0 + }, + { + "p": 0.2198457419872284, + "m": 1.0 + }, + { + "p": 0.0386531800031662, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.8269885778427124, + "val_loss": 0.8549434542655945, + "acc": 73.21, + "time": 114.96392099000514, + "param": [ + { + "p": 0.11415623873472214, + "m": 1.0 + }, + { + "p": 0.0011161111760884523, + "m": 1.0 + }, + { + "p": 0.040252212435007095, + "m": 1.0 + }, + { + "p": 0.04120542109012604, + "m": 1.0 + }, + { + "p": 0.07350076735019684, + "m": 1.0 + }, + { + "p": 0.08717351406812668, + "m": 1.0 + }, + { + "p": 0.059027861803770065, + "m": 1.0 + }, + { + "p": 0.00500485161319375, + "m": 1.0 + }, + { + "p": 0.10348982363939285, + "m": 1.0 + }, + { + "p": 0.10248353332281113, + "m": 1.0 + }, + { + "p": 0.03733840584754944, + "m": 1.0 + }, + { + "p": 0.07767622917890549, + "m": 1.0 + }, + { + "p": 0.21767964959144592, + "m": 1.0 + }, + { + "p": 0.03989535942673683, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.1319783926010132, + "val_loss": 0.7852024435997009, + "acc": 72.02, + "time": 115.24955971096642, + "param": [ + { + "p": 0.10253270715475082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033103615045547485, + "m": 1.0 + }, + { + "p": 0.02647038921713829, + "m": 1.0 + }, + { + "p": 0.07129368185997009, + "m": 1.0 + }, + { + "p": 0.08781731128692627, + "m": 1.0 + }, + { + "p": 0.046806395053863525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10854247957468033, + "m": 1.0 + }, + { + "p": 0.12235081940889359, + "m": 1.0 + }, + { + "p": 0.031395792961120605, + "m": 1.0 + }, + { + "p": 0.0788433626294136, + "m": 1.0 + }, + { + "p": 0.24241375923156738, + "m": 1.0 + }, + { + "p": 0.048429716378450394, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.207900881767273, + "val_loss": 0.7114625573158264, + "acc": 72.53, + "time": 110.17320098704658, + "param": [ + { + "p": 0.09371130168437958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030909134075045586, + "m": 1.0 + }, + { + "p": 0.006850476376712322, + "m": 1.0 + }, + { + "p": 0.0806029662489891, + "m": 1.0 + }, + { + "p": 0.08971678465604782, + "m": 1.0 + }, + { + "p": 0.03518085181713104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1110842376947403, + "m": 1.0 + }, + { + "p": 0.13503436744213104, + "m": 1.0 + }, + { + "p": 0.027116676792502403, + "m": 1.0 + }, + { + "p": 0.08139944821596146, + "m": 1.0 + }, + { + "p": 0.2606157958507538, + "m": 1.0 + }, + { + "p": 0.04777796193957329, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.1284974813461304, + "val_loss": 0.8234341144561768, + "acc": 72.42, + "time": 118.323813151801, + "param": [ + { + "p": 0.09602218121290207, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.029859814792871475, + "m": 1.0 + }, + { + "p": 0.000385111226933077, + "m": 1.0 + }, + { + "p": 0.08867372572422028, + "m": 1.0 + }, + { + "p": 0.07958890497684479, + "m": 1.0 + }, + { + "p": 0.027785148471593857, + "m": 1.0 + }, + { + "p": 0.0006254691979847848, + "m": 1.0 + }, + { + "p": 0.1120651587843895, + "m": 1.0 + }, + { + "p": 0.1384279429912567, + "m": 1.0 + }, + { + "p": 0.016387810930609703, + "m": 1.0 + }, + { + "p": 0.08720366656780243, + "m": 1.0 + }, + { + "p": 0.279979407787323, + "m": 1.0 + }, + { + "p": 0.042995698750019073, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.0198478698730469, + "val_loss": 0.7014466524124146, + "acc": 73.4, + "time": 118.14232278591953, + "param": [ + { + "p": 0.08615227043628693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03927068039774895, + "m": 1.0 + }, + { + "p": 0.006332630291581154, + "m": 1.0 + }, + { + "p": 0.09397231787443161, + "m": 1.0 + }, + { + "p": 0.07682360708713531, + "m": 1.0 + }, + { + "p": 0.025949204340577126, + "m": 1.0 + }, + { + "p": 0.018259264528751373, + "m": 1.0 + }, + { + "p": 0.10261479765176773, + "m": 1.0 + }, + { + "p": 0.11835526674985886, + "m": 1.0 + }, + { + "p": 0.036955930292606354, + "m": 1.0 + }, + { + "p": 0.09517432004213333, + "m": 1.0 + }, + { + "p": 0.25262710452079773, + "m": 1.0 + }, + { + "p": 0.047512639313936234, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.1534790992736816, + "val_loss": 0.6541008353233337, + "acc": 73.76, + "time": 116.72028119908646, + "param": [ + { + "p": 0.08102033287286758, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06596700847148895, + "m": 1.0 + }, + { + "p": 0.011338965967297554, + "m": 1.0 + }, + { + "p": 0.07822784036397934, + "m": 1.0 + }, + { + "p": 0.07741379737854004, + "m": 1.0 + }, + { + "p": 0.024702759459614754, + "m": 1.0 + }, + { + "p": 0.043835218995809555, + "m": 1.0 + }, + { + "p": 0.09075824171304703, + "m": 1.0 + }, + { + "p": 0.10020806640386581, + "m": 1.0 + }, + { + "p": 0.06182992458343506, + "m": 1.0 + }, + { + "p": 0.09196643531322479, + "m": 1.0 + }, + { + "p": 0.2223074734210968, + "m": 1.0 + }, + { + "p": 0.05042384937405586, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.0994155406951904, + "val_loss": 0.8473643660545349, + "acc": 72.94, + "time": 117.37805702793412, + "param": [ + { + "p": 0.07069795578718185, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10159031301736832, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06228577718138695, + "m": 1.0 + }, + { + "p": 0.07365504652261734, + "m": 1.0 + }, + { + "p": 0.009740007109940052, + "m": 1.0 + }, + { + "p": 0.04191077500581741, + "m": 1.0 + }, + { + "p": 0.09635937958955765, + "m": 1.0 + }, + { + "p": 0.10518274456262589, + "m": 1.0 + }, + { + "p": 0.0715569481253624, + "m": 1.0 + }, + { + "p": 0.09176869690418243, + "m": 1.0 + }, + { + "p": 0.22850073873996735, + "m": 1.0 + }, + { + "p": 0.04675161466002464, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.9081118702888489, + "val_loss": 0.7150307893753052, + "acc": 73.16, + "time": 114.67409278289415, + "param": [ + { + "p": 0.06928305327892303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12644661962985992, + "m": 1.0 + }, + { + "p": 7.919241033960134e-05, + "m": 1.0 + }, + { + "p": 0.04821929335594177, + "m": 1.0 + }, + { + "p": 0.06629820168018341, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02121908962726593, + "m": 1.0 + }, + { + "p": 0.10266957432031631, + "m": 1.0 + }, + { + "p": 0.11014575511217117, + "m": 1.0 + }, + { + "p": 0.08128394931554794, + "m": 1.0 + }, + { + "p": 0.08243091404438019, + "m": 1.0 + }, + { + "p": 0.2410094439983368, + "m": 1.0 + }, + { + "p": 0.05091487988829613, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.9876317977905273, + "val_loss": 0.8555049896240234, + "acc": 73.78, + "time": 116.6932564128656, + "param": [ + { + "p": 0.07596798986196518, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13954035937786102, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03609367087483406, + "m": 1.0 + }, + { + "p": 0.05477937310934067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003948798403143883, + "m": 1.0 + }, + { + "p": 0.1027040034532547, + "m": 1.0 + }, + { + "p": 0.11365582048892975, + "m": 1.0 + }, + { + "p": 0.09100236743688583, + "m": 1.0 + }, + { + "p": 0.06885227560997009, + "m": 1.0 + }, + { + "p": 0.2671129107475281, + "m": 1.0 + }, + { + "p": 0.04634244740009308, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.0273140668869019, + "val_loss": 0.8396361470222473, + "acc": 73.74, + "time": 101.68175089987926, + "param": [ + { + "p": 0.0794907808303833, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1629175841808319, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019404496997594833, + "m": 1.0 + }, + { + "p": 0.04168185964226723, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10167770832777023, + "m": 1.0 + }, + { + "p": 0.12097673118114471, + "m": 1.0 + }, + { + "p": 0.08458950370550156, + "m": 1.0 + }, + { + "p": 0.05404053255915642, + "m": 1.0 + }, + { + "p": 0.3049623668193817, + "m": 1.0 + }, + { + "p": 0.030258430168032646, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.8043944239616394, + "val_loss": 0.6602898836135864, + "acc": 73.81, + "time": 103.02409136900678, + "param": [ + { + "p": 0.06810842454433441, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18643076717853546, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008619104512035847, + "m": 1.0 + }, + { + "p": 0.031302180141210556, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0850801169872284, + "m": 1.0 + }, + { + "p": 0.13035809993743896, + "m": 1.0 + }, + { + "p": 0.08221067488193512, + "m": 1.0 + }, + { + "p": 0.05909097194671631, + "m": 1.0 + }, + { + "p": 0.3417304456233978, + "m": 1.0 + }, + { + "p": 0.007069256156682968, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.9630917310714722, + "val_loss": 0.7742421627044678, + "acc": 73.57, + "time": 102.2368509969674, + "param": [ + { + "p": 0.06461939215660095, + "m": 1.0 + }, + { + "p": 0.006774047389626503, + "m": 1.0 + }, + { + "p": 0.18500995635986328, + "m": 1.0 + }, + { + "p": 0.003559855278581381, + "m": 1.0 + }, + { + "p": 0.016557201743125916, + "m": 1.0 + }, + { + "p": 0.035402704030275345, + "m": 1.0 + }, + { + "p": 0.0016843063058331609, + "m": 1.0 + }, + { + "p": 0.010088981129229069, + "m": 1.0 + }, + { + "p": 0.07346313446760178, + "m": 1.0 + }, + { + "p": 0.12366265803575516, + "m": 1.0 + }, + { + "p": 0.07015997916460037, + "m": 1.0 + }, + { + "p": 0.06443792581558228, + "m": 1.0 + }, + { + "p": 0.334063321352005, + "m": 1.0 + }, + { + "p": 0.010516606271266937, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.6697718501091003, + "val_loss": 0.704990029335022, + "acc": 73.69, + "time": 109.21984976693057, + "param": [ + { + "p": 0.058861248195171356, + "m": 1.0 + }, + { + "p": 0.02759411744773388, + "m": 1.0 + }, + { + "p": 0.1672637015581131, + "m": 1.0 + }, + { + "p": 0.008885757997632027, + "m": 1.0 + }, + { + "p": 0.03268078342080116, + "m": 1.0 + }, + { + "p": 0.05538642778992653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.034097809344530106, + "m": 1.0 + }, + { + "p": 0.07470395416021347, + "m": 1.0 + }, + { + "p": 0.10713722556829453, + "m": 1.0 + }, + { + "p": 0.05182994157075882, + "m": 1.0 + }, + { + "p": 0.0779847651720047, + "m": 1.0 + }, + { + "p": 0.2867763936519623, + "m": 1.0 + }, + { + "p": 0.016797948628664017, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.8405144214630127, + "val_loss": 0.7473379969596863, + "acc": 73.46, + "time": 107.33083679107949, + "param": [ + { + "p": 0.033251553773880005, + "m": 1.0 + }, + { + "p": 0.027583686634898186, + "m": 1.0 + }, + { + "p": 0.16546162962913513, + "m": 1.0 + }, + { + "p": 0.014819245785474777, + "m": 1.0 + }, + { + "p": 0.033886753022670746, + "m": 1.0 + }, + { + "p": 0.07552602887153625, + "m": 1.0 + }, + { + "p": 0.0018753902986645699, + "m": 1.0 + }, + { + "p": 0.059546396136283875, + "m": 1.0 + }, + { + "p": 0.07093076407909393, + "m": 1.0 + }, + { + "p": 0.09837363660335541, + "m": 1.0 + }, + { + "p": 0.04639676585793495, + "m": 1.0 + }, + { + "p": 0.08462619036436081, + "m": 1.0 + }, + { + "p": 0.25770607590675354, + "m": 1.0 + }, + { + "p": 0.030015919357538223, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.006458044052124, + "val_loss": 0.7862058281898499, + "acc": 73.15, + "time": 106.6950357099995, + "param": [ + { + "p": 0.021070871502161026, + "m": 1.0 + }, + { + "p": 0.018664544448256493, + "m": 1.0 + }, + { + "p": 0.17035570740699768, + "m": 1.0 + }, + { + "p": 0.018472908064723015, + "m": 1.0 + }, + { + "p": 0.023800944909453392, + "m": 1.0 + }, + { + "p": 0.08559039980173111, + "m": 1.0 + }, + { + "p": 0.0007108771242201328, + "m": 1.0 + }, + { + "p": 0.075359046459198, + "m": 1.0 + }, + { + "p": 0.06321273744106293, + "m": 1.0 + }, + { + "p": 0.10088905692100525, + "m": 1.0 + }, + { + "p": 0.03609221801161766, + "m": 1.0 + }, + { + "p": 0.08522797375917435, + "m": 1.0 + }, + { + "p": 0.2636052966117859, + "m": 1.0 + }, + { + "p": 0.03694748505949974, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json new file mode 100644 index 0000000..9c02ee0 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 71.41, + "Time": [ + 253.31891742272612, + 1.7776247891054653 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2943243980407715, + "val_loss": 2.2963898181915283, + "acc": 13.5, + "time": 253.49515776103362, + "param": [ + { + "p": 0.10078349709510803, + "m": 1.0 + }, + { + "p": 0.06555800139904022, + "m": 1.0 + }, + { + "p": 0.06532220542430878, + "m": 1.0 + }, + { + "p": 0.06536278128623962, + "m": 0.9933046102523804 + }, + { + "p": 0.03680393099784851, + "m": 0.997655987739563 + }, + { + "p": 0.06763697415590286, + "m": 1.0 + }, + { + "p": 0.09578558057546616, + "m": 0.9615783095359802 + }, + { + "p": 0.10079300403594971, + "m": 0.9723872542381287 + }, + { + "p": 0.09471720457077026, + "m": 1.0 + }, + { + "p": 0.020089710131287575, + "m": 1.0 + }, + { + "p": 0.08391565084457397, + "m": 0.9999023079872131 + }, + { + "p": 0.03997501730918884, + "m": 0.9862856268882751 + }, + { + "p": 0.06664332747459412, + "m": 1.0 + }, + { + "p": 0.09661313891410828, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2601141929626465, + "val_loss": 2.2361581325531006, + "acc": 21.63, + "time": 256.81203267909586, + "param": [ + { + "p": 0.10425738990306854, + "m": 1.0 + }, + { + "p": 0.024429617449641228, + "m": 1.0 + }, + { + "p": 0.06891097128391266, + "m": 1.0 + }, + { + "p": 0.0738447979092598, + "m": 0.9718212485313416 + }, + { + "p": 0.05098223313689232, + "m": 0.9739025235176086 + }, + { + "p": 0.09145151078701019, + "m": 0.9702640771865845 + }, + { + "p": 0.11320167779922485, + "m": 0.9551413059234619 + }, + { + "p": 0.08037738502025604, + "m": 0.9758871793746948 + }, + { + "p": 0.09642278403043747, + "m": 0.9978087544441223 + }, + { + "p": 0.022126933559775352, + "m": 1.0 + }, + { + "p": 0.07995740324258804, + "m": 1.0 + }, + { + "p": 0.07530121505260468, + "m": 1.0 + }, + { + "p": 0.06637410074472427, + "m": 1.0 + }, + { + "p": 0.05236205458641052, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.0594992637634277, + "val_loss": 2.0627503395080566, + "acc": 25.13, + "time": 252.0812593898736, + "param": [ + { + "p": 0.09963709115982056, + "m": 1.0 + }, + { + "p": 0.002050400013104081, + "m": 1.0 + }, + { + "p": 0.06233787536621094, + "m": 1.0 + }, + { + "p": 0.08347064256668091, + "m": 0.960204005241394 + }, + { + "p": 0.08806344121694565, + "m": 0.9256113767623901 + }, + { + "p": 0.0916733667254448, + "m": 0.9721649289131165 + }, + { + "p": 0.09308797121047974, + "m": 0.9704415202140808 + }, + { + "p": 0.11115669459104538, + "m": 0.9420182108879089 + }, + { + "p": 0.09379226714372635, + "m": 0.9729560613632202 + }, + { + "p": 0.050870105624198914, + "m": 1.0 + }, + { + "p": 0.07294883579015732, + "m": 0.9753373861312866 + }, + { + "p": 0.07641713321208954, + "m": 0.9772141575813293 + }, + { + "p": 0.07449407130479813, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.1844875812530518, + "val_loss": 2.039456844329834, + "acc": 28.93, + "time": 254.39240508899093, + "param": [ + { + "p": 0.09148979932069778, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04962201416492462, + "m": 1.0 + }, + { + "p": 0.08775892853736877, + "m": 0.935852587223053 + }, + { + "p": 0.09972245246171951, + "m": 0.8963404893875122 + }, + { + "p": 0.08008087426424026, + "m": 0.9755695462226868 + }, + { + "p": 0.0943351686000824, + "m": 0.9809370636940002 + }, + { + "p": 0.1277884840965271, + "m": 0.8918235301971436 + }, + { + "p": 0.08909223228693008, + "m": 0.9554129838943481 + }, + { + "p": 0.07245444506406784, + "m": 0.9865073561668396 + }, + { + "p": 0.08094952255487442, + "m": 0.954032301902771 + }, + { + "p": 0.06292442232370377, + "m": 0.9859082698822021 + }, + { + "p": 0.06378163397312164, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.259258985519409, + "val_loss": 1.9955559968948364, + "acc": 30.04, + "time": 252.15479588182643, + "param": [ + { + "p": 0.08813861012458801, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0249638669192791, + "m": 1.0 + }, + { + "p": 0.09001047164201736, + "m": 0.8926682472229004 + }, + { + "p": 0.12356629967689514, + "m": 0.8974682688713074 + }, + { + "p": 0.060749173164367676, + "m": 1.0 + }, + { + "p": 0.0991668701171875, + "m": 0.991229772567749 + }, + { + "p": 0.13267120718955994, + "m": 0.8485974669456482 + }, + { + "p": 0.09484550356864929, + "m": 0.9217521548271179 + }, + { + "p": 0.09657225757837296, + "m": 0.9688675403594971 + }, + { + "p": 0.09167870879173279, + "m": 0.9176282286643982 + }, + { + "p": 0.0325491800904274, + "m": 0.9807032942771912 + }, + { + "p": 0.06508789211511612, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.1126623153686523, + "val_loss": 1.8231219053268433, + "acc": 33.83, + "time": 253.33037590235472, + "param": [ + { + "p": 0.08689413219690323, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0002500255068298429, + "m": 1.0 + }, + { + "p": 0.09513218700885773, + "m": 0.8132069706916809 + }, + { + "p": 0.14545480906963348, + "m": 0.9408352971076965 + }, + { + "p": 0.028936216607689857, + "m": 1.0 + }, + { + "p": 0.10805836319923401, + "m": 1.0 + }, + { + "p": 0.1670961230993271, + "m": 0.8359583020210266 + }, + { + "p": 0.09886525571346283, + "m": 0.8673674464225769 + }, + { + "p": 0.09885384142398834, + "m": 0.990176260471344 + }, + { + "p": 0.10403350740671158, + "m": 0.8707090020179749 + }, + { + "p": 0.0, + "m": 0.9491397142410278 + }, + { + "p": 0.06642550975084305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 2.0019891262054443, + "val_loss": 1.775178074836731, + "acc": 36.17, + "time": 253.80906184203923, + "param": [ + { + "p": 0.09209246188402176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09034450352191925, + "m": 0.7864347100257874 + }, + { + "p": 0.1494418829679489, + "m": 0.9917691946029663 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11495962738990784, + "m": 1.0 + }, + { + "p": 0.19224993884563446, + "m": 0.8308355808258057 + }, + { + "p": 0.09274709224700928, + "m": 0.8306764960289001 + }, + { + "p": 0.09993521124124527, + "m": 0.9861558079719543 + }, + { + "p": 0.10678420960903168, + "m": 0.8240164518356323 + }, + { + "p": 0.0, + "m": 0.9420790672302246 + }, + { + "p": 0.06144507974386215, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 2.049055337905884, + "val_loss": 1.703096628189087, + "acc": 35.13, + "time": 254.53656740533188, + "param": [ + { + "p": 0.1049714908003807, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.000546355324331671, + "m": 1.0 + }, + { + "p": 0.08860863745212555, + "m": 0.7803978323936462 + }, + { + "p": 0.1303093582391739, + "m": 1.0 + }, + { + "p": 0.0021257135085761547, + "m": 1.0 + }, + { + "p": 0.11878371238708496, + "m": 0.9900493025779724 + }, + { + "p": 0.19102787971496582, + "m": 0.8473653793334961 + }, + { + "p": 0.0796128511428833, + "m": 0.8125911355018616 + }, + { + "p": 0.0991150364279747, + "m": 0.9540393352508545 + }, + { + "p": 0.10930556803941727, + "m": 0.801780641078949 + }, + { + "p": 0.010822233743965626, + "m": 0.9528301954269409 + }, + { + "p": 0.0647711306810379, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.9364079236984253, + "val_loss": 1.7494100332260132, + "acc": 40.38, + "time": 253.33055917266756, + "param": [ + { + "p": 0.11771995574235916, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00019972030713688582, + "m": 1.0 + }, + { + "p": 0.08786526322364807, + "m": 0.7068692445755005 + }, + { + "p": 0.11943572759628296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11610879004001617, + "m": 0.9428969025611877 + }, + { + "p": 0.200903981924057, + "m": 0.8245635628700256 + }, + { + "p": 0.06992228329181671, + "m": 0.7854297161102295 + }, + { + "p": 0.09216451644897461, + "m": 0.9319218397140503 + }, + { + "p": 0.11821223050355911, + "m": 0.7800717353820801 + }, + { + "p": 0.009540870785713196, + "m": 0.9343354105949402 + }, + { + "p": 0.06792667508125305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 2.018260955810547, + "val_loss": 1.6691505908966064, + "acc": 41.44, + "time": 250.3671333435923, + "param": [ + { + "p": 0.11626281589269638, + "m": 1.0 + }, + { + "p": 0.0020799897611141205, + "m": 1.0 + }, + { + "p": 0.011841821484267712, + "m": 1.0 + }, + { + "p": 0.09232396632432938, + "m": 0.6620144248008728 + }, + { + "p": 0.10723543167114258, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10997259616851807, + "m": 0.8817423582077026 + }, + { + "p": 0.19788338243961334, + "m": 0.8293549418449402 + }, + { + "p": 0.07119788229465485, + "m": 0.7704103589057922 + }, + { + "p": 0.0981806218624115, + "m": 0.9370203614234924 + }, + { + "p": 0.10327605903148651, + "m": 0.7679060697555542 + }, + { + "p": 0.010692684911191463, + "m": 0.9084986448287964 + }, + { + "p": 0.07905268669128418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.7613826990127563, + "val_loss": 1.7340335845947266, + "acc": 38.88, + "time": 253.78265071986243, + "param": [ + { + "p": 0.12049981206655502, + "m": 1.0 + }, + { + "p": 0.0024721864610910416, + "m": 1.0 + }, + { + "p": 0.019566001370549202, + "m": 1.0 + }, + { + "p": 0.09130832552909851, + "m": 0.6137703657150269 + }, + { + "p": 0.09533381462097168, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9999634623527527 + }, + { + "p": 0.10314682871103287, + "m": 0.8459535837173462 + }, + { + "p": 0.19135719537734985, + "m": 0.8569128513336182 + }, + { + "p": 0.07218282669782639, + "m": 0.7761319279670715 + }, + { + "p": 0.10045598447322845, + "m": 0.9431339502334595 + }, + { + "p": 0.09119533002376556, + "m": 0.7565877437591553 + }, + { + "p": 0.028906211256980896, + "m": 0.8865369558334351 + }, + { + "p": 0.08357544988393784, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.7855116128921509, + "val_loss": 1.5914756059646606, + "acc": 42.99, + "time": 253.88142656721175, + "param": [ + { + "p": 0.14419646561145782, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008675100281834602, + "m": 1.0 + }, + { + "p": 0.08085332065820694, + "m": 0.5848718881607056 + }, + { + "p": 0.08241892606019974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10876134037971497, + "m": 0.8080253601074219 + }, + { + "p": 0.2262844294309616, + "m": 0.8742495179176331 + }, + { + "p": 0.05938068777322769, + "m": 0.7414282560348511 + }, + { + "p": 0.11033756285905838, + "m": 0.9541095495223999 + }, + { + "p": 0.06996587663888931, + "m": 0.704369306564331 + }, + { + "p": 0.026695573702454567, + "m": 0.8962148427963257 + }, + { + "p": 0.08243077993392944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 2.0762221813201904, + "val_loss": 1.5936652421951294, + "acc": 44.76, + "time": 253.75147256674245, + "param": [ + { + "p": 0.17612187564373016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07257216423749924, + "m": 0.5842791795730591 + }, + { + "p": 0.05492311343550682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12288207560777664, + "m": 0.7773377895355225 + }, + { + "p": 0.2873093783855438, + "m": 0.8528310656547546 + }, + { + "p": 0.052649274468421936, + "m": 0.7178425192832947 + }, + { + "p": 0.12796589732170105, + "m": 0.9439586400985718 + }, + { + "p": 0.03902892395853996, + "m": 0.6568260788917542 + }, + { + "p": 0.0014059527311474085, + "m": 0.9254834055900574 + }, + { + "p": 0.06514132022857666, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7460176944732666, + "val_loss": 1.5576523542404175, + "acc": 42.75, + "time": 256.83790387772024, + "param": [ + { + "p": 0.194146990776062, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06714221835136414, + "m": 0.5916217565536499 + }, + { + "p": 0.025181466713547707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9914027452468872 + }, + { + "p": 0.12708787620067596, + "m": 0.7233681678771973 + }, + { + "p": 0.31181761622428894, + "m": 0.7854446172714233 + }, + { + "p": 0.062173597514629364, + "m": 0.6959004998207092 + }, + { + "p": 0.14002226293087006, + "m": 0.9444330334663391 + }, + { + "p": 0.015464234165847301, + "m": 0.6350512504577637 + }, + { + "p": 0.0, + "m": 0.949246346950531 + }, + { + "p": 0.056963760405778885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.8796441555023193, + "val_loss": 1.5723483562469482, + "acc": 45.73, + "time": 254.0924415239133, + "param": [ + { + "p": 0.17785368859767914, + "m": 1.0 + }, + { + "p": 0.004880357068032026, + "m": 1.0 + }, + { + "p": 0.023087959736585617, + "m": 1.0 + }, + { + "p": 0.07326319068670273, + "m": 0.5771350264549255 + }, + { + "p": 0.024169737473130226, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12059924006462097, + "m": 0.6186544299125671 + }, + { + "p": 0.2786242365837097, + "m": 0.779041588306427 + }, + { + "p": 0.06368876248598099, + "m": 0.6846513152122498 + }, + { + "p": 0.12888756394386292, + "m": 0.9158873558044434 + }, + { + "p": 0.016386864706873894, + "m": 0.6351118683815002 + }, + { + "p": 0.022402476519346237, + "m": 0.9606748819351196 + }, + { + "p": 0.06615593284368515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.7027300596237183, + "val_loss": 1.5195707082748413, + "acc": 45.51, + "time": 254.45388712687418, + "param": [ + { + "p": 0.1519847959280014, + "m": 1.0 + }, + { + "p": 0.005066066049039364, + "m": 1.0 + }, + { + "p": 0.0378413088619709, + "m": 1.0 + }, + { + "p": 0.07026299834251404, + "m": 0.5777356028556824 + }, + { + "p": 0.023733612149953842, + "m": 0.9999154806137085 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11928007006645203, + "m": 0.5571007132530212 + }, + { + "p": 0.2553669214248657, + "m": 0.7982708811759949 + }, + { + "p": 0.06490066647529602, + "m": 0.6813828349113464 + }, + { + "p": 0.11617597937583923, + "m": 0.8914564251899719 + }, + { + "p": 0.03234989196062088, + "m": 0.6503430604934692 + }, + { + "p": 0.03697538375854492, + "m": 0.9896460175514221 + }, + { + "p": 0.08606230467557907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.8325191736221313, + "val_loss": 1.5945534706115723, + "acc": 46.4, + "time": 251.41574641969055, + "param": [ + { + "p": 0.14257262647151947, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03339331969618797, + "m": 1.0 + }, + { + "p": 0.06719386577606201, + "m": 0.5605406761169434 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12323532998561859, + "m": 0.5167235732078552 + }, + { + "p": 0.27127838134765625, + "m": 0.7964822053909302 + }, + { + "p": 0.062292132526636124, + "m": 0.6642407178878784 + }, + { + "p": 0.11758387833833694, + "m": 0.8776763677597046 + }, + { + "p": 0.04015307128429413, + "m": 0.6625195741653442 + }, + { + "p": 0.037083398550748825, + "m": 0.9999070763587952 + }, + { + "p": 0.10521401464939117, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.603940725326538, + "val_loss": 1.4534330368041992, + "acc": 48.9, + "time": 256.64379614777863, + "param": [ + { + "p": 0.14328908920288086, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027151821181178093, + "m": 1.0 + }, + { + "p": 0.061437834054231644, + "m": 0.5600245594978333 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11468864232301712, + "m": 0.4900800883769989 + }, + { + "p": 0.29052454233169556, + "m": 0.8229956030845642 + }, + { + "p": 0.058600880205631256, + "m": 0.6597201824188232 + }, + { + "p": 0.1188293993473053, + "m": 0.8743368983268738 + }, + { + "p": 0.0361461266875267, + "m": 0.6669241786003113 + }, + { + "p": 0.03352639079093933, + "m": 1.0 + }, + { + "p": 0.11580529808998108, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.8477284908294678, + "val_loss": 1.454562783241272, + "acc": 48.75, + "time": 254.03891964489594, + "param": [ + { + "p": 0.140724778175354, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016159044578671455, + "m": 1.0 + }, + { + "p": 0.04618338868021965, + "m": 0.5463089346885681 + }, + { + "p": 0.0, + "m": 0.9980939626693726 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12079888582229614, + "m": 0.4565391540527344 + }, + { + "p": 0.32519784569740295, + "m": 0.8580768704414368 + }, + { + "p": 0.058284126222133636, + "m": 0.6613894701004028 + }, + { + "p": 0.12070001661777496, + "m": 0.8798139691352844 + }, + { + "p": 0.03013996221125126, + "m": 0.6585185527801514 + }, + { + "p": 0.027211803942918777, + "m": 0.9890792369842529 + }, + { + "p": 0.11460011452436447, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.7159258127212524, + "val_loss": 1.444017767906189, + "acc": 49.25, + "time": 253.566916375421, + "param": [ + { + "p": 0.14107434451580048, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023080401122570038, + "m": 0.4876839518547058 + }, + { + "p": 0.0, + "m": 0.9795668125152588 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1256857067346573, + "m": 0.40902379155158997 + }, + { + "p": 0.37610986828804016, + "m": 0.8799207806587219 + }, + { + "p": 0.04973471164703369, + "m": 0.6589567065238953 + }, + { + "p": 0.1421470046043396, + "m": 0.8893473744392395 + }, + { + "p": 0.0025844944175332785, + "m": 0.6355106830596924 + }, + { + "p": 0.00870561320334673, + "m": 0.9942286014556885 + }, + { + "p": 0.13087788224220276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.5794949531555176, + "val_loss": 1.3847310543060303, + "acc": 49.16, + "time": 253.63140711607412, + "param": [ + { + "p": 0.13697731494903564, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4669002294540405 + }, + { + "p": 0.0, + "m": 0.9765962958335876 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12436221539974213, + "m": 0.35517793893814087 + }, + { + "p": 0.43665915727615356, + "m": 0.9333690404891968 + }, + { + "p": 0.025823421776294708, + "m": 0.6450021862983704 + }, + { + "p": 0.1502898782491684, + "m": 0.9068874716758728 + }, + { + "p": 0.0, + "m": 0.6096947193145752 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12588804960250854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.796287178993225, + "val_loss": 1.4138906002044678, + "acc": 49.24, + "time": 255.50865538232028, + "param": [ + { + "p": 0.1343238204717636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.44090694189071655 + }, + { + "p": 0.0, + "m": 0.9662589430809021 + }, + { + "p": 0.0, + "m": 0.9962447285652161 + }, + { + "p": 0.11873278766870499, + "m": 0.31022125482559204 + }, + { + "p": 0.4667057693004608, + "m": 0.9210976958274841 + }, + { + "p": 0.009561005048453808, + "m": 0.6273928284645081 + }, + { + "p": 0.14684803783893585, + "m": 0.9125072956085205 + }, + { + "p": 0.0, + "m": 0.5839118957519531 + }, + { + "p": 4.454108056961559e-05, + "m": 1.0 + }, + { + "p": 0.12378405034542084, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.2991902828216553, + "val_loss": 1.3659820556640625, + "acc": 50.51, + "time": 251.79732878506184, + "param": [ + { + "p": 0.13873480260372162, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0016742077423259616, + "m": 1.0 + }, + { + "p": 0.0037543396465480328, + "m": 0.43391403555870056 + }, + { + "p": 0.0, + "m": 0.9742427468299866 + }, + { + "p": 0.0007405212381854653, + "m": 0.9949909448623657 + }, + { + "p": 0.10564782470464706, + "m": 0.26296266913414 + }, + { + "p": 0.46896064281463623, + "m": 0.8988842964172363 + }, + { + "p": 0.008416149765253067, + "m": 0.6180360317230225 + }, + { + "p": 0.13890621066093445, + "m": 0.9277162551879883 + }, + { + "p": 0.0001901180949062109, + "m": 0.5571990609169006 + }, + { + "p": 0.007347860839217901, + "m": 1.0 + }, + { + "p": 0.12474938482046127, + "m": 1.0 + }, + { + "p": 0.0008778232731856406, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 2.0132291316986084, + "val_loss": 1.298034906387329, + "acc": 51.81, + "time": 255.54302284074947, + "param": [ + { + "p": 0.1206822395324707, + "m": 1.0 + }, + { + "p": 0.012747344560921192, + "m": 1.0 + }, + { + "p": 0.022386349737644196, + "m": 1.0 + }, + { + "p": 0.03188967704772949, + "m": 0.41958585381507874 + }, + { + "p": 0.01391246821731329, + "m": 0.9765574336051941 + }, + { + "p": 0.026289956644177437, + "m": 1.0 + }, + { + "p": 0.08533500134944916, + "m": 0.19785603880882263 + }, + { + "p": 0.35294094681739807, + "m": 0.9076834917068481 + }, + { + "p": 0.03332556039094925, + "m": 0.6172326803207397 + }, + { + "p": 0.11118221282958984, + "m": 0.9244771003723145 + }, + { + "p": 0.027700239792466164, + "m": 0.5567695498466492 + }, + { + "p": 0.033358681946992874, + "m": 0.9981113076210022 + }, + { + "p": 0.10724133253097534, + "m": 1.0 + }, + { + "p": 0.02100798487663269, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.659672498703003, + "val_loss": 1.4164150953292847, + "acc": 50.5, + "time": 254.72625498427078, + "param": [ + { + "p": 0.11110570281744003, + "m": 1.0 + }, + { + "p": 0.016848281025886536, + "m": 1.0 + }, + { + "p": 0.03178337961435318, + "m": 1.0 + }, + { + "p": 0.046923283487558365, + "m": 0.41273120045661926 + }, + { + "p": 0.014087467454373837, + "m": 0.9657332897186279 + }, + { + "p": 0.04968296363949776, + "m": 1.0 + }, + { + "p": 0.07574412226676941, + "m": 0.17818565666675568 + }, + { + "p": 0.2859651446342468, + "m": 0.9266252517700195 + }, + { + "p": 0.057478636503219604, + "m": 0.6259938478469849 + }, + { + "p": 0.09773155301809311, + "m": 0.9067116379737854 + }, + { + "p": 0.04949374124407768, + "m": 0.5788003206253052 + }, + { + "p": 0.051168445497751236, + "m": 1.0 + }, + { + "p": 0.09858730435371399, + "m": 1.0 + }, + { + "p": 0.013399980962276459, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.7722625732421875, + "val_loss": 1.3695220947265625, + "acc": 53.62, + "time": 254.70364929316565, + "param": [ + { + "p": 0.10471130907535553, + "m": 1.0 + }, + { + "p": 0.015447592362761497, + "m": 1.0 + }, + { + "p": 0.03398403152823448, + "m": 1.0 + }, + { + "p": 0.05470266565680504, + "m": 0.4199890196323395 + }, + { + "p": 0.010088641196489334, + "m": 0.9467687606811523 + }, + { + "p": 0.058705251663923264, + "m": 1.0 + }, + { + "p": 0.06259488314390182, + "m": 0.19008219242095947 + }, + { + "p": 0.258528470993042, + "m": 0.9272764325141907 + }, + { + "p": 0.07719998061656952, + "m": 0.6396865844726562 + }, + { + "p": 0.08904718607664108, + "m": 0.9082759022712708 + }, + { + "p": 0.06424358487129211, + "m": 0.5990009307861328 + }, + { + "p": 0.0650024339556694, + "m": 1.0 + }, + { + "p": 0.1001472920179367, + "m": 1.0 + }, + { + "p": 0.005596517585217953, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.5810105800628662, + "val_loss": 1.2847785949707031, + "acc": 54.62, + "time": 257.77968819625676, + "param": [ + { + "p": 0.11367028206586838, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020900940522551537, + "m": 1.0 + }, + { + "p": 0.052860040217638016, + "m": 0.4298756420612335 + }, + { + "p": 0.0, + "m": 0.972950279712677 + }, + { + "p": 0.058587025851011276, + "m": 1.0 + }, + { + "p": 0.05260831117630005, + "m": 0.19196383655071259 + }, + { + "p": 0.27543550729751587, + "m": 0.9327664375305176 + }, + { + "p": 0.08435488492250443, + "m": 0.6387622356414795 + }, + { + "p": 0.09504588693380356, + "m": 0.915618896484375 + }, + { + "p": 0.07105357944965363, + "m": 0.6038757562637329 + }, + { + "p": 0.07639593631029129, + "m": 1.0 + }, + { + "p": 0.09908761829137802, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.644197702407837, + "val_loss": 1.1727509498596191, + "acc": 54.81, + "time": 253.24943696008995, + "param": [ + { + "p": 0.1149829849600792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013441650196909904, + "m": 1.0 + }, + { + "p": 0.050893254578113556, + "m": 0.42549580335617065 + }, + { + "p": 0.0, + "m": 0.9976844191551208 + }, + { + "p": 0.05111950263381004, + "m": 1.0 + }, + { + "p": 0.05184969678521156, + "m": 0.2056025117635727 + }, + { + "p": 0.27659717202186584, + "m": 0.9474771618843079 + }, + { + "p": 0.08577686548233032, + "m": 0.6344515085220337 + }, + { + "p": 0.10456452518701553, + "m": 0.9270684719085693 + }, + { + "p": 0.07630951702594757, + "m": 0.6012133955955505 + }, + { + "p": 0.07831133902072906, + "m": 1.0 + }, + { + "p": 0.09615348279476166, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.5104236602783203, + "val_loss": 1.1526587009429932, + "acc": 55.14, + "time": 255.15175063768402, + "param": [ + { + "p": 0.1090889573097229, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010237596929073334, + "m": 1.0 + }, + { + "p": 0.05414002016186714, + "m": 0.4296804368495941 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04692799597978592, + "m": 1.0 + }, + { + "p": 0.04936189949512482, + "m": 0.2015620321035385 + }, + { + "p": 0.2679487466812134, + "m": 0.9446548819541931 + }, + { + "p": 0.08924628794193268, + "m": 0.6382213830947876 + }, + { + "p": 0.1034705862402916, + "m": 0.9509168863296509 + }, + { + "p": 0.07870417833328247, + "m": 0.5995550751686096 + }, + { + "p": 0.08347048610448837, + "m": 1.0 + }, + { + "p": 0.10740324854850769, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.7818348407745361, + "val_loss": 1.2736365795135498, + "acc": 55.87, + "time": 257.6302996459417, + "param": [ + { + "p": 0.1053435429930687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008136925287544727, + "m": 1.0 + }, + { + "p": 0.05160023644566536, + "m": 0.40380218625068665 + }, + { + "p": 0.0, + "m": 0.9967318773269653 + }, + { + "p": 0.032418131828308105, + "m": 0.9968203902244568 + }, + { + "p": 0.055966224521398544, + "m": 0.18215854465961456 + }, + { + "p": 0.2765008211135864, + "m": 0.8973889350891113 + }, + { + "p": 0.09314955025911331, + "m": 0.6458293795585632 + }, + { + "p": 0.09693634510040283, + "m": 0.9666554927825928 + }, + { + "p": 0.06721280515193939, + "m": 0.5765768885612488 + }, + { + "p": 0.09095203876495361, + "m": 1.0 + }, + { + "p": 0.12178338319063187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.6279953718185425, + "val_loss": 1.2118260860443115, + "acc": 56.44, + "time": 253.87357832491398, + "param": [ + { + "p": 0.09676354378461838, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05446295440196991, + "m": 0.3887764811515808 + }, + { + "p": 0.00013010289694648236, + "m": 0.9840602874755859 + }, + { + "p": 0.02601243183016777, + "m": 0.9871018528938293 + }, + { + "p": 0.05205671861767769, + "m": 0.16255995631217957 + }, + { + "p": 0.3071773946285248, + "m": 0.8871466517448425 + }, + { + "p": 0.09404978901147842, + "m": 0.645018994808197 + }, + { + "p": 0.08573723584413528, + "m": 0.9692140817642212 + }, + { + "p": 0.06015166640281677, + "m": 0.5544740557670593 + }, + { + "p": 0.09013058990240097, + "m": 1.0 + }, + { + "p": 0.13332757353782654, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.6030917167663574, + "val_loss": 1.2223961353302002, + "acc": 55.96, + "time": 256.6448800843209, + "param": [ + { + "p": 0.09004505723714828, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06834322214126587, + "m": 0.3696787357330322 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018647924065589905, + "m": 0.9870925545692444 + }, + { + "p": 0.05380023643374443, + "m": 0.1524178832769394 + }, + { + "p": 0.3144071698188782, + "m": 0.9101652503013611 + }, + { + "p": 0.08736348152160645, + "m": 0.6340644955635071 + }, + { + "p": 0.08665569871664047, + "m": 0.9602968096733093 + }, + { + "p": 0.05471052601933479, + "m": 0.5431963801383972 + }, + { + "p": 0.08590731769800186, + "m": 1.0 + }, + { + "p": 0.14011931419372559, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.4992468357086182, + "val_loss": 1.3605142831802368, + "acc": 55.77, + "time": 250.262484730687, + "param": [ + { + "p": 0.09200640767812729, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0053780837915837765, + "m": 1.0 + }, + { + "p": 0.08060595393180847, + "m": 0.3443804681301117 + }, + { + "p": 0.0003398981934878975, + "m": 0.9997085332870483 + }, + { + "p": 0.0, + "m": 0.9680718779563904 + }, + { + "p": 0.050204623490571976, + "m": 0.12699557840824127 + }, + { + "p": 0.32414910197257996, + "m": 0.9207378625869751 + }, + { + "p": 0.08342703431844711, + "m": 0.6177327632904053 + }, + { + "p": 0.08958993852138519, + "m": 0.967474102973938 + }, + { + "p": 0.04370860382914543, + "m": 0.5419977307319641 + }, + { + "p": 0.08670607954263687, + "m": 1.0 + }, + { + "p": 0.14388424158096313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.6218740940093994, + "val_loss": 1.154196858406067, + "acc": 57.92, + "time": 254.34312476497144, + "param": [ + { + "p": 0.09802702814340591, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013063954189419746, + "m": 1.0 + }, + { + "p": 0.09310802072286606, + "m": 0.33407557010650635 + }, + { + "p": 0.0009605864761397243, + "m": 1.0 + }, + { + "p": 0.0033874090295284986, + "m": 0.941644012928009 + }, + { + "p": 0.04587160423398018, + "m": 0.140136256814003 + }, + { + "p": 0.3012273907661438, + "m": 0.929380476474762 + }, + { + "p": 0.0774722695350647, + "m": 0.6120773553848267 + }, + { + "p": 0.10055479407310486, + "m": 0.9755707383155823 + }, + { + "p": 0.036304034292697906, + "m": 0.5470797419548035 + }, + { + "p": 0.09429828077554703, + "m": 1.0 + }, + { + "p": 0.1355952024459839, + "m": 1.0 + }, + { + "p": 0.00012944504851475358, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.4748879671096802, + "val_loss": 1.0373845100402832, + "acc": 58.19, + "time": 255.18707765173167, + "param": [ + { + "p": 0.10534553974866867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005511987954378128, + "m": 1.0 + }, + { + "p": 0.09524226933717728, + "m": 0.31760963797569275 + }, + { + "p": 0.0, + "m": 0.992368221282959 + }, + { + "p": 0.003973197191953659, + "m": 0.9438294172286987 + }, + { + "p": 0.048191819339990616, + "m": 0.15647949278354645 + }, + { + "p": 0.293506920337677, + "m": 0.9293349981307983 + }, + { + "p": 0.07342258840799332, + "m": 0.5976781845092773 + }, + { + "p": 0.10755862295627594, + "m": 1.0 + }, + { + "p": 0.035440392792224884, + "m": 0.5529048442840576 + }, + { + "p": 0.10747405141592026, + "m": 1.0 + }, + { + "p": 0.12433261424303055, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.5634101629257202, + "val_loss": 1.155630111694336, + "acc": 59.73, + "time": 251.26584702497348, + "param": [ + { + "p": 0.10633183270692825, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08955387771129608, + "m": 0.3029388189315796 + }, + { + "p": 0.0, + "m": 0.96238112449646 + }, + { + "p": 0.00019048254762310535, + "m": 0.9425977468490601 + }, + { + "p": 0.05249793827533722, + "m": 0.172983318567276 + }, + { + "p": 0.297746866941452, + "m": 0.9309921264648438 + }, + { + "p": 0.0754334032535553, + "m": 0.5903275012969971 + }, + { + "p": 0.10392126441001892, + "m": 1.0 + }, + { + "p": 0.03314554691314697, + "m": 0.5518285036087036 + }, + { + "p": 0.12062886357307434, + "m": 1.0 + }, + { + "p": 0.12054994702339172, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.547906756401062, + "val_loss": 1.1033908128738403, + "acc": 57.36, + "time": 255.33470479166135, + "param": [ + { + "p": 0.09756167232990265, + "m": 1.0 + }, + { + "p": 0.0016637039370834827, + "m": 1.0 + }, + { + "p": 0.0032756063155829906, + "m": 1.0 + }, + { + "p": 0.08300977945327759, + "m": 0.27328813076019287 + }, + { + "p": 0.0, + "m": 0.9577657580375671 + }, + { + "p": 0.0014385120011866093, + "m": 0.9373958706855774 + }, + { + "p": 0.06180574372410774, + "m": 0.19873477518558502 + }, + { + "p": 0.2907595932483673, + "m": 0.8960168957710266 + }, + { + "p": 0.07670338451862335, + "m": 0.6144470572471619 + }, + { + "p": 0.1049751564860344, + "m": 1.0 + }, + { + "p": 0.027096807956695557, + "m": 0.5638328790664673 + }, + { + "p": 0.12597227096557617, + "m": 1.0 + }, + { + "p": 0.1257377415895462, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.4696329832077026, + "val_loss": 1.1800122261047363, + "acc": 59.46, + "time": 253.85996468691155, + "param": [ + { + "p": 0.09166194498538971, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02496916614472866, + "m": 1.0 + }, + { + "p": 0.07348009943962097, + "m": 0.2676014006137848 + }, + { + "p": 0.0, + "m": 0.9813283681869507 + }, + { + "p": 0.010006257332861423, + "m": 0.9381977915763855 + }, + { + "p": 0.06720519065856934, + "m": 0.24666433036327362 + }, + { + "p": 0.2675313651561737, + "m": 0.8007237911224365 + }, + { + "p": 0.07628629356622696, + "m": 0.636074423789978 + }, + { + "p": 0.10992458462715149, + "m": 1.0 + }, + { + "p": 0.02757989801466465, + "m": 0.573925793170929 + }, + { + "p": 0.12465430796146393, + "m": 1.0 + }, + { + "p": 0.12670090794563293, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.6099746227264404, + "val_loss": 1.1223567724227905, + "acc": 60.91, + "time": 253.23362010717392, + "param": [ + { + "p": 0.09020081162452698, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0327027291059494, + "m": 1.0 + }, + { + "p": 0.06160346791148186, + "m": 0.21790890395641327 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0065449997782707214, + "m": 0.9413999319076538 + }, + { + "p": 0.06793448328971863, + "m": 0.2846754789352417 + }, + { + "p": 0.26444393396377563, + "m": 0.7724107503890991 + }, + { + "p": 0.08127713203430176, + "m": 0.6477664113044739 + }, + { + "p": 0.11358287930488586, + "m": 0.9869615435600281 + }, + { + "p": 0.028621621429920197, + "m": 0.5893462300300598 + }, + { + "p": 0.12280047684907913, + "m": 1.0 + }, + { + "p": 0.13028746843338013, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.4228254556655884, + "val_loss": 1.0935943126678467, + "acc": 60.08, + "time": 253.35429044580087, + "param": [ + { + "p": 0.0902930200099945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.035025447607040405, + "m": 1.0 + }, + { + "p": 0.056651629507541656, + "m": 0.1796659529209137 + }, + { + "p": 0.00012664061796385795, + "m": 1.0 + }, + { + "p": 0.002489744918420911, + "m": 0.9725897908210754 + }, + { + "p": 0.07283549010753632, + "m": 0.30223819613456726 + }, + { + "p": 0.263895720243454, + "m": 0.7551788091659546 + }, + { + "p": 0.08433827012777328, + "m": 0.6425522565841675 + }, + { + "p": 0.11813494563102722, + "m": 0.9709171056747437 + }, + { + "p": 0.03171809762716293, + "m": 0.5945205688476562 + }, + { + "p": 0.11365261673927307, + "m": 1.0 + }, + { + "p": 0.1296088844537735, + "m": 1.0 + }, + { + "p": 0.0012295056367293, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.4173202514648438, + "val_loss": 1.101448655128479, + "acc": 60.94, + "time": 252.0772760421969, + "param": [ + { + "p": 0.09717954695224762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04660787060856819, + "m": 1.0 + }, + { + "p": 0.056433673948049545, + "m": 0.1459561437368393 + }, + { + "p": 0.0, + "m": 0.9991189241409302 + }, + { + "p": 0.010627124458551407, + "m": 0.9931556582450867 + }, + { + "p": 0.08094340562820435, + "m": 0.28633952140808105 + }, + { + "p": 0.24731147289276123, + "m": 0.7596375942230225 + }, + { + "p": 0.08614569157361984, + "m": 0.6407716274261475 + }, + { + "p": 0.11816336959600449, + "m": 0.9664025902748108 + }, + { + "p": 0.03886478394269943, + "m": 0.5954524874687195 + }, + { + "p": 0.09708808362483978, + "m": 1.0 + }, + { + "p": 0.12063495814800262, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.5874453783035278, + "val_loss": 1.2219738960266113, + "acc": 61.89, + "time": 251.98143740696833, + "param": [ + { + "p": 0.09771111607551575, + "m": 1.0 + }, + { + "p": 0.0004077459452673793, + "m": 1.0 + }, + { + "p": 0.05752827972173691, + "m": 1.0 + }, + { + "p": 0.055890217423439026, + "m": 0.11917517334222794 + }, + { + "p": 0.01534479483962059, + "m": 0.9557784795761108 + }, + { + "p": 0.03096313588321209, + "m": 0.9997690916061401 + }, + { + "p": 0.08382254093885422, + "m": 0.25013214349746704 + }, + { + "p": 0.1973450630903244, + "m": 0.7621468305587769 + }, + { + "p": 0.09202156960964203, + "m": 0.660028338432312 + }, + { + "p": 0.10869100689888, + "m": 0.9683932065963745 + }, + { + "p": 0.055989108979701996, + "m": 0.6196351647377014 + }, + { + "p": 0.08815409243106842, + "m": 1.0 + }, + { + "p": 0.1066383495926857, + "m": 1.0 + }, + { + "p": 0.009492933750152588, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.3611738681793213, + "val_loss": 1.0071662664413452, + "acc": 61.69, + "time": 255.42794604506344, + "param": [ + { + "p": 0.10076972842216492, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.060180120170116425, + "m": 1.0 + }, + { + "p": 0.056962672621011734, + "m": 0.09522993117570877 + }, + { + "p": 0.007480686996132135, + "m": 0.9209995269775391 + }, + { + "p": 0.03271561115980148, + "m": 1.0 + }, + { + "p": 0.08835091441869736, + "m": 0.23113344609737396 + }, + { + "p": 0.1850937455892563, + "m": 0.7552838921546936 + }, + { + "p": 0.09915895760059357, + "m": 0.6618852615356445 + }, + { + "p": 0.11760148406028748, + "m": 0.9638603329658508 + }, + { + "p": 0.06289790570735931, + "m": 0.620248556137085 + }, + { + "p": 0.07550908625125885, + "m": 1.0 + }, + { + "p": 0.11272987723350525, + "m": 1.0 + }, + { + "p": 0.0005491824122145772, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.476782202720642, + "val_loss": 1.0354468822479248, + "acc": 62.19, + "time": 252.37291015684605, + "param": [ + { + "p": 0.11422452330589294, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.059886686503887177, + "m": 1.0 + }, + { + "p": 0.06100410968065262, + "m": 0.012780141085386276 + }, + { + "p": 0.0, + "m": 0.897084653377533 + }, + { + "p": 0.019564907997846603, + "m": 0.9968358874320984 + }, + { + "p": 0.0928564965724945, + "m": 0.2198464274406433 + }, + { + "p": 0.17966507375240326, + "m": 0.7532543540000916 + }, + { + "p": 0.11135491728782654, + "m": 0.6698193550109863 + }, + { + "p": 0.12739652395248413, + "m": 0.9624995589256287 + }, + { + "p": 0.05396288260817528, + "m": 0.6266261339187622 + }, + { + "p": 0.05182724446058273, + "m": 1.0 + }, + { + "p": 0.12825660407543182, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.3016445636749268, + "val_loss": 1.1459561586380005, + "acc": 61.83, + "time": 251.16608221596107, + "param": [ + { + "p": 0.12504467368125916, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050568342208862305, + "m": 1.0 + }, + { + "p": 0.06369208544492722, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8762679696083069 + }, + { + "p": 0.008284591138362885, + "m": 0.9834573864936829 + }, + { + "p": 0.09627598524093628, + "m": 0.2218674123287201 + }, + { + "p": 0.1710832417011261, + "m": 0.7484022974967957 + }, + { + "p": 0.11473967134952545, + "m": 0.6752976775169373 + }, + { + "p": 0.13427090644836426, + "m": 0.9656605124473572 + }, + { + "p": 0.04738864675164223, + "m": 0.6288440823554993 + }, + { + "p": 0.03554421663284302, + "m": 1.0 + }, + { + "p": 0.1531076729297638, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.3837306499481201, + "val_loss": 1.0086113214492798, + "acc": 62.34, + "time": 252.3163939542137, + "param": [ + { + "p": 0.1280001997947693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0459585078060627, + "m": 1.0 + }, + { + "p": 0.06451698392629623, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8566414713859558 + }, + { + "p": 0.0, + "m": 0.9931408166885376 + }, + { + "p": 0.10031209141016006, + "m": 0.22279509902000427 + }, + { + "p": 0.16401271522045135, + "m": 0.7412731647491455 + }, + { + "p": 0.11500027775764465, + "m": 0.6611419916152954 + }, + { + "p": 0.14013078808784485, + "m": 0.9682888984680176 + }, + { + "p": 0.04195896536111832, + "m": 0.6257898211479187 + }, + { + "p": 0.029732344672083855, + "m": 1.0 + }, + { + "p": 0.17037716507911682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.3790069818496704, + "val_loss": 1.1114805936813354, + "acc": 61.99, + "time": 251.36470014462247, + "param": [ + { + "p": 0.1308387964963913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.056007079780101776, + "m": 1.0 + }, + { + "p": 0.059673767536878586, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.87925124168396 + }, + { + "p": 0.0, + "m": 0.9936771392822266 + }, + { + "p": 0.09342510253190994, + "m": 0.19482184946537018 + }, + { + "p": 0.1562984585762024, + "m": 0.7446907758712769 + }, + { + "p": 0.11830581724643707, + "m": 0.6483393907546997 + }, + { + "p": 0.14326336979866028, + "m": 0.9488574266433716 + }, + { + "p": 0.03513823822140694, + "m": 0.6325372457504272 + }, + { + "p": 0.02733590453863144, + "m": 1.0 + }, + { + "p": 0.1797134429216385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.5398831367492676, + "val_loss": 1.045763373374939, + "acc": 62.75, + "time": 251.2164852549322, + "param": [ + { + "p": 0.12965039908885956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.058715857565402985, + "m": 1.0 + }, + { + "p": 0.055133067071437836, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9070038795471191 + }, + { + "p": 0.0, + "m": 0.9986950159072876 + }, + { + "p": 0.09434586763381958, + "m": 0.20567850768566132 + }, + { + "p": 0.15780454874038696, + "m": 0.747534453868866 + }, + { + "p": 0.12223637849092484, + "m": 0.6387977600097656 + }, + { + "p": 0.14243802428245544, + "m": 0.9492958188056946 + }, + { + "p": 0.02593718096613884, + "m": 0.6407941579818726 + }, + { + "p": 0.02270050160586834, + "m": 0.998400092124939 + }, + { + "p": 0.19103817641735077, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.585166335105896, + "val_loss": 1.0010396242141724, + "acc": 63.38, + "time": 251.78038904303685, + "param": [ + { + "p": 0.12693911790847778, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05787024274468422, + "m": 1.0 + }, + { + "p": 0.0655524805188179, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9136084318161011 + }, + { + "p": 0.002731798216700554, + "m": 1.0 + }, + { + "p": 0.09345057606697083, + "m": 0.22751739621162415 + }, + { + "p": 0.14801867306232452, + "m": 0.7630919814109802 + }, + { + "p": 0.12341804802417755, + "m": 0.6383413076400757 + }, + { + "p": 0.12686356902122498, + "m": 0.968715250492096 + }, + { + "p": 0.03109601140022278, + "m": 0.6464595198631287 + }, + { + "p": 0.040553055703639984, + "m": 1.0 + }, + { + "p": 0.18180061876773834, + "m": 1.0 + }, + { + "p": 0.0017058129888027906, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.3373483419418335, + "val_loss": 1.0922362804412842, + "acc": 63.0, + "time": 254.83319590613246, + "param": [ + { + "p": 0.1304398477077484, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.051475830376148224, + "m": 1.0 + }, + { + "p": 0.06397350877523422, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.925880491733551 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09143419563770294, + "m": 0.2317790687084198 + }, + { + "p": 0.14346499741077423, + "m": 0.7699220776557922 + }, + { + "p": 0.1306062638759613, + "m": 0.6237726807594299 + }, + { + "p": 0.12591052055358887, + "m": 0.9755803346633911 + }, + { + "p": 0.026617787778377533, + "m": 0.6420333981513977 + }, + { + "p": 0.05006512627005577, + "m": 1.0 + }, + { + "p": 0.1860118806362152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.3744601011276245, + "val_loss": 1.1008872985839844, + "acc": 63.36, + "time": 251.83825301006436, + "param": [ + { + "p": 0.12937502562999725, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0474134236574173, + "m": 1.0 + }, + { + "p": 0.06496534496545792, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9680594801902771 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08456780016422272, + "m": 0.20788271725177765 + }, + { + "p": 0.13218022882938385, + "m": 0.7542925477027893 + }, + { + "p": 0.1384132355451584, + "m": 0.6151987910270691 + }, + { + "p": 0.13824766874313354, + "m": 0.9879403710365295 + }, + { + "p": 0.024037206545472145, + "m": 0.6379009485244751 + }, + { + "p": 0.04916403070092201, + "m": 1.0 + }, + { + "p": 0.19163605570793152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.4473989009857178, + "val_loss": 1.031110405921936, + "acc": 64.09, + "time": 253.73255304433405, + "param": [ + { + "p": 0.12434086203575134, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04583479464054108, + "m": 1.0 + }, + { + "p": 0.06634192168712616, + "m": 0.009744919836521149 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07565043121576309, + "m": 0.18826232850551605 + }, + { + "p": 0.1229104995727539, + "m": 0.7474259734153748 + }, + { + "p": 0.14961281418800354, + "m": 0.6191503405570984 + }, + { + "p": 0.1609007567167282, + "m": 0.986541748046875 + }, + { + "p": 0.007060324773192406, + "m": 0.638139545917511 + }, + { + "p": 0.04042608290910721, + "m": 1.0 + }, + { + "p": 0.2069215327501297, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.0624613761901855, + "val_loss": 0.9010338187217712, + "acc": 63.5, + "time": 251.53974378108978, + "param": [ + { + "p": 0.1187206581234932, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024299703538417816, + "m": 1.0 + }, + { + "p": 0.05651658773422241, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05851409211754799, + "m": 0.18517740070819855 + }, + { + "p": 0.1156015619635582, + "m": 0.7351585030555725 + }, + { + "p": 0.1648743748664856, + "m": 0.6194797158241272 + }, + { + "p": 0.18763262033462524, + "m": 0.9712857604026794 + }, + { + "p": 0.0, + "m": 0.6315976977348328 + }, + { + "p": 0.03343503922224045, + "m": 1.0 + }, + { + "p": 0.2404053956270218, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.5087367296218872, + "val_loss": 1.0305051803588867, + "acc": 65.27, + "time": 252.7992244893685, + "param": [ + { + "p": 0.11871478706598282, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009829489281401038, + "m": 1.0 + }, + { + "p": 0.045300524681806564, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9908557534217834 + }, + { + "p": 0.04108946770429611, + "m": 0.2109595090150833 + }, + { + "p": 0.10731961578130722, + "m": 0.7353351712226868 + }, + { + "p": 0.17280460894107819, + "m": 0.6016542315483093 + }, + { + "p": 0.21005089581012726, + "m": 0.9805184602737427 + }, + { + "p": 0.0, + "m": 0.631172776222229 + }, + { + "p": 0.023729201406240463, + "m": 1.0 + }, + { + "p": 0.28000789880752563, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.1836326122283936, + "val_loss": 0.9870331287384033, + "acc": 63.25, + "time": 251.90870113484561, + "param": [ + { + "p": 0.11245230585336685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04507393389940262, + "m": 0.018081706017255783 + }, + { + "p": 0.0, + "m": 0.9992209672927856 + }, + { + "p": 0.0, + "m": 0.9764660596847534 + }, + { + "p": 0.037872787564992905, + "m": 0.23933464288711548 + }, + { + "p": 0.10101275146007538, + "m": 0.7578386068344116 + }, + { + "p": 0.1753956377506256, + "m": 0.5852847099304199 + }, + { + "p": 0.21052049100399017, + "m": 0.9901118874549866 + }, + { + "p": 0.002792885759845376, + "m": 0.6319137811660767 + }, + { + "p": 0.025200776755809784, + "m": 1.0 + }, + { + "p": 0.2896784543991089, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.3987951278686523, + "val_loss": 1.0962188243865967, + "acc": 63.33, + "time": 253.44417646387592, + "param": [ + { + "p": 0.1110139712691307, + "m": 1.0 + }, + { + "p": 0.00018993456615135074, + "m": 1.0 + }, + { + "p": 0.002484255703166127, + "m": 1.0 + }, + { + "p": 0.04410671442747116, + "m": 0.03054352104663849 + }, + { + "p": 0.004005955997854471, + "m": 1.0 + }, + { + "p": 0.002732363995164633, + "m": 0.9558489918708801 + }, + { + "p": 0.039629362523555756, + "m": 0.2868781089782715 + }, + { + "p": 0.08940060436725616, + "m": 0.7952280640602112 + }, + { + "p": 0.17068730294704437, + "m": 0.5754629969596863 + }, + { + "p": 0.20804645121097565, + "m": 0.9763888120651245 + }, + { + "p": 0.010829205624759197, + "m": 0.6387848258018494 + }, + { + "p": 0.03102070279419422, + "m": 1.0 + }, + { + "p": 0.2849273383617401, + "m": 1.0 + }, + { + "p": 0.000925782136619091, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.2472035884857178, + "val_loss": 1.0008208751678467, + "acc": 66.05, + "time": 252.4653443787247, + "param": [ + { + "p": 0.0944858193397522, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.031271159648895264, + "m": 1.0 + }, + { + "p": 0.051546864211559296, + "m": 0.04562654718756676 + }, + { + "p": 0.030303996056318283, + "m": 1.0 + }, + { + "p": 0.01663963310420513, + "m": 0.9717772603034973 + }, + { + "p": 0.03250551596283913, + "m": 0.33028510212898254 + }, + { + "p": 0.07359767705202103, + "m": 0.8350887894630432 + }, + { + "p": 0.15475599467754364, + "m": 0.5505151748657227 + }, + { + "p": 0.1855422556400299, + "m": 0.9446063041687012 + }, + { + "p": 0.037692733108997345, + "m": 0.6536415219306946 + }, + { + "p": 0.04071945324540138, + "m": 1.0 + }, + { + "p": 0.2475617378950119, + "m": 1.0 + }, + { + "p": 0.003377186367288232, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.3057949542999268, + "val_loss": 0.9028142094612122, + "acc": 65.65, + "time": 253.6333354897797, + "param": [ + { + "p": 0.08906630426645279, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0489468090236187, + "m": 1.0 + }, + { + "p": 0.06450006365776062, + "m": 0.04695836827158928 + }, + { + "p": 0.04746242240071297, + "m": 0.9990089535713196 + }, + { + "p": 0.013735097832977772, + "m": 0.9956398606300354 + }, + { + "p": 0.02460421435534954, + "m": 0.3627382814884186 + }, + { + "p": 0.06767570227384567, + "m": 0.8524131774902344 + }, + { + "p": 0.14185507595539093, + "m": 0.5489159226417542 + }, + { + "p": 0.17059962451457977, + "m": 0.923210859298706 + }, + { + "p": 0.058272089809179306, + "m": 0.6686217784881592 + }, + { + "p": 0.05232683941721916, + "m": 1.0 + }, + { + "p": 0.21558575332164764, + "m": 1.0 + }, + { + "p": 0.00536994356662035, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.1991316080093384, + "val_loss": 1.0065224170684814, + "acc": 66.37, + "time": 253.29612747393548, + "param": [ + { + "p": 0.08341042697429657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05325404554605484, + "m": 1.0 + }, + { + "p": 0.08169194310903549, + "m": 0.0 + }, + { + "p": 0.04615794122219086, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004248544108122587, + "m": 0.3757738471031189 + }, + { + "p": 0.07075424492359161, + "m": 0.8582513332366943 + }, + { + "p": 0.1450304090976715, + "m": 0.5431298017501831 + }, + { + "p": 0.17579354345798492, + "m": 0.906609058380127 + }, + { + "p": 0.05185020714998245, + "m": 0.6608085632324219 + }, + { + "p": 0.058428600430488586, + "m": 1.0 + }, + { + "p": 0.22938013076782227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.3348045349121094, + "val_loss": 0.9400439858436584, + "acc": 66.42, + "time": 250.9085275027901, + "param": [ + { + "p": 0.08628063648939133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05290082097053528, + "m": 1.0 + }, + { + "p": 0.08809919655323029, + "m": 0.0 + }, + { + "p": 0.04714792221784592, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3866691291332245 + }, + { + "p": 0.06326763331890106, + "m": 0.8559414744377136 + }, + { + "p": 0.14902524650096893, + "m": 0.5373714566230774 + }, + { + "p": 0.17557014524936676, + "m": 0.8922845721244812 + }, + { + "p": 0.0442524254322052, + "m": 0.6441312432289124 + }, + { + "p": 0.061429135501384735, + "m": 1.0 + }, + { + "p": 0.23139674961566925, + "m": 1.0 + }, + { + "p": 0.0006300794775597751, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.306846022605896, + "val_loss": 0.8958498239517212, + "acc": 65.53, + "time": 253.09900470497087, + "param": [ + { + "p": 0.07992471754550934, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04429140314459801, + "m": 1.0 + }, + { + "p": 0.08478586375713348, + "m": 0.0 + }, + { + "p": 0.037191636860370636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3810815215110779 + }, + { + "p": 0.05064568296074867, + "m": 0.8500111103057861 + }, + { + "p": 0.16872729361057281, + "m": 0.5387083888053894 + }, + { + "p": 0.19765704870224, + "m": 0.8762626647949219 + }, + { + "p": 0.03404374048113823, + "m": 0.6330980062484741 + }, + { + "p": 0.05324939638376236, + "m": 1.0 + }, + { + "p": 0.24948330223560333, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.1816799640655518, + "val_loss": 0.9698941707611084, + "acc": 66.35, + "time": 254.34869950916618, + "param": [ + { + "p": 0.07503342628479004, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.035164568573236465, + "m": 1.0 + }, + { + "p": 0.09024705737829208, + "m": 0.0 + }, + { + "p": 0.008671811781823635, + "m": 0.999628484249115 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 9.271103408536874e-06, + "m": 0.3636273145675659 + }, + { + "p": 0.03477032855153084, + "m": 0.8295460939407349 + }, + { + "p": 0.1837119162082672, + "m": 0.5363256335258484 + }, + { + "p": 0.2187948375940323, + "m": 0.8743606805801392 + }, + { + "p": 0.02545899525284767, + "m": 0.6300011277198792 + }, + { + "p": 0.05024327337741852, + "m": 1.0 + }, + { + "p": 0.2778945565223694, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.2305724620819092, + "val_loss": 0.9559398293495178, + "acc": 65.19, + "time": 252.8918483229354, + "param": [ + { + "p": 0.08141697943210602, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018946032971143723, + "m": 1.0 + }, + { + "p": 0.0874255895614624, + "m": 0.0 + }, + { + "p": 0.001357043394818902, + "m": 0.9920149445533752 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0035762893967330456, + "m": 0.3845922350883484 + }, + { + "p": 0.016837026923894882, + "m": 0.8138337135314941 + }, + { + "p": 0.1926357001066208, + "m": 0.5193102359771729 + }, + { + "p": 0.2243284285068512, + "m": 0.8795933723449707 + }, + { + "p": 0.027671797201037407, + "m": 0.623112678527832 + }, + { + "p": 0.04056893661618233, + "m": 1.0 + }, + { + "p": 0.302656888961792, + "m": 1.0 + }, + { + "p": 0.0025793281383812428, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.2179490327835083, + "val_loss": 1.0988998413085938, + "acc": 65.87, + "time": 253.69246794702485, + "param": [ + { + "p": 0.097879558801651, + "m": 1.0 + }, + { + "p": 0.0018281186930835247, + "m": 1.0 + }, + { + "p": 0.004570569843053818, + "m": 1.0 + }, + { + "p": 0.09088719636201859, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0006180974887683988, + "m": 0.9926877617835999 + }, + { + "p": 0.010416341945528984, + "m": 0.3794228434562683 + }, + { + "p": 0.0, + "m": 0.819815993309021 + }, + { + "p": 0.19184648990631104, + "m": 0.5218456387519836 + }, + { + "p": 0.21647122502326965, + "m": 0.8809446692466736 + }, + { + "p": 0.027280505746603012, + "m": 0.6092372536659241 + }, + { + "p": 0.03835824504494667, + "m": 1.0 + }, + { + "p": 0.3060627281665802, + "m": 1.0 + }, + { + "p": 0.013780980370938778, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.4441683292388916, + "val_loss": 0.9330163598060608, + "acc": 66.72, + "time": 253.7928395862691, + "param": [ + { + "p": 0.1061306968331337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09344279021024704, + "m": 0.007189248222857714 + }, + { + "p": 0.0, + "m": 0.9986261129379272 + }, + { + "p": 0.009309492073953152, + "m": 0.9847305417060852 + }, + { + "p": 0.006899488624185324, + "m": 0.3541613817214966 + }, + { + "p": 0.0, + "m": 0.830842912197113 + }, + { + "p": 0.1963038146495819, + "m": 0.5373489260673523 + }, + { + "p": 0.21017767488956451, + "m": 0.8614868521690369 + }, + { + "p": 0.027373816817998886, + "m": 0.5907764434814453 + }, + { + "p": 0.035232629626989365, + "m": 1.0 + }, + { + "p": 0.30537864565849304, + "m": 1.0 + }, + { + "p": 0.009751025587320328, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.1438220739364624, + "val_loss": 0.973457932472229, + "acc": 67.66, + "time": 253.30388113018125, + "param": [ + { + "p": 0.10864844173192978, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0001915725733852014, + "m": 1.0 + }, + { + "p": 0.09243880957365036, + "m": 0.04878858104348183 + }, + { + "p": 0.0, + "m": 0.9993616342544556 + }, + { + "p": 0.006362449377775192, + "m": 0.970331609249115 + }, + { + "p": 0.0002613083051983267, + "m": 0.3360138535499573 + }, + { + "p": 0.0, + "m": 0.8379774689674377 + }, + { + "p": 0.2098090946674347, + "m": 0.5440380573272705 + }, + { + "p": 0.2149364948272705, + "m": 0.8411908149719238 + }, + { + "p": 0.01816141977906227, + "m": 0.5803877115249634 + }, + { + "p": 0.022108521312475204, + "m": 1.0 + }, + { + "p": 0.3270818591117859, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.492568016052246, + "val_loss": 0.8605350852012634, + "acc": 67.34, + "time": 255.08697165502235, + "param": [ + { + "p": 0.09686707705259323, + "m": 1.0 + }, + { + "p": 0.007627391256392002, + "m": 1.0 + }, + { + "p": 0.017266562208533287, + "m": 1.0 + }, + { + "p": 0.08732830733060837, + "m": 0.05188323184847832 + }, + { + "p": 0.007330324500799179, + "m": 1.0 + }, + { + "p": 0.029994241893291473, + "m": 0.9461209774017334 + }, + { + "p": 0.010107578709721565, + "m": 0.30024653673171997 + }, + { + "p": 0.017210571095347404, + "m": 0.844785749912262 + }, + { + "p": 0.1903235912322998, + "m": 0.5842607021331787 + }, + { + "p": 0.18163733184337616, + "m": 0.8430082201957703 + }, + { + "p": 0.04142405837774277, + "m": 0.5985779762268066 + }, + { + "p": 0.02781742624938488, + "m": 1.0 + }, + { + "p": 0.27782583236694336, + "m": 1.0 + }, + { + "p": 0.007239654194563627, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.3322726488113403, + "val_loss": 1.0676783323287964, + "acc": 67.81, + "time": 252.9405672568828, + "param": [ + { + "p": 0.08768213540315628, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017133167013525963, + "m": 1.0 + }, + { + "p": 0.08457870781421661, + "m": 0.022214766591787338 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028823526576161385, + "m": 0.9305989742279053 + }, + { + "p": 0.01026684045791626, + "m": 0.3024803698062897 + }, + { + "p": 0.021102430298924446, + "m": 0.8546774983406067 + }, + { + "p": 0.20220531523227692, + "m": 0.5901280045509338 + }, + { + "p": 0.18135488033294678, + "m": 0.8535910844802856 + }, + { + "p": 0.05036301910877228, + "m": 0.5981526374816895 + }, + { + "p": 0.02873517945408821, + "m": 1.0 + }, + { + "p": 0.2877548038959503, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.2300773859024048, + "val_loss": 1.1409116983413696, + "acc": 67.05, + "time": 256.0941430060193, + "param": [ + { + "p": 0.07986894994974136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020585477352142334, + "m": 1.0 + }, + { + "p": 0.06816553324460983, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0293881893157959, + "m": 0.9564179182052612 + }, + { + "p": 0.017096905037760735, + "m": 0.2998065948486328 + }, + { + "p": 0.017836889252066612, + "m": 0.8302378058433533 + }, + { + "p": 0.2155214250087738, + "m": 0.5918989181518555 + }, + { + "p": 0.17640641331672668, + "m": 0.8619687557220459 + }, + { + "p": 0.06491812318563461, + "m": 0.6080783009529114 + }, + { + "p": 0.02490568533539772, + "m": 1.0 + }, + { + "p": 0.2853064239025116, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.4010971784591675, + "val_loss": 0.8538848161697388, + "acc": 66.42, + "time": 253.56646250514314, + "param": [ + { + "p": 0.07396192103624344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01849607564508915, + "m": 1.0 + }, + { + "p": 0.05908866971731186, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012477189302444458, + "m": 0.9820773005485535 + }, + { + "p": 0.012861782684922218, + "m": 0.3037150800228119 + }, + { + "p": 0.005737350322306156, + "m": 0.8251147270202637 + }, + { + "p": 0.2359425127506256, + "m": 0.5754051208496094 + }, + { + "p": 0.18378886580467224, + "m": 0.8831863403320312 + }, + { + "p": 0.07341589033603668, + "m": 0.6177603006362915 + }, + { + "p": 0.020801007747650146, + "m": 1.0 + }, + { + "p": 0.30342864990234375, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.3532938957214355, + "val_loss": 1.047974705696106, + "acc": 65.27, + "time": 253.7206414467655, + "param": [ + { + "p": 0.0798918828368187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03139006718993187, + "m": 1.0 + }, + { + "p": 0.04816297069191933, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9911048412322998 + }, + { + "p": 0.014723663218319416, + "m": 0.27102816104888916 + }, + { + "p": 0.007273717783391476, + "m": 0.8257210850715637 + }, + { + "p": 0.23223744332790375, + "m": 0.5764365196228027 + }, + { + "p": 0.17755571007728577, + "m": 0.8951984643936157 + }, + { + "p": 0.08283238112926483, + "m": 0.654060423374176 + }, + { + "p": 0.030671311542391777, + "m": 1.0 + }, + { + "p": 0.29526081681251526, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.241391658782959, + "val_loss": 0.9635934233665466, + "acc": 68.61, + "time": 251.60312586883083, + "param": [ + { + "p": 0.08063499629497528, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.038134362548589706, + "m": 1.0 + }, + { + "p": 0.03987469524145126, + "m": 0.01809529773890972 + }, + { + "p": 0.0, + "m": 0.9910285472869873 + }, + { + "p": 0.0010701179271563888, + "m": 1.0 + }, + { + "p": 0.014655305072665215, + "m": 0.2365519255399704 + }, + { + "p": 0.0, + "m": 0.8312060236930847 + }, + { + "p": 0.2250732183456421, + "m": 0.5774171948432922 + }, + { + "p": 0.1708614081144333, + "m": 0.9036271572113037 + }, + { + "p": 0.09499411284923553, + "m": 0.7060755491256714 + }, + { + "p": 0.04495052248239517, + "m": 1.0 + }, + { + "p": 0.28975120186805725, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.4357545375823975, + "val_loss": 0.9499590396881104, + "acc": 68.44, + "time": 253.8368579428643, + "param": [ + { + "p": 0.07568632811307907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033280737698078156, + "m": 1.0 + }, + { + "p": 0.024653734639286995, + "m": 0.0050212666392326355 + }, + { + "p": 0.0, + "m": 0.9288907051086426 + }, + { + "p": 0.0, + "m": 0.9985216856002808 + }, + { + "p": 0.00772938271984458, + "m": 0.2495422214269638 + }, + { + "p": 0.0, + "m": 0.8256895542144775 + }, + { + "p": 0.2339065819978714, + "m": 0.5265933871269226 + }, + { + "p": 0.17121438682079315, + "m": 0.9328945875167847 + }, + { + "p": 0.09546101093292236, + "m": 0.6935921907424927 + }, + { + "p": 0.02926367148756981, + "m": 1.0 + }, + { + "p": 0.3288041353225708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.0782102346420288, + "val_loss": 0.9149729609489441, + "acc": 68.05, + "time": 252.8327762610279, + "param": [ + { + "p": 0.06962395459413528, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018669508397579193, + "m": 1.0 + }, + { + "p": 0.0003261881065554917, + "m": 0.004198482260107994 + }, + { + "p": 0.0, + "m": 0.8852409720420837 + }, + { + "p": 0.0, + "m": 0.9987463355064392 + }, + { + "p": 0.0, + "m": 0.2893783152103424 + }, + { + "p": 0.0, + "m": 0.8192020654678345 + }, + { + "p": 0.25710630416870117, + "m": 0.48460644483566284 + }, + { + "p": 0.18100985884666443, + "m": 0.9497959613800049 + }, + { + "p": 0.0859314352273941, + "m": 0.6828075051307678 + }, + { + "p": 0.003915310371667147, + "m": 1.0 + }, + { + "p": 0.3834174871444702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.175459384918213, + "val_loss": 0.9323182106018066, + "acc": 68.22, + "time": 252.73837747517973, + "param": [ + { + "p": 0.06803712993860245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013467194512486458, + "m": 1.0 + }, + { + "p": 9.43051345529966e-05, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.834674596786499 + }, + { + "p": 0.0, + "m": 0.9997491240501404 + }, + { + "p": 4.729053034679964e-05, + "m": 0.3319092094898224 + }, + { + "p": 0.00031577557092532516, + "m": 0.8123934268951416 + }, + { + "p": 0.26009291410446167, + "m": 0.44545260071754456 + }, + { + "p": 0.1829085350036621, + "m": 0.9536753296852112 + }, + { + "p": 0.07518145442008972, + "m": 0.6779377460479736 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3998554050922394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.4730334281921387, + "val_loss": 1.108808159828186, + "acc": 67.88, + "time": 253.49809335079044, + "param": [ + { + "p": 0.06668488681316376, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8158426880836487 + }, + { + "p": 0.009974770247936249, + "m": 0.9917885065078735 + }, + { + "p": 0.0, + "m": 0.3888835310935974 + }, + { + "p": 0.0, + "m": 0.7890402674674988 + }, + { + "p": 0.26314786076545715, + "m": 0.4199294447898865 + }, + { + "p": 0.18582363426685333, + "m": 0.9270997047424316 + }, + { + "p": 0.06604338437318802, + "m": 0.6686689853668213 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.4083254039287567, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.3357523679733276, + "val_loss": 1.0498119592666626, + "acc": 67.61, + "time": 250.59011527709663, + "param": [ + { + "p": 0.06563515216112137, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0037792979273945093, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8436187505722046 + }, + { + "p": 0.02574629709124565, + "m": 0.9722027778625488 + }, + { + "p": 0.0, + "m": 0.44108569622039795 + }, + { + "p": 0.0, + "m": 0.7528353333473206 + }, + { + "p": 0.2666921019554138, + "m": 0.38186636567115784 + }, + { + "p": 0.17443791031837463, + "m": 0.8840352296829224 + }, + { + "p": 0.06240089237689972, + "m": 0.653799295425415 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.4013083577156067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.2466362714767456, + "val_loss": 1.0001847743988037, + "acc": 66.55, + "time": 249.5188815961592, + "param": [ + { + "p": 0.06177588179707527, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0006615197635255754 + }, + { + "p": 0.0, + "m": 0.8579725027084351 + }, + { + "p": 0.025888560339808464, + "m": 0.9916685223579407 + }, + { + "p": 0.0004463468212634325, + "m": 0.46777427196502686 + }, + { + "p": 0.0, + "m": 0.7240096926689148 + }, + { + "p": 0.2734489142894745, + "m": 0.37066298723220825 + }, + { + "p": 0.16614148020744324, + "m": 0.8469753861427307 + }, + { + "p": 0.05740819871425629, + "m": 0.6553542613983154 + }, + { + "p": 0.0006652147858403623, + "m": 1.0 + }, + { + "p": 0.41350069642066956, + "m": 1.0 + }, + { + "p": 0.0007246255991049111, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.1629005670547485, + "val_loss": 1.0225911140441895, + "acc": 67.16, + "time": 252.57436084887013, + "param": [ + { + "p": 0.057150132954120636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0059956153854727745, + "m": 0.006521807052195072 + }, + { + "p": 0.0, + "m": 0.8551561236381531 + }, + { + "p": 0.02153783291578293, + "m": 1.0 + }, + { + "p": 0.01108140405267477, + "m": 0.4912743866443634 + }, + { + "p": 0.008045081049203873, + "m": 0.7087534070014954 + }, + { + "p": 0.26534509658813477, + "m": 0.33046966791152954 + }, + { + "p": 0.16119655966758728, + "m": 0.836854100227356 + }, + { + "p": 0.06058046594262123, + "m": 0.6676117777824402 + }, + { + "p": 0.006672586780041456, + "m": 0.9985458850860596 + }, + { + "p": 0.4023952782154083, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.0368934869766235, + "val_loss": 0.9083473682403564, + "acc": 67.28, + "time": 252.04352732189, + "param": [ + { + "p": 0.06045081838965416, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003125495044514537, + "m": 1.0 + }, + { + "p": 0.0086907297372818, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8637164235115051 + }, + { + "p": 0.026369156315922737, + "m": 1.0 + }, + { + "p": 0.02070329710841179, + "m": 0.45844322443008423 + }, + { + "p": 0.019550925120711327, + "m": 0.6903565526008606 + }, + { + "p": 0.2482837736606598, + "m": 0.2763396203517914 + }, + { + "p": 0.15109701454639435, + "m": 0.8440644145011902 + }, + { + "p": 0.06472137570381165, + "m": 0.6778473258018494 + }, + { + "p": 0.022510318085551262, + "m": 1.0 + }, + { + "p": 0.37449708580970764, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.3547767400741577, + "val_loss": 1.1282131671905518, + "acc": 67.92, + "time": 249.48080670414492, + "param": [ + { + "p": 0.062274426221847534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003478368977084756, + "m": 1.0 + }, + { + "p": 0.009384595789015293, + "m": 0.0013853415148332715 + }, + { + "p": 0.0, + "m": 0.8738852143287659 + }, + { + "p": 0.019604355096817017, + "m": 1.0 + }, + { + "p": 0.020832974463701248, + "m": 0.41456326842308044 + }, + { + "p": 0.018259495496749878, + "m": 0.6800448894500732 + }, + { + "p": 0.24752725660800934, + "m": 0.2397233247756958 + }, + { + "p": 0.15358255803585052, + "m": 0.8460543751716614 + }, + { + "p": 0.0690188780426979, + "m": 0.6876360177993774 + }, + { + "p": 0.024779517203569412, + "m": 1.0 + }, + { + "p": 0.37125757336616516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.2819761037826538, + "val_loss": 0.9625926613807678, + "acc": 67.82, + "time": 251.267211006023, + "param": [ + { + "p": 0.059552229940891266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005983673967421055, + "m": 1.0 + }, + { + "p": 0.016870399937033653, + "m": 0.006922687403857708 + }, + { + "p": 0.0020484088454395533, + "m": 0.8634141087532043 + }, + { + "p": 0.014482002705335617, + "m": 1.0 + }, + { + "p": 0.01716797612607479, + "m": 0.4010986089706421 + }, + { + "p": 0.015513025224208832, + "m": 0.666283369064331 + }, + { + "p": 0.24522434175014496, + "m": 0.24938243627548218 + }, + { + "p": 0.15212783217430115, + "m": 0.8614397644996643 + }, + { + "p": 0.06802589446306229, + "m": 0.6990559697151184 + }, + { + "p": 0.027397770434617996, + "m": 1.0 + }, + { + "p": 0.375606507062912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.2946029901504517, + "val_loss": 0.8572943806648254, + "acc": 68.69, + "time": 254.67291540792212, + "param": [ + { + "p": 0.050463784486055374, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014041504822671413, + "m": 1.0 + }, + { + "p": 0.020130807533860207, + "m": 0.0 + }, + { + "p": 0.00389169086702168, + "m": 0.8596843481063843 + }, + { + "p": 0.020585818216204643, + "m": 0.9844123125076294 + }, + { + "p": 0.02769498899579048, + "m": 0.36443716287612915 + }, + { + "p": 0.02657465822994709, + "m": 0.6580435633659363 + }, + { + "p": 0.22704046964645386, + "m": 0.27720704674720764 + }, + { + "p": 0.14866213500499725, + "m": 0.868537962436676 + }, + { + "p": 0.06349948048591614, + "m": 0.7141751646995544 + }, + { + "p": 0.0403805747628212, + "m": 1.0 + }, + { + "p": 0.3569919168949127, + "m": 1.0 + }, + { + "p": 4.2187803046545014e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.5136017799377441, + "val_loss": 0.9043724536895752, + "acc": 68.16, + "time": 249.83361595496535, + "param": [ + { + "p": 0.04077901318669319, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016427604481577873, + "m": 1.0 + }, + { + "p": 0.01616532914340496, + "m": 0.0 + }, + { + "p": 0.0016226543812081218, + "m": 0.8866440653800964 + }, + { + "p": 0.013215706683695316, + "m": 0.9794619083404541 + }, + { + "p": 0.015137627720832825, + "m": 0.3249438405036926 + }, + { + "p": 0.02400015853345394, + "m": 0.6443856358528137 + }, + { + "p": 0.2438669055700302, + "m": 0.22052478790283203 + }, + { + "p": 0.1393229216337204, + "m": 0.8580530285835266 + }, + { + "p": 0.06785354018211365, + "m": 0.7053155303001404 + }, + { + "p": 0.036449696868658066, + "m": 1.0 + }, + { + "p": 0.38515880703926086, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.4715964794158936, + "val_loss": 0.9979775547981262, + "acc": 68.44, + "time": 253.41694610984996, + "param": [ + { + "p": 0.03152798116207123, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0119934668764472, + "m": 1.0 + }, + { + "p": 0.007243780419230461, + "m": 0.0 + }, + { + "p": 0.0006890404038131237, + "m": 0.9052401781082153 + }, + { + "p": 0.019030136987566948, + "m": 0.9651572704315186 + }, + { + "p": 0.011841981671750546, + "m": 0.30182936787605286 + }, + { + "p": 0.02161179855465889, + "m": 0.619499921798706 + }, + { + "p": 0.2644801139831543, + "m": 0.12096873670816422 + }, + { + "p": 0.12489023059606552, + "m": 0.8598229289054871 + }, + { + "p": 0.0673334002494812, + "m": 0.6746771931648254 + }, + { + "p": 0.03488864377140999, + "m": 1.0 + }, + { + "p": 0.40446949005126953, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.423703908920288, + "val_loss": 0.9987367391586304, + "acc": 67.96, + "time": 254.43249120609835, + "param": [ + { + "p": 0.023597082123160362, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006827298551797867, + "m": 1.0 + }, + { + "p": 0.01549584325402975, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9319852590560913 + }, + { + "p": 0.03529629483819008, + "m": 0.9411837458610535 + }, + { + "p": 0.004658881574869156, + "m": 0.2934092879295349 + }, + { + "p": 0.021188272163271904, + "m": 0.597123920917511 + }, + { + "p": 0.2705897390842438, + "m": 0.0603741854429245 + }, + { + "p": 0.11682930588722229, + "m": 0.8692111968994141 + }, + { + "p": 0.06389255821704865, + "m": 0.6626216769218445 + }, + { + "p": 0.044456902891397476, + "m": 1.0 + }, + { + "p": 0.3971678614616394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.362013578414917, + "val_loss": 0.9274662733078003, + "acc": 69.22, + "time": 255.62096615182236, + "param": [ + { + "p": 0.023966453969478607, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009031175635755062, + "m": 1.0 + }, + { + "p": 6.691870657959953e-05, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.937766432762146 + }, + { + "p": 0.04052058979868889, + "m": 0.9486671686172485 + }, + { + "p": 0.002815818414092064, + "m": 0.30952346324920654 + }, + { + "p": 0.00992145948112011, + "m": 0.5773533582687378 + }, + { + "p": 0.29115810990333557, + "m": 0.06019124016165733 + }, + { + "p": 0.10412350296974182, + "m": 0.8745125532150269 + }, + { + "p": 0.06276890635490417, + "m": 0.6496490240097046 + }, + { + "p": 0.05108948424458504, + "m": 1.0 + }, + { + "p": 0.40453752875328064, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.4384511709213257, + "val_loss": 1.0125377178192139, + "acc": 68.16, + "time": 251.29011036083102, + "param": [ + { + "p": 0.025642642751336098, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008958087302744389, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9563979506492615 + }, + { + "p": 0.04681316018104553, + "m": 0.9411017894744873 + }, + { + "p": 0.0, + "m": 0.32326996326446533 + }, + { + "p": 0.005172382108867168, + "m": 0.5552625060081482 + }, + { + "p": 0.30135226249694824, + "m": 0.005180640146136284 + }, + { + "p": 0.10054685175418854, + "m": 0.8785794973373413 + }, + { + "p": 0.06532152742147446, + "m": 0.6516693234443665 + }, + { + "p": 0.048467203974723816, + "m": 1.0 + }, + { + "p": 0.3977258503437042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.4986250400543213, + "val_loss": 0.8294722437858582, + "acc": 67.83, + "time": 250.3244944550097, + "param": [ + { + "p": 0.031619541347026825, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010472054593265057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9789261221885681 + }, + { + "p": 0.040936339646577835, + "m": 0.9226651787757874 + }, + { + "p": 0.0, + "m": 0.3379078507423401 + }, + { + "p": 0.013734727166593075, + "m": 0.5379420518875122 + }, + { + "p": 0.30325981974601746, + "m": 0.0 + }, + { + "p": 0.09871944785118103, + "m": 0.8999063372612 + }, + { + "p": 0.0587446391582489, + "m": 0.6436033248901367 + }, + { + "p": 0.049275994300842285, + "m": 1.0 + }, + { + "p": 0.3932373821735382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.0656594038009644, + "val_loss": 0.9002976417541504, + "acc": 68.18, + "time": 251.26838593091816, + "param": [ + { + "p": 0.03040880523622036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 3.1044201023178175e-05, + "m": 0.0 + }, + { + "p": 0.0016496287425979972, + "m": 0.9786784648895264 + }, + { + "p": 0.016528328880667686, + "m": 0.9155178666114807 + }, + { + "p": 0.0, + "m": 0.3329826295375824 + }, + { + "p": 0.005259121302515268, + "m": 0.5311371684074402 + }, + { + "p": 0.33348843455314636, + "m": 0.0 + }, + { + "p": 0.09471539407968521, + "m": 0.9152408838272095 + }, + { + "p": 0.05178220570087433, + "m": 0.6312610507011414 + }, + { + "p": 0.04450209066271782, + "m": 1.0 + }, + { + "p": 0.4216349422931671, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.463125467300415, + "val_loss": 1.0086584091186523, + "acc": 68.06, + "time": 250.23192599089816, + "param": [ + { + "p": 0.026762941852211952, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004869792144745588, + "m": 1.0 + }, + { + "p": 0.003995692357420921, + "m": 0.0 + }, + { + "p": 0.004307540599256754, + "m": 0.9862234592437744 + }, + { + "p": 0.010149686597287655, + "m": 0.9081260561943054 + }, + { + "p": 0.0, + "m": 0.32385021448135376 + }, + { + "p": 0.0, + "m": 0.5217939615249634 + }, + { + "p": 0.3502674698829651, + "m": 0.0 + }, + { + "p": 0.08299919962882996, + "m": 0.9135362505912781 + }, + { + "p": 0.05171119421720505, + "m": 0.6309325695037842 + }, + { + "p": 0.032840512692928314, + "m": 1.0 + }, + { + "p": 0.4320959746837616, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.164330005645752, + "val_loss": 0.9665026664733887, + "acc": 67.66, + "time": 252.48295526765287, + "param": [ + { + "p": 0.025986915454268456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008419671095907688, + "m": 1.0 + }, + { + "p": 0.019386393949389458, + "m": 0.0 + }, + { + "p": 0.0069744400680065155, + "m": 0.9858935475349426 + }, + { + "p": 0.01945803314447403, + "m": 0.876714825630188 + }, + { + "p": 0.0, + "m": 0.3138335347175598 + }, + { + "p": 0.0, + "m": 0.515860378742218 + }, + { + "p": 0.3451176881790161, + "m": 0.05591823160648346 + }, + { + "p": 0.07266843318939209, + "m": 0.9094154238700867 + }, + { + "p": 0.050229232758283615, + "m": 0.6444137096405029 + }, + { + "p": 0.023854676634073257, + "m": 1.0 + }, + { + "p": 0.42790451645851135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.2609444856643677, + "val_loss": 0.9417238235473633, + "acc": 67.18, + "time": 252.05069716321304, + "param": [ + { + "p": 0.053872909396886826, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0171655360609293, + "m": 1.0 + }, + { + "p": 0.0286718662828207, + "m": 0.0 + }, + { + "p": 0.01213088445365429, + "m": 0.9887561798095703 + }, + { + "p": 0.035470150411129, + "m": 0.8534668684005737 + }, + { + "p": 0.0, + "m": 0.3096369802951813 + }, + { + "p": 0.003632474457845092, + "m": 0.5283870697021484 + }, + { + "p": 0.30747872591018677, + "m": 0.11262208968400955 + }, + { + "p": 0.06558354198932648, + "m": 0.9109371900558472 + }, + { + "p": 0.05258586257696152, + "m": 0.6734066009521484 + }, + { + "p": 0.029608311131596565, + "m": 1.0 + }, + { + "p": 0.38540345430374146, + "m": 1.0 + }, + { + "p": 0.00839631725102663, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.1368216276168823, + "val_loss": 0.9504877328872681, + "acc": 68.45, + "time": 255.32466829009354, + "param": [ + { + "p": 0.07516548782587051, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033631209284067154, + "m": 1.0 + }, + { + "p": 0.03740069270133972, + "m": 0.0 + }, + { + "p": 0.01220884919166565, + "m": 0.9975954294204712 + }, + { + "p": 0.04302990436553955, + "m": 0.8714169859886169 + }, + { + "p": 0.0, + "m": 0.3096769154071808 + }, + { + "p": 0.017128057777881622, + "m": 0.5270442366600037 + }, + { + "p": 0.2779901921749115, + "m": 0.14273126423358917 + }, + { + "p": 0.061348143965005875, + "m": 0.8983920812606812 + }, + { + "p": 0.048558078706264496, + "m": 0.6918896436691284 + }, + { + "p": 0.032687488943338394, + "m": 1.0 + }, + { + "p": 0.35379207134246826, + "m": 1.0 + }, + { + "p": 0.007059813477098942, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.3482978343963623, + "val_loss": 0.9144232273101807, + "acc": 69.23, + "time": 251.74874997884035, + "param": [ + { + "p": 0.08487557619810104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.047611869871616364, + "m": 1.0 + }, + { + "p": 0.04583870619535446, + "m": 0.0 + }, + { + "p": 0.00939695630222559, + "m": 0.9704849123954773 + }, + { + "p": 0.05778689309954643, + "m": 0.8800120949745178 + }, + { + "p": 0.007617992348968983, + "m": 0.3060435652732849 + }, + { + "p": 0.03410106152296066, + "m": 0.5194246172904968 + }, + { + "p": 0.25507885217666626, + "m": 0.1427232325077057 + }, + { + "p": 0.05706026405096054, + "m": 0.8905103206634521 + }, + { + "p": 0.04509005323052406, + "m": 0.6936559081077576 + }, + { + "p": 0.02272573672235012, + "m": 1.0 + }, + { + "p": 0.317350298166275, + "m": 1.0 + }, + { + "p": 0.01546570472419262, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.3146620988845825, + "val_loss": 0.8691740036010742, + "acc": 69.67, + "time": 250.87402029288933, + "param": [ + { + "p": 0.09065468609333038, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04979401081800461, + "m": 1.0 + }, + { + "p": 0.04953062906861305, + "m": 0.0032430628780275583 + }, + { + "p": 0.0, + "m": 0.9456634521484375 + }, + { + "p": 0.06172788515686989, + "m": 0.8645251393318176 + }, + { + "p": 0.010207895189523697, + "m": 0.31696757674217224 + }, + { + "p": 0.05334033817052841, + "m": 0.520967960357666 + }, + { + "p": 0.25326189398765564, + "m": 0.1298094391822815 + }, + { + "p": 0.06214739754796028, + "m": 0.8914243578910828 + }, + { + "p": 0.04931133612990379, + "m": 0.6885374784469604 + }, + { + "p": 0.005941594950854778, + "m": 1.0 + }, + { + "p": 0.30342090129852295, + "m": 1.0 + }, + { + "p": 0.010661432519555092, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.214185357093811, + "val_loss": 0.952045738697052, + "acc": 69.02, + "time": 252.9434250658378, + "param": [ + { + "p": 0.09632278233766556, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05066506937146187, + "m": 1.0 + }, + { + "p": 0.055878832936286926, + "m": 0.0 + }, + { + "p": 0.002710220869630575, + "m": 0.9196615815162659 + }, + { + "p": 0.06273329257965088, + "m": 0.8577083349227905 + }, + { + "p": 0.007080933544784784, + "m": 0.3131985664367676 + }, + { + "p": 0.057293396443128586, + "m": 0.5062934756278992 + }, + { + "p": 0.24884644150733948, + "m": 0.10346642136573792 + }, + { + "p": 0.06661982089281082, + "m": 0.8921620845794678 + }, + { + "p": 0.059644028544425964, + "m": 0.7025818824768066 + }, + { + "p": 0.009464387781918049, + "m": 1.0 + }, + { + "p": 0.2758410573005676, + "m": 1.0 + }, + { + "p": 0.006899860221892595, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.179182529449463, + "val_loss": 0.7898104786872864, + "acc": 68.91, + "time": 251.40325290802866, + "param": [ + { + "p": 0.10556234419345856, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03873869404196739, + "m": 1.0 + }, + { + "p": 0.056882593780756, + "m": 0.0 + }, + { + "p": 0.002163995523005724, + "m": 0.9132885336875916 + }, + { + "p": 0.0632304847240448, + "m": 0.8464632034301758 + }, + { + "p": 0.003930921200662851, + "m": 0.3326912224292755 + }, + { + "p": 0.044202275574207306, + "m": 0.4968322217464447 + }, + { + "p": 0.26155996322631836, + "m": 0.08266086876392365 + }, + { + "p": 0.06908147037029266, + "m": 0.8802796602249146 + }, + { + "p": 0.06138187646865845, + "m": 0.703490674495697 + }, + { + "p": 0.006093959324061871, + "m": 1.0 + }, + { + "p": 0.2783537805080414, + "m": 1.0 + }, + { + "p": 0.008817554451525211, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.4260615110397339, + "val_loss": 0.8749216198921204, + "acc": 69.23, + "time": 255.1625082688406, + "param": [ + { + "p": 0.11280404776334763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026197871193289757, + "m": 1.0 + }, + { + "p": 0.0637098029255867, + "m": 0.0014051069738343358 + }, + { + "p": 0.0, + "m": 0.9366628527641296 + }, + { + "p": 0.04708675295114517, + "m": 0.8503665924072266 + }, + { + "p": 0.0, + "m": 0.36100614070892334 + }, + { + "p": 0.03375870734453201, + "m": 0.4777286648750305 + }, + { + "p": 0.2719746232032776, + "m": 0.0851140096783638 + }, + { + "p": 0.07461036741733551, + "m": 0.8724026679992676 + }, + { + "p": 0.059189487248659134, + "m": 0.7046979069709778 + }, + { + "p": 0.011766129173338413, + "m": 1.0 + }, + { + "p": 0.2915140688419342, + "m": 1.0 + }, + { + "p": 0.00738810608163476, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.1883800029754639, + "val_loss": 0.8828995823860168, + "acc": 69.66, + "time": 251.5353481969796, + "param": [ + { + "p": 0.11417844891548157, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019209766760468483, + "m": 1.0 + }, + { + "p": 0.06468181312084198, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9328679442405701 + }, + { + "p": 0.031945474445819855, + "m": 0.8623746037483215 + }, + { + "p": 0.0, + "m": 0.362514466047287 + }, + { + "p": 0.03442832827568054, + "m": 0.4618218243122101 + }, + { + "p": 0.2847103476524353, + "m": 0.07069939374923706 + }, + { + "p": 0.07493869960308075, + "m": 0.8726441860198975 + }, + { + "p": 0.05795983597636223, + "m": 0.7048956751823425 + }, + { + "p": 0.015199207700788975, + "m": 1.0 + }, + { + "p": 0.30274802446365356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.1998432874679565, + "val_loss": 0.876655101776123, + "acc": 68.84, + "time": 251.10894507495686, + "param": [ + { + "p": 0.11053687334060669, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004724420141428709, + "m": 1.0 + }, + { + "p": 0.06558354198932648, + "m": 0.0 + }, + { + "p": 0.00014889269368723035, + "m": 0.9375584721565247 + }, + { + "p": 0.018335409462451935, + "m": 0.8781792521476746 + }, + { + "p": 0.0, + "m": 0.3638504445552826 + }, + { + "p": 0.03833037242293358, + "m": 0.46260738372802734 + }, + { + "p": 0.30607226490974426, + "m": 0.0837235301733017 + }, + { + "p": 0.06766100972890854, + "m": 0.8874101042747498 + }, + { + "p": 0.06017421931028366, + "m": 0.7359962463378906 + }, + { + "p": 0.017642434686422348, + "m": 1.0 + }, + { + "p": 0.3107905387878418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.4273765087127686, + "val_loss": 0.7579007744789124, + "acc": 69.24, + "time": 251.06934409728274, + "param": [ + { + "p": 0.0983331948518753, + "m": 1.0 + }, + { + "p": 0.00012204795348225161, + "m": 1.0 + }, + { + "p": 0.0014258703449741006, + "m": 1.0 + }, + { + "p": 0.06163199245929718, + "m": 0.0 + }, + { + "p": 0.008976589888334274, + "m": 0.9257193803787231 + }, + { + "p": 0.0, + "m": 0.8811091780662537 + }, + { + "p": 0.0, + "m": 0.366765558719635 + }, + { + "p": 0.033916641026735306, + "m": 0.4428001940250397 + }, + { + "p": 0.3351901173591614, + "m": 0.08614803850650787 + }, + { + "p": 0.0626368522644043, + "m": 0.900553286075592 + }, + { + "p": 0.06672393530607224, + "m": 0.7357260584831238 + }, + { + "p": 0.016201337799429893, + "m": 1.0 + }, + { + "p": 0.31160563230514526, + "m": 1.0 + }, + { + "p": 0.003235782030969858, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.3815912008285522, + "val_loss": 1.0531344413757324, + "acc": 69.47, + "time": 250.78852247213945, + "param": [ + { + "p": 0.08694718033075333, + "m": 1.0 + }, + { + "p": 0.006173776928335428, + "m": 1.0 + }, + { + "p": 0.008761418983340263, + "m": 1.0 + }, + { + "p": 0.048973601311445236, + "m": 0.007437991444021463 + }, + { + "p": 0.01185686606913805, + "m": 0.8727115988731384 + }, + { + "p": 0.0, + "m": 0.8877296447753906 + }, + { + "p": 0.000753946544136852, + "m": 0.3756891191005707 + }, + { + "p": 0.02626260183751583, + "m": 0.39427414536476135 + }, + { + "p": 0.3580189645290375, + "m": 0.06581942737102509 + }, + { + "p": 0.05767310783267021, + "m": 0.9135211110115051 + }, + { + "p": 0.07588649541139603, + "m": 0.7269279956817627 + }, + { + "p": 0.022054824978113174, + "m": 0.9999178647994995 + }, + { + "p": 0.2959532141685486, + "m": 1.0 + }, + { + "p": 0.0006839387933723629, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.87230384349823, + "val_loss": 1.0266907215118408, + "acc": 69.45, + "time": 251.58675918215886, + "param": [ + { + "p": 0.08087393641471863, + "m": 1.0 + }, + { + "p": 0.015564625151455402, + "m": 1.0 + }, + { + "p": 0.012518356554210186, + "m": 1.0 + }, + { + "p": 0.02789475955069065, + "m": 0.0 + }, + { + "p": 0.010974423959851265, + "m": 0.8562449812889099 + }, + { + "p": 0.0, + "m": 0.8839472532272339 + }, + { + "p": 0.003023847471922636, + "m": 0.3923390507698059 + }, + { + "p": 0.02416989766061306, + "m": 0.36534643173217773 + }, + { + "p": 0.3776029348373413, + "m": 0.06390238553285599 + }, + { + "p": 0.060743384063243866, + "m": 0.9303900003433228 + }, + { + "p": 0.07769505679607391, + "m": 0.7234038710594177 + }, + { + "p": 0.015397995710372925, + "m": 1.0 + }, + { + "p": 0.28943148255348206, + "m": 1.0 + }, + { + "p": 0.004109264351427555, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.433064579963684, + "val_loss": 1.003740668296814, + "acc": 70.35, + "time": 251.47817245824262, + "param": [ + { + "p": 0.07617659121751785, + "m": 1.0 + }, + { + "p": 0.021901465952396393, + "m": 1.0 + }, + { + "p": 0.02196856588125229, + "m": 1.0 + }, + { + "p": 0.03672539070248604, + "m": 0.0 + }, + { + "p": 0.009488416835665703, + "m": 0.8799214363098145 + }, + { + "p": 0.0063535310328006744, + "m": 0.8705378770828247 + }, + { + "p": 0.01361151784658432, + "m": 0.3975713551044464 + }, + { + "p": 0.026166707277297974, + "m": 0.35232672095298767 + }, + { + "p": 0.35016143321990967, + "m": 0.0724693313241005 + }, + { + "p": 0.06399431824684143, + "m": 0.9347596764564514 + }, + { + "p": 0.06607726216316223, + "m": 0.7079324126243591 + }, + { + "p": 0.027410706505179405, + "m": 1.0 + }, + { + "p": 0.26020440459251404, + "m": 1.0 + }, + { + "p": 0.019759759306907654, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.3802233934402466, + "val_loss": 0.8399407267570496, + "acc": 68.95, + "time": 253.99253238225356, + "param": [ + { + "p": 0.07209741324186325, + "m": 1.0 + }, + { + "p": 0.022698502987623215, + "m": 1.0 + }, + { + "p": 0.0287324246019125, + "m": 1.0 + }, + { + "p": 0.046888019889593124, + "m": 0.0 + }, + { + "p": 0.0021112910471856594, + "m": 0.917431116104126 + }, + { + "p": 0.021659454330801964, + "m": 0.834033727645874 + }, + { + "p": 0.012927278876304626, + "m": 0.39674949645996094 + }, + { + "p": 0.030695218592882156, + "m": 0.33663633465766907 + }, + { + "p": 0.33574050664901733, + "m": 0.08909597247838974 + }, + { + "p": 0.06741593033075333, + "m": 0.9378657937049866 + }, + { + "p": 0.051009487360715866, + "m": 0.7129520177841187 + }, + { + "p": 0.03107820637524128, + "m": 1.0 + }, + { + "p": 0.24751237034797668, + "m": 1.0 + }, + { + "p": 0.029433880001306534, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.103389024734497, + "val_loss": 0.9855661988258362, + "acc": 69.9, + "time": 251.36253743385896, + "param": [ + { + "p": 0.06967665255069733, + "m": 1.0 + }, + { + "p": 0.03274587169289589, + "m": 1.0 + }, + { + "p": 0.03997595235705376, + "m": 1.0 + }, + { + "p": 0.045987818390131, + "m": 0.0 + }, + { + "p": 0.008667794056236744, + "m": 0.9405190944671631 + }, + { + "p": 0.04507158324122429, + "m": 0.7820838093757629 + }, + { + "p": 0.020644892007112503, + "m": 0.405680775642395 + }, + { + "p": 0.04041937738656998, + "m": 0.331405371427536 + }, + { + "p": 0.29140588641166687, + "m": 0.106662318110466 + }, + { + "p": 0.06643644720315933, + "m": 0.9622377753257751 + }, + { + "p": 0.04878854379057884, + "m": 0.7187007069587708 + }, + { + "p": 0.03888719528913498, + "m": 1.0 + }, + { + "p": 0.2170843631029129, + "m": 1.0 + }, + { + "p": 0.034207575023174286, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.4824575185775757, + "val_loss": 0.9498277902603149, + "acc": 69.17, + "time": 251.55335913784802, + "param": [ + { + "p": 0.06702820211648941, + "m": 1.0 + }, + { + "p": 0.036554183810949326, + "m": 1.0 + }, + { + "p": 0.04780379310250282, + "m": 1.0 + }, + { + "p": 0.038165610283613205, + "m": 0.0 + }, + { + "p": 0.021758798509836197, + "m": 0.9395624995231628 + }, + { + "p": 0.0521954782307148, + "m": 0.7561677694320679 + }, + { + "p": 0.031513623893260956, + "m": 0.40376073122024536 + }, + { + "p": 0.05361764132976532, + "m": 0.32208195328712463 + }, + { + "p": 0.26280948519706726, + "m": 0.12681256234645844 + }, + { + "p": 0.05887685716152191, + "m": 0.9801832437515259 + }, + { + "p": 0.04370288923382759, + "m": 0.7175672054290771 + }, + { + "p": 0.05851196497678757, + "m": 1.0 + }, + { + "p": 0.1985331028699875, + "m": 1.0 + }, + { + "p": 0.028928469866514206, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.1841529607772827, + "val_loss": 1.0215731859207153, + "acc": 69.9, + "time": 252.94173281034455, + "param": [ + { + "p": 0.07572917640209198, + "m": 1.0 + }, + { + "p": 0.03163863345980644, + "m": 1.0 + }, + { + "p": 0.04817350581288338, + "m": 1.0 + }, + { + "p": 0.03127824142575264, + "m": 0.00038910136208869517 + }, + { + "p": 0.01231691800057888, + "m": 0.8966599702835083 + }, + { + "p": 0.06202591583132744, + "m": 0.7270122170448303 + }, + { + "p": 0.04450787231326103, + "m": 0.3972746729850769 + }, + { + "p": 0.059928201138973236, + "m": 0.3041112720966339 + }, + { + "p": 0.26395943760871887, + "m": 0.12393050640821457 + }, + { + "p": 0.04996452108025551, + "m": 0.9953739047050476 + }, + { + "p": 0.04414260387420654, + "m": 0.7107515335083008 + }, + { + "p": 0.06901725381612778, + "m": 1.0 + }, + { + "p": 0.19783420860767365, + "m": 1.0 + }, + { + "p": 0.00948346871882677, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.329469084739685, + "val_loss": 0.9819376468658447, + "acc": 70.16, + "time": 252.74378724209964, + "param": [ + { + "p": 0.073602594435215, + "m": 1.0 + }, + { + "p": 0.03518025577068329, + "m": 1.0 + }, + { + "p": 0.0340462327003479, + "m": 1.0 + }, + { + "p": 0.025247974321246147, + "m": 0.0 + }, + { + "p": 0.012346779927611351, + "m": 0.8579065799713135 + }, + { + "p": 0.06825634837150574, + "m": 0.7078486084938049 + }, + { + "p": 0.05642661824822426, + "m": 0.3618588447570801 + }, + { + "p": 0.06702528148889542, + "m": 0.31195512413978577 + }, + { + "p": 0.27172988653182983, + "m": 0.11297015100717545 + }, + { + "p": 0.04906893149018288, + "m": 0.9956750273704529 + }, + { + "p": 0.053685177117586136, + "m": 0.7016170620918274 + }, + { + "p": 0.06480478495359421, + "m": 1.0 + }, + { + "p": 0.18682654201984406, + "m": 1.0 + }, + { + "p": 0.0017526117153465748, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.3840813636779785, + "val_loss": 0.8186078667640686, + "acc": 69.85, + "time": 255.81695212703198, + "param": [ + { + "p": 0.07148759067058563, + "m": 1.0 + }, + { + "p": 0.02146649919450283, + "m": 1.0 + }, + { + "p": 0.02349051646888256, + "m": 1.0 + }, + { + "p": 0.015372531488537788, + "m": 0.0 + }, + { + "p": 0.013225559145212173, + "m": 0.8160328269004822 + }, + { + "p": 0.08277447521686554, + "m": 0.6901868581771851 + }, + { + "p": 0.06084265187382698, + "m": 0.30047497153282166 + }, + { + "p": 0.06581563502550125, + "m": 0.3324926793575287 + }, + { + "p": 0.2858130931854248, + "m": 0.11510685831308365 + }, + { + "p": 0.051621027290821075, + "m": 0.9951431751251221 + }, + { + "p": 0.051695093512535095, + "m": 0.7056661248207092 + }, + { + "p": 0.06766530126333237, + "m": 1.0 + }, + { + "p": 0.18873009085655212, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.519882321357727, + "val_loss": 0.9452825784683228, + "acc": 69.95, + "time": 251.1156550142914, + "param": [ + { + "p": 0.06727652251720428, + "m": 1.0 + }, + { + "p": 0.0077852350659668446, + "m": 1.0 + }, + { + "p": 0.020414331927895546, + "m": 1.0 + }, + { + "p": 0.002035756828263402, + "m": 0.0 + }, + { + "p": 0.0017774765146896243, + "m": 0.8053541779518127 + }, + { + "p": 0.09263908118009567, + "m": 0.6599801182746887 + }, + { + "p": 0.05027516558766365, + "m": 0.24438129365444183 + }, + { + "p": 0.06850789487361908, + "m": 0.3427245318889618 + }, + { + "p": 0.3168568015098572, + "m": 0.11876001209020615 + }, + { + "p": 0.05577081814408302, + "m": 0.9923532009124756 + }, + { + "p": 0.04792717099189758, + "m": 0.7162646055221558 + }, + { + "p": 0.07180103659629822, + "m": 1.0 + }, + { + "p": 0.19693270325660706, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.037262201309204, + "val_loss": 0.8894633650779724, + "acc": 70.74, + "time": 255.94090615585446, + "param": [ + { + "p": 0.07485806196928024, + "m": 1.0 + }, + { + "p": 0.007968942634761333, + "m": 1.0 + }, + { + "p": 0.03537910431623459, + "m": 1.0 + }, + { + "p": 0.0176120325922966, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8021640181541443 + }, + { + "p": 0.0976591408252716, + "m": 0.5954923629760742 + }, + { + "p": 0.04498946666717529, + "m": 0.23048272728919983 + }, + { + "p": 0.07678519934415817, + "m": 0.33659353852272034 + }, + { + "p": 0.29780104756355286, + "m": 0.11932546645402908 + }, + { + "p": 0.06686854362487793, + "m": 0.9971312880516052 + }, + { + "p": 0.034034863114356995, + "m": 0.729465126991272 + }, + { + "p": 0.07537665218114853, + "m": 1.0 + }, + { + "p": 0.17066699266433716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.0793949365615845, + "val_loss": 1.0283228158950806, + "acc": 69.67, + "time": 253.6974220527336, + "param": [ + { + "p": 0.07805424928665161, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05413324385881424, + "m": 1.0 + }, + { + "p": 0.029917441308498383, + "m": 0.0 + }, + { + "p": 0.0051834359765052795, + "m": 0.8113548755645752 + }, + { + "p": 0.09902704507112503, + "m": 0.6049684882164001 + }, + { + "p": 0.05315547063946724, + "m": 0.22345460951328278 + }, + { + "p": 0.0790674015879631, + "m": 0.31800389289855957 + }, + { + "p": 0.2641386091709137, + "m": 0.08587374538183212 + }, + { + "p": 0.07887814939022064, + "m": 0.9935234189033508 + }, + { + "p": 0.023793963715434074, + "m": 0.7215273976325989 + }, + { + "p": 0.08357096463441849, + "m": 1.0 + }, + { + "p": 0.14432573318481445, + "m": 1.0 + }, + { + "p": 0.006754202768206596, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.3140337467193604, + "val_loss": 0.8793707489967346, + "acc": 70.49, + "time": 255.91911503486335, + "param": [ + { + "p": 0.07654550671577454, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06611468642950058, + "m": 1.0 + }, + { + "p": 0.038946185261011124, + "m": 0.002658507786691189 + }, + { + "p": 0.011714732274413109, + "m": 0.8141522407531738 + }, + { + "p": 0.09941127896308899, + "m": 0.6339285373687744 + }, + { + "p": 0.059802327305078506, + "m": 0.190300852060318 + }, + { + "p": 0.08581913262605667, + "m": 0.32243698835372925 + }, + { + "p": 0.23159340023994446, + "m": 0.07215014100074768 + }, + { + "p": 0.06682984530925751, + "m": 0.9952899813652039 + }, + { + "p": 0.017357200384140015, + "m": 0.7200690507888794 + }, + { + "p": 0.09382176399230957, + "m": 1.0 + }, + { + "p": 0.13123096525669098, + "m": 1.0 + }, + { + "p": 0.02081293798983097, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.23621666431427, + "val_loss": 0.8459588289260864, + "acc": 70.34, + "time": 252.14630006905645, + "param": [ + { + "p": 0.06897754967212677, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0674128383398056, + "m": 1.0 + }, + { + "p": 0.045907240360975266, + "m": 0.0018487726338207722 + }, + { + "p": 0.0016004052013158798, + "m": 0.803379476070404 + }, + { + "p": 0.09795334935188293, + "m": 0.6063716411590576 + }, + { + "p": 0.061775121837854385, + "m": 0.16771717369556427 + }, + { + "p": 0.09978780150413513, + "m": 0.3263862431049347 + }, + { + "p": 0.24642521142959595, + "m": 0.05337042734026909 + }, + { + "p": 0.048626113682985306, + "m": 0.9991368055343628 + }, + { + "p": 0.015785474330186844, + "m": 0.7215362787246704 + }, + { + "p": 0.09479072690010071, + "m": 1.0 + }, + { + "p": 0.1305292546749115, + "m": 1.0 + }, + { + "p": 0.020428897812962532, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.3829036951065063, + "val_loss": 0.9476412534713745, + "acc": 69.73, + "time": 253.20768396230415, + "param": [ + { + "p": 0.06320098042488098, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07858883589506149, + "m": 1.0 + }, + { + "p": 0.050699006766080856, + "m": 0.002558427397161722 + }, + { + "p": 0.0, + "m": 0.7910239100456238 + }, + { + "p": 0.08658944070339203, + "m": 0.5344159603118896 + }, + { + "p": 0.06146983802318573, + "m": 0.13925930857658386 + }, + { + "p": 0.1110394075512886, + "m": 0.3046106696128845 + }, + { + "p": 0.284378319978714, + "m": 0.0012653174344450235 + }, + { + "p": 0.029475221410393715, + "m": 0.9809524416923523 + }, + { + "p": 0.012680388987064362, + "m": 0.7037895917892456 + }, + { + "p": 0.0876147523522377, + "m": 1.0 + }, + { + "p": 0.11871098726987839, + "m": 1.0 + }, + { + "p": 0.01555291935801506, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.5291167497634888, + "val_loss": 0.8274360299110413, + "acc": 71.0, + "time": 253.6757984869182, + "param": [ + { + "p": 0.07183770835399628, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08708328753709793, + "m": 1.0 + }, + { + "p": 0.05719788372516632, + "m": 0.00013930157001595944 + }, + { + "p": 0.0, + "m": 0.7847768664360046 + }, + { + "p": 0.06859905272722244, + "m": 0.5058313608169556 + }, + { + "p": 0.06157710403203964, + "m": 0.10159255564212799 + }, + { + "p": 0.0991365984082222, + "m": 0.28674566745758057 + }, + { + "p": 0.30367642641067505, + "m": 0.0 + }, + { + "p": 0.030133850872516632, + "m": 0.9779829382896423 + }, + { + "p": 0.018219081684947014, + "m": 0.6825753450393677 + }, + { + "p": 0.08371613919734955, + "m": 1.0 + }, + { + "p": 0.10609383881092072, + "m": 1.0 + }, + { + "p": 0.012729144655168056, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.3404748439788818, + "val_loss": 0.7931884527206421, + "acc": 69.53, + "time": 251.3944086888805, + "param": [ + { + "p": 0.07116860896348953, + "m": 1.0 + }, + { + "p": 0.003099438501521945, + "m": 1.0 + }, + { + "p": 0.10048170387744904, + "m": 1.0 + }, + { + "p": 0.06173538789153099, + "m": 0.0 + }, + { + "p": 0.0005703495116904378, + "m": 0.7569970488548279 + }, + { + "p": 0.05911616235971451, + "m": 0.46460679173469543 + }, + { + "p": 0.06731140613555908, + "m": 0.07186833024024963 + }, + { + "p": 0.08405403792858124, + "m": 0.24082380533218384 + }, + { + "p": 0.30427083373069763, + "m": 0.0 + }, + { + "p": 0.034116849303245544, + "m": 0.9893636107444763 + }, + { + "p": 0.0152142234146595, + "m": 0.6740999221801758 + }, + { + "p": 0.09213941544294357, + "m": 1.0 + }, + { + "p": 0.09842477738857269, + "m": 1.0 + }, + { + "p": 0.008296729996800423, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.1751106977462769, + "val_loss": 0.8171164989471436, + "acc": 70.63, + "time": 255.34603062085807, + "param": [ + { + "p": 0.06317101418972015, + "m": 1.0 + }, + { + "p": 0.01064138300716877, + "m": 1.0 + }, + { + "p": 0.10148794203996658, + "m": 1.0 + }, + { + "p": 0.07063573598861694, + "m": 0.0 + }, + { + "p": 0.0012068740325048566, + "m": 0.7506241798400879 + }, + { + "p": 0.05843157321214676, + "m": 0.40104126930236816 + }, + { + "p": 0.07419054955244064, + "m": 0.0 + }, + { + "p": 0.07488445937633514, + "m": 0.19907246530056 + }, + { + "p": 0.29091235995292664, + "m": 0.0 + }, + { + "p": 0.03787689283490181, + "m": 0.9843767881393433 + }, + { + "p": 0.00942232459783554, + "m": 0.6867161989212036 + }, + { + "p": 0.10330071300268173, + "m": 1.0 + }, + { + "p": 0.08683212846517563, + "m": 1.0 + }, + { + "p": 0.01700611598789692, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.2997212409973145, + "val_loss": 0.8949297070503235, + "acc": 70.13, + "time": 256.6639369223267, + "param": [ + { + "p": 0.05431398004293442, + "m": 1.0 + }, + { + "p": 0.017084848135709763, + "m": 1.0 + }, + { + "p": 0.10466483980417252, + "m": 1.0 + }, + { + "p": 0.0674835592508316, + "m": 0.012029278092086315 + }, + { + "p": 0.0, + "m": 0.743179202079773 + }, + { + "p": 0.05112394317984581, + "m": 0.331915020942688 + }, + { + "p": 0.0709429383277893, + "m": 0.0 + }, + { + "p": 0.07041340321302414, + "m": 0.17572635412216187 + }, + { + "p": 0.3152209520339966, + "m": 0.0 + }, + { + "p": 0.04889809712767601, + "m": 0.9841461777687073 + }, + { + "p": 0.0, + "m": 0.6895963549613953 + }, + { + "p": 0.11507535725831985, + "m": 1.0 + }, + { + "p": 0.07703061401844025, + "m": 1.0 + }, + { + "p": 0.007747432682663202, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.5391002893447876, + "val_loss": 0.949617862701416, + "acc": 71.41, + "time": 250.80372779397294, + "param": [ + { + "p": 0.048515189439058304, + "m": 1.0 + }, + { + "p": 0.012719333171844482, + "m": 1.0 + }, + { + "p": 0.09844397753477097, + "m": 1.0 + }, + { + "p": 0.061838068068027496, + "m": 0.0 + }, + { + "p": 0.0002669632085599005, + "m": 0.7249691486358643 + }, + { + "p": 0.05239121615886688, + "m": 0.3425956666469574 + }, + { + "p": 0.07031460106372833, + "m": 0.0 + }, + { + "p": 0.05687903240323067, + "m": 0.17535299062728882 + }, + { + "p": 0.34731972217559814, + "m": 0.0 + }, + { + "p": 0.0604742132127285, + "m": 0.9784432649612427 + }, + { + "p": 0.0012397486716508865, + "m": 0.6901888251304626 + }, + { + "p": 0.1175214871764183, + "m": 1.0 + }, + { + "p": 0.06719350814819336, + "m": 1.0 + }, + { + "p": 0.004883036948740482, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.6755224466323853, + "val_loss": 0.957145631313324, + "acc": 70.2, + "time": 251.56166918529198, + "param": [ + { + "p": 0.046205226331949234, + "m": 1.0 + }, + { + "p": 0.013447304256260395, + "m": 1.0 + }, + { + "p": 0.09567701816558838, + "m": 1.0 + }, + { + "p": 0.06194617599248886, + "m": 0.0 + }, + { + "p": 0.003749209688976407, + "m": 0.7620070576667786 + }, + { + "p": 0.06324406713247299, + "m": 0.31513556838035583 + }, + { + "p": 0.07297009974718094, + "m": 0.0 + }, + { + "p": 0.0641721561551094, + "m": 0.16341514885425568 + }, + { + "p": 0.3433815836906433, + "m": 0.0 + }, + { + "p": 0.05888472869992256, + "m": 0.9665545225143433 + }, + { + "p": 0.004737203475087881, + "m": 0.6927124857902527 + }, + { + "p": 0.10739319026470184, + "m": 1.0 + }, + { + "p": 0.058494821190834045, + "m": 1.0 + }, + { + "p": 0.005697186104953289, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.4238632917404175, + "val_loss": 0.8915879726409912, + "acc": 70.63, + "time": 251.76445274660364, + "param": [ + { + "p": 0.0365520641207695, + "m": 1.0 + }, + { + "p": 0.0005122428410686553, + "m": 1.0 + }, + { + "p": 0.09979736804962158, + "m": 1.0 + }, + { + "p": 0.06827531009912491, + "m": 0.0 + }, + { + "p": 0.011756747029721737, + "m": 0.7421602606773376 + }, + { + "p": 0.05883655324578285, + "m": 0.23598341643810272 + }, + { + "p": 0.08111551403999329, + "m": 0.0 + }, + { + "p": 0.06263032555580139, + "m": 0.12942834198474884 + }, + { + "p": 0.37580159306526184, + "m": 0.0 + }, + { + "p": 0.056298162788152695, + "m": 0.9604678750038147 + }, + { + "p": 0.0, + "m": 0.7209956645965576 + }, + { + "p": 0.09676935523748398, + "m": 1.0 + }, + { + "p": 0.04931880161166191, + "m": 1.0 + }, + { + "p": 0.0023359423503279686, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.3683990240097046, + "val_loss": 0.8143076300621033, + "acc": 70.62, + "time": 253.03098368132487, + "param": [ + { + "p": 0.023631121963262558, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10319680720567703, + "m": 1.0 + }, + { + "p": 0.07561275362968445, + "m": 0.0035973824560642242 + }, + { + "p": 0.013029472902417183, + "m": 0.7108322978019714 + }, + { + "p": 0.04181957617402077, + "m": 0.1341177076101303 + }, + { + "p": 0.08781241625547409, + "m": 0.0 + }, + { + "p": 0.053676538169384, + "m": 0.11824315041303635 + }, + { + "p": 0.4107401669025421, + "m": 0.0 + }, + { + "p": 0.050752848386764526, + "m": 0.9550989866256714 + }, + { + "p": 0.0, + "m": 0.7502678632736206 + }, + { + "p": 0.08683670312166214, + "m": 1.0 + }, + { + "p": 0.03236060217022896, + "m": 1.0 + }, + { + "p": 0.020530957728624344, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.3046975135803223, + "val_loss": 0.8696136474609375, + "acc": 70.6, + "time": 253.47396304784343, + "param": [ + { + "p": 0.0268404558300972, + "m": 1.0 + }, + { + "p": 1.7160184142994694e-05, + "m": 1.0 + }, + { + "p": 0.10606411844491959, + "m": 1.0 + }, + { + "p": 0.08379232883453369, + "m": 0.0 + }, + { + "p": 0.0075843739323318005, + "m": 0.6985511183738708 + }, + { + "p": 0.0485808439552784, + "m": 0.05639573186635971 + }, + { + "p": 0.09288059175014496, + "m": 0.0 + }, + { + "p": 0.05067751929163933, + "m": 0.08268150687217712 + }, + { + "p": 0.4189818203449249, + "m": 0.0 + }, + { + "p": 0.0459938608109951, + "m": 0.9575154781341553 + }, + { + "p": 0.007057129871100187, + "m": 0.7693732380867004 + }, + { + "p": 0.06965683400630951, + "m": 1.0 + }, + { + "p": 0.013168079778552055, + "m": 1.0 + }, + { + "p": 0.028704933822155, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.2729345560073853, + "val_loss": 0.9756405353546143, + "acc": 70.46, + "time": 252.7309662788175, + "param": [ + { + "p": 0.02147729881107807, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10677928477525711, + "m": 1.0 + }, + { + "p": 0.08137073367834091, + "m": 0.0 + }, + { + "p": 0.006576277315616608, + "m": 0.6800128221511841 + }, + { + "p": 0.06243229657411575, + "m": 0.007007197942584753 + }, + { + "p": 0.0848093181848526, + "m": 0.002548652235418558 + }, + { + "p": 0.052399519830942154, + "m": 0.004498382098972797 + }, + { + "p": 0.4347820580005646, + "m": 0.0 + }, + { + "p": 0.04960029199719429, + "m": 0.9437326192855835 + }, + { + "p": 0.010661911219358444, + "m": 0.7823116779327393 + }, + { + "p": 0.06347613036632538, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02563491463661194, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.299765944480896, + "val_loss": 0.9142035245895386, + "acc": 70.7, + "time": 253.15194163890556, + "param": [ + { + "p": 0.017454013228416443, + "m": 1.0 + }, + { + "p": 5.127838085172698e-05, + "m": 1.0 + }, + { + "p": 0.10058295726776123, + "m": 1.0 + }, + { + "p": 0.07540328055620193, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6146847605705261 + }, + { + "p": 0.0650542825460434, + "m": 0.0 + }, + { + "p": 0.08793314546346664, + "m": 0.0 + }, + { + "p": 0.05114641413092613, + "m": 0.0 + }, + { + "p": 0.4465582072734833, + "m": 0.0 + }, + { + "p": 0.05456724390387535, + "m": 0.92230224609375 + }, + { + "p": 0.012822665274143219, + "m": 0.8144365549087524 + }, + { + "p": 0.061114151030778885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02731236256659031, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.315510869026184, + "val_loss": 0.9873641729354858, + "acc": 70.29, + "time": 254.86388893518597, + "param": [ + { + "p": 0.009592896327376366, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1098681315779686, + "m": 1.0 + }, + { + "p": 0.07657253742218018, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5437892079353333 + }, + { + "p": 0.051494050770998, + "m": 0.0 + }, + { + "p": 0.08906096965074539, + "m": 0.0015832423232495785 + }, + { + "p": 0.04995156079530716, + "m": 0.0 + }, + { + "p": 0.489351749420166, + "m": 0.0 + }, + { + "p": 0.03513543680310249, + "m": 0.9315294027328491 + }, + { + "p": 0.009311323054134846, + "m": 0.8464192152023315 + }, + { + "p": 0.04986444115638733, + "m": 1.0 + }, + { + "p": 0.000501954578794539, + "m": 1.0 + }, + { + "p": 0.02929496206343174, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.3890985250473022, + "val_loss": 0.9163148403167725, + "acc": 70.65, + "time": 251.53279774682596, + "param": [ + { + "p": 0.00938178226351738, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11101918667554855, + "m": 1.0 + }, + { + "p": 0.0752524882555008, + "m": 0.000721519929356873 + }, + { + "p": 0.0, + "m": 0.49614012241363525 + }, + { + "p": 0.03698117658495903, + "m": 0.0 + }, + { + "p": 0.0870513767004013, + "m": 0.00024081309675239027 + }, + { + "p": 0.05308354273438454, + "m": 0.0 + }, + { + "p": 0.49203547835350037, + "m": 0.0 + }, + { + "p": 0.02571314387023449, + "m": 0.9541699290275574 + }, + { + "p": 0.019556844606995583, + "m": 0.8659499883651733 + }, + { + "p": 0.05752290412783623, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03240204602479935, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.0315005779266357, + "val_loss": 0.843345582485199, + "acc": 70.63, + "time": 253.84082242799923, + "param": [ + { + "p": 0.017259031534194946, + "m": 1.0 + }, + { + "p": 0.025270357728004456, + "m": 1.0 + }, + { + "p": 0.11493322998285294, + "m": 1.0 + }, + { + "p": 0.0668070912361145, + "m": 0.0 + }, + { + "p": 0.00955343246459961, + "m": 0.43914657831192017 + }, + { + "p": 0.021895768120884895, + "m": 0.0 + }, + { + "p": 0.08636242151260376, + "m": 0.011630783788859844 + }, + { + "p": 0.053572315722703934, + "m": 0.0 + }, + { + "p": 0.4289586544036865, + "m": 0.0 + }, + { + "p": 0.034421034157276154, + "m": 0.9556261897087097 + }, + { + "p": 0.023330513387918472, + "m": 0.8842535614967346 + }, + { + "p": 0.06357455253601074, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05406160280108452, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.1352404356002808, + "val_loss": 1.0150508880615234, + "acc": 69.16, + "time": 254.4400071981363, + "param": [ + { + "p": 0.03576459735631943, + "m": 1.0 + }, + { + "p": 0.050787270069122314, + "m": 1.0 + }, + { + "p": 0.11733748018741608, + "m": 1.0 + }, + { + "p": 0.05928317457437515, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.3605022430419922 + }, + { + "p": 0.0163846705108881, + "m": 0.0 + }, + { + "p": 0.06857161968946457, + "m": 0.0 + }, + { + "p": 0.061441369354724884, + "m": 0.0 + }, + { + "p": 0.39998379349708557, + "m": 0.0 + }, + { + "p": 0.04533456265926361, + "m": 0.9567124843597412 + }, + { + "p": 0.013825653120875359, + "m": 0.8702852725982666 + }, + { + "p": 0.06710908561944962, + "m": 1.0 + }, + { + "p": 0.0022401963360607624, + "m": 1.0 + }, + { + "p": 0.061936505138874054, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.1026667356491089, + "val_loss": 0.871855616569519, + "acc": 70.25, + "time": 253.72892890730873, + "param": [ + { + "p": 0.045823127031326294, + "m": 1.0 + }, + { + "p": 0.055128876119852066, + "m": 1.0 + }, + { + "p": 0.10960739105939865, + "m": 1.0 + }, + { + "p": 0.059985704720020294, + "m": 0.0 + }, + { + "p": 0.002179512055590749, + "m": 0.2948586046695709 + }, + { + "p": 0.02510088123381138, + "m": 0.0 + }, + { + "p": 0.047159839421510696, + "m": 0.0 + }, + { + "p": 0.0755055844783783, + "m": 0.0 + }, + { + "p": 0.36551520228385925, + "m": 0.0 + }, + { + "p": 0.054761432111263275, + "m": 0.9457066655158997 + }, + { + "p": 0.009596259333193302, + "m": 0.8518233299255371 + }, + { + "p": 0.06514698266983032, + "m": 1.0 + }, + { + "p": 0.01609107293188572, + "m": 1.0 + }, + { + "p": 0.06839816272258759, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.3150560855865479, + "val_loss": 1.0076687335968018, + "acc": 70.46, + "time": 255.87916651600972, + "param": [ + { + "p": 0.05051470175385475, + "m": 1.0 + }, + { + "p": 0.04636644572019577, + "m": 1.0 + }, + { + "p": 0.10177510976791382, + "m": 1.0 + }, + { + "p": 0.05896773189306259, + "m": 0.0 + }, + { + "p": 0.0018602138152346015, + "m": 0.19199001789093018 + }, + { + "p": 0.018020804971456528, + "m": 0.0 + }, + { + "p": 0.03832770138978958, + "m": 0.0 + }, + { + "p": 0.08531229943037033, + "m": 0.0 + }, + { + "p": 0.3904237151145935, + "m": 0.0 + }, + { + "p": 0.056629396975040436, + "m": 0.9387573003768921 + }, + { + "p": 0.008394000120460987, + "m": 0.8386477828025818 + }, + { + "p": 0.059858113527297974, + "m": 1.0 + }, + { + "p": 0.02449827454984188, + "m": 1.0 + }, + { + "p": 0.059051502496004105, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.9991976022720337, + "val_loss": 0.9250989556312561, + "acc": 70.32, + "time": 252.77952174795792, + "param": [ + { + "p": 0.033783841878175735, + "m": 1.0 + }, + { + "p": 0.03741009533405304, + "m": 1.0 + }, + { + "p": 0.10189297050237656, + "m": 1.0 + }, + { + "p": 0.059148963540792465, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.029181411489844322 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.019653255119919777, + "m": 0.0 + }, + { + "p": 0.08690602332353592, + "m": 0.024371543899178505 + }, + { + "p": 0.5177241563796997, + "m": 0.007827846333384514 + }, + { + "p": 0.03122897446155548, + "m": 0.9350117444992065 + }, + { + "p": 0.0, + "m": 0.828339159488678 + }, + { + "p": 0.041187990456819534, + "m": 1.0 + }, + { + "p": 0.01900669001042843, + "m": 1.0 + }, + { + "p": 0.05205699801445007, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.7422207593917847, + "val_loss": 0.8493489623069763, + "acc": 70.01, + "time": 252.5973977050744, + "param": [ + { + "p": 0.004158058203756809, + "m": 1.0 + }, + { + "p": 0.021988246589899063, + "m": 1.0 + }, + { + "p": 0.11013206839561462, + "m": 1.0 + }, + { + "p": 0.03406074643135071, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.003840404562652111 + }, + { + "p": 0.06345617771148682, + "m": 0.04984558746218681 + }, + { + "p": 0.6949787735939026, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9196844696998596 + }, + { + "p": 0.0, + "m": 0.8339786529541016 + }, + { + "p": 0.01565844938158989, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05556751787662506, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.3874566555023193, + "val_loss": 1.0659632682800293, + "acc": 70.1, + "time": 253.83107500569895, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007618112955242395, + "m": 1.0 + }, + { + "p": 0.0896601676940918, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.002891978481784463, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.010662876069545746 + }, + { + "p": 0.0, + "m": 0.020134974271059036 + }, + { + "p": 0.047843530774116516, + "m": 0.011137153953313828 + }, + { + "p": 0.7897993922233582, + "m": 0.03306424990296364 + }, + { + "p": 0.0006468162755481899, + "m": 0.906194806098938 + }, + { + "p": 0.0, + "m": 0.8486102223396301 + }, + { + "p": 0.0007984016556292772, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06074155494570732, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.6230705976486206, + "val_loss": 0.917059600353241, + "acc": 70.17, + "time": 253.25729606300592, + "param": [ + { + "p": 0.039245836436748505, + "m": 1.0 + }, + { + "p": 0.03352602571249008, + "m": 1.0 + }, + { + "p": 0.06705709546804428, + "m": 1.0 + }, + { + "p": 0.01580004207789898, + "m": 0.0 + }, + { + "p": 0.025341419503092766, + "m": 1.2166036867711227e-05 + }, + { + "p": 0.016108423471450806, + "m": 0.0 + }, + { + "p": 0.006249421276152134, + "m": 0.03936471417546272 + }, + { + "p": 0.05420271307229996, + "m": 0.0 + }, + { + "p": 0.5798476338386536, + "m": 0.017659656703472137 + }, + { + "p": 0.03052383102476597, + "m": 0.8896633982658386 + }, + { + "p": 0.00037416312261484563, + "m": 0.8427569270133972 + }, + { + "p": 0.009537863545119762, + "m": 1.0 + }, + { + "p": 0.03787709400057793, + "m": 1.0 + }, + { + "p": 0.08430840075016022, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.2124546766281128, + "val_loss": 1.0447587966918945, + "acc": 69.12, + "time": 254.63953066477552, + "param": [ + { + "p": 0.06656643748283386, + "m": 1.0 + }, + { + "p": 0.05793211609125137, + "m": 1.0 + }, + { + "p": 0.05837414413690567, + "m": 1.0 + }, + { + "p": 0.03010891191661358, + "m": 0.0 + }, + { + "p": 0.022540654987096786, + "m": 0.0 + }, + { + "p": 0.007340775802731514, + "m": 0.0 + }, + { + "p": 0.009490925818681717, + "m": 0.0 + }, + { + "p": 0.04704427346587181, + "m": 0.0 + }, + { + "p": 0.46342507004737854, + "m": 0.017951441928744316 + }, + { + "p": 0.05169205367565155, + "m": 0.856953501701355 + }, + { + "p": 0.0, + "m": 0.8285389542579651 + }, + { + "p": 0.01344071514904499, + "m": 1.0 + }, + { + "p": 0.07574231922626495, + "m": 1.0 + }, + { + "p": 0.09630155563354492, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.9876584410667419, + "val_loss": 1.0458780527114868, + "acc": 69.87, + "time": 252.8691453100182, + "param": [ + { + "p": 0.06709321588277817, + "m": 1.0 + }, + { + "p": 0.08642175793647766, + "m": 1.0 + }, + { + "p": 0.04520035162568092, + "m": 1.0 + }, + { + "p": 0.027418049052357674, + "m": 0.000806960801128298 + }, + { + "p": 0.020994290709495544, + "m": 0.020526805892586708 + }, + { + "p": 0.01461727637797594, + "m": 0.0 + }, + { + "p": 0.018093859776854515, + "m": 0.0 + }, + { + "p": 0.051949452608823776, + "m": 0.007073418237268925 + }, + { + "p": 0.39931732416152954, + "m": 0.03572580963373184 + }, + { + "p": 0.07041320204734802, + "m": 0.837132453918457 + }, + { + "p": 0.0, + "m": 0.8285855650901794 + }, + { + "p": 0.016387097537517548, + "m": 0.9969884753227234 + }, + { + "p": 0.08187652379274368, + "m": 1.0 + }, + { + "p": 0.10021752119064331, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.3759725093841553, + "val_loss": 1.0057364702224731, + "acc": 69.8, + "time": 254.52378473896533, + "param": [ + { + "p": 0.05620647594332695, + "m": 1.0 + }, + { + "p": 0.1069088950753212, + "m": 1.0 + }, + { + "p": 0.03804870694875717, + "m": 1.0 + }, + { + "p": 0.00928433332592249, + "m": 0.007157477550208569 + }, + { + "p": 0.010416992008686066, + "m": 0.06228015944361687 + }, + { + "p": 0.015919366851449013, + "m": 0.0 + }, + { + "p": 0.00822429172694683, + "m": 0.0 + }, + { + "p": 0.05537078529596329, + "m": 0.037227243185043335 + }, + { + "p": 0.4359523057937622, + "m": 0.03162494674324989 + }, + { + "p": 0.0707366093993187, + "m": 0.7975108027458191 + }, + { + "p": 0.0, + "m": 0.8274372816085815 + }, + { + "p": 0.0008281987393274903, + "m": 0.9792689085006714 + }, + { + "p": 0.07197622954845428, + "m": 1.0 + }, + { + "p": 0.12012682855129242, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.9644989371299744, + "val_loss": 0.9886276125907898, + "acc": 68.84, + "time": 256.18090736027807, + "param": [ + { + "p": 0.04786993935704231, + "m": 1.0 + }, + { + "p": 0.10477812588214874, + "m": 1.0 + }, + { + "p": 0.03256099671125412, + "m": 1.0 + }, + { + "p": 0.0015353644266724586, + "m": 0.0 + }, + { + "p": 0.012197616510093212, + "m": 0.0963595062494278 + }, + { + "p": 0.014155293814837933, + "m": 0.0 + }, + { + "p": 0.01876000128686428, + "m": 0.0 + }, + { + "p": 0.05697978660464287, + "m": 0.03040960431098938 + }, + { + "p": 0.4630899727344513, + "m": 0.019850952550768852 + }, + { + "p": 0.055916015058755875, + "m": 0.7569833993911743 + }, + { + "p": 0.0, + "m": 0.7975204586982727 + }, + { + "p": 0.00220170128159225, + "m": 0.9751055240631104 + }, + { + "p": 0.0535181388258934, + "m": 1.0 + }, + { + "p": 0.1364370584487915, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.3107097148895264, + "val_loss": 0.9388726949691772, + "acc": 68.84, + "time": 255.24397325282916, + "param": [ + { + "p": 0.03785080462694168, + "m": 1.0 + }, + { + "p": 0.10180845111608505, + "m": 1.0 + }, + { + "p": 0.014541554264724255, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.014236991293728352, + "m": 0.04098222404718399 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.02414693683385849, + "m": 0.0013461841735988855 + }, + { + "p": 0.03887035697698593, + "m": 0.02254910208284855 + }, + { + "p": 0.5506262183189392, + "m": 0.04647298902273178 + }, + { + "p": 0.04967615753412247, + "m": 0.7504210472106934 + }, + { + "p": 0.0, + "m": 0.7586774826049805 + }, + { + "p": 0.0, + "m": 0.988655149936676 + }, + { + "p": 0.02932192012667656, + "m": 1.0 + }, + { + "p": 0.1389206200838089, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.1637994050979614, + "val_loss": 1.1072157621383667, + "acc": 68.82, + "time": 253.73059694329277, + "param": [ + { + "p": 0.04771178588271141, + "m": 1.0 + }, + { + "p": 0.0971466675400734, + "m": 1.0 + }, + { + "p": 0.0045627085492014885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0009091809042729437 + }, + { + "p": 0.026376457884907722, + "m": 0.0 + }, + { + "p": 0.0026091402396559715, + "m": 0.0 + }, + { + "p": 0.030384933575987816, + "m": 0.0 + }, + { + "p": 0.03245995193719864, + "m": 0.011436333879828453 + }, + { + "p": 0.5690332651138306, + "m": 0.042615700513124466 + }, + { + "p": 0.04744481295347214, + "m": 0.7634143829345703 + }, + { + "p": 0.0, + "m": 0.7435406446456909 + }, + { + "p": 0.00025193559122271836, + "m": 1.0 + }, + { + "p": 0.018469253554940224, + "m": 1.0 + }, + { + "p": 0.12354910373687744, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.4460406303405762, + "val_loss": 0.8872861862182617, + "acc": 68.59, + "time": 255.27711390145123, + "param": [ + { + "p": 0.03858545050024986, + "m": 1.0 + }, + { + "p": 0.09766453504562378, + "m": 1.0 + }, + { + "p": 0.014025235548615456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.02725157141685486 + }, + { + "p": 0.03698718547821045, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.03828248009085655, + "m": 0.004398282151669264 + }, + { + "p": 0.039665110409259796, + "m": 0.0 + }, + { + "p": 0.5820014476776123, + "m": 0.0 + }, + { + "p": 0.030348975211381912, + "m": 0.7801200747489929 + }, + { + "p": 0.0, + "m": 0.7448768019676208 + }, + { + "p": 0.0, + "m": 0.9886701107025146 + }, + { + "p": 0.0018059159629046917, + "m": 1.0 + }, + { + "p": 0.12063362449407578, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.1099152565002441, + "val_loss": 1.0706003904342651, + "acc": 68.25, + "time": 254.07728663319722, + "param": [ + { + "p": 0.021471591666340828, + "m": 1.0 + }, + { + "p": 0.09854886680841446, + "m": 1.0 + }, + { + "p": 0.03955317661166191, + "m": 1.0 + }, + { + "p": 0.019171666353940964, + "m": 0.018395602703094482 + }, + { + "p": 0.05401026830077171, + "m": 0.0 + }, + { + "p": 0.019345343112945557, + "m": 0.0 + }, + { + "p": 0.05248820409178734, + "m": 0.015626445412635803 + }, + { + "p": 0.05934905260801315, + "m": 0.0 + }, + { + "p": 0.46875858306884766, + "m": 0.0 + }, + { + "p": 0.04164920002222061, + "m": 0.8137355446815491 + }, + { + "p": 0.0006746323779225349, + "m": 0.7524421811103821 + }, + { + "p": 0.01662747748196125, + "m": 0.9815953969955444 + }, + { + "p": 0.0021890634670853615, + "m": 1.0 + }, + { + "p": 0.10616286098957062, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.2961918115615845, + "val_loss": 0.9003607630729675, + "acc": 68.83, + "time": 254.84193128766492, + "param": [ + { + "p": 0.021372588351368904, + "m": 1.0 + }, + { + "p": 0.09470686316490173, + "m": 1.0 + }, + { + "p": 0.05654989182949066, + "m": 1.0 + }, + { + "p": 0.023543234914541245, + "m": 0.0 + }, + { + "p": 0.054704196751117706, + "m": 0.005487352609634399 + }, + { + "p": 0.015924671664834023, + "m": 0.0 + }, + { + "p": 0.06076684966683388, + "m": 0.020270437002182007 + }, + { + "p": 0.06279250979423523, + "m": 0.0 + }, + { + "p": 0.41380420327186584, + "m": 0.0 + }, + { + "p": 0.05536356195807457, + "m": 0.8549387454986572 + }, + { + "p": 0.0, + "m": 0.7901323437690735 + }, + { + "p": 0.04422340542078018, + "m": 0.990688681602478 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09624810516834259, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.1983267068862915, + "val_loss": 0.9889063835144043, + "acc": 70.01, + "time": 255.25047634309158, + "param": [ + { + "p": 0.024462943896651268, + "m": 1.0 + }, + { + "p": 0.10550379008054733, + "m": 1.0 + }, + { + "p": 0.05888279527425766, + "m": 1.0 + }, + { + "p": 0.044119760394096375, + "m": 0.0 + }, + { + "p": 0.04441387951374054, + "m": 0.0 + }, + { + "p": 0.014509590342640877, + "m": 0.014392269775271416 + }, + { + "p": 0.05838371813297272, + "m": 0.02545715682208538 + }, + { + "p": 0.05921998247504234, + "m": 0.0004065044631715864 + }, + { + "p": 0.37673473358154297, + "m": 0.0 + }, + { + "p": 0.06546285003423691, + "m": 0.8778760433197021 + }, + { + "p": 0.0, + "m": 0.8256861567497253 + }, + { + "p": 0.0534476563334465, + "m": 0.9814812541007996 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09485830366611481, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.2738040685653687, + "val_loss": 1.0386886596679688, + "acc": 68.7, + "time": 256.3111300189048, + "param": [ + { + "p": 0.026194747537374496, + "m": 1.0 + }, + { + "p": 0.10762559622526169, + "m": 1.0 + }, + { + "p": 0.07010570913553238, + "m": 1.0 + }, + { + "p": 0.061370301991701126, + "m": 0.027979984879493713 + }, + { + "p": 0.04600049927830696, + "m": 0.0 + }, + { + "p": 0.027706284075975418, + "m": 0.03668118640780449 + }, + { + "p": 0.05531931668519974, + "m": 0.07568907737731934 + }, + { + "p": 0.05495549738407135, + "m": 0.0 + }, + { + "p": 0.33263251185417175, + "m": 0.034267719835042953 + }, + { + "p": 0.0733586922287941, + "m": 0.8749572038650513 + }, + { + "p": 0.0, + "m": 0.8623155355453491 + }, + { + "p": 0.046148624271154404, + "m": 0.9414963722229004 + }, + { + "p": 0.006661479827016592, + "m": 1.0 + }, + { + "p": 0.09192070364952087, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.8983640670776367, + "val_loss": 0.936002254486084, + "acc": 69.62, + "time": 256.9757123477757, + "param": [ + { + "p": 0.027744246646761894, + "m": 1.0 + }, + { + "p": 0.10939126461744308, + "m": 1.0 + }, + { + "p": 0.0784810408949852, + "m": 1.0 + }, + { + "p": 0.06194877251982689, + "m": 0.02707195281982422 + }, + { + "p": 0.04223748296499252, + "m": 0.0 + }, + { + "p": 0.03805255889892578, + "m": 0.021056655794382095 + }, + { + "p": 0.04861168935894966, + "m": 0.07727394253015518 + }, + { + "p": 0.052712127566337585, + "m": 0.00213912152685225 + }, + { + "p": 0.295745313167572, + "m": 0.04574156180024147 + }, + { + "p": 0.07394294440746307, + "m": 0.8629924058914185 + }, + { + "p": 0.0, + "m": 0.8738256096839905 + }, + { + "p": 0.054247405380010605, + "m": 0.9265451431274414 + }, + { + "p": 0.01851053722202778, + "m": 1.0 + }, + { + "p": 0.09837460517883301, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json new file mode 100644 index 0000000..93030d1 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 68.55, + "Time": [ + 252.9881473224424, + 1.9252886422667976 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.293752431869507, + "val_loss": 2.292729616165161, + "acc": 17.68, + "time": 252.54719216004014, + "param": [ + { + "p": 0.05752517655491829, + "m": 1.0 + }, + { + "p": 0.05266198515892029, + "m": 1.0 + }, + { + "p": 0.07597251981496811, + "m": 1.0 + }, + { + "p": 0.04841751977801323, + "m": 1.0 + }, + { + "p": 0.04880595579743385, + "m": 0.998654305934906 + }, + { + "p": 0.07400226593017578, + "m": 0.9593566060066223 + }, + { + "p": 0.04341237246990204, + "m": 0.9981713891029358 + }, + { + "p": 0.09043048322200775, + "m": 0.9944397211074829 + }, + { + "p": 0.08436324447393417, + "m": 0.9931581020355225 + }, + { + "p": 0.0936703234910965, + "m": 1.0 + }, + { + "p": 0.09528662264347076, + "m": 1.0 + }, + { + "p": 0.09059188514947891, + "m": 1.0 + }, + { + "p": 0.10175856947898865, + "m": 1.0 + }, + { + "p": 0.043101027607917786, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.22131609916687, + "val_loss": 2.1988048553466797, + "acc": 19.01, + "time": 253.43079767283052, + "param": [ + { + "p": 0.0614611990749836, + "m": 1.0 + }, + { + "p": 0.05753348767757416, + "m": 1.0 + }, + { + "p": 0.08625088632106781, + "m": 1.0 + }, + { + "p": 0.06287526339292526, + "m": 0.9964133501052856 + }, + { + "p": 0.06614582985639572, + "m": 0.9488312602043152 + }, + { + "p": 0.07480156421661377, + "m": 0.9265264868736267 + }, + { + "p": 0.06500256806612015, + "m": 0.980612576007843 + }, + { + "p": 0.09164537489414215, + "m": 0.9438985586166382 + }, + { + "p": 0.07863792032003403, + "m": 0.9778935313224792 + }, + { + "p": 0.08784406632184982, + "m": 1.0 + }, + { + "p": 0.08830128610134125, + "m": 0.9960195422172546 + }, + { + "p": 0.08744803816080093, + "m": 0.9943222403526306 + }, + { + "p": 0.09205248206853867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1936123371124268, + "val_loss": 1.995934247970581, + "acc": 25.65, + "time": 251.6469425992109, + "param": [ + { + "p": 0.06176064908504486, + "m": 1.0 + }, + { + "p": 0.03855598717927933, + "m": 1.0 + }, + { + "p": 0.09522034227848053, + "m": 1.0 + }, + { + "p": 0.0674496665596962, + "m": 0.9657227396965027 + }, + { + "p": 0.06332767009735107, + "m": 0.9596750736236572 + }, + { + "p": 0.0869198814034462, + "m": 0.8856757283210754 + }, + { + "p": 0.06145818904042244, + "m": 1.0 + }, + { + "p": 0.10180836170911789, + "m": 0.9372206330299377 + }, + { + "p": 0.08082854747772217, + "m": 0.9369310140609741 + }, + { + "p": 0.07664002478122711, + "m": 0.9955188632011414 + }, + { + "p": 0.09027285128831863, + "m": 0.9712356328964233 + }, + { + "p": 0.09516974538564682, + "m": 1.0 + }, + { + "p": 0.08058814704418182, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.19350266456604, + "val_loss": 1.923115849494934, + "acc": 29.66, + "time": 255.11069890856743, + "param": [ + { + "p": 0.07751000672578812, + "m": 1.0 + }, + { + "p": 0.011949433013796806, + "m": 1.0 + }, + { + "p": 0.08663679659366608, + "m": 1.0 + }, + { + "p": 0.07432680577039719, + "m": 0.921435534954071 + }, + { + "p": 0.06595355272293091, + "m": 0.9530309438705444 + }, + { + "p": 0.08571399748325348, + "m": 0.8251734972000122 + }, + { + "p": 0.07896976917982101, + "m": 0.9731760621070862 + }, + { + "p": 0.0978330746293068, + "m": 0.8646278977394104 + }, + { + "p": 0.10211511701345444, + "m": 0.910696804523468 + }, + { + "p": 0.046371787786483765, + "m": 0.9953821897506714 + }, + { + "p": 0.09039035439491272, + "m": 0.9921943545341492 + }, + { + "p": 0.11249782890081406, + "m": 0.9754393100738525 + }, + { + "p": 0.06973150372505188, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.0242679119110107, + "val_loss": 1.9477766752243042, + "acc": 29.75, + "time": 253.85852958494797, + "param": [ + { + "p": 0.0851023718714714, + "m": 1.0 + }, + { + "p": 0.0009863018058240414, + "m": 1.0 + }, + { + "p": 0.07315881550312042, + "m": 1.0 + }, + { + "p": 0.08134775608778, + "m": 0.8983318209648132 + }, + { + "p": 0.060124557465314865, + "m": 0.9789225459098816 + }, + { + "p": 0.0782054215669632, + "m": 0.8495175838470459 + }, + { + "p": 0.0848333016037941, + "m": 0.9591282606124878 + }, + { + "p": 0.08519943058490753, + "m": 0.7994057536125183 + }, + { + "p": 0.11207214742898941, + "m": 0.8861514329910278 + }, + { + "p": 0.014258951880037785, + "m": 0.9773104190826416 + }, + { + "p": 0.12432803958654404, + "m": 0.9991928935050964 + }, + { + "p": 0.1331925094127655, + "m": 0.9253590703010559 + }, + { + "p": 0.06719038635492325, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.8897477388381958, + "val_loss": 1.8321446180343628, + "acc": 35.35, + "time": 251.54168059583753, + "param": [ + { + "p": 0.09689203649759293, + "m": 1.0 + }, + { + "p": 4.749063009512611e-05, + "m": 1.0 + }, + { + "p": 0.07143823057413101, + "m": 1.0 + }, + { + "p": 0.08586875349283218, + "m": 0.9322518110275269 + }, + { + "p": 0.05292484909296036, + "m": 1.0 + }, + { + "p": 0.060519784688949585, + "m": 0.8982865810394287 + }, + { + "p": 0.06860563158988953, + "m": 0.9441851377487183 + }, + { + "p": 0.0916895940899849, + "m": 0.8122232556343079 + }, + { + "p": 0.12033189088106155, + "m": 0.8561499118804932 + }, + { + "p": 0.0013537196209654212, + "m": 0.9650863409042358 + }, + { + "p": 0.13656304776668549, + "m": 0.973420262336731 + }, + { + "p": 0.14751704037189484, + "m": 0.8915500640869141 + }, + { + "p": 0.06624792516231537, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.977121353149414, + "val_loss": 1.7042465209960938, + "acc": 39.37, + "time": 254.02988124405965, + "param": [ + { + "p": 0.09899988770484924, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06975282728672028, + "m": 1.0 + }, + { + "p": 0.0752733051776886, + "m": 0.9383721351623535 + }, + { + "p": 0.04911097139120102, + "m": 1.0 + }, + { + "p": 0.027383634820580482, + "m": 0.938423752784729 + }, + { + "p": 0.0403486043214798, + "m": 0.9615530967712402 + }, + { + "p": 0.11471623927354813, + "m": 0.8048076033592224 + }, + { + "p": 0.12556195259094238, + "m": 0.8365662097930908 + }, + { + "p": 0.015817563980817795, + "m": 0.9519504904747009 + }, + { + "p": 0.12803864479064941, + "m": 0.9355592131614685 + }, + { + "p": 0.17259398102760315, + "m": 0.8768132925033569 + }, + { + "p": 0.08240239322185516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.9142791032791138, + "val_loss": 1.6923929452896118, + "acc": 38.49, + "time": 251.91776185389608, + "param": [ + { + "p": 0.11241971701383591, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07439197599887848, + "m": 1.0 + }, + { + "p": 0.06107349321246147, + "m": 0.8977338671684265 + }, + { + "p": 0.01873723790049553, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9751524329185486 + }, + { + "p": 0.0051748910918831825, + "m": 0.9727427959442139 + }, + { + "p": 0.1302611082792282, + "m": 0.7783750891685486 + }, + { + "p": 0.13791045546531677, + "m": 0.8087866902351379 + }, + { + "p": 0.025798121467232704, + "m": 0.9466455578804016 + }, + { + "p": 0.12628741562366486, + "m": 0.8994344472885132 + }, + { + "p": 0.21525904536247253, + "m": 0.8765007257461548 + }, + { + "p": 0.0926864892244339, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.001366376876831, + "val_loss": 1.6275906562805176, + "acc": 40.4, + "time": 252.25319153210148, + "param": [ + { + "p": 0.10966360569000244, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08572022616863251, + "m": 1.0 + }, + { + "p": 0.03821087256073952, + "m": 0.8160993456840515 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9516128897666931 + }, + { + "p": 0.1381756067276001, + "m": 0.7634549140930176 + }, + { + "p": 0.14941827952861786, + "m": 0.7532238364219666 + }, + { + "p": 0.005294169299304485, + "m": 0.9463485479354858 + }, + { + "p": 0.12030510604381561, + "m": 0.8398303985595703 + }, + { + "p": 0.2553637623786926, + "m": 0.9201526641845703 + }, + { + "p": 0.09784846007823944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8537472486495972, + "val_loss": 1.5702120065689087, + "acc": 42.5, + "time": 250.37330714985728, + "param": [ + { + "p": 0.10278632491827011, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07987214624881744, + "m": 1.0 + }, + { + "p": 0.013486765325069427, + "m": 0.7742774486541748 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9191564321517944 + }, + { + "p": 0.14315342903137207, + "m": 0.7594423294067383 + }, + { + "p": 0.1644263118505478, + "m": 0.696755588054657 + }, + { + "p": 0.0009538209997117519, + "m": 0.9397081732749939 + }, + { + "p": 0.125245600938797, + "m": 0.7924981713294983 + }, + { + "p": 0.28132766485214233, + "m": 0.940008819103241 + }, + { + "p": 0.08874788880348206, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8583589792251587, + "val_loss": 1.5151593685150146, + "acc": 43.71, + "time": 254.14977921685204, + "param": [ + { + "p": 0.08927617967128754, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08281230926513672, + "m": 1.0 + }, + { + "p": 0.011014195159077644, + "m": 0.7689392566680908 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9093981385231018 + }, + { + "p": 0.14328637719154358, + "m": 0.7521602511405945 + }, + { + "p": 0.18167847394943237, + "m": 0.6579755544662476 + }, + { + "p": 0.002822729991748929, + "m": 0.9497734904289246 + }, + { + "p": 0.1247582957148552, + "m": 0.7599037289619446 + }, + { + "p": 0.28562429547309875, + "m": 0.9531016945838928 + }, + { + "p": 0.07872717082500458, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.7258572578430176, + "val_loss": 1.4446461200714111, + "acc": 42.36, + "time": 253.54806789709255, + "param": [ + { + "p": 0.06826502084732056, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07247676700353622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7651552557945251 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9237361550331116 + }, + { + "p": 0.14719004929065704, + "m": 0.7679269909858704 + }, + { + "p": 0.21849651634693146, + "m": 0.6115954518318176 + }, + { + "p": 0.0, + "m": 0.9543516635894775 + }, + { + "p": 0.1216149777173996, + "m": 0.7158508896827698 + }, + { + "p": 0.31709495186805725, + "m": 0.9589020013809204 + }, + { + "p": 0.054861705750226974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.7467199563980103, + "val_loss": 1.5159634351730347, + "acc": 44.69, + "time": 253.43899001274258, + "param": [ + { + "p": 0.04716617614030838, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05410094931721687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7283830642700195 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9994482398033142 + }, + { + "p": 0.0, + "m": 0.9098362922668457 + }, + { + "p": 0.1499466449022293, + "m": 0.7868344187736511 + }, + { + "p": 0.2528793513774872, + "m": 0.5655527114868164 + }, + { + "p": 0.0, + "m": 0.9759353399276733 + }, + { + "p": 0.12060344219207764, + "m": 0.6939488053321838 + }, + { + "p": 0.34626173973083496, + "m": 0.9686675667762756 + }, + { + "p": 0.029041681438684464, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7722442150115967, + "val_loss": 1.4997986555099487, + "acc": 45.59, + "time": 253.88468101993203, + "param": [ + { + "p": 0.03487135097384453, + "m": 1.0 + }, + { + "p": 0.0015529087977483869, + "m": 1.0 + }, + { + "p": 0.027368588373064995, + "m": 1.0 + }, + { + "p": 0.0009275975171476603, + "m": 0.6914224028587341 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8629490733146667 + }, + { + "p": 0.15575779974460602, + "m": 0.8304427266120911 + }, + { + "p": 0.2834978401660919, + "m": 0.5328486561775208 + }, + { + "p": 0.004425997380167246, + "m": 0.991827666759491 + }, + { + "p": 0.11724042147397995, + "m": 0.6767285466194153 + }, + { + "p": 0.3694677948951721, + "m": 0.9916177988052368 + }, + { + "p": 0.0048896754160523415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.7724971771240234, + "val_loss": 1.4619934558868408, + "acc": 45.09, + "time": 253.81637644628063, + "param": [ + { + "p": 0.03426443785429001, + "m": 1.0 + }, + { + "p": 4.098162389709614e-05, + "m": 1.0 + }, + { + "p": 0.020000122487545013, + "m": 1.0 + }, + { + "p": 0.000843151705339551, + "m": 0.6884591579437256 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8328198790550232 + }, + { + "p": 0.15550047159194946, + "m": 0.8583885431289673 + }, + { + "p": 0.2909989655017853, + "m": 0.5214143991470337 + }, + { + "p": 0.013712992891669273, + "m": 0.9884523153305054 + }, + { + "p": 0.11867964267730713, + "m": 0.6696245670318604 + }, + { + "p": 0.3581791818141937, + "m": 1.0 + }, + { + "p": 0.0073786331340670586, + "m": 1.0 + }, + { + "p": 0.0004014717706013471, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.981892704963684, + "val_loss": 1.4486713409423828, + "acc": 46.24, + "time": 255.47601702110842, + "param": [ + { + "p": 0.04692508280277252, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02572704665362835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6589853763580322 + }, + { + "p": 0.0, + "m": 0.9899294972419739 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8186095356941223 + }, + { + "p": 0.15065997838974, + "m": 0.8464481234550476 + }, + { + "p": 0.274996817111969, + "m": 0.5131685733795166 + }, + { + "p": 0.03187403082847595, + "m": 0.983912467956543 + }, + { + "p": 0.11065886914730072, + "m": 0.6733500957489014 + }, + { + "p": 0.3352312445640564, + "m": 1.0 + }, + { + "p": 0.023926926776766777, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 2.0000057220458984, + "val_loss": 1.4560121297836304, + "acc": 47.41, + "time": 253.82420419808477, + "param": [ + { + "p": 0.0548955500125885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027707552537322044, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6318169236183167 + }, + { + "p": 0.0, + "m": 0.9879850149154663 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003077777801081538, + "m": 0.8257082104682922 + }, + { + "p": 0.1447177678346634, + "m": 0.8605278730392456 + }, + { + "p": 0.2557930052280426, + "m": 0.4785231053829193 + }, + { + "p": 0.06024130806326866, + "m": 0.9734135270118713 + }, + { + "p": 0.10277492552995682, + "m": 0.6588954329490662 + }, + { + "p": 0.3183870017528534, + "m": 1.0 + }, + { + "p": 0.03240509703755379, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.859525442123413, + "val_loss": 1.4910788536071777, + "acc": 46.24, + "time": 253.7458351859823, + "param": [ + { + "p": 0.06971558183431625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04380954056978226, + "m": 1.0 + }, + { + "p": 0.010755712166428566, + "m": 0.6413231492042542 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0030362908728420734, + "m": 1.0 + }, + { + "p": 0.013090413063764572, + "m": 0.814321756362915 + }, + { + "p": 0.13338960707187653, + "m": 0.9091978669166565 + }, + { + "p": 0.22555506229400635, + "m": 0.46909207105636597 + }, + { + "p": 0.08112097531557083, + "m": 0.9387595057487488 + }, + { + "p": 0.0931791365146637, + "m": 0.6519726514816284 + }, + { + "p": 0.2794743776321411, + "m": 1.0 + }, + { + "p": 0.04687326401472092, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.4501925706863403, + "val_loss": 1.4228185415267944, + "acc": 50.12, + "time": 255.48847283702344, + "param": [ + { + "p": 0.0695752277970314, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05335826799273491, + "m": 1.0 + }, + { + "p": 0.014872620813548565, + "m": 0.6629932522773743 + }, + { + "p": 0.001962362788617611, + "m": 1.0 + }, + { + "p": 0.0020209478680044413, + "m": 1.0 + }, + { + "p": 0.02099199779331684, + "m": 0.8288711309432983 + }, + { + "p": 0.12617294490337372, + "m": 0.984741747379303 + }, + { + "p": 0.22076670825481415, + "m": 0.46573561429977417 + }, + { + "p": 0.09234540909528732, + "m": 0.8954935073852539 + }, + { + "p": 0.09023932367563248, + "m": 0.6460433602333069 + }, + { + "p": 0.257926881313324, + "m": 1.0 + }, + { + "p": 0.04976732283830643, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.67360520362854, + "val_loss": 1.4387195110321045, + "acc": 48.85, + "time": 253.139952825848, + "param": [ + { + "p": 0.07189052551984787, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05249898135662079, + "m": 1.0 + }, + { + "p": 0.01585843786597252, + "m": 0.6882103085517883 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026514999568462372, + "m": 0.844868540763855 + }, + { + "p": 0.13078910112380981, + "m": 1.0 + }, + { + "p": 0.21780245006084442, + "m": 0.45727217197418213 + }, + { + "p": 0.09041418880224228, + "m": 0.891838788986206 + }, + { + "p": 0.09449096769094467, + "m": 0.6488223671913147 + }, + { + "p": 0.2505970001220703, + "m": 1.0 + }, + { + "p": 0.04914333298802376, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.6440261602401733, + "val_loss": 1.4225431680679321, + "acc": 48.76, + "time": 252.5271904640831, + "param": [ + { + "p": 0.06967289745807648, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05890166014432907, + "m": 1.0 + }, + { + "p": 0.022534312680363655, + "m": 0.6903347969055176 + }, + { + "p": 0.004164606332778931, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.035633232444524765, + "m": 0.8268312215805054 + }, + { + "p": 0.1330857127904892, + "m": 1.0 + }, + { + "p": 0.20705382525920868, + "m": 0.4761972427368164 + }, + { + "p": 0.09215817600488663, + "m": 0.8577057123184204 + }, + { + "p": 0.09420479834079742, + "m": 0.6681807041168213 + }, + { + "p": 0.23278582096099854, + "m": 1.0 + }, + { + "p": 0.04980500042438507, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.7596882581710815, + "val_loss": 1.3451071977615356, + "acc": 51.64, + "time": 252.67961645778269, + "param": [ + { + "p": 0.07011376321315765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.055064376443624496, + "m": 1.0 + }, + { + "p": 0.02281765826046467, + "m": 0.6983819603919983 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9984177947044373 + }, + { + "p": 0.023961877450346947, + "m": 0.8049406409263611 + }, + { + "p": 0.13571999967098236, + "m": 1.0 + }, + { + "p": 0.21195094287395477, + "m": 0.4770418405532837 + }, + { + "p": 0.09555089473724365, + "m": 0.8587603569030762 + }, + { + "p": 0.09338938444852829, + "m": 0.672947347164154 + }, + { + "p": 0.2384299337863922, + "m": 1.0 + }, + { + "p": 0.05300121754407883, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.6912014484405518, + "val_loss": 1.404976725578308, + "acc": 51.95, + "time": 255.84316358994693, + "param": [ + { + "p": 0.07722169160842896, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04867415875196457, + "m": 1.0 + }, + { + "p": 0.023191506043076515, + "m": 0.7130719423294067 + }, + { + "p": 0.0, + "m": 0.9963300824165344 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016649574041366577, + "m": 0.7759307026863098 + }, + { + "p": 0.12829050421714783, + "m": 1.0 + }, + { + "p": 0.223805233836174, + "m": 0.46692606806755066 + }, + { + "p": 0.09905292093753815, + "m": 0.8658844232559204 + }, + { + "p": 0.09348880499601364, + "m": 0.6690803170204163 + }, + { + "p": 0.2360827773809433, + "m": 1.0 + }, + { + "p": 0.053542930632829666, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.6774938106536865, + "val_loss": 1.2938165664672852, + "acc": 51.42, + "time": 253.27154927002266, + "param": [ + { + "p": 0.0798281580209732, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.056478533893823624, + "m": 1.0 + }, + { + "p": 0.019181380048394203, + "m": 0.7169728875160217 + }, + { + "p": 0.0, + "m": 0.9965963363647461 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008438589051365852, + "m": 0.737921953201294 + }, + { + "p": 0.118106409907341, + "m": 1.0 + }, + { + "p": 0.2308846265077591, + "m": 0.4483325779438019 + }, + { + "p": 0.10894493013620377, + "m": 0.8558576703071594 + }, + { + "p": 0.09097620844841003, + "m": 0.6623599529266357 + }, + { + "p": 0.23521463572978973, + "m": 1.0 + }, + { + "p": 0.051946479827165604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.6226067543029785, + "val_loss": 1.2524064779281616, + "acc": 53.82, + "time": 253.98119039926678, + "param": [ + { + "p": 0.08700758963823318, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07165658473968506, + "m": 1.0 + }, + { + "p": 0.016695357859134674, + "m": 0.7186264991760254 + }, + { + "p": 0.009655697271227837, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9990330934524536 + }, + { + "p": 0.010126813314855099, + "m": 0.678376317024231 + }, + { + "p": 0.10636325925588608, + "m": 1.0 + }, + { + "p": 0.22300608456134796, + "m": 0.45344939827919006 + }, + { + "p": 0.10687002539634705, + "m": 0.8583018779754639 + }, + { + "p": 0.09325511008501053, + "m": 0.6671984195709229 + }, + { + "p": 0.22280584275722504, + "m": 1.0 + }, + { + "p": 0.05111797899007797, + "m": 1.0 + }, + { + "p": 0.0014396713813766837, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.711564540863037, + "val_loss": 1.2498500347137451, + "acc": 52.62, + "time": 253.54895910574123, + "param": [ + { + "p": 0.09153824299573898, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0782676413655281, + "m": 1.0 + }, + { + "p": 0.010795052163302898, + "m": 0.730377197265625 + }, + { + "p": 0.008052080869674683, + "m": 1.0 + }, + { + "p": 0.0010620851535350084, + "m": 1.0 + }, + { + "p": 0.01067736279219389, + "m": 0.6371662616729736 + }, + { + "p": 0.10096108913421631, + "m": 1.0 + }, + { + "p": 0.22243079543113708, + "m": 0.4637254774570465 + }, + { + "p": 0.11174524575471878, + "m": 0.8562557101249695 + }, + { + "p": 0.09292421489953995, + "m": 0.6650159358978271 + }, + { + "p": 0.21376575529575348, + "m": 1.0 + }, + { + "p": 0.05778047442436218, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.5939037799835205, + "val_loss": 1.2956676483154297, + "acc": 53.4, + "time": 253.24140709498897, + "param": [ + { + "p": 0.08927563577890396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0759938657283783, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6984196305274963 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5971224308013916 + }, + { + "p": 0.08818916231393814, + "m": 0.9971319437026978 + }, + { + "p": 0.25256669521331787, + "m": 0.46700599789619446 + }, + { + "p": 0.10657671093940735, + "m": 0.8642911911010742 + }, + { + "p": 0.09076067805290222, + "m": 0.6674812436103821 + }, + { + "p": 0.22768472135066986, + "m": 1.0 + }, + { + "p": 0.06895257532596588, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.8683489561080933, + "val_loss": 1.2706589698791504, + "acc": 53.81, + "time": 251.34911978198215, + "param": [ + { + "p": 0.09904693812131882, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06470279395580292, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6749342083930969 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009731329628266394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5740174055099487 + }, + { + "p": 0.07326032966375351, + "m": 1.0 + }, + { + "p": 0.26348862051963806, + "m": 0.46634361147880554 + }, + { + "p": 0.10470084100961685, + "m": 0.8636451959609985 + }, + { + "p": 0.08487732708454132, + "m": 0.6697164177894592 + }, + { + "p": 0.2335529923439026, + "m": 1.0 + }, + { + "p": 0.07539702206850052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.480002522468567, + "val_loss": 1.2993162870407104, + "acc": 52.73, + "time": 252.4443589579314, + "param": [ + { + "p": 0.1101362407207489, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.058304596692323685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6678752303123474 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5440846085548401 + }, + { + "p": 0.06207089126110077, + "m": 1.0 + }, + { + "p": 0.2766477167606354, + "m": 0.45664164423942566 + }, + { + "p": 0.09261969476938248, + "m": 0.8883671760559082 + }, + { + "p": 0.08629545569419861, + "m": 0.6800814867019653 + }, + { + "p": 0.23939689993858337, + "m": 1.0 + }, + { + "p": 0.0745285227894783, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.4769402742385864, + "val_loss": 1.2860682010650635, + "acc": 55.32, + "time": 251.12286756699905, + "param": [ + { + "p": 0.12026075273752213, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.055505767464637756, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6593974828720093 + }, + { + "p": 0.0, + "m": 0.9977160692214966 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5332074761390686 + }, + { + "p": 0.0495523102581501, + "m": 1.0 + }, + { + "p": 0.3003899157047272, + "m": 0.4451051652431488 + }, + { + "p": 0.08070386946201324, + "m": 0.9047288298606873 + }, + { + "p": 0.08595865219831467, + "m": 0.6873321533203125 + }, + { + "p": 0.23566357791423798, + "m": 1.0 + }, + { + "p": 0.07196512818336487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.6833322048187256, + "val_loss": 1.354766607284546, + "acc": 55.94, + "time": 254.0212678713724, + "param": [ + { + "p": 0.12335298210382462, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05697127804160118, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.65273118019104 + }, + { + "p": 0.0, + "m": 0.9738697409629822 + }, + { + "p": 0.0, + "m": 0.990807294845581 + }, + { + "p": 0.001548738218843937, + "m": 0.49282875657081604 + }, + { + "p": 0.03942503780126572, + "m": 1.0 + }, + { + "p": 0.32099592685699463, + "m": 0.42266878485679626 + }, + { + "p": 0.06936471164226532, + "m": 0.8853877186775208 + }, + { + "p": 0.09091324359178543, + "m": 0.6974362134933472 + }, + { + "p": 0.22596991062164307, + "m": 1.0 + }, + { + "p": 0.07129228115081787, + "m": 1.0 + }, + { + "p": 0.0001658041001064703, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.5656977891921997, + "val_loss": 1.301285743713379, + "acc": 54.77, + "time": 252.60934244981036, + "param": [ + { + "p": 0.1182791143655777, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0594988577067852, + "m": 1.0 + }, + { + "p": 7.653995999135077e-05, + "m": 0.643627941608429 + }, + { + "p": 0.0, + "m": 0.9531474113464355 + }, + { + "p": 0.0, + "m": 0.9897421598434448 + }, + { + "p": 0.0021274674218147993, + "m": 0.4523111879825592 + }, + { + "p": 0.033849116414785385, + "m": 0.990725576877594 + }, + { + "p": 0.33569779992103577, + "m": 0.40391331911087036 + }, + { + "p": 0.06593358516693115, + "m": 0.8550542593002319 + }, + { + "p": 0.09013987332582474, + "m": 0.7147629261016846 + }, + { + "p": 0.21849970519542694, + "m": 1.0 + }, + { + "p": 0.07589786499738693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.4883590936660767, + "val_loss": 1.1768923997879028, + "acc": 56.33, + "time": 250.39389557298273, + "param": [ + { + "p": 0.11227834969758987, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06282778829336166, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6257539987564087 + }, + { + "p": 0.0, + "m": 0.9473170638084412 + }, + { + "p": 0.0006689890869893134, + "m": 0.9898534417152405 + }, + { + "p": 0.0, + "m": 0.4211105704307556 + }, + { + "p": 0.02924603782594204, + "m": 0.9839058518409729 + }, + { + "p": 0.3547634184360504, + "m": 0.40324869751930237 + }, + { + "p": 0.06413544714450836, + "m": 0.8517435193061829 + }, + { + "p": 0.0882534384727478, + "m": 0.7230063080787659 + }, + { + "p": 0.22104541957378387, + "m": 1.0 + }, + { + "p": 0.06678106635808945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.2841278314590454, + "val_loss": 1.3495134115219116, + "acc": 54.9, + "time": 250.1960698561743, + "param": [ + { + "p": 0.10514701157808304, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05466752499341965, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6048106551170349 + }, + { + "p": 0.0, + "m": 0.944743812084198 + }, + { + "p": 0.0, + "m": 0.9943156242370605 + }, + { + "p": 0.0, + "m": 0.4176998734474182 + }, + { + "p": 0.0, + "m": 0.9969838261604309 + }, + { + "p": 0.3992554545402527, + "m": 0.40720415115356445 + }, + { + "p": 0.061983879655599594, + "m": 0.8378059267997742 + }, + { + "p": 0.08944665640592575, + "m": 0.7299935817718506 + }, + { + "p": 0.22932623326778412, + "m": 1.0 + }, + { + "p": 0.06017323583364487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.4390199184417725, + "val_loss": 1.0898789167404175, + "acc": 57.97, + "time": 253.10389391891658, + "param": [ + { + "p": 0.10654208809137344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0499604232609272, + "m": 1.0 + }, + { + "p": 0.0006889391806907952, + "m": 0.6037604808807373 + }, + { + "p": 0.0, + "m": 0.9342786073684692 + }, + { + "p": 0.0, + "m": 0.9819739460945129 + }, + { + "p": 0.0007390682003460824, + "m": 0.4272279739379883 + }, + { + "p": 0.003228796413168311, + "m": 1.0 + }, + { + "p": 0.41667014360427856, + "m": 0.3999394476413727 + }, + { + "p": 0.06325031071901321, + "m": 0.8047822713851929 + }, + { + "p": 0.08712536096572876, + "m": 0.7339715361595154 + }, + { + "p": 0.21843893826007843, + "m": 1.0 + }, + { + "p": 0.05335591733455658, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.4468514919281006, + "val_loss": 1.2314101457595825, + "acc": 57.26, + "time": 253.52730282815173, + "param": [ + { + "p": 0.11017430573701859, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.058313146233558655, + "m": 1.0 + }, + { + "p": 0.0084253940731287, + "m": 0.6024664640426636 + }, + { + "p": 0.0, + "m": 0.946496307849884 + }, + { + "p": 0.0, + "m": 0.9666302800178528 + }, + { + "p": 0.0032723115291446447, + "m": 0.4453808665275574 + }, + { + "p": 0.010181731544435024, + "m": 1.0 + }, + { + "p": 0.4139666259288788, + "m": 0.40255123376846313 + }, + { + "p": 0.05578324943780899, + "m": 0.788637101650238 + }, + { + "p": 0.08317063748836517, + "m": 0.7372581362724304 + }, + { + "p": 0.1976904571056366, + "m": 1.0 + }, + { + "p": 0.05902218446135521, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.4860793352127075, + "val_loss": 1.2217460870742798, + "acc": 57.44, + "time": 254.34617964923382, + "param": [ + { + "p": 0.10784163326025009, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05534650385379791, + "m": 1.0 + }, + { + "p": 0.01557987742125988, + "m": 0.6004584431648254 + }, + { + "p": 0.0, + "m": 0.9676429033279419 + }, + { + "p": 0.0, + "m": 0.9601855874061584 + }, + { + "p": 0.0034896796569228172, + "m": 0.42303919792175293 + }, + { + "p": 0.0018753084586933255, + "m": 1.0 + }, + { + "p": 0.4210391640663147, + "m": 0.4106051027774811 + }, + { + "p": 0.05923881381750107, + "m": 0.7849531769752502 + }, + { + "p": 0.08185146749019623, + "m": 0.7351126074790955 + }, + { + "p": 0.18181894719600677, + "m": 1.0 + }, + { + "p": 0.07191859930753708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.603617787361145, + "val_loss": 1.2260271310806274, + "acc": 57.03, + "time": 251.49853278510273, + "param": [ + { + "p": 0.11741441488265991, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04465721175074577, + "m": 1.0 + }, + { + "p": 0.015062944032251835, + "m": 0.5824163556098938 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9837501645088196 + }, + { + "p": 0.00017302174819633365, + "m": 0.4037119746208191 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.4640730619430542, + "m": 0.40386223793029785 + }, + { + "p": 0.059734735637903214, + "m": 0.7697684168815613 + }, + { + "p": 0.057240478694438934, + "m": 0.7372173070907593 + }, + { + "p": 0.16206327080726624, + "m": 1.0 + }, + { + "p": 0.0795808732509613, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.516685128211975, + "val_loss": 1.3346142768859863, + "acc": 58.84, + "time": 250.020164583344, + "param": [ + { + "p": 0.12088373303413391, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.038424357771873474, + "m": 1.0 + }, + { + "p": 0.012701756320893764, + "m": 0.553276777267456 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0015828731702640653, + "m": 0.9957252740859985 + }, + { + "p": 0.006248148623853922, + "m": 0.3986396789550781 + }, + { + "p": 0.0005806577973999083, + "m": 0.9990015029907227 + }, + { + "p": 0.4718993902206421, + "m": 0.38267579674720764 + }, + { + "p": 0.06074070185422897, + "m": 0.7503279447555542 + }, + { + "p": 0.046655453741550446, + "m": 0.7384132742881775 + }, + { + "p": 0.1523520052433014, + "m": 1.0 + }, + { + "p": 0.08793090283870697, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.4819730520248413, + "val_loss": 1.2495197057724, + "acc": 59.08, + "time": 253.20113623328507, + "param": [ + { + "p": 0.11020012944936752, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03839276731014252, + "m": 1.0 + }, + { + "p": 0.01238356251269579, + "m": 0.5631887316703796 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012710871174931526, + "m": 1.0 + }, + { + "p": 0.015528222545981407, + "m": 0.39299678802490234 + }, + { + "p": 0.009523152373731136, + "m": 1.0 + }, + { + "p": 0.4615462124347687, + "m": 0.3851381540298462 + }, + { + "p": 0.06256015598773956, + "m": 0.7597640156745911 + }, + { + "p": 0.032874882221221924, + "m": 0.7282754778862 + }, + { + "p": 0.1510912925004959, + "m": 1.0 + }, + { + "p": 0.09300869703292847, + "m": 1.0 + }, + { + "p": 0.00018007162725552917, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.4732035398483276, + "val_loss": 1.1568830013275146, + "acc": 57.13, + "time": 253.04942501476035, + "param": [ + { + "p": 0.10811906307935715, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048041388392448425, + "m": 1.0 + }, + { + "p": 0.0032929065637290478, + "m": 0.570193350315094 + }, + { + "p": 0.0009831942152231932, + "m": 0.9949942231178284 + }, + { + "p": 0.011021088808774948, + "m": 1.0 + }, + { + "p": 0.027366066351532936, + "m": 0.33077454566955566 + }, + { + "p": 0.01090727187693119, + "m": 0.9949938058853149 + }, + { + "p": 0.4421696066856384, + "m": 0.39531898498535156 + }, + { + "p": 0.06938117742538452, + "m": 0.785908043384552 + }, + { + "p": 0.0246596522629261, + "m": 0.73679119348526 + }, + { + "p": 0.15270361304283142, + "m": 1.0 + }, + { + "p": 0.10135502368211746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.5713311433792114, + "val_loss": 1.1959283351898193, + "acc": 58.88, + "time": 253.29996918980032, + "param": [ + { + "p": 0.10481784492731094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05362214148044586, + "m": 1.0 + }, + { + "p": 0.002675103722140193, + "m": 0.5564128160476685 + }, + { + "p": 0.010204348713159561, + "m": 0.9760077595710754 + }, + { + "p": 0.017242712900042534, + "m": 1.0 + }, + { + "p": 0.041192930191755295, + "m": 0.3159899413585663 + }, + { + "p": 0.0186313483864069, + "m": 0.9945200681686401 + }, + { + "p": 0.4042515754699707, + "m": 0.3930932879447937 + }, + { + "p": 0.0821768119931221, + "m": 0.8057076930999756 + }, + { + "p": 0.0058779348619282246, + "m": 0.7359532713890076 + }, + { + "p": 0.15160104632377625, + "m": 1.0 + }, + { + "p": 0.09820346534252167, + "m": 1.0 + }, + { + "p": 0.009502689354121685, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.5746618509292603, + "val_loss": 1.2569875717163086, + "acc": 58.62, + "time": 256.74167649820447, + "param": [ + { + "p": 0.09798495471477509, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.061873216181993484, + "m": 1.0 + }, + { + "p": 0.0007473135483451188, + "m": 0.5478824973106384 + }, + { + "p": 0.028459332883358, + "m": 0.9760320782661438 + }, + { + "p": 0.008917438797652721, + "m": 0.9951509833335876 + }, + { + "p": 0.054759860038757324, + "m": 0.3072257936000824 + }, + { + "p": 0.021413417533040047, + "m": 1.0 + }, + { + "p": 0.3696577250957489, + "m": 0.3647976517677307 + }, + { + "p": 0.0957600399851799, + "m": 0.8499244451522827 + }, + { + "p": 0.007894656620919704, + "m": 0.7392877340316772 + }, + { + "p": 0.1489093005657196, + "m": 1.0 + }, + { + "p": 0.09890925884246826, + "m": 1.0 + }, + { + "p": 0.004713546484708786, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.5497496128082275, + "val_loss": 1.0697482824325562, + "acc": 59.48, + "time": 254.87303290795535, + "param": [ + { + "p": 0.10212911665439606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05384951829910278, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5268449783325195 + }, + { + "p": 0.022239621728658676, + "m": 0.9940930008888245 + }, + { + "p": 0.0, + "m": 0.9863958954811096 + }, + { + "p": 0.06464742869138718, + "m": 0.2856316864490509 + }, + { + "p": 0.02294817939400673, + "m": 1.0 + }, + { + "p": 0.36959075927734375, + "m": 0.33569228649139404 + }, + { + "p": 0.10645212978124619, + "m": 0.9014084339141846 + }, + { + "p": 0.012156541459262371, + "m": 0.745081901550293 + }, + { + "p": 0.1515498012304306, + "m": 1.0 + }, + { + "p": 0.09443690627813339, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.5366473197937012, + "val_loss": 1.099155306816101, + "acc": 60.32, + "time": 249.53831849619746, + "param": [ + { + "p": 0.10255317389965057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049046289175748825, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5081833600997925 + }, + { + "p": 0.011135288514196873, + "m": 0.9848353862762451 + }, + { + "p": 0.0, + "m": 0.989209771156311 + }, + { + "p": 0.06940297782421112, + "m": 0.2623874843120575 + }, + { + "p": 0.021266769617795944, + "m": 1.0 + }, + { + "p": 0.38577941060066223, + "m": 0.3208544850349426 + }, + { + "p": 0.10214178264141083, + "m": 0.9335730075836182 + }, + { + "p": 0.01994394138455391, + "m": 0.753889799118042 + }, + { + "p": 0.1431875377893448, + "m": 1.0 + }, + { + "p": 0.0955427810549736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.2962547540664673, + "val_loss": 1.1633801460266113, + "acc": 60.87, + "time": 249.75025208573788, + "param": [ + { + "p": 0.10328104346990585, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04048782214522362, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4866865277290344 + }, + { + "p": 0.0, + "m": 0.9669348001480103 + }, + { + "p": 0.0029557221569120884, + "m": 0.9873547554016113 + }, + { + "p": 0.07298172265291214, + "m": 0.23805391788482666 + }, + { + "p": 0.009348825551569462, + "m": 1.0 + }, + { + "p": 0.42205682396888733, + "m": 0.2957197427749634 + }, + { + "p": 0.09908636659383774, + "m": 0.9438268542289734 + }, + { + "p": 0.017846539616584778, + "m": 0.7547334432601929 + }, + { + "p": 0.1395668089389801, + "m": 1.0 + }, + { + "p": 0.09238829463720322, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.4603772163391113, + "val_loss": 1.1551036834716797, + "acc": 60.54, + "time": 251.89672484993935, + "param": [ + { + "p": 0.10543053597211838, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03556210920214653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.47797396779060364 + }, + { + "p": 0.0, + "m": 0.9899570941925049 + }, + { + "p": 0.0, + "m": 0.9937845468521118 + }, + { + "p": 0.07072317600250244, + "m": 0.22142541408538818 + }, + { + "p": 0.0, + "m": 0.9945183396339417 + }, + { + "p": 0.4587237536907196, + "m": 0.3057430684566498 + }, + { + "p": 0.09876886010169983, + "m": 0.9273806810379028 + }, + { + "p": 0.0036181623581796885, + "m": 0.7611993551254272 + }, + { + "p": 0.13701003789901733, + "m": 0.9992137551307678 + }, + { + "p": 0.09016337245702744, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.7742332220077515, + "val_loss": 1.1086665391921997, + "acc": 60.45, + "time": 254.27640585508198, + "param": [ + { + "p": 0.10851908475160599, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0319821834564209, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4809977114200592 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9903314113616943 + }, + { + "p": 0.05920373275876045, + "m": 0.2364618480205536 + }, + { + "p": 0.0056905061937868595, + "m": 0.996293842792511 + }, + { + "p": 0.48020726442337036, + "m": 0.3415512144565582 + }, + { + "p": 0.09790651500225067, + "m": 0.9116666316986084 + }, + { + "p": 0.00019230185716878623, + "m": 0.767417848110199 + }, + { + "p": 0.13319823145866394, + "m": 1.0 + }, + { + "p": 0.08310019224882126, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.413332462310791, + "val_loss": 1.1094310283660889, + "acc": 60.0, + "time": 251.14319343306124, + "param": [ + { + "p": 0.11119281500577927, + "m": 1.0 + }, + { + "p": 0.009041398763656616, + "m": 1.0 + }, + { + "p": 0.052408453077077866, + "m": 1.0 + }, + { + "p": 0.011076074093580246, + "m": 0.4601278603076935 + }, + { + "p": 0.0015133257256820798, + "m": 1.0 + }, + { + "p": 0.0007689240155741572, + "m": 0.9731317162513733 + }, + { + "p": 0.05960387736558914, + "m": 0.25775718688964844 + }, + { + "p": 0.02362518571317196, + "m": 0.993987500667572 + }, + { + "p": 0.4059603810310364, + "m": 0.3561258614063263 + }, + { + "p": 0.09798818826675415, + "m": 0.9118152260780334 + }, + { + "p": 0.02180388569831848, + "m": 0.783523678779602 + }, + { + "p": 0.12100731581449509, + "m": 1.0 + }, + { + "p": 0.08252840489149094, + "m": 1.0 + }, + { + "p": 0.0014818016206845641, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.4069344997406006, + "val_loss": 1.021069049835205, + "acc": 61.3, + "time": 254.84402742795646, + "param": [ + { + "p": 0.11950552463531494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05172737315297127, + "m": 1.0 + }, + { + "p": 0.018355831503868103, + "m": 0.436892032623291 + }, + { + "p": 0.0, + "m": 0.9926232099533081 + }, + { + "p": 0.0, + "m": 0.9791868925094604 + }, + { + "p": 0.06300364434719086, + "m": 0.2730434536933899 + }, + { + "p": 0.018612632527947426, + "m": 0.9690978527069092 + }, + { + "p": 0.4070694148540497, + "m": 0.36589688062667847 + }, + { + "p": 0.09748277068138123, + "m": 0.9228892922401428 + }, + { + "p": 0.01810041069984436, + "m": 0.7966284155845642 + }, + { + "p": 0.12217535823583603, + "m": 1.0 + }, + { + "p": 0.0817762240767479, + "m": 1.0 + }, + { + "p": 0.0021908145863562822, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.3335998058319092, + "val_loss": 1.2708905935287476, + "acc": 59.41, + "time": 252.61772908922285, + "param": [ + { + "p": 0.11954470723867416, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.058420829474925995, + "m": 1.0 + }, + { + "p": 0.013837606646120548, + "m": 0.41772231459617615 + }, + { + "p": 0.001775917480699718, + "m": 0.9974543452262878 + }, + { + "p": 0.0, + "m": 0.9841713905334473 + }, + { + "p": 0.06555046886205673, + "m": 0.2898065149784088 + }, + { + "p": 0.01516440138220787, + "m": 0.9663857817649841 + }, + { + "p": 0.4023594558238983, + "m": 0.3688940107822418 + }, + { + "p": 0.10066138207912445, + "m": 0.9071231484413147 + }, + { + "p": 0.008602525107562542, + "m": 0.8066104054450989 + }, + { + "p": 0.12407717108726501, + "m": 1.0 + }, + { + "p": 0.087805837392807, + "m": 1.0 + }, + { + "p": 0.0021995999850332737, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.4246556758880615, + "val_loss": 1.0275651216506958, + "acc": 61.65, + "time": 251.92993087600917, + "param": [ + { + "p": 0.1183016374707222, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06336317956447601, + "m": 1.0 + }, + { + "p": 0.015829194337129593, + "m": 0.41476523876190186 + }, + { + "p": 0.0032496675848960876, + "m": 0.9928181767463684 + }, + { + "p": 0.0, + "m": 0.9756612181663513 + }, + { + "p": 0.072104811668396, + "m": 0.2818698585033417 + }, + { + "p": 0.003409134689718485, + "m": 0.9471646547317505 + }, + { + "p": 0.3908054232597351, + "m": 0.3806511461734772 + }, + { + "p": 0.11596113443374634, + "m": 0.9272639751434326 + }, + { + "p": 0.0036343412939459085, + "m": 0.8221882581710815 + }, + { + "p": 0.12158288806676865, + "m": 1.0 + }, + { + "p": 0.09175863862037659, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.7028053998947144, + "val_loss": 1.1436185836791992, + "acc": 62.48, + "time": 252.116585529875, + "param": [ + { + "p": 0.11636050045490265, + "m": 1.0 + }, + { + "p": 0.000717559305485338, + "m": 1.0 + }, + { + "p": 0.0590922012925148, + "m": 1.0 + }, + { + "p": 0.01809883490204811, + "m": 0.4044119119644165 + }, + { + "p": 2.3088821762939915e-05, + "m": 0.986892580986023 + }, + { + "p": 0.0013927763793617487, + "m": 0.9745970964431763 + }, + { + "p": 0.07456076890230179, + "m": 0.25004759430885315 + }, + { + "p": 0.0020004597026854753, + "m": 0.9295514225959778 + }, + { + "p": 0.38652876019477844, + "m": 0.37459179759025574 + }, + { + "p": 0.12245424091815948, + "m": 0.9274306893348694 + }, + { + "p": 0.0057314722798764706, + "m": 0.8338229656219482 + }, + { + "p": 0.11019851267337799, + "m": 1.0 + }, + { + "p": 0.10023763030767441, + "m": 1.0 + }, + { + "p": 0.002603098750114441, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.2666369676589966, + "val_loss": 1.1324777603149414, + "acc": 63.53, + "time": 253.92488442501053, + "param": [ + { + "p": 0.11144939064979553, + "m": 1.0 + }, + { + "p": 0.0003850885550491512, + "m": 1.0 + }, + { + "p": 0.0747380182147026, + "m": 1.0 + }, + { + "p": 0.024468321353197098, + "m": 0.3920391798019409 + }, + { + "p": 0.004288403317332268, + "m": 0.9616443514823914 + }, + { + "p": 0.013839523307979107, + "m": 0.9758661389350891 + }, + { + "p": 0.07604822516441345, + "m": 0.22665509581565857 + }, + { + "p": 0.0030232600402086973, + "m": 0.9184496402740479 + }, + { + "p": 0.328693151473999, + "m": 0.37405556440353394 + }, + { + "p": 0.1231401339173317, + "m": 0.9192320704460144 + }, + { + "p": 0.03548944368958473, + "m": 0.8575307130813599 + }, + { + "p": 0.10439755767583847, + "m": 1.0 + }, + { + "p": 0.09165199100971222, + "m": 1.0 + }, + { + "p": 0.008387533016502857, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.0800753831863403, + "val_loss": 1.022665023803711, + "acc": 62.32, + "time": 251.30251054186374, + "param": [ + { + "p": 0.11300715804100037, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0790707990527153, + "m": 1.0 + }, + { + "p": 0.010973690077662468, + "m": 0.3613816797733307 + }, + { + "p": 0.008368466049432755, + "m": 0.9436438083648682 + }, + { + "p": 0.0052214618772268295, + "m": 0.9824142456054688 + }, + { + "p": 0.07620768249034882, + "m": 0.16979993879795074 + }, + { + "p": 0.0, + "m": 0.9164367318153381 + }, + { + "p": 0.3326009213924408, + "m": 0.3597887456417084 + }, + { + "p": 0.1258116364479065, + "m": 0.9075500965118408 + }, + { + "p": 0.05041815713047981, + "m": 0.869106650352478 + }, + { + "p": 0.10992482304573059, + "m": 1.0 + }, + { + "p": 0.08839518576860428, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.2831017971038818, + "val_loss": 1.0479685068130493, + "acc": 62.98, + "time": 253.6617459091358, + "param": [ + { + "p": 0.1184360459446907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06419070065021515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.32881733775138855 + }, + { + "p": 0.0, + "m": 0.9105547070503235 + }, + { + "p": 0.0, + "m": 0.9661241769790649 + }, + { + "p": 0.0606868676841259, + "m": 0.12547661364078522 + }, + { + "p": 0.0, + "m": 0.9144560098648071 + }, + { + "p": 0.40417852997779846, + "m": 0.3308704197406769 + }, + { + "p": 0.1274956911802292, + "m": 0.9056127071380615 + }, + { + "p": 0.0372285470366478, + "m": 0.8690485954284668 + }, + { + "p": 0.10125759989023209, + "m": 1.0 + }, + { + "p": 0.08652592450380325, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.1958857774734497, + "val_loss": 1.067182183265686, + "acc": 63.52, + "time": 249.98805536981672, + "param": [ + { + "p": 0.1254076063632965, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0531475655734539, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3241496980190277 + }, + { + "p": 0.0, + "m": 0.8848475813865662 + }, + { + "p": 0.0, + "m": 0.9327306151390076 + }, + { + "p": 0.053459253162145615, + "m": 0.09573967009782791 + }, + { + "p": 0.0, + "m": 0.9158787131309509 + }, + { + "p": 0.444684237241745, + "m": 0.30604246258735657 + }, + { + "p": 0.11684451252222061, + "m": 0.9110572338104248 + }, + { + "p": 0.026132432743906975, + "m": 0.8617787957191467 + }, + { + "p": 0.0906808078289032, + "m": 1.0 + }, + { + "p": 0.08964363485574722, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.4564182758331299, + "val_loss": 0.9217181205749512, + "acc": 63.31, + "time": 251.75806969916448, + "param": [ + { + "p": 0.13169312477111816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03607488051056862, + "m": 1.0 + }, + { + "p": 0.00021597319573629647, + "m": 0.2819253206253052 + }, + { + "p": 0.0015880161663517356, + "m": 0.8792926669120789 + }, + { + "p": 0.007459788583219051, + "m": 0.9207268953323364 + }, + { + "p": 0.05744612589478493, + "m": 0.05947841703891754 + }, + { + "p": 0.009311631321907043, + "m": 0.9093220829963684 + }, + { + "p": 0.4615322947502136, + "m": 0.24981045722961426 + }, + { + "p": 0.10098661482334137, + "m": 0.9238253235816956 + }, + { + "p": 0.028461555019021034, + "m": 0.8530961871147156 + }, + { + "p": 0.07739272713661194, + "m": 1.0 + }, + { + "p": 0.0878373309969902, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.4816094636917114, + "val_loss": 1.042639136314392, + "acc": 62.53, + "time": 251.33838351489976, + "param": [ + { + "p": 0.13590918481349945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025901440531015396, + "m": 1.0 + }, + { + "p": 0.0009559844038449228, + "m": 0.24734742939472198 + }, + { + "p": 0.002460154239088297, + "m": 0.8689736127853394 + }, + { + "p": 0.008983205072581768, + "m": 0.9249961972236633 + }, + { + "p": 0.06316668540239334, + "m": 0.06139010190963745 + }, + { + "p": 0.019871322438120842, + "m": 0.9231694340705872 + }, + { + "p": 0.4512326121330261, + "m": 0.22089417278766632 + }, + { + "p": 0.0782427191734314, + "m": 0.9399861097335815 + }, + { + "p": 0.039721813052892685, + "m": 0.8534557819366455 + }, + { + "p": 0.07424012571573257, + "m": 1.0 + }, + { + "p": 0.09931472688913345, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.6782002449035645, + "val_loss": 1.0672149658203125, + "acc": 63.64, + "time": 252.9342916100286, + "param": [ + { + "p": 0.1349363625049591, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023419620469212532, + "m": 1.0 + }, + { + "p": 0.0008248129161074758, + "m": 0.2299163043498993 + }, + { + "p": 0.00041301161400042474, + "m": 0.8624099493026733 + }, + { + "p": 0.015014314092695713, + "m": 0.9229896068572998 + }, + { + "p": 0.0662635788321495, + "m": 0.016224050894379616 + }, + { + "p": 0.015759771689772606, + "m": 0.9070330858230591 + }, + { + "p": 0.4447959065437317, + "m": 0.21210281550884247 + }, + { + "p": 0.059450913220644, + "m": 0.9465495944023132 + }, + { + "p": 0.05050235986709595, + "m": 0.8472185134887695 + }, + { + "p": 0.07297050207853317, + "m": 1.0 + }, + { + "p": 0.11564890295267105, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.5278908014297485, + "val_loss": 1.0509387254714966, + "acc": 63.49, + "time": 251.35236513614655, + "param": [ + { + "p": 0.13455712795257568, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018424373120069504, + "m": 1.0 + }, + { + "p": 0.010595445521175861, + "m": 0.22673971951007843 + }, + { + "p": 0.0, + "m": 0.8580222129821777 + }, + { + "p": 0.012379529885947704, + "m": 0.9382846355438232 + }, + { + "p": 0.07363570481538773, + "m": 0.0 + }, + { + "p": 0.019300254061818123, + "m": 0.8853715658187866 + }, + { + "p": 0.4502086639404297, + "m": 0.22801515460014343 + }, + { + "p": 0.05176074430346489, + "m": 0.9298039674758911 + }, + { + "p": 0.048277437686920166, + "m": 0.8541624546051025 + }, + { + "p": 0.06130322813987732, + "m": 1.0 + }, + { + "p": 0.11955741792917252, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.3477346897125244, + "val_loss": 0.9376251101493835, + "acc": 63.91, + "time": 249.69768376694992, + "param": [ + { + "p": 0.13807372748851776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004962863866239786, + "m": 1.0 + }, + { + "p": 0.02745739184319973, + "m": 0.22101017832756042 + }, + { + "p": 0.0, + "m": 0.8706424236297607 + }, + { + "p": 0.007990757003426552, + "m": 0.9530898928642273 + }, + { + "p": 0.08187050372362137, + "m": 0.0009936952264979482 + }, + { + "p": 0.02316231094300747, + "m": 0.8835659623146057 + }, + { + "p": 0.46314364671707153, + "m": 0.2517175078392029 + }, + { + "p": 0.0430833138525486, + "m": 0.9098501801490784 + }, + { + "p": 0.04265521839261055, + "m": 0.8678865432739258 + }, + { + "p": 0.05297118052840233, + "m": 1.0 + }, + { + "p": 0.11462901532649994, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.4185354709625244, + "val_loss": 0.9818095564842224, + "acc": 64.06, + "time": 251.59408810036257, + "param": [ + { + "p": 0.1295904815196991, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0028949470724910498, + "m": 1.0 + }, + { + "p": 0.042245835065841675, + "m": 0.2023550271987915 + }, + { + "p": 0.0027980422601103783, + "m": 0.876489520072937 + }, + { + "p": 0.0189923457801342, + "m": 0.946647047996521 + }, + { + "p": 0.07277685403823853, + "m": 0.0 + }, + { + "p": 0.018201414495706558, + "m": 0.8921586871147156 + }, + { + "p": 0.473190039396286, + "m": 0.27663296461105347 + }, + { + "p": 0.04444074630737305, + "m": 0.8894643187522888 + }, + { + "p": 0.038466256111860275, + "m": 0.8842440247535706 + }, + { + "p": 0.04282970353960991, + "m": 1.0 + }, + { + "p": 0.11357332766056061, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.259524941444397, + "val_loss": 1.0391428470611572, + "acc": 63.64, + "time": 251.50007654121146, + "param": [ + { + "p": 0.11703813821077347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05500435456633568, + "m": 0.15742503106594086 + }, + { + "p": 0.004331046249717474, + "m": 0.8581756353378296 + }, + { + "p": 0.0396985225379467, + "m": 0.9343957901000977 + }, + { + "p": 0.05914498120546341, + "m": 0.00010029732220573351 + }, + { + "p": 0.009189113043248653, + "m": 0.8966160416603088 + }, + { + "p": 0.46793079376220703, + "m": 0.2921992540359497 + }, + { + "p": 0.05922685191035271, + "m": 0.8804544806480408 + }, + { + "p": 0.04068383201956749, + "m": 0.8893807530403137 + }, + { + "p": 0.03355591744184494, + "m": 1.0 + }, + { + "p": 0.11041684448719025, + "m": 1.0 + }, + { + "p": 0.003779629711061716, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.3681451082229614, + "val_loss": 1.1808369159698486, + "acc": 63.14, + "time": 255.56968695530668, + "param": [ + { + "p": 0.09699944406747818, + "m": 1.0 + }, + { + "p": 0.001708957483060658, + "m": 1.0 + }, + { + "p": 0.0015478405402973294, + "m": 1.0 + }, + { + "p": 0.05496928468346596, + "m": 0.1191633939743042 + }, + { + "p": 0.007179879583418369, + "m": 0.8716922998428345 + }, + { + "p": 0.07120447605848312, + "m": 0.9439226984977722 + }, + { + "p": 0.054303787648677826, + "m": 0.0 + }, + { + "p": 0.010213605128228664, + "m": 0.8830680251121521 + }, + { + "p": 0.44660472869873047, + "m": 0.3004591763019562 + }, + { + "p": 0.06374785304069519, + "m": 0.8853355050086975 + }, + { + "p": 0.034210190176963806, + "m": 0.8835321068763733 + }, + { + "p": 0.045413557440042496, + "m": 1.0 + }, + { + "p": 0.10881087929010391, + "m": 1.0 + }, + { + "p": 0.003085633972659707, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.262547492980957, + "val_loss": 0.9697040319442749, + "acc": 64.45, + "time": 250.17659178515896, + "param": [ + { + "p": 0.08791366964578629, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009997808374464512, + "m": 1.0 + }, + { + "p": 0.04972930997610092, + "m": 0.05631812661886215 + }, + { + "p": 0.0, + "m": 0.8809238076210022 + }, + { + "p": 0.09371678531169891, + "m": 0.937652051448822 + }, + { + "p": 0.04025304317474365, + "m": 0.0 + }, + { + "p": 0.003578545991331339, + "m": 0.8659528493881226 + }, + { + "p": 0.468169629573822, + "m": 0.29614678025245667 + }, + { + "p": 0.05528750270605087, + "m": 0.8859977722167969 + }, + { + "p": 0.022969059646129608, + "m": 0.8691470623016357 + }, + { + "p": 0.05953589454293251, + "m": 1.0 + }, + { + "p": 0.10884880274534225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.6238198280334473, + "val_loss": 1.2361061573028564, + "acc": 62.96, + "time": 254.0940529932268, + "param": [ + { + "p": 0.08525583148002625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015804870054125786, + "m": 1.0 + }, + { + "p": 0.0463060587644577, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9082305431365967 + }, + { + "p": 0.10115092992782593, + "m": 0.9391680359840393 + }, + { + "p": 0.02685737982392311, + "m": 0.002309935400262475 + }, + { + "p": 0.0, + "m": 0.8703427910804749 + }, + { + "p": 0.48045814037323, + "m": 0.28285297751426697 + }, + { + "p": 0.046274591237306595, + "m": 0.878671407699585 + }, + { + "p": 0.02225547842681408, + "m": 0.8738653659820557 + }, + { + "p": 0.06309723109006882, + "m": 1.0 + }, + { + "p": 0.11253943294286728, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.477561354637146, + "val_loss": 1.024402379989624, + "acc": 65.07, + "time": 251.00237727398053, + "param": [ + { + "p": 0.07866852730512619, + "m": 1.0 + }, + { + "p": 0.004444847349077463, + "m": 1.0 + }, + { + "p": 0.03371201828122139, + "m": 1.0 + }, + { + "p": 0.04703032970428467, + "m": 0.0 + }, + { + "p": 0.00018921802984550595, + "m": 0.9312217831611633 + }, + { + "p": 0.09708954393863678, + "m": 0.9790092706680298 + }, + { + "p": 0.029766585677862167, + "m": 0.0 + }, + { + "p": 0.01073022373020649, + "m": 0.853564977645874 + }, + { + "p": 0.4404847323894501, + "m": 0.2824759781360626 + }, + { + "p": 0.03941652178764343, + "m": 0.8787879943847656 + }, + { + "p": 0.03330022841691971, + "m": 0.8777328133583069 + }, + { + "p": 0.07062732428312302, + "m": 1.0 + }, + { + "p": 0.11453991383314133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.5175116062164307, + "val_loss": 1.005772352218628, + "acc": 64.99, + "time": 251.2954435767606, + "param": [ + { + "p": 0.08072438836097717, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03875049576163292, + "m": 1.0 + }, + { + "p": 0.04670078679919243, + "m": 0.0009546991786919534 + }, + { + "p": 0.0, + "m": 0.9265184998512268 + }, + { + "p": 0.09874194115400314, + "m": 0.9921631217002869 + }, + { + "p": 0.04441547393798828, + "m": 0.0011454630875959992 + }, + { + "p": 0.019432011991739273, + "m": 0.8123285174369812 + }, + { + "p": 0.4202413558959961, + "m": 0.28113842010498047 + }, + { + "p": 0.02745869569480419, + "m": 0.8947122693061829 + }, + { + "p": 0.03680005297064781, + "m": 0.8905077576637268 + }, + { + "p": 0.07203742861747742, + "m": 1.0 + }, + { + "p": 0.1146974116563797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.3438128232955933, + "val_loss": 1.0795272588729858, + "acc": 65.44, + "time": 251.31246427679434, + "param": [ + { + "p": 0.07599387317895889, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04871230944991112, + "m": 1.0 + }, + { + "p": 0.05265173316001892, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9209762811660767 + }, + { + "p": 0.097846120595932, + "m": 0.998008131980896 + }, + { + "p": 0.04802623763680458, + "m": 0.00923080276697874 + }, + { + "p": 0.016184424981474876, + "m": 0.8159147500991821 + }, + { + "p": 0.40531498193740845, + "m": 0.272559255361557 + }, + { + "p": 0.01803123764693737, + "m": 0.9261969923973083 + }, + { + "p": 0.034673042595386505, + "m": 0.8853262066841125 + }, + { + "p": 0.07693994790315628, + "m": 1.0 + }, + { + "p": 0.1252908855676651, + "m": 1.0 + }, + { + "p": 0.0003352345374878496, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.3182132244110107, + "val_loss": 1.0352880954742432, + "acc": 64.5, + "time": 251.14697982696816, + "param": [ + { + "p": 0.06927590072154999, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039376452565193176, + "m": 1.0 + }, + { + "p": 0.054800938814878464, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9120430946350098 + }, + { + "p": 0.09014637023210526, + "m": 0.9896374940872192 + }, + { + "p": 0.05384043976664543, + "m": 0.04655512049794197 + }, + { + "p": 0.008327031508088112, + "m": 0.811242938041687 + }, + { + "p": 0.4133410155773163, + "m": 0.27227333188056946 + }, + { + "p": 0.018894445151090622, + "m": 0.9297500848770142 + }, + { + "p": 0.02996087819337845, + "m": 0.8846968412399292 + }, + { + "p": 0.08082535117864609, + "m": 1.0 + }, + { + "p": 0.13789403438568115, + "m": 1.0 + }, + { + "p": 0.0033171994145959616, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.2558900117874146, + "val_loss": 1.0680147409439087, + "acc": 64.77, + "time": 253.4677518811077, + "param": [ + { + "p": 0.06048724800348282, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023327656090259552, + "m": 1.0 + }, + { + "p": 0.052173368632793427, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8795810341835022 + }, + { + "p": 0.07972998917102814, + "m": 0.9825693964958191 + }, + { + "p": 0.05967574194073677, + "m": 0.06846629828214645 + }, + { + "p": 0.0, + "m": 0.7988623976707458 + }, + { + "p": 0.44259414076805115, + "m": 0.27846935391426086 + }, + { + "p": 0.025464190170168877, + "m": 0.9335514903068542 + }, + { + "p": 0.030113613232970238, + "m": 0.8989444375038147 + }, + { + "p": 0.08304757624864578, + "m": 1.0 + }, + { + "p": 0.14338643848896027, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.1482627391815186, + "val_loss": 1.0273735523223877, + "acc": 65.84, + "time": 252.0154616353102, + "param": [ + { + "p": 0.06279196590185165, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005050285253673792, + "m": 1.0 + }, + { + "p": 0.048855096101760864, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8540397882461548 + }, + { + "p": 0.07652049511671066, + "m": 0.9976086616516113 + }, + { + "p": 0.057069722563028336, + "m": 0.07454182952642441 + }, + { + "p": 0.0, + "m": 0.8025232553482056 + }, + { + "p": 0.4695013761520386, + "m": 0.2910647392272949 + }, + { + "p": 0.02266712486743927, + "m": 0.9393560886383057 + }, + { + "p": 0.03147649019956589, + "m": 0.9151793122291565 + }, + { + "p": 0.08352994173765182, + "m": 1.0 + }, + { + "p": 0.14253747463226318, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.391655683517456, + "val_loss": 0.9466825723648071, + "acc": 64.78, + "time": 251.52306961780414, + "param": [ + { + "p": 0.07153234630823135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004617239814251661, + "m": 1.0 + }, + { + "p": 0.057356853038072586, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8644689917564392 + }, + { + "p": 0.06943372637033463, + "m": 1.0 + }, + { + "p": 0.05463522672653198, + "m": 0.07383416593074799 + }, + { + "p": 0.0, + "m": 0.8119860291481018 + }, + { + "p": 0.4748081564903259, + "m": 0.3007206320762634 + }, + { + "p": 0.016872979700565338, + "m": 0.9395762085914612 + }, + { + "p": 0.030811898410320282, + "m": 0.9299273490905762 + }, + { + "p": 0.07902637869119644, + "m": 1.0 + }, + { + "p": 0.1409052461385727, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.5779697895050049, + "val_loss": 1.0053240060806274, + "acc": 65.97, + "time": 251.4988556969911, + "param": [ + { + "p": 0.06639374047517776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0010659442050382495, + "m": 1.0 + }, + { + "p": 0.05914247781038284, + "m": 0.00033928832272067666 + }, + { + "p": 0.0, + "m": 0.9121428728103638 + }, + { + "p": 0.06417550146579742, + "m": 0.9937858581542969 + }, + { + "p": 0.05157313495874405, + "m": 0.06986886262893677 + }, + { + "p": 0.00019914633594453335, + "m": 0.7942541837692261 + }, + { + "p": 0.49813637137413025, + "m": 0.30562737584114075 + }, + { + "p": 0.01600685901939869, + "m": 0.9449687004089355 + }, + { + "p": 0.03371739387512207, + "m": 0.9554504752159119 + }, + { + "p": 0.060648344457149506, + "m": 1.0 + }, + { + "p": 0.14894109964370728, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.467110514640808, + "val_loss": 0.9946584701538086, + "acc": 65.47, + "time": 254.2506266888231, + "param": [ + { + "p": 0.052771832793951035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05892982333898544, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9439461827278137 + }, + { + "p": 0.07121455669403076, + "m": 0.9903943538665771 + }, + { + "p": 0.04447607323527336, + "m": 0.045135874301195145 + }, + { + "p": 0.00039328279672190547, + "m": 0.776716411113739 + }, + { + "p": 0.5348671674728394, + "m": 0.29889991879463196 + }, + { + "p": 0.019317466765642166, + "m": 0.9599469900131226 + }, + { + "p": 0.022970573976635933, + "m": 0.9512097239494324 + }, + { + "p": 0.04177476465702057, + "m": 1.0 + }, + { + "p": 0.1532844752073288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.1834651231765747, + "val_loss": 1.1005221605300903, + "acc": 64.64, + "time": 253.8604115601629, + "param": [ + { + "p": 0.03639773651957512, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 2.489013240847271e-05, + "m": 1.0 + }, + { + "p": 0.057829998433589935, + "m": 0.0 + }, + { + "p": 0.0016587449936196208, + "m": 0.9544124603271484 + }, + { + "p": 0.07694072276353836, + "m": 1.0 + }, + { + "p": 0.040423434227705, + "m": 0.012444362044334412 + }, + { + "p": 0.0016400964232161641, + "m": 0.7602403163909912 + }, + { + "p": 0.5663098692893982, + "m": 0.2813718914985657 + }, + { + "p": 0.02971263974905014, + "m": 0.9772666692733765 + }, + { + "p": 0.001211771508678794, + "m": 0.9422457218170166 + }, + { + "p": 0.02674553357064724, + "m": 1.0 + }, + { + "p": 0.16110454499721527, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.2263695001602173, + "val_loss": 0.9829145669937134, + "acc": 66.33, + "time": 249.0249357703142, + "param": [ + { + "p": 0.01924966834485531, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04542279615998268, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9454797506332397 + }, + { + "p": 0.06445493549108505, + "m": 0.9994739890098572 + }, + { + "p": 0.027587609365582466, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7389014959335327 + }, + { + "p": 0.6178435683250427, + "m": 0.27064231038093567 + }, + { + "p": 0.03886093944311142, + "m": 0.9865319728851318 + }, + { + "p": 0.0, + "m": 0.9413573741912842 + }, + { + "p": 0.01864982396364212, + "m": 1.0 + }, + { + "p": 0.16793058812618256, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.5632942914962769, + "val_loss": 0.9373918771743774, + "acc": 65.75, + "time": 251.93730248790234, + "param": [ + { + "p": 0.006121671758592129, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0003274444898124784, + "m": 1.0 + }, + { + "p": 0.032096974551677704, + "m": 0.005064975470304489 + }, + { + "p": 0.0, + "m": 0.9352095127105713 + }, + { + "p": 0.0542072094976902, + "m": 1.0 + }, + { + "p": 0.016752202063798904, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7096223831176758 + }, + { + "p": 0.6806041598320007, + "m": 0.24263669550418854 + }, + { + "p": 0.040414828807115555, + "m": 0.992757260799408 + }, + { + "p": 0.0, + "m": 0.9391512870788574 + }, + { + "p": 0.008910136297345161, + "m": 1.0 + }, + { + "p": 0.1605653613805771, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.1910847425460815, + "val_loss": 0.9892565608024597, + "acc": 65.08, + "time": 248.97883725399151, + "param": [ + { + "p": 0.01838458515703678, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0010113411117345095, + "m": 1.0 + }, + { + "p": 0.029825769364833832, + "m": 3.235092663089745e-05 + }, + { + "p": 0.0, + "m": 0.9590134620666504 + }, + { + "p": 0.061901140958070755, + "m": 0.9886375069618225 + }, + { + "p": 0.011341653764247894, + "m": 0.030977142974734306 + }, + { + "p": 0.0003834727394860238, + "m": 0.6790665984153748 + }, + { + "p": 0.6793071627616882, + "m": 0.20280352234840393 + }, + { + "p": 0.04821377620100975, + "m": 0.9989510774612427 + }, + { + "p": 0.0, + "m": 0.9226762056350708 + }, + { + "p": 0.007574152667075396, + "m": 1.0 + }, + { + "p": 0.13871552050113678, + "m": 1.0 + }, + { + "p": 0.003341441508382559, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.2884513139724731, + "val_loss": 1.0685724020004272, + "acc": 65.33, + "time": 251.46676809713244, + "param": [ + { + "p": 0.029960984364151955, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014476103708148003, + "m": 1.0 + }, + { + "p": 0.03081340529024601, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9723629355430603 + }, + { + "p": 0.06324301660060883, + "m": 0.981737494468689 + }, + { + "p": 0.02762029506266117, + "m": 0.06074143946170807 + }, + { + "p": 0.017193062230944633, + "m": 0.6489284634590149 + }, + { + "p": 0.6090965867042542, + "m": 0.21549470722675323 + }, + { + "p": 0.055547378957271576, + "m": 0.9944517612457275 + }, + { + "p": 0.002623122651129961, + "m": 0.9204972386360168 + }, + { + "p": 0.01983571983873844, + "m": 1.0 + }, + { + "p": 0.12096533924341202, + "m": 1.0 + }, + { + "p": 0.008625012822449207, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.31067955493927, + "val_loss": 0.9389156699180603, + "acc": 65.33, + "time": 249.24033550173044, + "param": [ + { + "p": 0.031216491013765335, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0014301934279501438, + "m": 1.0 + }, + { + "p": 0.02515285275876522, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.964232861995697 + }, + { + "p": 0.061481673270463943, + "m": 0.9753646850585938 + }, + { + "p": 0.030695702880620956, + "m": 0.03288818523287773 + }, + { + "p": 0.01681579276919365, + "m": 0.6250115036964417 + }, + { + "p": 0.6474142670631409, + "m": 0.22132040560245514 + }, + { + "p": 0.05381656065583229, + "m": 0.9657655358314514 + }, + { + "p": 0.0, + "m": 0.9182855486869812 + }, + { + "p": 0.018363207578659058, + "m": 1.0 + }, + { + "p": 0.11334116756916046, + "m": 1.0 + }, + { + "p": 0.0002720697084441781, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.2084102630615234, + "val_loss": 1.1516560316085815, + "acc": 65.42, + "time": 251.39808101998642, + "param": [ + { + "p": 0.046351831406354904, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022213710471987724, + "m": 1.0 + }, + { + "p": 0.04293493181467056, + "m": 0.0 + }, + { + "p": 0.004714665003120899, + "m": 0.9541845917701721 + }, + { + "p": 0.05404156073927879, + "m": 0.9875301122665405 + }, + { + "p": 0.05534965544939041, + "m": 0.035964999347925186 + }, + { + "p": 0.02112066186964512, + "m": 0.6365941762924194 + }, + { + "p": 0.5616406798362732, + "m": 0.23709866404533386 + }, + { + "p": 0.05746562033891678, + "m": 0.9477910399436951 + }, + { + "p": 0.002210997510701418, + "m": 0.9247636198997498 + }, + { + "p": 0.03571484610438347, + "m": 1.0 + }, + { + "p": 0.09540588408708572, + "m": 1.0 + }, + { + "p": 0.0008349796989932656, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.294036865234375, + "val_loss": 1.0799092054367065, + "acc": 65.63, + "time": 253.16755775967613, + "param": [ + { + "p": 0.06298967450857162, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0331096351146698, + "m": 1.0 + }, + { + "p": 0.05788571015000343, + "m": 0.0 + }, + { + "p": 0.0103983823210001, + "m": 0.9506877064704895 + }, + { + "p": 0.07629669457674026, + "m": 0.9715259075164795 + }, + { + "p": 0.061770688742399216, + "m": 0.016462137922644615 + }, + { + "p": 0.012840405106544495, + "m": 0.6070839762687683 + }, + { + "p": 0.49820107221603394, + "m": 0.23717419803142548 + }, + { + "p": 0.043482065200805664, + "m": 0.9349232912063599 + }, + { + "p": 0.006752637680619955, + "m": 0.9287387132644653 + }, + { + "p": 0.05840500071644783, + "m": 1.0 + }, + { + "p": 0.07786808907985687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.2873667478561401, + "val_loss": 1.0708457231521606, + "acc": 66.0, + "time": 252.01459902571514, + "param": [ + { + "p": 0.07111338526010513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020033331587910652, + "m": 1.0 + }, + { + "p": 0.06477544456720352, + "m": 0.0 + }, + { + "p": 0.009696663357317448, + "m": 0.9106739163398743 + }, + { + "p": 0.10171820223331451, + "m": 0.9728261232376099 + }, + { + "p": 0.05907263606786728, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6028518080711365 + }, + { + "p": 0.5028184652328491, + "m": 0.23118649423122406 + }, + { + "p": 0.03302871435880661, + "m": 0.9327325224876404 + }, + { + "p": 0.006387906149029732, + "m": 0.9295364022254944 + }, + { + "p": 0.06560757011175156, + "m": 1.0 + }, + { + "p": 0.06574759632349014, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.2982754707336426, + "val_loss": 1.032430648803711, + "acc": 66.01, + "time": 253.81075891060755, + "param": [ + { + "p": 0.07490944117307663, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014307752251625061, + "m": 1.0 + }, + { + "p": 0.06587468087673187, + "m": 0.000662780599668622 + }, + { + "p": 0.0, + "m": 0.9023557305335999 + }, + { + "p": 0.10709384083747864, + "m": 0.9886108040809631 + }, + { + "p": 0.06491188704967499, + "m": 0.003975107800215483 + }, + { + "p": 0.0, + "m": 0.5755170583724976 + }, + { + "p": 0.5438925623893738, + "m": 0.23331335186958313 + }, + { + "p": 0.005923382472246885, + "m": 0.9291285276412964 + }, + { + "p": 0.0, + "m": 0.9236003756523132 + }, + { + "p": 0.07114938646554947, + "m": 1.0 + }, + { + "p": 0.051937103271484375, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 0.9979307055473328, + "val_loss": 0.9375685453414917, + "acc": 66.69, + "time": 251.18693110113963, + "param": [ + { + "p": 0.08195997774600983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0039801886305212975, + "m": 1.0 + }, + { + "p": 0.06202945113182068, + "m": 0.014175144024193287 + }, + { + "p": 0.004035510588437319, + "m": 0.9057952761650085 + }, + { + "p": 0.09593802690505981, + "m": 0.9787923097610474 + }, + { + "p": 0.0638677254319191, + "m": 0.0006153707508929074 + }, + { + "p": 0.0, + "m": 0.5431824326515198 + }, + { + "p": 0.5906683206558228, + "m": 0.23314863443374634 + }, + { + "p": 0.0, + "m": 0.9304798245429993 + }, + { + "p": 0.0, + "m": 0.9222253561019897 + }, + { + "p": 0.05915336310863495, + "m": 1.0 + }, + { + "p": 0.03836748003959656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.1219985485076904, + "val_loss": 0.9968292713165283, + "acc": 65.74, + "time": 251.39582143817097, + "param": [ + { + "p": 0.08319906890392303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0077984449453651905, + "m": 1.0 + }, + { + "p": 0.0649430900812149, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9075284004211426 + }, + { + "p": 0.08483736217021942, + "m": 0.9871072173118591 + }, + { + "p": 0.0732954740524292, + "m": 0.0 + }, + { + "p": 0.0014436265919357538, + "m": 0.5693827867507935 + }, + { + "p": 0.618286669254303, + "m": 0.21612520515918732 + }, + { + "p": 0.0026604216545820236, + "m": 0.9298240542411804 + }, + { + "p": 0.0006493751425296068, + "m": 0.9224473237991333 + }, + { + "p": 0.03632373735308647, + "m": 1.0 + }, + { + "p": 0.026562800630927086, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.3476197719573975, + "val_loss": 0.8809546828269958, + "acc": 66.67, + "time": 250.07308311294764, + "param": [ + { + "p": 0.0787150114774704, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03318406268954277, + "m": 1.0 + }, + { + "p": 0.07427086681127548, + "m": 0.0 + }, + { + "p": 0.00130364834330976, + "m": 0.8863375782966614 + }, + { + "p": 0.06971059739589691, + "m": 1.0 + }, + { + "p": 0.0885227844119072, + "m": 0.0 + }, + { + "p": 0.02246790938079357, + "m": 0.5753273963928223 + }, + { + "p": 0.519020140171051, + "m": 0.21936850249767303 + }, + { + "p": 0.018391629680991173, + "m": 0.9312542676925659 + }, + { + "p": 0.013506785966455936, + "m": 0.9336228370666504 + }, + { + "p": 0.03985699266195297, + "m": 1.0 + }, + { + "p": 0.041049595922231674, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.4930840730667114, + "val_loss": 0.9137231707572937, + "acc": 67.1, + "time": 250.23414198169485, + "param": [ + { + "p": 0.0753808543086052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04091503098607063, + "m": 1.0 + }, + { + "p": 0.0704244002699852, + "m": 0.0008245019125752151 + }, + { + "p": 0.0, + "m": 0.8524304032325745 + }, + { + "p": 0.06828340888023376, + "m": 0.9949673414230347 + }, + { + "p": 0.1003725677728653, + "m": 0.03484376519918442 + }, + { + "p": 0.03733745962381363, + "m": 0.5921736359596252 + }, + { + "p": 0.4640231728553772, + "m": 0.19433926045894623 + }, + { + "p": 0.030270373448729515, + "m": 0.9345544576644897 + }, + { + "p": 0.019553473219275475, + "m": 0.929939329624176 + }, + { + "p": 0.045817967504262924, + "m": 1.0 + }, + { + "p": 0.04443421959877014, + "m": 1.0 + }, + { + "p": 0.0031871171668171883, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.6214171648025513, + "val_loss": 1.126288890838623, + "acc": 66.1, + "time": 252.20524503896013, + "param": [ + { + "p": 0.06349659711122513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046077221632003784, + "m": 1.0 + }, + { + "p": 0.07238686084747314, + "m": 0.0003703326510731131 + }, + { + "p": 0.0, + "m": 0.8282878994941711 + }, + { + "p": 0.06078106909990311, + "m": 0.9590214490890503 + }, + { + "p": 0.10907644778490067, + "m": 0.03852414712309837 + }, + { + "p": 0.04310184717178345, + "m": 0.6191332936286926 + }, + { + "p": 0.45713862776756287, + "m": 0.16666045784950256 + }, + { + "p": 0.03950530290603638, + "m": 0.9506053328514099 + }, + { + "p": 0.02310115098953247, + "m": 0.9228964447975159 + }, + { + "p": 0.03964291885495186, + "m": 1.0 + }, + { + "p": 0.045691944658756256, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.3183077573776245, + "val_loss": 0.967033326625824, + "acc": 66.56, + "time": 251.46131648262963, + "param": [ + { + "p": 0.050072986632585526, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03558293357491493, + "m": 1.0 + }, + { + "p": 0.08695869892835617, + "m": 0.00306966551579535 + }, + { + "p": 0.0, + "m": 0.8037804365158081 + }, + { + "p": 0.04097921401262283, + "m": 0.9343093037605286 + }, + { + "p": 0.11065753549337387, + "m": 0.0 + }, + { + "p": 0.038089923560619354, + "m": 0.6341367959976196 + }, + { + "p": 0.5324897170066833, + "m": 0.20063792169094086 + }, + { + "p": 0.031032422557473183, + "m": 0.973420262336731 + }, + { + "p": 0.0031701240222901106, + "m": 0.9258385896682739 + }, + { + "p": 0.025970173999667168, + "m": 1.0 + }, + { + "p": 0.044996291399002075, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.3635942935943604, + "val_loss": 0.949722409248352, + "acc": 66.54, + "time": 253.10135880392045, + "param": [ + { + "p": 0.04417526349425316, + "m": 1.0 + }, + { + "p": 0.0003920462622772902, + "m": 1.0 + }, + { + "p": 0.03710962459445, + "m": 1.0 + }, + { + "p": 0.08872303366661072, + "m": 0.0 + }, + { + "p": 0.006313930731266737, + "m": 0.769393801689148 + }, + { + "p": 0.03737955912947655, + "m": 0.9309152364730835 + }, + { + "p": 0.10277549922466278, + "m": 0.0 + }, + { + "p": 0.007302673999220133, + "m": 0.6108964085578918 + }, + { + "p": 0.5502080321311951, + "m": 0.23306624591350555 + }, + { + "p": 0.03462788462638855, + "m": 0.9782475829124451 + }, + { + "p": 0.005612812004983425, + "m": 0.9232067465782166 + }, + { + "p": 0.03791835904121399, + "m": 1.0 + }, + { + "p": 0.04048984870314598, + "m": 1.0 + }, + { + "p": 0.006971456576138735, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.165037751197815, + "val_loss": 0.9928098320960999, + "acc": 65.79, + "time": 251.3830010490492, + "param": [ + { + "p": 0.036880284547805786, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04493415355682373, + "m": 1.0 + }, + { + "p": 0.08125858008861542, + "m": 0.0 + }, + { + "p": 0.018276847898960114, + "m": 0.7190955281257629 + }, + { + "p": 0.04223785549402237, + "m": 0.9333123564720154 + }, + { + "p": 0.08967607468366623, + "m": 0.0 + }, + { + "p": 0.009912918321788311, + "m": 0.5578193664550781 + }, + { + "p": 0.4703540802001953, + "m": 0.22712676227092743 + }, + { + "p": 0.0556243471801281, + "m": 0.9784243702888489 + }, + { + "p": 0.03662502020597458, + "m": 0.9157214760780334 + }, + { + "p": 0.0592837892472744, + "m": 1.0 + }, + { + "p": 0.04378773272037506, + "m": 1.0 + }, + { + "p": 0.011148369871079922, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.3997591733932495, + "val_loss": 1.0182158946990967, + "acc": 66.09, + "time": 253.42180476430804, + "param": [ + { + "p": 0.019893987104296684, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03914046287536621, + "m": 1.0 + }, + { + "p": 0.06989798694849014, + "m": 0.0 + }, + { + "p": 0.02026301622390747, + "m": 0.6939408779144287 + }, + { + "p": 0.024700554087758064, + "m": 0.9012091755867004 + }, + { + "p": 0.07716140151023865, + "m": 0.0 + }, + { + "p": 0.02185521088540554, + "m": 0.5214195251464844 + }, + { + "p": 0.461983323097229, + "m": 0.22765277326107025 + }, + { + "p": 0.07097026705741882, + "m": 0.9668951034545898 + }, + { + "p": 0.05249256640672684, + "m": 0.9104344844818115 + }, + { + "p": 0.07655036449432373, + "m": 1.0 + }, + { + "p": 0.0540289543569088, + "m": 1.0 + }, + { + "p": 0.011061948724091053, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.184631586074829, + "val_loss": 0.8864859938621521, + "acc": 67.27, + "time": 255.07883816072717, + "param": [ + { + "p": 0.006048090290278196, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03516589477658272, + "m": 1.0 + }, + { + "p": 0.05360369756817818, + "m": 0.002575682010501623 + }, + { + "p": 0.027173880487680435, + "m": 0.6814467906951904 + }, + { + "p": 0.017515486106276512, + "m": 0.9171295762062073 + }, + { + "p": 0.08647296577692032, + "m": 0.0 + }, + { + "p": 0.018113290891051292, + "m": 0.5337569117546082 + }, + { + "p": 0.4632348120212555, + "m": 0.21080613136291504 + }, + { + "p": 0.08696188777685165, + "m": 0.966633677482605 + }, + { + "p": 0.05207765847444534, + "m": 0.8962734341621399 + }, + { + "p": 0.08545298129320145, + "m": 1.0 + }, + { + "p": 0.06327077001333237, + "m": 1.0 + }, + { + "p": 0.004908511880785227, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.1483263969421387, + "val_loss": 0.9502949714660645, + "acc": 67.21, + "time": 251.2837213599123, + "param": [ + { + "p": 0.005918749608099461, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04399970918893814, + "m": 1.0 + }, + { + "p": 0.045221514999866486, + "m": 0.0 + }, + { + "p": 0.019357843324542046, + "m": 0.6478202939033508 + }, + { + "p": 0.01311421301215887, + "m": 0.9328978061676025 + }, + { + "p": 0.0972033366560936, + "m": 0.0 + }, + { + "p": 0.008265070617198944, + "m": 0.5402316451072693 + }, + { + "p": 0.45170333981513977, + "m": 0.2052231729030609 + }, + { + "p": 0.09029689431190491, + "m": 0.966523289680481 + }, + { + "p": 0.05655966326594353, + "m": 0.8971099257469177 + }, + { + "p": 0.09462951123714447, + "m": 1.0 + }, + { + "p": 0.07373013347387314, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.3260509967803955, + "val_loss": 0.9998055100440979, + "acc": 66.45, + "time": 251.23423714889213, + "param": [ + { + "p": 0.005516332108527422, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04924030229449272, + "m": 1.0 + }, + { + "p": 0.04109799489378929, + "m": 0.0 + }, + { + "p": 0.007801261730492115, + "m": 0.5988856554031372 + }, + { + "p": 0.0202633086591959, + "m": 0.9453011155128479 + }, + { + "p": 0.09431205689907074, + "m": 0.0 + }, + { + "p": 0.013899699784815311, + "m": 0.5816939473152161 + }, + { + "p": 0.45207738876342773, + "m": 0.177241712808609 + }, + { + "p": 0.08522698283195496, + "m": 0.9605187177658081 + }, + { + "p": 0.050935178995132446, + "m": 0.9036321640014648 + }, + { + "p": 0.09933706372976303, + "m": 1.0 + }, + { + "p": 0.07755398750305176, + "m": 1.0 + }, + { + "p": 0.002738447394222021, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.6003278493881226, + "val_loss": 0.9631963968276978, + "acc": 67.3, + "time": 252.62149830069393, + "param": [ + { + "p": 0.012077338993549347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05091535300016403, + "m": 1.0 + }, + { + "p": 0.031371042132377625, + "m": 0.00041708751814439893 + }, + { + "p": 0.0, + "m": 0.6000791788101196 + }, + { + "p": 0.022810140624642372, + "m": 0.9327968955039978 + }, + { + "p": 0.10958536714315414, + "m": 0.0 + }, + { + "p": 0.016251778230071068, + "m": 0.5903473496437073 + }, + { + "p": 0.4656783640384674, + "m": 0.1673424392938614 + }, + { + "p": 0.07975912094116211, + "m": 0.9523647427558899 + }, + { + "p": 0.040646784007549286, + "m": 0.894181489944458 + }, + { + "p": 0.0911385640501976, + "m": 1.0 + }, + { + "p": 0.07299001514911652, + "m": 1.0 + }, + { + "p": 0.006776211783289909, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.1661711931228638, + "val_loss": 0.9278702139854431, + "acc": 66.51, + "time": 250.610978087876, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05429787561297417, + "m": 1.0 + }, + { + "p": 0.010929957032203674, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5472339987754822 + }, + { + "p": 0.02591797709465027, + "m": 0.9047062397003174 + }, + { + "p": 0.11176212877035141, + "m": 0.0 + }, + { + "p": 0.0026613196823745966, + "m": 0.6043403744697571 + }, + { + "p": 0.5398246645927429, + "m": 0.1711149364709854 + }, + { + "p": 0.06825124472379684, + "m": 0.9646100997924805 + }, + { + "p": 0.01844114251434803, + "m": 0.8813007473945618 + }, + { + "p": 0.09992602467536926, + "m": 1.0 + }, + { + "p": 0.06393803656101227, + "m": 1.0 + }, + { + "p": 0.0040495740249753, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.0748505592346191, + "val_loss": 0.8837721943855286, + "acc": 67.16, + "time": 250.3240697849542, + "param": [ + { + "p": 0.010206145234405994, + "m": 1.0 + }, + { + "p": 0.014729851856827736, + "m": 1.0 + }, + { + "p": 0.05828084424138069, + "m": 1.0 + }, + { + "p": 0.014989391900599003, + "m": 0.0 + }, + { + "p": 0.004532225895673037, + "m": 0.5321388244628906 + }, + { + "p": 0.03345208242535591, + "m": 0.8772259950637817 + }, + { + "p": 0.10207495838403702, + "m": 0.0 + }, + { + "p": 0.000795797270257026, + "m": 0.5931820273399353 + }, + { + "p": 0.5044049024581909, + "m": 0.14878495037555695 + }, + { + "p": 0.06742759793996811, + "m": 0.9545995593070984 + }, + { + "p": 0.032438624650239944, + "m": 0.8830155730247498 + }, + { + "p": 0.09990520030260086, + "m": 1.0 + }, + { + "p": 0.054689448326826096, + "m": 1.0 + }, + { + "p": 0.0020729410462081432, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.181550145149231, + "val_loss": 1.090876817703247, + "acc": 67.55, + "time": 252.73738906392828, + "param": [ + { + "p": 0.017597032710909843, + "m": 1.0 + }, + { + "p": 0.022786639630794525, + "m": 1.0 + }, + { + "p": 0.06272676587104797, + "m": 1.0 + }, + { + "p": 0.0313996784389019, + "m": 0.0 + }, + { + "p": 0.00047194596845656633, + "m": 0.5440762639045715 + }, + { + "p": 0.030766233801841736, + "m": 0.8562065958976746 + }, + { + "p": 0.10191123932600021, + "m": 0.0 + }, + { + "p": 0.006679909769445658, + "m": 0.5924883484840393 + }, + { + "p": 0.480849027633667, + "m": 0.09390643239021301 + }, + { + "p": 0.07501956820487976, + "m": 0.9595779180526733 + }, + { + "p": 0.03693799674510956, + "m": 0.879572868347168 + }, + { + "p": 0.09110100567340851, + "m": 1.0 + }, + { + "p": 0.0406547412276268, + "m": 1.0 + }, + { + "p": 0.0010982411913573742, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.558316946029663, + "val_loss": 1.0688285827636719, + "acc": 67.24, + "time": 250.12158460076898, + "param": [ + { + "p": 0.02840077504515648, + "m": 1.0 + }, + { + "p": 0.023990891873836517, + "m": 1.0 + }, + { + "p": 0.07469011098146439, + "m": 1.0 + }, + { + "p": 0.030228491872549057, + "m": 0.0 + }, + { + "p": 0.011514579877257347, + "m": 0.5811122059822083 + }, + { + "p": 0.023701384663581848, + "m": 0.823577344417572 + }, + { + "p": 0.09045843034982681, + "m": 0.009622722864151001 + }, + { + "p": 0.018069187179207802, + "m": 0.5621986985206604 + }, + { + "p": 0.46598270535469055, + "m": 0.04527685046195984 + }, + { + "p": 0.07736353576183319, + "m": 0.9418298006057739 + }, + { + "p": 0.03705371916294098, + "m": 0.8650277853012085 + }, + { + "p": 0.07615190744400024, + "m": 1.0 + }, + { + "p": 0.029445625841617584, + "m": 1.0 + }, + { + "p": 0.012948654592037201, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.410697340965271, + "val_loss": 1.033126711845398, + "acc": 66.31, + "time": 255.15188503498212, + "param": [ + { + "p": 0.023281849920749664, + "m": 1.0 + }, + { + "p": 0.008674796670675278, + "m": 1.0 + }, + { + "p": 0.09478989988565445, + "m": 1.0 + }, + { + "p": 0.029665334150195122, + "m": 0.0 + }, + { + "p": 0.019236285239458084, + "m": 0.6156491637229919 + }, + { + "p": 0.016057467088103294, + "m": 0.8027794361114502 + }, + { + "p": 0.07851788401603699, + "m": 0.0 + }, + { + "p": 0.03265637159347534, + "m": 0.5459300875663757 + }, + { + "p": 0.45444467663764954, + "m": 0.05571465566754341 + }, + { + "p": 0.08143626153469086, + "m": 0.934100866317749 + }, + { + "p": 0.048572245985269547, + "m": 0.8748130202293396 + }, + { + "p": 0.06826650351285934, + "m": 1.0 + }, + { + "p": 0.02223837375640869, + "m": 1.0 + }, + { + "p": 0.022162072360515594, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.2312376499176025, + "val_loss": 1.0044360160827637, + "acc": 67.03, + "time": 252.39073506882414, + "param": [ + { + "p": 0.01851068250834942, + "m": 1.0 + }, + { + "p": 0.0010004622163251042, + "m": 1.0 + }, + { + "p": 0.0949549600481987, + "m": 1.0 + }, + { + "p": 0.041209008544683456, + "m": 0.0175772812217474 + }, + { + "p": 0.022635795176029205, + "m": 0.6169692873954773 + }, + { + "p": 0.0342022068798542, + "m": 0.7854045033454895 + }, + { + "p": 0.08571846783161163, + "m": 0.0 + }, + { + "p": 0.03504425659775734, + "m": 0.5572614669799805 + }, + { + "p": 0.41081690788269043, + "m": 0.06927181035280228 + }, + { + "p": 0.0790322870016098, + "m": 0.9167946577072144 + }, + { + "p": 0.054725468158721924, + "m": 0.9071109890937805 + }, + { + "p": 0.06641894578933716, + "m": 1.0 + }, + { + "p": 0.03535972163081169, + "m": 1.0 + }, + { + "p": 0.0203708428889513, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.483683705329895, + "val_loss": 1.098068118095398, + "acc": 68.55, + "time": 252.35380154987797, + "param": [ + { + "p": 0.002974381670355797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09108902513980865, + "m": 1.0 + }, + { + "p": 0.048009708523750305, + "m": 0.002184799173846841 + }, + { + "p": 0.02343711443245411, + "m": 0.659711480140686 + }, + { + "p": 0.05367300286889076, + "m": 0.7458438873291016 + }, + { + "p": 0.0884099006652832, + "m": 0.0 + }, + { + "p": 0.042938027530908585, + "m": 0.5689876675605774 + }, + { + "p": 0.3899424374103546, + "m": 0.06143660470843315 + }, + { + "p": 0.07124485075473785, + "m": 0.9203934669494629 + }, + { + "p": 0.054048940539360046, + "m": 0.9291819930076599 + }, + { + "p": 0.07104698568582535, + "m": 1.0 + }, + { + "p": 0.046923428773880005, + "m": 1.0 + }, + { + "p": 0.016262294724583626, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.2261747121810913, + "val_loss": 0.9009337425231934, + "acc": 67.49, + "time": 254.06834114715457, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09211785346269608, + "m": 1.0 + }, + { + "p": 0.04018193110823631, + "m": 0.0031826565973460674 + }, + { + "p": 0.027672505006194115, + "m": 0.6596928238868713 + }, + { + "p": 0.07337187230587006, + "m": 0.6867482662200928 + }, + { + "p": 0.09109129011631012, + "m": 0.0 + }, + { + "p": 0.045496270060539246, + "m": 0.5666632652282715 + }, + { + "p": 0.3792354464530945, + "m": 0.0 + }, + { + "p": 0.0646798387169838, + "m": 0.9102961421012878 + }, + { + "p": 0.04575071111321449, + "m": 0.916864275932312 + }, + { + "p": 0.07605159282684326, + "m": 1.0 + }, + { + "p": 0.0502108670771122, + "m": 1.0 + }, + { + "p": 0.014139752835035324, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.5999789237976074, + "val_loss": 1.0346391201019287, + "acc": 67.96, + "time": 253.31841310905293, + "param": [ + { + "p": 0.018649911507964134, + "m": 1.0 + }, + { + "p": 0.004322318825870752, + "m": 1.0 + }, + { + "p": 0.09029187262058258, + "m": 1.0 + }, + { + "p": 0.04305046796798706, + "m": 0.0 + }, + { + "p": 0.03380865231156349, + "m": 0.6622326970100403 + }, + { + "p": 0.07757768034934998, + "m": 0.6593708395957947 + }, + { + "p": 0.09193934500217438, + "m": 0.0 + }, + { + "p": 0.0483417883515358, + "m": 0.553196370601654 + }, + { + "p": 0.3147618770599365, + "m": 0.0 + }, + { + "p": 0.06202995032072067, + "m": 0.9225771427154541 + }, + { + "p": 0.04862843081355095, + "m": 0.9175976514816284 + }, + { + "p": 0.0771762877702713, + "m": 1.0 + }, + { + "p": 0.05065598338842392, + "m": 1.0 + }, + { + "p": 0.03876553848385811, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.533591628074646, + "val_loss": 0.9358549118041992, + "acc": 67.61, + "time": 255.80268201837316, + "param": [ + { + "p": 0.03873935341835022, + "m": 1.0 + }, + { + "p": 0.006183757446706295, + "m": 1.0 + }, + { + "p": 0.09390220046043396, + "m": 1.0 + }, + { + "p": 0.046311572194099426, + "m": 0.0 + }, + { + "p": 0.021793685853481293, + "m": 0.6582759022712708 + }, + { + "p": 0.0758555456995964, + "m": 0.6809896230697632 + }, + { + "p": 0.09550327062606812, + "m": 0.01329450961202383 + }, + { + "p": 0.039970457553863525, + "m": 0.5131938457489014 + }, + { + "p": 0.3015803396701813, + "m": 0.0 + }, + { + "p": 0.05794087424874306, + "m": 0.9249051809310913 + }, + { + "p": 0.05459834635257721, + "m": 0.8981682062149048 + }, + { + "p": 0.08099842071533203, + "m": 1.0 + }, + { + "p": 0.04167453944683075, + "m": 1.0 + }, + { + "p": 0.04494767263531685, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.614124059677124, + "val_loss": 0.8670679330825806, + "acc": 66.34, + "time": 254.95607567206025, + "param": [ + { + "p": 0.046453461050987244, + "m": 1.0 + }, + { + "p": 0.004330301191657782, + "m": 1.0 + }, + { + "p": 0.1061735674738884, + "m": 1.0 + }, + { + "p": 0.04435465484857559, + "m": 0.00044759141746908426 + }, + { + "p": 0.005002172663807869, + "m": 0.6630843281745911 + }, + { + "p": 0.08035258948802948, + "m": 0.6751854419708252 + }, + { + "p": 0.0923599973320961, + "m": 0.009237105026841164 + }, + { + "p": 0.02901901677250862, + "m": 0.4738711714744568 + }, + { + "p": 0.31737449765205383, + "m": 0.0 + }, + { + "p": 0.06658492982387543, + "m": 0.9019584059715271 + }, + { + "p": 0.047557681798934937, + "m": 0.8751681447029114 + }, + { + "p": 0.08334094285964966, + "m": 1.0 + }, + { + "p": 0.032155584543943405, + "m": 1.0 + }, + { + "p": 0.04494057223200798, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.2965530157089233, + "val_loss": 0.9313872456550598, + "acc": 68.27, + "time": 253.31357112899423, + "param": [ + { + "p": 0.034184642136096954, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11043664813041687, + "m": 1.0 + }, + { + "p": 0.03302934393286705, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6382847428321838 + }, + { + "p": 0.08383059501647949, + "m": 0.6803521513938904 + }, + { + "p": 0.08525162190198898, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.4614560306072235 + }, + { + "p": 0.37638014554977417, + "m": 0.0 + }, + { + "p": 0.07236187905073166, + "m": 0.8785156607627869 + }, + { + "p": 0.04926484823226929, + "m": 0.855310320854187 + }, + { + "p": 0.08804158866405487, + "m": 1.0 + }, + { + "p": 0.026357194408774376, + "m": 1.0 + }, + { + "p": 0.040861573070287704, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.8056278228759766, + "val_loss": 0.9573912620544434, + "acc": 68.48, + "time": 251.80185809824616, + "param": [ + { + "p": 0.021070122718811035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10303308069705963, + "m": 1.0 + }, + { + "p": 0.0131746931001544, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6292501091957092 + }, + { + "p": 0.08184240758419037, + "m": 0.6836652159690857 + }, + { + "p": 0.07577206939458847, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.4719972610473633 + }, + { + "p": 0.45249760150909424, + "m": 0.0 + }, + { + "p": 0.06543116271495819, + "m": 0.8499307632446289 + }, + { + "p": 0.04519258067011833, + "m": 0.8424170017242432 + }, + { + "p": 0.09653053432703018, + "m": 1.0 + }, + { + "p": 0.01476758997887373, + "m": 1.0 + }, + { + "p": 0.03068814054131508, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.8219094276428223, + "val_loss": 1.0068652629852295, + "acc": 66.82, + "time": 250.90851558092982, + "param": [ + { + "p": 0.002602245891466737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1017647460103035, + "m": 1.0 + }, + { + "p": 0.014244694262742996, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.634411633014679 + }, + { + "p": 0.08500419557094574, + "m": 0.6995018124580383 + }, + { + "p": 0.058778874576091766, + "m": 0.0037701085675507784 + }, + { + "p": 0.0, + "m": 0.48858004808425903 + }, + { + "p": 0.533943772315979, + "m": 0.0027026855386793613 + }, + { + "p": 0.060485973954200745, + "m": 0.8649783730506897 + }, + { + "p": 0.04239552468061447, + "m": 0.8306292295455933 + }, + { + "p": 0.09214357286691666, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008636401034891605, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.6113349199295044, + "val_loss": 0.9696144461631775, + "acc": 67.16, + "time": 252.4509989451617, + "param": [ + { + "p": 0.003841123078018427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09788573533296585, + "m": 1.0 + }, + { + "p": 0.034660033881664276, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6391242742538452 + }, + { + "p": 0.07660090923309326, + "m": 0.6935051083564758 + }, + { + "p": 0.05368304252624512, + "m": 0.018544239923357964 + }, + { + "p": 0.012097232975065708, + "m": 0.48890450596809387 + }, + { + "p": 0.5486875772476196, + "m": 0.0 + }, + { + "p": 0.049711428582668304, + "m": 0.9016602039337158 + }, + { + "p": 0.0387299470603466, + "m": 0.8248725533485413 + }, + { + "p": 0.08199027925729752, + "m": 1.0 + }, + { + "p": 0.0012198917102068663, + "m": 1.0 + }, + { + "p": 0.0008928866591304541, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.7380672693252563, + "val_loss": 1.0325593948364258, + "acc": 66.82, + "time": 250.47483242489398, + "param": [ + { + "p": 0.03106442652642727, + "m": 1.0 + }, + { + "p": 0.00530602503567934, + "m": 1.0 + }, + { + "p": 0.08430662751197815, + "m": 1.0 + }, + { + "p": 0.060776498168706894, + "m": 0.011133919470012188 + }, + { + "p": 0.0037200446240603924, + "m": 0.6160805225372314 + }, + { + "p": 0.0836629644036293, + "m": 0.6411572694778442 + }, + { + "p": 0.03731057792901993, + "m": 0.0035995931830257177 + }, + { + "p": 0.02676115557551384, + "m": 0.4701646566390991 + }, + { + "p": 0.48656269907951355, + "m": 0.0 + }, + { + "p": 0.04208321124315262, + "m": 0.9305109977722168 + }, + { + "p": 0.04035739228129387, + "m": 0.8177237510681152 + }, + { + "p": 0.06984784454107285, + "m": 1.0 + }, + { + "p": 0.013988870196044445, + "m": 1.0 + }, + { + "p": 0.0142516503110528, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.5017483234405518, + "val_loss": 0.7777777910232544, + "acc": 67.77, + "time": 252.46354421507567, + "param": [ + { + "p": 0.06459414958953857, + "m": 1.0 + }, + { + "p": 0.01479848101735115, + "m": 1.0 + }, + { + "p": 0.06981008499860764, + "m": 1.0 + }, + { + "p": 0.05240682139992714, + "m": 0.0 + }, + { + "p": 0.009351557120680809, + "m": 0.5819954872131348 + }, + { + "p": 0.07743531465530396, + "m": 0.5756003856658936 + }, + { + "p": 0.029074139893054962, + "m": 0.0 + }, + { + "p": 0.04575391486287117, + "m": 0.427869975566864 + }, + { + "p": 0.41303274035453796, + "m": 0.0 + }, + { + "p": 0.04611610621213913, + "m": 0.9424736499786377 + }, + { + "p": 0.04530920833349228, + "m": 0.8070095777511597 + }, + { + "p": 0.06390786916017532, + "m": 1.0 + }, + { + "p": 0.02916974201798439, + "m": 1.0 + }, + { + "p": 0.03923987224698067, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.4853899478912354, + "val_loss": 0.991135835647583, + "acc": 67.79, + "time": 250.67493539582938, + "param": [ + { + "p": 0.07356872409582138, + "m": 1.0 + }, + { + "p": 0.008431626483798027, + "m": 1.0 + }, + { + "p": 0.06292656809091568, + "m": 1.0 + }, + { + "p": 0.04111839830875397, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5464257001876831 + }, + { + "p": 0.06243053078651428, + "m": 0.5606541037559509 + }, + { + "p": 0.02897130511701107, + "m": 0.0 + }, + { + "p": 0.04859328269958496, + "m": 0.36760956048965454 + }, + { + "p": 0.43813133239746094, + "m": 0.0 + }, + { + "p": 0.050727494060993195, + "m": 0.9526014924049377 + }, + { + "p": 0.042781174182891846, + "m": 0.7841532826423645 + }, + { + "p": 0.06515073776245117, + "m": 1.0 + }, + { + "p": 0.027556419372558594, + "m": 1.0 + }, + { + "p": 0.04961236193776131, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.294127345085144, + "val_loss": 0.8974425196647644, + "acc": 67.16, + "time": 254.75608595693484, + "param": [ + { + "p": 0.06314071267843246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06278834491968155, + "m": 1.0 + }, + { + "p": 0.03506642207503319, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.507776141166687 + }, + { + "p": 0.0459672212600708, + "m": 0.506462037563324 + }, + { + "p": 0.022866830229759216, + "m": 0.001211047638207674 + }, + { + "p": 0.03586698696017265, + "m": 0.3002406656742096 + }, + { + "p": 0.5194289684295654, + "m": 0.002367772161960602 + }, + { + "p": 0.05569633096456528, + "m": 0.9408727884292603 + }, + { + "p": 0.03691190108656883, + "m": 0.7660556435585022 + }, + { + "p": 0.056532829999923706, + "m": 1.0 + }, + { + "p": 0.016074039041996002, + "m": 1.0 + }, + { + "p": 0.049659281969070435, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.3495640754699707, + "val_loss": 0.917253315448761, + "acc": 67.18, + "time": 251.8006370109506, + "param": [ + { + "p": 0.04312484711408615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0652131512761116, + "m": 1.0 + }, + { + "p": 0.018819887191057205, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.4388510584831238 + }, + { + "p": 0.02324015647172928, + "m": 0.47514572739601135 + }, + { + "p": 0.002532991347834468, + "m": 0.0 + }, + { + "p": 0.007203323766589165, + "m": 0.24859584867954254 + }, + { + "p": 0.674662709236145, + "m": 0.02203727699816227 + }, + { + "p": 0.06682523339986801, + "m": 0.9342480301856995 + }, + { + "p": 0.013440612703561783, + "m": 0.7480894923210144 + }, + { + "p": 0.04596146568655968, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0389755554497242, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.9186257123947144, + "val_loss": 0.9795344471931458, + "acc": 67.38, + "time": 255.53703043982387, + "param": [ + { + "p": 0.028165966272354126, + "m": 1.0 + }, + { + "p": 0.0008117566467262805, + "m": 1.0 + }, + { + "p": 0.07898600399494171, + "m": 1.0 + }, + { + "p": 0.01759309694170952, + "m": 0.0 + }, + { + "p": 0.00746258394792676, + "m": 0.362959086894989 + }, + { + "p": 0.009147219359874725, + "m": 0.43492573499679565 + }, + { + "p": 0.01424346026033163, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.21354986727237701 + }, + { + "p": 0.633632242679596, + "m": 0.004274733830243349 + }, + { + "p": 0.07922709733247757, + "m": 0.935882568359375 + }, + { + "p": 0.028127647936344147, + "m": 0.744733452796936 + }, + { + "p": 0.04069732874631882, + "m": 1.0 + }, + { + "p": 0.0021138715092092752, + "m": 1.0 + }, + { + "p": 0.05979171395301819, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.3168307542800903, + "val_loss": 1.0178980827331543, + "acc": 67.57, + "time": 252.54770427616313, + "param": [ + { + "p": 0.03444492816925049, + "m": 1.0 + }, + { + "p": 0.02034076675772667, + "m": 1.0 + }, + { + "p": 0.07780606299638748, + "m": 1.0 + }, + { + "p": 0.04162471368908882, + "m": 0.0 + }, + { + "p": 0.00861368514597416, + "m": 0.3084758222103119 + }, + { + "p": 0.009316476993262768, + "m": 0.403080016374588 + }, + { + "p": 0.046491462737321854, + "m": 0.0 + }, + { + "p": 0.011827344074845314, + "m": 0.16059823334217072 + }, + { + "p": 0.4869109094142914, + "m": 0.0 + }, + { + "p": 0.07451167702674866, + "m": 0.939738929271698 + }, + { + "p": 0.03387419506907463, + "m": 0.7272498607635498 + }, + { + "p": 0.05661768466234207, + "m": 1.0 + }, + { + "p": 0.022475970908999443, + "m": 1.0 + }, + { + "p": 0.07514406740665436, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.2434338331222534, + "val_loss": 0.9439085721969604, + "acc": 67.5, + "time": 253.81933626066893, + "param": [ + { + "p": 0.04421404004096985, + "m": 1.0 + }, + { + "p": 0.037900928407907486, + "m": 1.0 + }, + { + "p": 0.09876136481761932, + "m": 1.0 + }, + { + "p": 0.05055702105164528, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.2190861701965332 + }, + { + "p": 0.010973027907311916, + "m": 0.35559943318367004 + }, + { + "p": 0.05912087857723236, + "m": 0.0 + }, + { + "p": 0.035754136741161346, + "m": 0.11674736440181732 + }, + { + "p": 0.40417957305908203, + "m": 0.0 + }, + { + "p": 0.06107176095247269, + "m": 0.9590820670127869 + }, + { + "p": 0.0362757109105587, + "m": 0.7113118171691895 + }, + { + "p": 0.05363956838846207, + "m": 1.0 + }, + { + "p": 0.032515749335289, + "m": 1.0 + }, + { + "p": 0.0750361904501915, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.6433993577957153, + "val_loss": 1.0057324171066284, + "acc": 67.89, + "time": 255.0954572018236, + "param": [ + { + "p": 0.0405275896191597, + "m": 1.0 + }, + { + "p": 0.048723652958869934, + "m": 1.0 + }, + { + "p": 0.11918354779481888, + "m": 1.0 + }, + { + "p": 0.054286036640405655, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.1509411484003067 + }, + { + "p": 0.014594611711800098, + "m": 0.31625112891197205 + }, + { + "p": 0.05952693149447441, + "m": 0.0 + }, + { + "p": 0.03177327662706375, + "m": 0.08152957260608673 + }, + { + "p": 0.3719943165779114, + "m": 0.0 + }, + { + "p": 0.050968464463949203, + "m": 0.9810504913330078 + }, + { + "p": 0.033288754522800446, + "m": 0.7230186462402344 + }, + { + "p": 0.06241995096206665, + "m": 1.0 + }, + { + "p": 0.04239436611533165, + "m": 1.0 + }, + { + "p": 0.07031846791505814, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.7905439138412476, + "val_loss": 1.0207628011703491, + "acc": 66.84, + "time": 253.7478466150351, + "param": [ + { + "p": 0.031060701236128807, + "m": 1.0 + }, + { + "p": 0.04335574805736542, + "m": 1.0 + }, + { + "p": 0.14307978749275208, + "m": 1.0 + }, + { + "p": 0.04546545445919037, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.06092524155974388 + }, + { + "p": 0.0, + "m": 0.2723615765571594 + }, + { + "p": 0.05148474872112274, + "m": 0.0 + }, + { + "p": 0.03512399271130562, + "m": 0.09042231738567352 + }, + { + "p": 0.4318045675754547, + "m": 0.017896736040711403 + }, + { + "p": 0.04254382476210594, + "m": 1.0 + }, + { + "p": 0.007444292772561312, + "m": 0.7178641557693481 + }, + { + "p": 0.03834846615791321, + "m": 1.0 + }, + { + "p": 0.05381496995687485, + "m": 1.0 + }, + { + "p": 0.07647339254617691, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.2887133359909058, + "val_loss": 1.0924012660980225, + "acc": 67.47, + "time": 255.1764798099175, + "param": [ + { + "p": 0.018867209553718567, + "m": 1.0 + }, + { + "p": 0.04170128330588341, + "m": 1.0 + }, + { + "p": 0.15631166100502014, + "m": 1.0 + }, + { + "p": 0.039038967341184616, + "m": 0.0 + }, + { + "p": 0.0007550819427706301, + "m": 0.0 + }, + { + "p": 0.0009888962376862764, + "m": 0.20636770129203796 + }, + { + "p": 0.03318813815712929, + "m": 0.0 + }, + { + "p": 0.021837174892425537, + "m": 0.09138894081115723 + }, + { + "p": 0.48159605264663696, + "m": 0.0225401371717453 + }, + { + "p": 0.05156278610229492, + "m": 0.9982302188873291 + }, + { + "p": 0.0063033862970769405, + "m": 0.7150444388389587 + }, + { + "p": 0.016859401017427444, + "m": 1.0 + }, + { + "p": 0.051252834498882294, + "m": 1.0 + }, + { + "p": 0.0797371044754982, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.4464178085327148, + "val_loss": 0.9154037237167358, + "acc": 67.25, + "time": 254.27999593084678, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03602195903658867, + "m": 1.0 + }, + { + "p": 0.15368926525115967, + "m": 1.0 + }, + { + "p": 0.030088528990745544, + "m": 0.0 + }, + { + "p": 0.010159100405871868, + "m": 0.005921850446611643 + }, + { + "p": 0.013088029809296131, + "m": 0.14428579807281494 + }, + { + "p": 0.008312464691698551, + "m": 0.0 + }, + { + "p": 0.0004278979613445699, + "m": 0.04727867618203163 + }, + { + "p": 0.5244402885437012, + "m": 0.0 + }, + { + "p": 0.05894441530108452, + "m": 0.9829257130622864 + }, + { + "p": 0.013660673052072525, + "m": 0.7098153233528137 + }, + { + "p": 0.011111649684607983, + "m": 1.0 + }, + { + "p": 0.045016974210739136, + "m": 1.0 + }, + { + "p": 0.09503871202468872, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.3722448348999023, + "val_loss": 0.9632564783096313, + "acc": 66.58, + "time": 254.92549424991012, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023631704971194267, + "m": 1.0 + }, + { + "p": 0.13225768506526947, + "m": 1.0 + }, + { + "p": 0.026673253625631332, + "m": 0.0 + }, + { + "p": 0.02070566825568676, + "m": 0.012984381057322025 + }, + { + "p": 0.016331585124135017, + "m": 0.12746980786323547 + }, + { + "p": 0.00033498890115879476, + "m": 0.0 + }, + { + "p": 0.002936086617410183, + "m": 0.007272649556398392 + }, + { + "p": 0.5399205088615417, + "m": 0.0 + }, + { + "p": 0.05691970884799957, + "m": 0.9531677961349487 + }, + { + "p": 0.02517741546034813, + "m": 0.7067495584487915 + }, + { + "p": 0.01884111389517784, + "m": 1.0 + }, + { + "p": 0.0365636833012104, + "m": 1.0 + }, + { + "p": 0.09970664978027344, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.7332615852355957, + "val_loss": 0.9156293272972107, + "acc": 67.85, + "time": 257.24378046486527, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02337297610938549, + "m": 1.0 + }, + { + "p": 0.11031712591648102, + "m": 1.0 + }, + { + "p": 0.027553774416446686, + "m": 0.00013206993753556162 + }, + { + "p": 0.026617644354701042, + "m": 0.006799614988267422 + }, + { + "p": 0.001652784296311438, + "m": 0.1278146356344223 + }, + { + "p": 0.009229163639247417, + "m": 0.010337810032069683 + }, + { + "p": 0.013868692331016064, + "m": 0.0 + }, + { + "p": 0.536350667476654, + "m": 0.0 + }, + { + "p": 0.05937676504254341, + "m": 0.9233188033103943 + }, + { + "p": 0.024576548486948013, + "m": 0.6938288807868958 + }, + { + "p": 0.040878940373659134, + "m": 1.0 + }, + { + "p": 0.03163182735443115, + "m": 1.0 + }, + { + "p": 0.09457306563854218, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.3856754302978516, + "val_loss": 0.9146605134010315, + "acc": 67.45, + "time": 258.18293573288247, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03797931596636772, + "m": 1.0 + }, + { + "p": 0.0866566151380539, + "m": 1.0 + }, + { + "p": 0.03429744392633438, + "m": 0.0 + }, + { + "p": 0.027802396565675735, + "m": 0.052137091755867004 + }, + { + "p": 0.010391399264335632, + "m": 0.1340242177248001 + }, + { + "p": 0.02212580107152462, + "m": 0.015244501642882824 + }, + { + "p": 0.028379635885357857, + "m": 0.0035346420481801033 + }, + { + "p": 0.5047658085823059, + "m": 0.01139755453914404 + }, + { + "p": 0.06929682940244675, + "m": 0.9054617881774902 + }, + { + "p": 0.009070783853530884, + "m": 0.6726479530334473 + }, + { + "p": 0.05139178782701492, + "m": 1.0 + }, + { + "p": 0.017308438196778297, + "m": 1.0 + }, + { + "p": 0.10053372383117676, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.0924689769744873, + "val_loss": 1.0368106365203857, + "acc": 67.92, + "time": 256.06728172302246, + "param": [ + { + "p": 0.00020536013471428305, + "m": 1.0 + }, + { + "p": 0.04492277652025223, + "m": 1.0 + }, + { + "p": 0.07141689956188202, + "m": 1.0 + }, + { + "p": 0.033352330327034, + "m": 0.0 + }, + { + "p": 0.02203172817826271, + "m": 0.07300814986228943 + }, + { + "p": 0.02192818932235241, + "m": 0.12808679044246674 + }, + { + "p": 0.03896714001893997, + "m": 0.0 + }, + { + "p": 0.048829615116119385, + "m": 0.0 + }, + { + "p": 0.4817162752151489, + "m": 0.02187618799507618 + }, + { + "p": 0.06895367056131363, + "m": 0.8737208843231201 + }, + { + "p": 0.0, + "m": 0.6531471014022827 + }, + { + "p": 0.05114120617508888, + "m": 1.0 + }, + { + "p": 0.015869583934545517, + "m": 1.0 + }, + { + "p": 0.10066520422697067, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.3981704711914062, + "val_loss": 0.8922243714332581, + "acc": 67.25, + "time": 253.49756140541285, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03666640818119049, + "m": 1.0 + }, + { + "p": 0.06449520587921143, + "m": 1.0 + }, + { + "p": 0.04334798455238342, + "m": 0.0 + }, + { + "p": 0.026800556108355522, + "m": 0.06703406572341919 + }, + { + "p": 0.03197861835360527, + "m": 0.07559238374233246 + }, + { + "p": 0.050750769674777985, + "m": 0.0 + }, + { + "p": 0.04812806472182274, + "m": 0.0 + }, + { + "p": 0.47297558188438416, + "m": 0.021464070305228233 + }, + { + "p": 0.07736087590456009, + "m": 0.8482674956321716 + }, + { + "p": 0.0030179028399288654, + "m": 0.6515529155731201 + }, + { + "p": 0.03523179143667221, + "m": 1.0 + }, + { + "p": 0.011142752133309841, + "m": 1.0 + }, + { + "p": 0.09810350835323334, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.3075863122940063, + "val_loss": 1.0530917644500732, + "acc": 67.45, + "time": 256.0133507051505, + "param": [ + { + "p": 0.02089077979326248, + "m": 1.0 + }, + { + "p": 0.035808026790618896, + "m": 1.0 + }, + { + "p": 0.06520907580852509, + "m": 1.0 + }, + { + "p": 0.0340333916246891, + "m": 0.0 + }, + { + "p": 0.0383191853761673, + "m": 0.08839397877454758 + }, + { + "p": 0.04447219893336296, + "m": 0.0 + }, + { + "p": 0.0492367222905159, + "m": 0.0 + }, + { + "p": 0.04705283045768738, + "m": 0.0007703261799179018 + }, + { + "p": 0.41615548729896545, + "m": 0.0 + }, + { + "p": 0.08214499056339264, + "m": 0.8391446471214294 + }, + { + "p": 0.014872854575514793, + "m": 0.6602669358253479 + }, + { + "p": 0.03409126400947571, + "m": 1.0 + }, + { + "p": 0.027413260191679, + "m": 1.0 + }, + { + "p": 0.09029994904994965, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.0761759281158447, + "val_loss": 1.2394490242004395, + "acc": 67.51, + "time": 255.1231782482937, + "param": [ + { + "p": 0.030342642217874527, + "m": 1.0 + }, + { + "p": 0.034546367824077606, + "m": 1.0 + }, + { + "p": 0.07336488366127014, + "m": 1.0 + }, + { + "p": 0.0036050856579095125, + "m": 0.0 + }, + { + "p": 0.0428813099861145, + "m": 0.024403942748904228 + }, + { + "p": 0.04640870541334152, + "m": 0.0 + }, + { + "p": 0.04829341545701027, + "m": 0.0 + }, + { + "p": 0.044184427708387375, + "m": 0.0 + }, + { + "p": 0.3720559775829315, + "m": 0.0 + }, + { + "p": 0.09085191041231155, + "m": 0.813739001750946 + }, + { + "p": 0.026690687984228134, + "m": 0.658923327922821 + }, + { + "p": 0.04214699566364288, + "m": 1.0 + }, + { + "p": 0.05035870149731636, + "m": 1.0 + }, + { + "p": 0.09426877647638321, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.2941292524337769, + "val_loss": 0.9935404658317566, + "acc": 67.26, + "time": 257.99935632618144, + "param": [ + { + "p": 0.06140383705496788, + "m": 1.0 + }, + { + "p": 0.0542198084294796, + "m": 1.0 + }, + { + "p": 0.07973740994930267, + "m": 1.0 + }, + { + "p": 0.009280809201300144, + "m": 0.001171997282654047 + }, + { + "p": 0.03216494619846344, + "m": 0.0 + }, + { + "p": 0.033907633274793625, + "m": 0.0 + }, + { + "p": 0.0387260839343071, + "m": 0.0031352394726127386 + }, + { + "p": 0.04798443615436554, + "m": 0.011328105814754963 + }, + { + "p": 0.3173060715198517, + "m": 0.0 + }, + { + "p": 0.0766836479306221, + "m": 0.8377548456192017 + }, + { + "p": 0.04102921858429909, + "m": 0.6707762479782104 + }, + { + "p": 0.05692591890692711, + "m": 1.0 + }, + { + "p": 0.04645553231239319, + "m": 1.0 + }, + { + "p": 0.10417459905147552, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.1259675025939941, + "val_loss": 1.0944818258285522, + "acc": 66.92, + "time": 256.9048466500826, + "param": [ + { + "p": 0.07454477995634079, + "m": 1.0 + }, + { + "p": 0.06448032706975937, + "m": 1.0 + }, + { + "p": 0.10305840522050858, + "m": 1.0 + }, + { + "p": 0.0030335108749568462, + "m": 0.0 + }, + { + "p": 0.032123517245054245, + "m": 0.0 + }, + { + "p": 0.013636995106935501, + "m": 0.0 + }, + { + "p": 0.02429150976240635, + "m": 0.0 + }, + { + "p": 0.04940641298890114, + "m": 0.0 + }, + { + "p": 0.3310464322566986, + "m": 0.0 + }, + { + "p": 0.05652526766061783, + "m": 0.8058900833129883 + }, + { + "p": 0.040031831711530685, + "m": 0.6807897090911865 + }, + { + "p": 0.05532976984977722, + "m": 1.0 + }, + { + "p": 0.03205437213182449, + "m": 1.0 + }, + { + "p": 0.12043683975934982, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.4743086099624634, + "val_loss": 1.0491206645965576, + "acc": 67.0, + "time": 256.80121321603656, + "param": [ + { + "p": 0.06776410341262817, + "m": 1.0 + }, + { + "p": 0.05224571377038956, + "m": 1.0 + }, + { + "p": 0.1350288838148117, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.03330567106604576, + "m": 0.01809132844209671 + }, + { + "p": 0.0, + "m": 0.0007809833623468876 + }, + { + "p": 0.010257047601044178, + "m": 0.0 + }, + { + "p": 0.036159783601760864, + "m": 0.0 + }, + { + "p": 0.44607192277908325, + "m": 0.0016247332096099854 + }, + { + "p": 0.02325054444372654, + "m": 0.7802857160568237 + }, + { + "p": 0.012341907247900963, + "m": 0.6596668362617493 + }, + { + "p": 0.03149799630045891, + "m": 0.997151792049408 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1520763784646988, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.2742582559585571, + "val_loss": 1.1451725959777832, + "acc": 66.66, + "time": 255.23706608824432, + "param": [ + { + "p": 0.04648444801568985, + "m": 1.0 + }, + { + "p": 0.048511382192373276, + "m": 1.0 + }, + { + "p": 0.13902439177036285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.029167447239160538, + "m": 0.01597367785871029 + }, + { + "p": 0.0, + "m": 0.06466365605592728 + }, + { + "p": 0.0, + "m": 0.0017304187640547752 + }, + { + "p": 0.01295972615480423, + "m": 0.0 + }, + { + "p": 0.558548092842102, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7729906439781189 + }, + { + "p": 0.0, + "m": 0.6286199688911438 + }, + { + "p": 0.0, + "m": 0.9802776575088501 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16530457139015198, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.4028055667877197, + "val_loss": 0.9639505743980408, + "acc": 66.06, + "time": 256.5499644600786, + "param": [ + { + "p": 0.031240098178386688, + "m": 1.0 + }, + { + "p": 0.04605240374803543, + "m": 1.0 + }, + { + "p": 0.13227128982543945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.019494440406560898, + "m": 0.0 + }, + { + "p": 0.003475995035842061, + "m": 0.10044141113758087 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.6191700100898743, + "m": 0.016382087022066116 + }, + { + "p": 0.0007074985769577324, + "m": 0.7567516565322876 + }, + { + "p": 0.0, + "m": 0.601630449295044 + }, + { + "p": 0.0010407015215605497, + "m": 0.9695907235145569 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14654754102230072, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.3231220245361328, + "val_loss": 1.1453083753585815, + "acc": 66.59, + "time": 253.66455800179392, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04601819068193436, + "m": 1.0 + }, + { + "p": 0.12439630925655365, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.004189381375908852, + "m": 0.0 + }, + { + "p": 0.003936133813112974, + "m": 0.08864172548055649 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.6683212518692017, + "m": 0.026291588321328163 + }, + { + "p": 0.005272270645946264, + "m": 0.7455562353134155 + }, + { + "p": 8.862303366186097e-05, + "m": 0.5674097537994385 + }, + { + "p": 0.0, + "m": 0.9768113493919373 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14777781069278717, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.7881832122802734, + "val_loss": 1.046522855758667, + "acc": 66.07, + "time": 255.37273593898863, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04291222617030144, + "m": 1.0 + }, + { + "p": 0.11740850657224655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.05000033229589462 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0007784334593452513, + "m": 0.0 + }, + { + "p": 0.7001760601997375, + "m": 0.03417166322469711 + }, + { + "p": 0.0026709502562880516, + "m": 0.7387881278991699 + }, + { + "p": 0.0, + "m": 0.5245960354804993 + }, + { + "p": 1.4601913790102117e-05, + "m": 0.9967080354690552 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13603921234607697, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.104453444480896, + "val_loss": 0.9510508179664612, + "acc": 65.67, + "time": 255.04136985586956, + "param": [ + { + "p": 0.0006616043392568827, + "m": 1.0 + }, + { + "p": 0.034382935613393784, + "m": 1.0 + }, + { + "p": 0.11960675567388535, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0011449346784502268, + "m": 0.0 + }, + { + "p": 0.01423413772135973, + "m": 0.03877114877104759 + }, + { + "p": 0.00777951767668128, + "m": 0.0 + }, + { + "p": 0.0164650809019804, + "m": 0.0 + }, + { + "p": 0.6590744853019714, + "m": 0.03641115128993988 + }, + { + "p": 0.027855567634105682, + "m": 0.7397946119308472 + }, + { + "p": 0.010404824279248714, + "m": 0.4971117675304413 + }, + { + "p": 0.0014750009868294, + "m": 1.0 + }, + { + "p": 0.004535294603556395, + "m": 1.0 + }, + { + "p": 0.10237991064786911, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.4027750492095947, + "val_loss": 1.0978248119354248, + "acc": 66.15, + "time": 252.71572326822206, + "param": [ + { + "p": 0.014130781404674053, + "m": 1.0 + }, + { + "p": 0.03793331980705261, + "m": 1.0 + }, + { + "p": 0.1107393428683281, + "m": 1.0 + }, + { + "p": 0.004133477807044983, + "m": 0.01914401724934578 + }, + { + "p": 0.019322648644447327, + "m": 0.0 + }, + { + "p": 0.02018805965781212, + "m": 0.020571405068039894 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.03664422035217285, + "m": 0.0 + }, + { + "p": 0.5971980690956116, + "m": 0.02623806707561016 + }, + { + "p": 0.03993235528469086, + "m": 0.7609444856643677 + }, + { + "p": 0.002649187808856368, + "m": 0.4775809943675995 + }, + { + "p": 0.008123411796987057, + "m": 1.0 + }, + { + "p": 0.009594476781785488, + "m": 1.0 + }, + { + "p": 0.09941066056489944, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.673823356628418, + "val_loss": 1.117685317993164, + "acc": 66.65, + "time": 253.35861399583519, + "param": [ + { + "p": 0.032478027045726776, + "m": 1.0 + }, + { + "p": 0.04829906299710274, + "m": 1.0 + }, + { + "p": 0.09840322285890579, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.05011191964149475 + }, + { + "p": 0.02015281841158867, + "m": 0.0 + }, + { + "p": 0.039330389350652695, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.02846919372677803 + }, + { + "p": 0.030074467882514, + "m": 0.0 + }, + { + "p": 0.577919065952301, + "m": 0.002658885670825839 + }, + { + "p": 0.0382639616727829, + "m": 0.7895116806030273 + }, + { + "p": 0.0, + "m": 0.4504900276660919 + }, + { + "p": 0.0, + "m": 0.9994699954986572 + }, + { + "p": 0.004255497828125954, + "m": 1.0 + }, + { + "p": 0.11082346737384796, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.2351757287979126, + "val_loss": 1.003156304359436, + "acc": 67.18, + "time": 254.1303016296588, + "param": [ + { + "p": 0.029476769268512726, + "m": 1.0 + }, + { + "p": 0.0638926774263382, + "m": 1.0 + }, + { + "p": 0.07073995471000671, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.08613612502813339 + }, + { + "p": 0.01440247893333435, + "m": 0.0 + }, + { + "p": 0.061853017657995224, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.07093212008476257 + }, + { + "p": 0.0357288233935833, + "m": 0.011186670511960983 + }, + { + "p": 0.5620485544204712, + "m": 0.0 + }, + { + "p": 0.03814021870493889, + "m": 0.779979944229126 + }, + { + "p": 0.0, + "m": 0.4073922336101532 + }, + { + "p": 0.0, + "m": 0.9861062169075012 + }, + { + "p": 0.011009128764271736, + "m": 1.0 + }, + { + "p": 0.11270835250616074, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.245949625968933, + "val_loss": 0.9587270617485046, + "acc": 66.59, + "time": 254.99581580096856, + "param": [ + { + "p": 0.036074522882699966, + "m": 1.0 + }, + { + "p": 0.08680550009012222, + "m": 1.0 + }, + { + "p": 0.053901854902505875, + "m": 1.0 + }, + { + "p": 0.0009245327673852444, + "m": 0.08229845017194748 + }, + { + "p": 0.01775245927274227, + "m": 0.0 + }, + { + "p": 0.0709095373749733, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.06675776839256287 + }, + { + "p": 0.03730495646595955, + "m": 0.022770145907998085 + }, + { + "p": 0.5247125029563904, + "m": 0.0 + }, + { + "p": 0.038984254002571106, + "m": 0.7566525936126709 + }, + { + "p": 0.0, + "m": 0.37153124809265137 + }, + { + "p": 0.0, + "m": 0.9838274121284485 + }, + { + "p": 0.021599290892481804, + "m": 1.0 + }, + { + "p": 0.11103065311908722, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.2759288549423218, + "val_loss": 1.073056697845459, + "acc": 65.22, + "time": 253.42910635611042, + "param": [ + { + "p": 0.040867239236831665, + "m": 1.0 + }, + { + "p": 0.11748304218053818, + "m": 1.0 + }, + { + "p": 0.06197799742221832, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0529458150267601 + }, + { + "p": 0.01707693748176098, + "m": 0.0 + }, + { + "p": 0.06991744786500931, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.06678623706102371 + }, + { + "p": 0.01953865960240364, + "m": 0.05103030800819397 + }, + { + "p": 0.5156881213188171, + "m": 0.0 + }, + { + "p": 0.03307488188147545, + "m": 0.7389118075370789 + }, + { + "p": 0.0, + "m": 0.3391073942184448 + }, + { + "p": 0.0, + "m": 0.9835987091064453 + }, + { + "p": 0.011215128935873508, + "m": 1.0 + }, + { + "p": 0.11316055059432983, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.2638567686080933, + "val_loss": 0.9268646240234375, + "acc": 64.88, + "time": 252.48407455300912, + "param": [ + { + "p": 0.03413405269384384, + "m": 1.0 + }, + { + "p": 0.13838212192058563, + "m": 1.0 + }, + { + "p": 0.07421456277370453, + "m": 1.0 + }, + { + "p": 4.6230878069764e-05, + "m": 0.003350292332470417 + }, + { + "p": 0.02039634995162487, + "m": 0.0 + }, + { + "p": 0.06166795268654823, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.06600027531385422 + }, + { + "p": 0.0014456616481766105, + "m": 0.048990096896886826 + }, + { + "p": 0.5006043314933777, + "m": 0.0 + }, + { + "p": 0.03924580663442612, + "m": 0.712083101272583 + }, + { + "p": 0.0, + "m": 0.29719945788383484 + }, + { + "p": 0.014186830259859562, + "m": 0.9964103698730469 + }, + { + "p": 0.003519299905747175, + "m": 1.0 + }, + { + "p": 0.11215671896934509, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.4345959424972534, + "val_loss": 0.9266780614852905, + "acc": 67.15, + "time": 255.1578142279759, + "param": [ + { + "p": 0.04142281413078308, + "m": 1.0 + }, + { + "p": 0.1278541535139084, + "m": 1.0 + }, + { + "p": 0.08791336417198181, + "m": 1.0 + }, + { + "p": 7.059934887365671e-06, + "m": 0.0 + }, + { + "p": 0.024264037609100342, + "m": 0.0 + }, + { + "p": 0.044123582541942596, + "m": 0.0057787406258285046 + }, + { + "p": 0.0006122236372902989, + "m": 0.04383605346083641 + }, + { + "p": 0.0021921424195170403, + "m": 0.029507281258702278 + }, + { + "p": 0.4828796684741974, + "m": 0.0 + }, + { + "p": 0.04222545772790909, + "m": 0.6880232691764832 + }, + { + "p": 0.001291661406867206, + "m": 0.28431031107902527 + }, + { + "p": 0.037423811852931976, + "m": 1.0 + }, + { + "p": 0.012061608955264091, + "m": 1.0 + }, + { + "p": 0.09572844952344894, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.031341791152954, + "val_loss": 1.1874760389328003, + "acc": 65.98, + "time": 254.13724819896743, + "param": [ + { + "p": 0.044216353446245193, + "m": 1.0 + }, + { + "p": 0.10114305466413498, + "m": 1.0 + }, + { + "p": 0.07941525429487228, + "m": 1.0 + }, + { + "p": 0.0023621933069080114, + "m": 0.0 + }, + { + "p": 0.048311758786439896, + "m": 0.00019501372298691422 + }, + { + "p": 0.014851123094558716, + "m": 0.029964637011289597 + }, + { + "p": 0.014428306370973587, + "m": 0.0183719415217638 + }, + { + "p": 0.0, + "m": 0.0192603450268507 + }, + { + "p": 0.48811742663383484, + "m": 0.013513541780412197 + }, + { + "p": 0.04124079644680023, + "m": 0.6887683868408203 + }, + { + "p": 0.0, + "m": 0.27262625098228455 + }, + { + "p": 0.06018674746155739, + "m": 1.0 + }, + { + "p": 0.018324993550777435, + "m": 1.0 + }, + { + "p": 0.08740191906690598, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.5819555521011353, + "val_loss": 1.037574052810669, + "acc": 66.47, + "time": 256.2909802333452, + "param": [ + { + "p": 0.03808710351586342, + "m": 1.0 + }, + { + "p": 0.07786857336759567, + "m": 1.0 + }, + { + "p": 0.07885635644197464, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.06543691456317902, + "m": 0.004549008794128895 + }, + { + "p": 0.0, + "m": 0.04098436236381531 + }, + { + "p": 0.017309298738837242, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.5373026132583618, + "m": 0.0 + }, + { + "p": 0.041007474064826965, + "m": 0.6941389441490173 + }, + { + "p": 0.005161833018064499, + "m": 0.24798621237277985 + }, + { + "p": 0.062304724007844925, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07666509598493576, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json new file mode 100644 index 0000000..145f66e --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 66.95, + "Time": [ + 252.82091654239534, + 1.76521677790705 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.288940191268921, + "val_loss": 2.2942655086517334, + "acc": 15.36, + "time": 255.9395547681488, + "param": [ + { + "p": 0.055352967232465744, + "m": 1.0 + }, + { + "p": 0.06804242730140686, + "m": 1.0 + }, + { + "p": 0.08956854045391083, + "m": 1.0 + }, + { + "p": 0.07178142666816711, + "m": 0.9973525404930115 + }, + { + "p": 0.07458619028329849, + "m": 0.9269382953643799 + }, + { + "p": 0.06672685593366623, + "m": 0.9539728760719299 + }, + { + "p": 0.08277590572834015, + "m": 0.9917619824409485 + }, + { + "p": 0.08286703377962112, + "m": 0.9985048770904541 + }, + { + "p": 0.06921760737895966, + "m": 1.0 + }, + { + "p": 0.08454158902168274, + "m": 1.0 + }, + { + "p": 0.049251411110162735, + "m": 1.0 + }, + { + "p": 0.07588136941194534, + "m": 1.0 + }, + { + "p": 0.08322606980800629, + "m": 1.0 + }, + { + "p": 0.0461806058883667, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.210369825363159, + "val_loss": 2.2155613899230957, + "acc": 20.75, + "time": 254.73452555108815, + "param": [ + { + "p": 0.06432939320802689, + "m": 1.0 + }, + { + "p": 0.06582275778055191, + "m": 1.0 + }, + { + "p": 0.08976680785417557, + "m": 1.0 + }, + { + "p": 0.0717024952173233, + "m": 0.9601215124130249 + }, + { + "p": 0.07369489222764969, + "m": 0.8871204853057861 + }, + { + "p": 0.06625794619321823, + "m": 0.928649365901947 + }, + { + "p": 0.0873832181096077, + "m": 0.9955488443374634 + }, + { + "p": 0.08350285142660141, + "m": 0.9529462456703186 + }, + { + "p": 0.07695139944553375, + "m": 0.9929817318916321 + }, + { + "p": 0.08225944638252258, + "m": 1.0 + }, + { + "p": 0.059027403593063354, + "m": 0.9921851754188538 + }, + { + "p": 0.08337096869945526, + "m": 1.0 + }, + { + "p": 0.08812704682350159, + "m": 1.0 + }, + { + "p": 0.007803242653608322, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1783196926116943, + "val_loss": 2.0664544105529785, + "acc": 25.67, + "time": 254.6778332949616, + "param": [ + { + "p": 0.07476554811000824, + "m": 1.0 + }, + { + "p": 0.06336421519517899, + "m": 1.0 + }, + { + "p": 0.10676171630620956, + "m": 1.0 + }, + { + "p": 0.06226649880409241, + "m": 0.9189629554748535 + }, + { + "p": 0.06971891224384308, + "m": 0.8535282611846924 + }, + { + "p": 0.07569583505392075, + "m": 0.8961371779441833 + }, + { + "p": 0.08127212524414062, + "m": 0.9635446071624756 + }, + { + "p": 0.10171397030353546, + "m": 0.9336181879043579 + }, + { + "p": 0.06525636464357376, + "m": 0.9982112050056458 + }, + { + "p": 0.10034826397895813, + "m": 0.9981184601783752 + }, + { + "p": 0.022459883242845535, + "m": 0.9638231992721558 + }, + { + "p": 0.09230143576860428, + "m": 0.9896758794784546 + }, + { + "p": 0.0840752124786377, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.083584785461426, + "val_loss": 2.023000478744507, + "acc": 26.71, + "time": 253.17343469895422, + "param": [ + { + "p": 0.07142387330532074, + "m": 1.0 + }, + { + "p": 0.05029228329658508, + "m": 1.0 + }, + { + "p": 0.1356028914451599, + "m": 1.0 + }, + { + "p": 0.055348947644233704, + "m": 0.8911988735198975 + }, + { + "p": 0.07275073230266571, + "m": 0.8768227696418762 + }, + { + "p": 0.07056021690368652, + "m": 0.9003524780273438 + }, + { + "p": 0.08349190652370453, + "m": 0.9581811428070068 + }, + { + "p": 0.11640272289514542, + "m": 0.9532954692840576 + }, + { + "p": 0.05326573923230171, + "m": 0.9825344681739807 + }, + { + "p": 0.11462240666151047, + "m": 0.9770306348800659 + }, + { + "p": 0.0, + "m": 0.9291102886199951 + }, + { + "p": 0.09837964922189713, + "m": 0.9810645580291748 + }, + { + "p": 0.07785859704017639, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.247328996658325, + "val_loss": 1.9188402891159058, + "acc": 29.5, + "time": 252.73233523825184, + "param": [ + { + "p": 0.07289887964725494, + "m": 1.0 + }, + { + "p": 0.0230961125344038, + "m": 1.0 + }, + { + "p": 0.1673111766576767, + "m": 1.0 + }, + { + "p": 0.05537128448486328, + "m": 0.8914045691490173 + }, + { + "p": 0.07749932259321213, + "m": 0.8817957043647766 + }, + { + "p": 0.04681803286075592, + "m": 0.9307071566581726 + }, + { + "p": 0.09410938620567322, + "m": 0.9181637167930603 + }, + { + "p": 0.12553653120994568, + "m": 0.9352016448974609 + }, + { + "p": 0.04529355838894844, + "m": 0.9716878533363342 + }, + { + "p": 0.13628965616226196, + "m": 0.9699578285217285 + }, + { + "p": 0.0019433569395914674, + "m": 0.907166063785553 + }, + { + "p": 0.07772517949342728, + "m": 1.0 + }, + { + "p": 0.07610747218132019, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.076528310775757, + "val_loss": 1.905561089515686, + "acc": 31.66, + "time": 252.01273301476613, + "param": [ + { + "p": 0.05792053043842316, + "m": 1.0 + }, + { + "p": 0.004818623419851065, + "m": 1.0 + }, + { + "p": 0.20350153744220734, + "m": 1.0 + }, + { + "p": 0.06289708614349365, + "m": 0.9027137160301208 + }, + { + "p": 0.10728734731674194, + "m": 0.8804949522018433 + }, + { + "p": 0.015600328333675861, + "m": 0.9582282900810242 + }, + { + "p": 0.09729711711406708, + "m": 0.8748725056648254 + }, + { + "p": 0.13744427263736725, + "m": 0.9408171772956848 + }, + { + "p": 0.029286649078130722, + "m": 0.9524897336959839 + }, + { + "p": 0.14837601780891418, + "m": 0.9741662740707397 + }, + { + "p": 0.0, + "m": 0.8990685939788818 + }, + { + "p": 0.07033615559339523, + "m": 0.9645297527313232 + }, + { + "p": 0.06523428112268448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.8904380798339844, + "val_loss": 1.827221393585205, + "acc": 34.78, + "time": 253.57760017504916, + "param": [ + { + "p": 0.004530154634267092, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.31170034408569336, + "m": 1.0 + }, + { + "p": 0.03705868497490883, + "m": 0.8902652859687805 + }, + { + "p": 0.12011127918958664, + "m": 0.9351120591163635 + }, + { + "p": 0.0, + "m": 0.9925501942634583 + }, + { + "p": 0.09542141109704971, + "m": 0.9203382134437561 + }, + { + "p": 0.180183544754982, + "m": 0.9438046216964722 + }, + { + "p": 0.0, + "m": 0.873049795627594 + }, + { + "p": 0.19750934839248657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8339250087738037 + }, + { + "p": 0.02809007093310356, + "m": 0.9732797741889954 + }, + { + "p": 0.025395207107067108, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 2.2680141925811768, + "val_loss": 1.7380872964859009, + "acc": 35.44, + "time": 253.5374161498621, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3917557895183563, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8766192197799683 + }, + { + "p": 0.10485363006591797, + "m": 0.9963666200637817 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07559805363416672, + "m": 0.9339281320571899 + }, + { + "p": 0.20254971086978912, + "m": 0.9688999056816101 + }, + { + "p": 0.0, + "m": 0.8275097608566284 + }, + { + "p": 0.22524277865886688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7926583290100098 + }, + { + "p": 0.0, + "m": 0.9945146441459656 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.375366687774658, + "val_loss": 1.5725070238113403, + "acc": 38.56, + "time": 254.14043192984536, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.44086042046546936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8229957818984985 + }, + { + "p": 0.07023683190345764, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04842989519238472, + "m": 0.9389069676399231 + }, + { + "p": 0.20870015025138855, + "m": 0.9534025192260742 + }, + { + "p": 0.0, + "m": 0.812004566192627 + }, + { + "p": 0.23177270591259003, + "m": 0.9994025826454163 + }, + { + "p": 0.0, + "m": 0.7560876607894897 + }, + { + "p": 0.0, + "m": 0.9960487484931946 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 2.1460256576538086, + "val_loss": 1.647876501083374, + "acc": 38.91, + "time": 254.06476611690596, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.48698580265045166, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7673502564430237 + }, + { + "p": 0.02798653021454811, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.029603425413370132, + "m": 0.9183115363121033 + }, + { + "p": 0.2167346328496933, + "m": 0.941830575466156 + }, + { + "p": 0.0, + "m": 0.7991845607757568 + }, + { + "p": 0.23806551098823547, + "m": 0.989949107170105 + }, + { + "p": 0.0006241489900276065, + "m": 0.7416468262672424 + }, + { + "p": 0.0, + "m": 0.9861834049224854 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.783254623413086, + "val_loss": 1.6436148881912231, + "acc": 40.49, + "time": 252.59585276572034, + "param": [ + { + "p": 0.00019610572780948132, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.4961142838001251, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.729462742805481 + }, + { + "p": 0.012866267934441566, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03214593231678009, + "m": 0.9257704019546509 + }, + { + "p": 0.21258693933486938, + "m": 0.9218335747718811 + }, + { + "p": 0.0, + "m": 0.7774322628974915 + }, + { + "p": 0.23741571605205536, + "m": 0.9653859734535217 + }, + { + "p": 0.008674749173223972, + "m": 0.7228215336799622 + }, + { + "p": 0.0, + "m": 0.9876223802566528 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.9311773777008057, + "val_loss": 1.6591497659683228, + "acc": 41.18, + "time": 253.99723395239562, + "param": [ + { + "p": 0.0011038187658414245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.48712316155433655, + "m": 1.0 + }, + { + "p": 0.0007717303815297782, + "m": 0.6748064160346985 + }, + { + "p": 0.006441873032599688, + "m": 1.0 + }, + { + "p": 0.0013806541683152318, + "m": 0.997105598449707 + }, + { + "p": 0.04510102793574333, + "m": 0.9396673440933228 + }, + { + "p": 0.20163410902023315, + "m": 0.8934679627418518 + }, + { + "p": 0.0013828030787408352, + "m": 0.7550220489501953 + }, + { + "p": 0.233036071062088, + "m": 0.9588116407394409 + }, + { + "p": 0.018072955310344696, + "m": 0.6787117123603821 + }, + { + "p": 0.0019252948695793748, + "m": 1.0 + }, + { + "p": 0.0020263546612113714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.748608112335205, + "val_loss": 1.5882525444030762, + "acc": 41.74, + "time": 251.9554073791951, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.5177135467529297, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6554211378097534 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.040568530559539795, + "m": 0.9564928412437439 + }, + { + "p": 0.18956780433654785, + "m": 0.8471811413764954 + }, + { + "p": 0.0, + "m": 0.7169370055198669 + }, + { + "p": 0.23373399674892426, + "m": 0.9638158082962036 + }, + { + "p": 0.01841607503592968, + "m": 0.6265363097190857 + }, + { + "p": 0.0, + "m": 0.9878873825073242 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.829360008239746, + "val_loss": 1.5031529664993286, + "acc": 44.15, + "time": 254.74101332109421, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.5497393012046814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6416834592819214 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03779301047325134, + "m": 0.9570941925048828 + }, + { + "p": 0.17953865230083466, + "m": 0.8158347606658936 + }, + { + "p": 0.0, + "m": 0.6913702487945557 + }, + { + "p": 0.22505638003349304, + "m": 0.9857895970344543 + }, + { + "p": 0.00787265133112669, + "m": 0.5656147599220276 + }, + { + "p": 0.0, + "m": 0.9924182295799255 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.7954638004302979, + "val_loss": 1.5873949527740479, + "acc": 43.51, + "time": 254.34123975224793, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.5803025364875793, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6344968676567078 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9963440299034119 + }, + { + "p": 0.027841007336974144, + "m": 0.9476152658462524 + }, + { + "p": 0.16704338788986206, + "m": 0.795832097530365 + }, + { + "p": 0.0, + "m": 0.6358528137207031 + }, + { + "p": 0.2248130887746811, + "m": 0.9851309061050415 + }, + { + "p": 0.0, + "m": 0.5143648386001587 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.580628752708435, + "val_loss": 1.5413163900375366, + "acc": 43.76, + "time": 255.2589059160091, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.629571795463562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5973581075668335 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9728608131408691 + }, + { + "p": 0.0, + "m": 0.9377680420875549 + }, + { + "p": 0.14452391862869263, + "m": 0.7659277319908142 + }, + { + "p": 0.0, + "m": 0.5999715924263 + }, + { + "p": 0.22590425610542297, + "m": 0.9737306237220764 + }, + { + "p": 0.0, + "m": 0.45503655076026917 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.6384239196777344, + "val_loss": 1.5672494173049927, + "acc": 44.45, + "time": 255.89667297713459, + "param": [ + { + "p": 0.013218172825872898, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.6243217587471008, + "m": 1.0 + }, + { + "p": 0.005125673953443766, + "m": 0.5244378447532654 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0018698646454140544, + "m": 0.9512537717819214 + }, + { + "p": 0.002383055631071329, + "m": 0.8977276682853699 + }, + { + "p": 0.12312430888414383, + "m": 0.7718717455863953 + }, + { + "p": 0.001955644926056266, + "m": 0.5924031138420105 + }, + { + "p": 0.21744544804096222, + "m": 0.9674845337867737 + }, + { + "p": 0.003271146211773157, + "m": 0.42280569672584534 + }, + { + "p": 0.005946005694568157, + "m": 1.0 + }, + { + "p": 0.0013388845836743712, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 2.174300193786621, + "val_loss": 1.5910121202468872, + "acc": 43.48, + "time": 252.6475460063666, + "param": [ + { + "p": 0.017945487052202225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.6579322814941406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.49758145213127136 + }, + { + "p": 0.0, + "m": 0.998782753944397 + }, + { + "p": 0.0, + "m": 0.9688937664031982 + }, + { + "p": 0.0, + "m": 0.8748118877410889 + }, + { + "p": 0.10473031550645828, + "m": 0.8041155338287354 + }, + { + "p": 0.0, + "m": 0.5664198994636536 + }, + { + "p": 0.21939192712306976, + "m": 0.9567809104919434 + }, + { + "p": 0.0, + "m": 0.3793349862098694 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.8524727821350098, + "val_loss": 1.4983667135238647, + "acc": 47.2, + "time": 251.56208250066265, + "param": [ + { + "p": 0.005737992003560066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.6991623044013977, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.47806593775749207 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9947666525840759 + }, + { + "p": 0.0, + "m": 0.8448836803436279 + }, + { + "p": 0.08062431961297989, + "m": 0.8275831937789917 + }, + { + "p": 0.0, + "m": 0.5520753264427185 + }, + { + "p": 0.2144753783941269, + "m": 0.9651207327842712 + }, + { + "p": 0.0, + "m": 0.3381704092025757 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.7295317649841309, + "val_loss": 1.4419721364974976, + "acc": 48.48, + "time": 254.08418916910887, + "param": [ + { + "p": 0.023885473608970642, + "m": 1.0 + }, + { + "p": 0.003182497574016452, + "m": 1.0 + }, + { + "p": 0.5926064252853394, + "m": 1.0 + }, + { + "p": 0.010942652821540833, + "m": 0.48774877190589905 + }, + { + "p": 0.0015824510483071208, + "m": 0.9997975826263428 + }, + { + "p": 0.0067506711930036545, + "m": 1.0 + }, + { + "p": 0.008613512851297855, + "m": 0.8196508884429932 + }, + { + "p": 0.077874094247818, + "m": 0.8522071838378906 + }, + { + "p": 0.023214081302285194, + "m": 0.5379632115364075 + }, + { + "p": 0.186446413397789, + "m": 0.9667346477508545 + }, + { + "p": 0.022430578246712685, + "m": 0.32474812865257263 + }, + { + "p": 0.01600688509643078, + "m": 1.0 + }, + { + "p": 0.015550654381513596, + "m": 1.0 + }, + { + "p": 0.010913652367889881, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.8113466501235962, + "val_loss": 1.4281009435653687, + "acc": 48.84, + "time": 252.03963404800743, + "param": [ + { + "p": 0.032827820628881454, + "m": 1.0 + }, + { + "p": 0.0006714757764711976, + "m": 1.0 + }, + { + "p": 0.5739048719406128, + "m": 1.0 + }, + { + "p": 0.011470867320895195, + "m": 0.48822805285453796 + }, + { + "p": 0.0, + "m": 0.9876368641853333 + }, + { + "p": 0.003526194952428341, + "m": 1.0 + }, + { + "p": 0.011094397865235806, + "m": 0.7908002138137817 + }, + { + "p": 0.07230652123689651, + "m": 0.8775603175163269 + }, + { + "p": 0.03379495441913605, + "m": 0.5218380689620972 + }, + { + "p": 0.17876498401165009, + "m": 0.9478458762168884 + }, + { + "p": 0.03307785093784332, + "m": 0.3025793135166168 + }, + { + "p": 0.022681696340441704, + "m": 1.0 + }, + { + "p": 0.0195352490991354, + "m": 1.0 + }, + { + "p": 0.006343183573335409, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.709047794342041, + "val_loss": 1.443884015083313, + "acc": 49.71, + "time": 252.66877425089478, + "param": [ + { + "p": 0.03356580063700676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.578595757484436, + "m": 1.0 + }, + { + "p": 0.0083796801045537, + "m": 0.4794040620326996 + }, + { + "p": 0.0, + "m": 0.962367057800293 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013042865321040154, + "m": 0.7971549034118652 + }, + { + "p": 0.06335971504449844, + "m": 0.8893634080886841 + }, + { + "p": 0.04518990218639374, + "m": 0.5236383080482483 + }, + { + "p": 0.17526857554912567, + "m": 0.9415448307991028 + }, + { + "p": 0.036055099219083786, + "m": 0.2863871157169342 + }, + { + "p": 0.026201970875263214, + "m": 1.0 + }, + { + "p": 0.020340681076049805, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.7326812744140625, + "val_loss": 1.4449567794799805, + "acc": 49.43, + "time": 253.45797978295013, + "param": [ + { + "p": 0.027482254430651665, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.6382295489311218, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.45980575680732727 + }, + { + "p": 0.0, + "m": 0.9645968079566956 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004999682307243347, + "m": 0.7776249051094055 + }, + { + "p": 0.048257239162921906, + "m": 0.9189077615737915 + }, + { + "p": 0.03740646317601204, + "m": 0.49897587299346924 + }, + { + "p": 0.17229215800762177, + "m": 0.9204856753349304 + }, + { + "p": 0.03300824388861656, + "m": 0.2826002240180969 + }, + { + "p": 0.018695056438446045, + "m": 1.0 + }, + { + "p": 0.01962931454181671, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.6147505044937134, + "val_loss": 1.2929168939590454, + "acc": 50.44, + "time": 255.83313021622598, + "param": [ + { + "p": 0.03665441274642944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.6091080904006958, + "m": 1.0 + }, + { + "p": 0.0005579059361480176, + "m": 0.43493354320526123 + }, + { + "p": 0.0, + "m": 0.9694215655326843 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010334843769669533, + "m": 0.7387330532073975 + }, + { + "p": 0.0435233972966671, + "m": 0.9494199156761169 + }, + { + "p": 0.044288743287324905, + "m": 0.47564902901649475 + }, + { + "p": 0.15407316386699677, + "m": 0.9015687704086304 + }, + { + "p": 0.040100373327732086, + "m": 0.2494351714849472 + }, + { + "p": 0.021366162225604057, + "m": 1.0 + }, + { + "p": 0.03999294340610504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.5442003011703491, + "val_loss": 1.2289880514144897, + "acc": 51.4, + "time": 250.97586394380778, + "param": [ + { + "p": 0.02727087028324604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.7040677070617676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4452553987503052 + }, + { + "p": 0.0, + "m": 0.9666702151298523 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7168418169021606 + }, + { + "p": 0.023072771728038788, + "m": 0.9731935858726501 + }, + { + "p": 0.034542493522167206, + "m": 0.4474755525588989 + }, + { + "p": 0.1506941169500351, + "m": 0.8938103914260864 + }, + { + "p": 0.013852523639798164, + "m": 0.19732365012168884 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046499527990818024, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.832031488418579, + "val_loss": 1.3793318271636963, + "acc": 52.99, + "time": 255.23721195571125, + "param": [ + { + "p": 0.029388898983597755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.7291425466537476, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4151146113872528 + }, + { + "p": 0.0, + "m": 0.9452057480812073 + }, + { + "p": 0.0, + "m": 0.9999405145645142 + }, + { + "p": 0.001535626593977213, + "m": 0.7021133899688721 + }, + { + "p": 0.01149892620742321, + "m": 0.9624369740486145 + }, + { + "p": 0.03682269901037216, + "m": 0.44969290494918823 + }, + { + "p": 0.13286876678466797, + "m": 0.8841561079025269 + }, + { + "p": 0.0048813833855092525, + "m": 0.14570185542106628 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.053861286491155624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.372253656387329, + "val_loss": 1.3142139911651611, + "acc": 52.48, + "time": 252.3202789737843, + "param": [ + { + "p": 0.040487729012966156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.6971426010131836, + "m": 1.0 + }, + { + "p": 0.0092929657548666, + "m": 0.41050997376441956 + }, + { + "p": 0.0, + "m": 0.9342949390411377 + }, + { + "p": 0.0, + "m": 0.9842151999473572 + }, + { + "p": 0.006750555243343115, + "m": 0.7002434134483337 + }, + { + "p": 0.01818276196718216, + "m": 0.9628200531005859 + }, + { + "p": 0.04043690115213394, + "m": 0.46058306097984314 + }, + { + "p": 0.11996018886566162, + "m": 0.8773384690284729 + }, + { + "p": 0.0025995555333793163, + "m": 0.13475054502487183 + }, + { + "p": 0.000746234436519444, + "m": 1.0 + }, + { + "p": 0.0644005686044693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.602067470550537, + "val_loss": 1.3485603332519531, + "acc": 52.41, + "time": 253.91555686527863, + "param": [ + { + "p": 0.051117200404405594, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.6357079148292542, + "m": 1.0 + }, + { + "p": 0.017406854778528214, + "m": 0.418308824300766 + }, + { + "p": 0.0004639969556592405, + "m": 0.9250632524490356 + }, + { + "p": 0.0006927630747668445, + "m": 0.9799247980117798 + }, + { + "p": 0.018021635711193085, + "m": 0.7062156200408936 + }, + { + "p": 0.029016733169555664, + "m": 0.9891248941421509 + }, + { + "p": 0.04584204778075218, + "m": 0.46192869544029236 + }, + { + "p": 0.11340675503015518, + "m": 0.863280177116394 + }, + { + "p": 0.008845201693475246, + "m": 0.1094018816947937 + }, + { + "p": 0.0069376761093735695, + "m": 1.0 + }, + { + "p": 0.07254116237163544, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.6765302419662476, + "val_loss": 1.3495606184005737, + "acc": 53.99, + "time": 253.87748739682138, + "param": [ + { + "p": 0.05432961881160736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.5623527765274048, + "m": 1.0 + }, + { + "p": 0.024281034246087074, + "m": 0.41466209292411804 + }, + { + "p": 0.0, + "m": 0.9098038077354431 + }, + { + "p": 0.004242829512804747, + "m": 0.9498857855796814 + }, + { + "p": 0.03928132355213165, + "m": 0.7091474533081055 + }, + { + "p": 0.03939330577850342, + "m": 1.0 + }, + { + "p": 0.0554821603000164, + "m": 0.46370941400527954 + }, + { + "p": 0.11052953451871872, + "m": 0.8282012939453125 + }, + { + "p": 0.016858065500855446, + "m": 0.08071134239435196 + }, + { + "p": 0.017281563952565193, + "m": 1.0 + }, + { + "p": 0.07596779614686966, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.5918105840682983, + "val_loss": 1.2827179431915283, + "acc": 54.29, + "time": 253.3737775334157, + "param": [ + { + "p": 0.05674443766474724, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.49076083302497864, + "m": 1.0 + }, + { + "p": 0.03762653097510338, + "m": 0.408203125 + }, + { + "p": 0.0, + "m": 0.8955289721488953 + }, + { + "p": 0.013902181759476662, + "m": 0.9091187119483948 + }, + { + "p": 0.0589156448841095, + "m": 0.7050771713256836 + }, + { + "p": 0.05427004024386406, + "m": 0.9928107857704163 + }, + { + "p": 0.0612579844892025, + "m": 0.4909663498401642 + }, + { + "p": 0.10674512386322021, + "m": 0.8195239305496216 + }, + { + "p": 0.02938566729426384, + "m": 0.10714146494865417 + }, + { + "p": 0.022771330550312996, + "m": 0.9939794540405273 + }, + { + "p": 0.06762024015188217, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.6516839265823364, + "val_loss": 1.3866784572601318, + "acc": 52.07, + "time": 256.3628326379694, + "param": [ + { + "p": 0.06638851761817932, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.4172426462173462, + "m": 1.0 + }, + { + "p": 0.04766419902443886, + "m": 0.3645564913749695 + }, + { + "p": 0.0006715525523759425, + "m": 0.9253264665603638 + }, + { + "p": 0.02802589349448681, + "m": 0.9070335626602173 + }, + { + "p": 0.07731201499700546, + "m": 0.6889564394950867 + }, + { + "p": 0.06074696406722069, + "m": 0.9685832858085632 + }, + { + "p": 0.06252045929431915, + "m": 0.5004992485046387 + }, + { + "p": 0.10589858889579773, + "m": 0.8127821683883667 + }, + { + "p": 0.04241499304771423, + "m": 0.09058284759521484 + }, + { + "p": 0.02680377848446369, + "m": 1.0 + }, + { + "p": 0.06393260508775711, + "m": 1.0 + }, + { + "p": 0.0003777715319301933, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.6750218868255615, + "val_loss": 1.323838472366333, + "acc": 54.5, + "time": 253.9550469238311, + "param": [ + { + "p": 0.07041867077350616, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3385041058063507, + "m": 1.0 + }, + { + "p": 0.05570850893855095, + "m": 0.35800743103027344 + }, + { + "p": 0.005951886996626854, + "m": 0.9637656807899475 + }, + { + "p": 0.0453953742980957, + "m": 0.9082181453704834 + }, + { + "p": 0.08572712540626526, + "m": 0.6759063601493835 + }, + { + "p": 0.06511593610048294, + "m": 0.9641822576522827 + }, + { + "p": 0.0733371451497078, + "m": 0.49469637870788574 + }, + { + "p": 0.10015968233346939, + "m": 0.7854223251342773 + }, + { + "p": 0.06990622729063034, + "m": 0.0 + }, + { + "p": 0.029564350843429565, + "m": 1.0 + }, + { + "p": 0.060210902243852615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.7320501804351807, + "val_loss": 1.2460933923721313, + "acc": 55.45, + "time": 253.9981939289719, + "param": [ + { + "p": 0.07320351898670197, + "m": 1.0 + }, + { + "p": 0.0009179615299217403, + "m": 1.0 + }, + { + "p": 0.2882460653781891, + "m": 1.0 + }, + { + "p": 0.0626269280910492, + "m": 0.35193127393722534 + }, + { + "p": 0.0, + "m": 0.9846768379211426 + }, + { + "p": 0.04979250207543373, + "m": 0.9055988192558289 + }, + { + "p": 0.0808524489402771, + "m": 0.6599618792533875 + }, + { + "p": 0.06573505699634552, + "m": 0.9518278241157532 + }, + { + "p": 0.08996070176362991, + "m": 0.49183881282806396 + }, + { + "p": 0.09403195977210999, + "m": 0.7874940633773804 + }, + { + "p": 0.08443005383014679, + "m": 0.0 + }, + { + "p": 0.04011949896812439, + "m": 0.9923887848854065 + }, + { + "p": 0.06650054454803467, + "m": 1.0 + }, + { + "p": 0.0035827874671667814, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.64854097366333, + "val_loss": 1.2766532897949219, + "acc": 55.03, + "time": 251.84928074898198, + "param": [ + { + "p": 0.07237202674150467, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.27176350355148315, + "m": 1.0 + }, + { + "p": 0.06373581290245056, + "m": 0.36258548498153687 + }, + { + "p": 0.0012906391639262438, + "m": 0.967932939529419 + }, + { + "p": 0.05459228903055191, + "m": 0.9137425422668457 + }, + { + "p": 0.07639922946691513, + "m": 0.6471408009529114 + }, + { + "p": 0.0687522366642952, + "m": 0.9534876346588135 + }, + { + "p": 0.1018754243850708, + "m": 0.4986937344074249 + }, + { + "p": 0.08715344220399857, + "m": 0.813514769077301 + }, + { + "p": 0.07984106987714767, + "m": 0.0021472268272191286 + }, + { + "p": 0.04570634663105011, + "m": 0.991759717464447 + }, + { + "p": 0.07390105724334717, + "m": 1.0 + }, + { + "p": 0.0026169256307184696, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.8054287433624268, + "val_loss": 1.2249614000320435, + "acc": 55.44, + "time": 252.1593848289922, + "param": [ + { + "p": 0.06344100087881088, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.26376739144325256, + "m": 1.0 + }, + { + "p": 0.05447634682059288, + "m": 0.38647523522377014 + }, + { + "p": 0.0, + "m": 0.9596930146217346 + }, + { + "p": 0.052553728222846985, + "m": 0.9240143299102783 + }, + { + "p": 0.06815945357084274, + "m": 0.6498499512672424 + }, + { + "p": 0.07591154426336288, + "m": 0.9544761776924133 + }, + { + "p": 0.1111225113272667, + "m": 0.49469879269599915 + }, + { + "p": 0.09320700168609619, + "m": 0.8235981464385986 + }, + { + "p": 0.08312544226646423, + "m": 0.026251036673784256 + }, + { + "p": 0.0500844307243824, + "m": 1.0 + }, + { + "p": 0.08415106683969498, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.5657501220703125, + "val_loss": 1.1925184726715088, + "acc": 56.69, + "time": 251.8807473052293, + "param": [ + { + "p": 0.05956631526350975, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2519466280937195, + "m": 1.0 + }, + { + "p": 0.05292554944753647, + "m": 0.416352778673172 + }, + { + "p": 0.0, + "m": 0.965117871761322 + }, + { + "p": 0.04344555735588074, + "m": 0.9370948672294617 + }, + { + "p": 0.0673031359910965, + "m": 0.633115828037262 + }, + { + "p": 0.07738402485847473, + "m": 0.932697594165802 + }, + { + "p": 0.11342159658670425, + "m": 0.47558164596557617 + }, + { + "p": 0.10107112675905228, + "m": 0.8209315538406372 + }, + { + "p": 0.08884445577859879, + "m": 0.01826230064034462 + }, + { + "p": 0.05588049441576004, + "m": 1.0 + }, + { + "p": 0.08821110427379608, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.6925066709518433, + "val_loss": 1.2546672821044922, + "acc": 56.0, + "time": 251.70091682532802, + "param": [ + { + "p": 0.060792259871959686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25330016016960144, + "m": 1.0 + }, + { + "p": 0.05127830430865288, + "m": 0.4612255096435547 + }, + { + "p": 0.0, + "m": 0.989591658115387 + }, + { + "p": 0.03236246109008789, + "m": 0.9490166902542114 + }, + { + "p": 0.061740707606077194, + "m": 0.6161064505577087 + }, + { + "p": 0.06957931071519852, + "m": 0.9312357306480408 + }, + { + "p": 0.12359954416751862, + "m": 0.46255406737327576 + }, + { + "p": 0.10207485407590866, + "m": 0.8167370557785034 + }, + { + "p": 0.09159905463457108, + "m": 0.009056854993104935 + }, + { + "p": 0.06066549941897392, + "m": 1.0 + }, + { + "p": 0.09300785511732101, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.7419219017028809, + "val_loss": 1.2164463996887207, + "acc": 56.07, + "time": 251.71282148594037, + "param": [ + { + "p": 0.051704488694667816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2613126039505005, + "m": 1.0 + }, + { + "p": 0.05073508620262146, + "m": 0.45765969157218933 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020901193842291832, + "m": 0.9407635927200317 + }, + { + "p": 0.056328821927309036, + "m": 0.5635467171669006 + }, + { + "p": 0.057559676468372345, + "m": 0.9321006536483765 + }, + { + "p": 0.13737471401691437, + "m": 0.45965418219566345 + }, + { + "p": 0.10103938728570938, + "m": 0.8237498998641968 + }, + { + "p": 0.10164932161569595, + "m": 0.0 + }, + { + "p": 0.06085238233208656, + "m": 1.0 + }, + { + "p": 0.10054228454828262, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.8013488054275513, + "val_loss": 1.2238010168075562, + "acc": 56.11, + "time": 252.83067483827472, + "param": [ + { + "p": 0.05006026849150658, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.26888221502304077, + "m": 1.0 + }, + { + "p": 0.04113595187664032, + "m": 0.42728427052497864 + }, + { + "p": 0.0, + "m": 0.973377525806427 + }, + { + "p": 0.010212277062237263, + "m": 0.925993025302887 + }, + { + "p": 0.051910243928432465, + "m": 0.5373165011405945 + }, + { + "p": 0.04265734925866127, + "m": 0.9142074584960938 + }, + { + "p": 0.14671288430690765, + "m": 0.44997313618659973 + }, + { + "p": 0.09368134289979935, + "m": 0.8347606062889099 + }, + { + "p": 0.12174797803163528, + "m": 0.0 + }, + { + "p": 0.0605732798576355, + "m": 1.0 + }, + { + "p": 0.11242619156837463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.5925371646881104, + "val_loss": 1.3574069738388062, + "acc": 56.15, + "time": 252.961018987, + "param": [ + { + "p": 0.04417654499411583, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.27662530541419983, + "m": 1.0 + }, + { + "p": 0.02088782750070095, + "m": 0.3875536024570465 + }, + { + "p": 0.0, + "m": 0.9326370358467102 + }, + { + "p": 0.010514295659959316, + "m": 0.9167168140411377 + }, + { + "p": 0.04992273077368736, + "m": 0.5175114870071411 + }, + { + "p": 0.024506621062755585, + "m": 0.8797152042388916 + }, + { + "p": 0.1590985208749771, + "m": 0.44839274883270264 + }, + { + "p": 0.08315034955739975, + "m": 0.8462022542953491 + }, + { + "p": 0.14690688252449036, + "m": 0.0 + }, + { + "p": 0.05858859047293663, + "m": 1.0 + }, + { + "p": 0.12562231719493866, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.729688048362732, + "val_loss": 1.2399502992630005, + "acc": 56.86, + "time": 252.32187161128968, + "param": [ + { + "p": 0.04285697638988495, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2758859395980835, + "m": 1.0 + }, + { + "p": 0.01248880848288536, + "m": 0.37939250469207764 + }, + { + "p": 0.00037912194966338575, + "m": 0.8957716822624207 + }, + { + "p": 0.011984673328697681, + "m": 0.9396795630455017 + }, + { + "p": 0.04714767262339592, + "m": 0.4738621413707733 + }, + { + "p": 0.009959994815289974, + "m": 0.8625430464744568 + }, + { + "p": 0.16367051005363464, + "m": 0.4608028531074524 + }, + { + "p": 0.08182893693447113, + "m": 0.8592774868011475 + }, + { + "p": 0.16159631311893463, + "m": 0.0 + }, + { + "p": 0.06542608886957169, + "m": 1.0 + }, + { + "p": 0.12677502632141113, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.7092958688735962, + "val_loss": 1.0831966400146484, + "acc": 58.16, + "time": 252.7399225528352, + "param": [ + { + "p": 0.03787869215011597, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.26824748516082764, + "m": 1.0 + }, + { + "p": 0.006672739516943693, + "m": 0.38857218623161316 + }, + { + "p": 0.0, + "m": 0.8861797451972961 + }, + { + "p": 0.01419917680323124, + "m": 0.9599809646606445 + }, + { + "p": 0.04892554134130478, + "m": 0.46731576323509216 + }, + { + "p": 0.0, + "m": 0.8620715737342834 + }, + { + "p": 0.15945321321487427, + "m": 0.4583727717399597 + }, + { + "p": 0.08607618510723114, + "m": 0.862592339515686 + }, + { + "p": 0.1778399795293808, + "m": 0.0026999865658581257 + }, + { + "p": 0.07189832627773285, + "m": 1.0 + }, + { + "p": 0.1288086622953415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.5532478094100952, + "val_loss": 1.2197086811065674, + "acc": 58.64, + "time": 252.65617959899828, + "param": [ + { + "p": 0.036510031670331955, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25928106904029846, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3803268074989319 + }, + { + "p": 0.0, + "m": 0.8870218396186829 + }, + { + "p": 0.0092079546302557, + "m": 0.9556891322135925 + }, + { + "p": 0.036651611328125, + "m": 0.4495297074317932 + }, + { + "p": 0.0, + "m": 0.8545044660568237 + }, + { + "p": 0.16380617022514343, + "m": 0.4715234935283661 + }, + { + "p": 0.0851002037525177, + "m": 0.8692073822021484 + }, + { + "p": 0.19497492909431458, + "m": 0.02795710787177086 + }, + { + "p": 0.07348418235778809, + "m": 1.0 + }, + { + "p": 0.14098381996154785, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.4913915395736694, + "val_loss": 1.2769957780838013, + "acc": 57.25, + "time": 252.98873237986118, + "param": [ + { + "p": 0.04305639863014221, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2463611513376236, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3545472323894501 + }, + { + "p": 0.0, + "m": 0.8731512427330017 + }, + { + "p": 0.008513257838785648, + "m": 0.9430080652236938 + }, + { + "p": 0.029071081429719925, + "m": 0.43181267380714417 + }, + { + "p": 0.0, + "m": 0.8253853917121887 + }, + { + "p": 0.16655072569847107, + "m": 0.4902516305446625 + }, + { + "p": 0.07732384651899338, + "m": 0.8829982280731201 + }, + { + "p": 0.20884062349796295, + "m": 0.06873700767755508 + }, + { + "p": 0.07058519870042801, + "m": 1.0 + }, + { + "p": 0.14969775080680847, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.6459524631500244, + "val_loss": 1.1332780122756958, + "acc": 58.53, + "time": 250.64798017777503, + "param": [ + { + "p": 0.03843667358160019, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23714058101177216, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3418969213962555 + }, + { + "p": 0.0, + "m": 0.8703582882881165 + }, + { + "p": 0.0058624655939638615, + "m": 0.9533355832099915 + }, + { + "p": 0.021390633657574654, + "m": 0.3904546797275543 + }, + { + "p": 0.0, + "m": 0.8202504515647888 + }, + { + "p": 0.16933275759220123, + "m": 0.49677252769470215 + }, + { + "p": 0.0682433545589447, + "m": 0.9054210186004639 + }, + { + "p": 0.22824448347091675, + "m": 0.09139024466276169 + }, + { + "p": 0.07579337060451508, + "m": 1.0 + }, + { + "p": 0.1555556207895279, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.4327529668807983, + "val_loss": 1.141177773475647, + "acc": 58.56, + "time": 250.59740699501708, + "param": [ + { + "p": 0.04195326566696167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21439287066459656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3302914798259735 + }, + { + "p": 0.0, + "m": 0.8802230954170227 + }, + { + "p": 0.020073749125003815, + "m": 0.9574688673019409 + }, + { + "p": 0.02894899994134903, + "m": 0.3498651385307312 + }, + { + "p": 0.0, + "m": 0.8246893882751465 + }, + { + "p": 0.16815513372421265, + "m": 0.5044943690299988 + }, + { + "p": 0.05625222623348236, + "m": 0.913651704788208 + }, + { + "p": 0.23023617267608643, + "m": 0.0829765647649765 + }, + { + "p": 0.08786150068044662, + "m": 1.0 + }, + { + "p": 0.15212605893611908, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.2980085611343384, + "val_loss": 1.1836209297180176, + "acc": 59.62, + "time": 253.89983536535874, + "param": [ + { + "p": 0.03560784086585045, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21417926251888275, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3340950012207031 + }, + { + "p": 0.0, + "m": 0.8673694729804993 + }, + { + "p": 0.008019234985113144, + "m": 0.9290469884872437 + }, + { + "p": 0.016464639455080032, + "m": 0.3416599631309509 + }, + { + "p": 0.0, + "m": 0.8008522391319275 + }, + { + "p": 0.18407180905342102, + "m": 0.5010673403739929 + }, + { + "p": 0.03516194969415665, + "m": 0.915736198425293 + }, + { + "p": 0.2648438811302185, + "m": 0.0796656385064125 + }, + { + "p": 0.08954762667417526, + "m": 1.0 + }, + { + "p": 0.15210376679897308, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.4141902923583984, + "val_loss": 1.0981838703155518, + "acc": 58.6, + "time": 252.14312314614654, + "param": [ + { + "p": 0.020210927352309227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20622935891151428, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3500692844390869 + }, + { + "p": 0.0, + "m": 0.8934877514839172 + }, + { + "p": 0.0, + "m": 0.8954090476036072 + }, + { + "p": 0.002612845040857792, + "m": 0.32225045561790466 + }, + { + "p": 0.0, + "m": 0.7936565279960632 + }, + { + "p": 0.20226271450519562, + "m": 0.49707499146461487 + }, + { + "p": 0.031825803220272064, + "m": 0.9234469532966614 + }, + { + "p": 0.3016495108604431, + "m": 0.07250620424747467 + }, + { + "p": 0.08726609498262405, + "m": 1.0 + }, + { + "p": 0.14794272184371948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.2694737911224365, + "val_loss": 1.1444875001907349, + "acc": 59.51, + "time": 250.9271124601364, + "param": [ + { + "p": 0.009289450012147427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19789613783359528, + "m": 1.0 + }, + { + "p": 0.0014880193630233407, + "m": 0.35753944516181946 + }, + { + "p": 0.0, + "m": 0.9140826463699341 + }, + { + "p": 0.0020263204351067543, + "m": 0.8810684680938721 + }, + { + "p": 0.0020792707800865173, + "m": 0.32242143154144287 + }, + { + "p": 0.0, + "m": 0.7845962047576904 + }, + { + "p": 0.20621994137763977, + "m": 0.5137147903442383 + }, + { + "p": 0.037231672555208206, + "m": 0.9340075850486755 + }, + { + "p": 0.3157256543636322, + "m": 0.06757070869207382 + }, + { + "p": 0.08705281466245651, + "m": 1.0 + }, + { + "p": 0.14099065959453583, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.591255784034729, + "val_loss": 1.0420836210250854, + "acc": 59.49, + "time": 250.28963281726465, + "param": [ + { + "p": 0.00019639193487819284, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18746592104434967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.34665000438690186 + }, + { + "p": 0.0, + "m": 0.9403699636459351 + }, + { + "p": 0.0, + "m": 0.8772928714752197 + }, + { + "p": 0.0, + "m": 0.3196832835674286 + }, + { + "p": 0.0, + "m": 0.7813637852668762 + }, + { + "p": 0.2160169631242752, + "m": 0.5106589794158936 + }, + { + "p": 0.029862957075238228, + "m": 0.9392712116241455 + }, + { + "p": 0.34501299262046814, + "m": 0.0604272335767746 + }, + { + "p": 0.08708856254816055, + "m": 1.0 + }, + { + "p": 0.13435618579387665, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.6017194986343384, + "val_loss": 1.1666338443756104, + "acc": 57.95, + "time": 252.48637574119493, + "param": [ + { + "p": 0.012394687160849571, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1724109649658203, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.346329003572464 + }, + { + "p": 0.0003498758014757186, + "m": 0.9575912356376648 + }, + { + "p": 0.0007895148009993136, + "m": 0.8856158256530762 + }, + { + "p": 0.006447677966207266, + "m": 0.29845497012138367 + }, + { + "p": 0.0007425082148984075, + "m": 0.7829192280769348 + }, + { + "p": 0.20694094896316528, + "m": 0.5457972288131714 + }, + { + "p": 0.03145706653594971, + "m": 0.9399099349975586 + }, + { + "p": 0.3465593755245209, + "m": 0.08035378158092499 + }, + { + "p": 0.08854193240404129, + "m": 1.0 + }, + { + "p": 0.13236528635025024, + "m": 1.0 + }, + { + "p": 0.0010000776965171099, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.599652886390686, + "val_loss": 1.2328250408172607, + "acc": 59.47, + "time": 251.93935779621825, + "param": [ + { + "p": 0.03370562568306923, + "m": 1.0 + }, + { + "p": 0.0006605120142921805, + "m": 1.0 + }, + { + "p": 0.15184684097766876, + "m": 1.0 + }, + { + "p": 0.006154138129204512, + "m": 0.35085195302963257 + }, + { + "p": 0.004711995366960764, + "m": 0.9613407254219055 + }, + { + "p": 0.016717515885829926, + "m": 0.8812142014503479 + }, + { + "p": 0.025481563061475754, + "m": 0.2731569707393646 + }, + { + "p": 0.013095119968056679, + "m": 0.781048059463501 + }, + { + "p": 0.1760629564523697, + "m": 0.5859990119934082 + }, + { + "p": 0.049636729061603546, + "m": 0.9479843974113464 + }, + { + "p": 0.30562540888786316, + "m": 0.09834588319063187 + }, + { + "p": 0.09337996691465378, + "m": 1.0 + }, + { + "p": 0.12292160838842392, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.4566982984542847, + "val_loss": 1.0725668668746948, + "acc": 60.06, + "time": 253.36027865717188, + "param": [ + { + "p": 0.044023964554071426, + "m": 1.0 + }, + { + "p": 0.0007087005069479346, + "m": 1.0 + }, + { + "p": 0.13767170906066895, + "m": 1.0 + }, + { + "p": 0.015935715287923813, + "m": 0.3435233235359192 + }, + { + "p": 0.007132142782211304, + "m": 0.9483974575996399 + }, + { + "p": 0.015918999910354614, + "m": 0.8793399333953857 + }, + { + "p": 0.05102018639445305, + "m": 0.23327139019966125 + }, + { + "p": 0.015509556978940964, + "m": 0.7797068953514099 + }, + { + "p": 0.15301169455051422, + "m": 0.6021708250045776 + }, + { + "p": 0.06309330463409424, + "m": 0.9516838192939758 + }, + { + "p": 0.27826908230781555, + "m": 0.1006607785820961 + }, + { + "p": 0.09840670228004456, + "m": 1.0 + }, + { + "p": 0.11929812282323837, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.5248806476593018, + "val_loss": 1.2344812154769897, + "acc": 59.72, + "time": 252.05933201964945, + "param": [ + { + "p": 0.05127149820327759, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12850841879844666, + "m": 1.0 + }, + { + "p": 0.020989568904042244, + "m": 0.326145738363266 + }, + { + "p": 0.0011483806883916259, + "m": 0.9582834839820862 + }, + { + "p": 0.006688816472887993, + "m": 0.8736798167228699 + }, + { + "p": 0.058407194912433624, + "m": 0.24183829128742218 + }, + { + "p": 0.007494449615478516, + "m": 0.7700563073158264 + }, + { + "p": 0.15658248960971832, + "m": 0.5974687933921814 + }, + { + "p": 0.062252867966890335, + "m": 0.9441351294517517 + }, + { + "p": 0.28569337725639343, + "m": 0.10247807204723358 + }, + { + "p": 0.09851888567209244, + "m": 1.0 + }, + { + "p": 0.1224440336227417, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.752956509590149, + "val_loss": 1.132668137550354, + "acc": 59.47, + "time": 252.16257898509502, + "param": [ + { + "p": 0.05735952779650688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11790559440851212, + "m": 1.0 + }, + { + "p": 0.010891891084611416, + "m": 0.307422399520874 + }, + { + "p": 0.0, + "m": 0.9620784521102905 + }, + { + "p": 0.0, + "m": 0.8965506553649902 + }, + { + "p": 0.05461280047893524, + "m": 0.23410770297050476 + }, + { + "p": 0.0, + "m": 0.7585747241973877 + }, + { + "p": 0.16318359971046448, + "m": 0.5860952734947205 + }, + { + "p": 0.049653127789497375, + "m": 0.9346423745155334 + }, + { + "p": 0.324454665184021, + "m": 0.10887154936790466 + }, + { + "p": 0.09573372453451157, + "m": 1.0 + }, + { + "p": 0.12620508670806885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.6005812883377075, + "val_loss": 1.1256567239761353, + "acc": 60.03, + "time": 249.57971689291298, + "param": [ + { + "p": 0.06284545361995697, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09937459230422974, + "m": 1.0 + }, + { + "p": 0.010870806872844696, + "m": 0.3299941420555115 + }, + { + "p": 0.0, + "m": 0.9716843366622925 + }, + { + "p": 0.0, + "m": 0.9156633019447327 + }, + { + "p": 0.05180392414331436, + "m": 0.2270713746547699 + }, + { + "p": 0.0, + "m": 0.7542298436164856 + }, + { + "p": 0.16362719237804413, + "m": 0.560696542263031 + }, + { + "p": 0.029064832255244255, + "m": 0.9230853915214539 + }, + { + "p": 0.36257433891296387, + "m": 0.11180409789085388 + }, + { + "p": 0.09019751101732254, + "m": 1.0 + }, + { + "p": 0.12964141368865967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.6170787811279297, + "val_loss": 1.1926188468933105, + "acc": 60.06, + "time": 251.27767955092713, + "param": [ + { + "p": 0.06276117265224457, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08689319342374802, + "m": 1.0 + }, + { + "p": 0.014786900021135807, + "m": 0.3415481746196747 + }, + { + "p": 0.0, + "m": 0.9862870573997498 + }, + { + "p": 0.0, + "m": 0.9324097633361816 + }, + { + "p": 0.06790360063314438, + "m": 0.20979277789592743 + }, + { + "p": 0.01165053155273199, + "m": 0.7498123049736023 + }, + { + "p": 0.15835678577423096, + "m": 0.5588378310203552 + }, + { + "p": 0.017520178109407425, + "m": 0.9144194722175598 + }, + { + "p": 0.3543398976325989, + "m": 0.0999070331454277 + }, + { + "p": 0.09667998552322388, + "m": 1.0 + }, + { + "p": 0.1291077584028244, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.5038001537322998, + "val_loss": 1.10581374168396, + "acc": 60.93, + "time": 254.04114526184276, + "param": [ + { + "p": 0.05592569708824158, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09101679921150208, + "m": 1.0 + }, + { + "p": 0.015126521699130535, + "m": 0.313438355922699 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9433669447898865 + }, + { + "p": 0.0701337456703186, + "m": 0.203413724899292 + }, + { + "p": 0.022739440202713013, + "m": 0.7488572597503662 + }, + { + "p": 0.15685950219631195, + "m": 0.5539830923080444 + }, + { + "p": 0.0, + "m": 0.9086061120033264 + }, + { + "p": 0.3629438877105713, + "m": 0.07502233237028122 + }, + { + "p": 0.09251169115304947, + "m": 1.0 + }, + { + "p": 0.1327427476644516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.5159695148468018, + "val_loss": 1.079311490058899, + "acc": 60.38, + "time": 251.44183815596625, + "param": [ + { + "p": 0.05521142855286598, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10197040438652039, + "m": 1.0 + }, + { + "p": 0.00449660187587142, + "m": 0.2932409644126892 + }, + { + "p": 0.0, + "m": 0.9996120929718018 + }, + { + "p": 0.0, + "m": 0.9460713863372803 + }, + { + "p": 0.07146695256233215, + "m": 0.23384280502796173 + }, + { + "p": 0.018823916092514992, + "m": 0.7495924234390259 + }, + { + "p": 0.16038846969604492, + "m": 0.5538071990013123 + }, + { + "p": 0.0, + "m": 0.9006677269935608 + }, + { + "p": 0.38092583417892456, + "m": 0.05963043123483658 + }, + { + "p": 0.08193687349557877, + "m": 1.0 + }, + { + "p": 0.12477953732013702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 2.0861611366271973, + "val_loss": 1.0124588012695312, + "acc": 60.76, + "time": 253.96103309514, + "param": [ + { + "p": 0.04028576985001564, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09937844425439835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.2703454792499542 + }, + { + "p": 0.0, + "m": 0.9989572763442993 + }, + { + "p": 0.0, + "m": 0.9425352811813354 + }, + { + "p": 0.042371246963739395, + "m": 0.2373179942369461 + }, + { + "p": 0.0, + "m": 0.720970869064331 + }, + { + "p": 0.18790404498577118, + "m": 0.544906735420227 + }, + { + "p": 0.0, + "m": 0.8909028768539429 + }, + { + "p": 0.4477600157260895, + "m": 0.04387510567903519 + }, + { + "p": 0.0712231993675232, + "m": 1.0 + }, + { + "p": 0.11107728630304337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 2.0532665252685547, + "val_loss": 1.1830346584320068, + "acc": 61.15, + "time": 253.40621789870784, + "param": [ + { + "p": 0.03204604238271713, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0872812494635582, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.259520560503006 + }, + { + "p": 0.0, + "m": 0.9952124357223511 + }, + { + "p": 0.01358840987086296, + "m": 0.9430344104766846 + }, + { + "p": 0.027700334787368774, + "m": 0.20564725995063782 + }, + { + "p": 0.0, + "m": 0.7125093340873718 + }, + { + "p": 0.19060976803302765, + "m": 0.5467700958251953 + }, + { + "p": 0.005639733746647835, + "m": 0.8838390111923218 + }, + { + "p": 0.4708784818649292, + "m": 0.0 + }, + { + "p": 0.07204345613718033, + "m": 1.0 + }, + { + "p": 0.10021249204874039, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.4202382564544678, + "val_loss": 1.0787608623504639, + "acc": 60.14, + "time": 248.8113924297504, + "param": [ + { + "p": 0.03229198232293129, + "m": 1.0 + }, + { + "p": 0.001174175995402038, + "m": 1.0 + }, + { + "p": 0.09382739663124084, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.2411578893661499 + }, + { + "p": 0.005830943118780851, + "m": 0.9844526648521423 + }, + { + "p": 0.03151656314730644, + "m": 0.9414411187171936 + }, + { + "p": 0.032171037048101425, + "m": 0.16503383219242096 + }, + { + "p": 0.0, + "m": 0.7052422165870667 + }, + { + "p": 0.17137445509433746, + "m": 0.5580974221229553 + }, + { + "p": 0.011233816854655743, + "m": 0.8912540078163147 + }, + { + "p": 0.44795477390289307, + "m": 0.0 + }, + { + "p": 0.07071106135845184, + "m": 1.0 + }, + { + "p": 0.09902334213256836, + "m": 1.0 + }, + { + "p": 0.002890481613576412, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.8006322383880615, + "val_loss": 1.0798912048339844, + "acc": 60.95, + "time": 253.80985885066912, + "param": [ + { + "p": 0.04861607402563095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08883277326822281, + "m": 1.0 + }, + { + "p": 0.0005660882452502847, + "m": 0.19295072555541992 + }, + { + "p": 0.013508349657058716, + "m": 0.9789475798606873 + }, + { + "p": 0.05451842397451401, + "m": 0.9480891227722168 + }, + { + "p": 0.04421159252524376, + "m": 0.1529352217912674 + }, + { + "p": 0.0065125226974487305, + "m": 0.6998709440231323 + }, + { + "p": 0.14525893330574036, + "m": 0.5912309288978577 + }, + { + "p": 0.016996916383504868, + "m": 0.8949428796768188 + }, + { + "p": 0.41580602526664734, + "m": 0.0 + }, + { + "p": 0.05805546045303345, + "m": 1.0 + }, + { + "p": 0.09947719424962997, + "m": 1.0 + }, + { + "p": 0.007639517076313496, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.7301795482635498, + "val_loss": 1.1063276529312134, + "acc": 61.08, + "time": 250.58888961421326, + "param": [ + { + "p": 0.05837482213973999, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07503188401460648, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.17294324934482574 + }, + { + "p": 0.015150115825235844, + "m": 0.9636163115501404 + }, + { + "p": 0.0744466483592987, + "m": 0.9404667019844055 + }, + { + "p": 0.0486295223236084, + "m": 0.16720610857009888 + }, + { + "p": 0.00311666214838624, + "m": 0.6911494731903076 + }, + { + "p": 0.12352464348077774, + "m": 0.6264658570289612 + }, + { + "p": 0.025657309219241142, + "m": 0.9089484214782715 + }, + { + "p": 0.38881462812423706, + "m": 0.010717174969613552 + }, + { + "p": 0.06606003642082214, + "m": 1.0 + }, + { + "p": 0.1069343313574791, + "m": 1.0 + }, + { + "p": 0.014259347692131996, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.664386510848999, + "val_loss": 1.2404221296310425, + "acc": 61.75, + "time": 254.03682160610333, + "param": [ + { + "p": 0.05510201305150986, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07493717968463898, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.15981918573379517 + }, + { + "p": 0.007550157606601715, + "m": 0.9384220838546753 + }, + { + "p": 0.0838271826505661, + "m": 0.9185884594917297 + }, + { + "p": 0.04756172373890877, + "m": 0.1382073312997818 + }, + { + "p": 0.0, + "m": 0.6708745360374451 + }, + { + "p": 0.11348381638526917, + "m": 0.6403544545173645 + }, + { + "p": 0.02466420829296112, + "m": 0.9127736687660217 + }, + { + "p": 0.403952419757843, + "m": 0.0 + }, + { + "p": 0.0829530656337738, + "m": 1.0 + }, + { + "p": 0.10596821457147598, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.936798334121704, + "val_loss": 1.0168614387512207, + "acc": 61.81, + "time": 253.09622518066317, + "param": [ + { + "p": 0.05613640323281288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06783363968133926, + "m": 1.0 + }, + { + "p": 6.865199247840792e-05, + "m": 0.12643082439899445 + }, + { + "p": 0.006866132374852896, + "m": 0.9287091493606567 + }, + { + "p": 0.08675925433635712, + "m": 0.9259178042411804 + }, + { + "p": 0.04931297153234482, + "m": 0.12262194603681564 + }, + { + "p": 0.0, + "m": 0.6369072198867798 + }, + { + "p": 0.11026431620121002, + "m": 0.6535637378692627 + }, + { + "p": 0.013825478963553905, + "m": 0.9224400520324707 + }, + { + "p": 0.41400736570358276, + "m": 0.0 + }, + { + "p": 0.09403955936431885, + "m": 1.0 + }, + { + "p": 0.10088622570037842, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.725541353225708, + "val_loss": 1.0646225214004517, + "acc": 62.31, + "time": 256.8411070499569, + "param": [ + { + "p": 0.058848023414611816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05582907050848007, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.05866658687591553 + }, + { + "p": 0.0, + "m": 0.9074544310569763 + }, + { + "p": 0.09076893329620361, + "m": 0.9419280886650085 + }, + { + "p": 0.041840095072984695, + "m": 0.10494544357061386 + }, + { + "p": 0.0015531966928392649, + "m": 0.5923150777816772 + }, + { + "p": 0.11362680047750473, + "m": 0.6738568544387817 + }, + { + "p": 0.020052233710885048, + "m": 0.9344897270202637 + }, + { + "p": 0.4257717430591583, + "m": 0.0 + }, + { + "p": 0.09713882207870483, + "m": 1.0 + }, + { + "p": 0.09457109868526459, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.7633227109909058, + "val_loss": 1.045596957206726, + "acc": 61.3, + "time": 251.21905675996095, + "param": [ + { + "p": 0.06021586060523987, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05493820458650589, + "m": 1.0 + }, + { + "p": 0.006438491400331259, + "m": 0.0 + }, + { + "p": 0.0003269314765930176, + "m": 0.8840306997299194 + }, + { + "p": 0.09212981164455414, + "m": 0.957955539226532 + }, + { + "p": 0.025962216779589653, + "m": 0.07773856818675995 + }, + { + "p": 0.023834263905882835, + "m": 0.5610784888267517 + }, + { + "p": 0.11360414326190948, + "m": 0.6910483837127686 + }, + { + "p": 0.032873157411813736, + "m": 0.941522479057312 + }, + { + "p": 0.42114460468292236, + "m": 0.024543169885873795 + }, + { + "p": 0.08343221992254257, + "m": 1.0 + }, + { + "p": 0.08510005474090576, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.5574302673339844, + "val_loss": 0.867117702960968, + "acc": 62.33, + "time": 250.5583960590884, + "param": [ + { + "p": 0.05841238796710968, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04849501699209213, + "m": 1.0 + }, + { + "p": 0.012503822334110737, + "m": 0.0 + }, + { + "p": 0.0026604975573718548, + "m": 0.8804077506065369 + }, + { + "p": 0.08902834355831146, + "m": 0.9782252907752991 + }, + { + "p": 0.009123779833316803, + "m": 0.027193358168005943 + }, + { + "p": 0.028732353821396828, + "m": 0.5413652658462524 + }, + { + "p": 0.11095286905765533, + "m": 0.6871839165687561 + }, + { + "p": 0.03658552095293999, + "m": 0.9559015035629272 + }, + { + "p": 0.4538749158382416, + "m": 0.0191714558750391 + }, + { + "p": 0.07038109749555588, + "m": 1.0 + }, + { + "p": 0.07924935966730118, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.7126489877700806, + "val_loss": 1.1789690256118774, + "acc": 61.35, + "time": 253.54264645278454, + "param": [ + { + "p": 0.05679752677679062, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05085311084985733, + "m": 1.0 + }, + { + "p": 0.013181040994822979, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8700767755508423 + }, + { + "p": 0.07318095862865448, + "m": 1.0 + }, + { + "p": 0.016565507277846336, + "m": 0.0 + }, + { + "p": 0.025691907852888107, + "m": 0.5578718185424805 + }, + { + "p": 0.11128077656030655, + "m": 0.7001661658287048 + }, + { + "p": 0.04510761797428131, + "m": 0.9664626121520996 + }, + { + "p": 0.459481418132782, + "m": 0.020013928413391113 + }, + { + "p": 0.07099240273237228, + "m": 1.0 + }, + { + "p": 0.07686768472194672, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.6737141609191895, + "val_loss": 1.0423799753189087, + "acc": 61.5, + "time": 248.21071692416444, + "param": [ + { + "p": 0.05549731105566025, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.036231037229299545, + "m": 1.0 + }, + { + "p": 0.005927857477217913, + "m": 0.0 + }, + { + "p": 0.0019109451677650213, + "m": 0.8337951302528381 + }, + { + "p": 0.07314103096723557, + "m": 0.9815966486930847 + }, + { + "p": 0.020906178280711174, + "m": 0.0049527473747730255 + }, + { + "p": 0.010447334498167038, + "m": 0.5548813939094543 + }, + { + "p": 0.1051410436630249, + "m": 0.7099170684814453 + }, + { + "p": 0.05252443253993988, + "m": 0.9847666621208191 + }, + { + "p": 0.4840397238731384, + "m": 0.04892987385392189 + }, + { + "p": 0.07394909858703613, + "m": 1.0 + }, + { + "p": 0.08028405159711838, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.550667405128479, + "val_loss": 1.046278715133667, + "acc": 62.22, + "time": 249.34021622035652, + "param": [ + { + "p": 0.05616571009159088, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02768697962164879, + "m": 1.0 + }, + { + "p": 0.015315055847167969, + "m": 0.0 + }, + { + "p": 0.00010639001993695274, + "m": 0.8063435554504395 + }, + { + "p": 0.06680452078580856, + "m": 0.959331214427948 + }, + { + "p": 0.04414089396595955, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5532376766204834 + }, + { + "p": 0.10266543924808502, + "m": 0.7364807724952698 + }, + { + "p": 0.05996955558657646, + "m": 1.0 + }, + { + "p": 0.4847714900970459, + "m": 0.04587211459875107 + }, + { + "p": 0.061225298792123795, + "m": 1.0 + }, + { + "p": 0.07912792265415192, + "m": 1.0 + }, + { + "p": 0.0020207371562719345, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.7435299158096313, + "val_loss": 1.0550860166549683, + "acc": 62.03, + "time": 251.4456579182297, + "param": [ + { + "p": 0.06274426728487015, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02834286354482174, + "m": 1.0 + }, + { + "p": 0.009240569546818733, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8114482164382935 + }, + { + "p": 0.053146351128816605, + "m": 0.9536516070365906 + }, + { + "p": 0.06758106499910355, + "m": 0.0016502720536664128 + }, + { + "p": 0.004086633678525686, + "m": 0.5697740316390991 + }, + { + "p": 0.09882614016532898, + "m": 0.7463175654411316 + }, + { + "p": 0.07090888172388077, + "m": 1.0 + }, + { + "p": 0.47967860102653503, + "m": 0.033828310668468475 + }, + { + "p": 0.04393644258379936, + "m": 1.0 + }, + { + "p": 0.08150824904441833, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.563539981842041, + "val_loss": 1.0768990516662598, + "acc": 62.8, + "time": 251.627637648955, + "param": [ + { + "p": 0.06407085806131363, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.035786665976047516, + "m": 1.0 + }, + { + "p": 0.007277850992977619, + "m": 0.0541098527610302 + }, + { + "p": 0.0, + "m": 0.8192327618598938 + }, + { + "p": 0.04258240386843681, + "m": 0.979756772518158 + }, + { + "p": 0.06978343427181244, + "m": 0.0 + }, + { + "p": 0.004974955692887306, + "m": 0.5771989822387695 + }, + { + "p": 0.09699990600347519, + "m": 0.7499990463256836 + }, + { + "p": 0.07558177411556244, + "m": 1.0 + }, + { + "p": 0.4760041832923889, + "m": 0.02650020271539688 + }, + { + "p": 0.037859950214624405, + "m": 0.9986818432807922 + }, + { + "p": 0.08907799422740936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.8262590169906616, + "val_loss": 1.1630935668945312, + "acc": 62.54, + "time": 252.5829164800234, + "param": [ + { + "p": 0.06378500908613205, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03787890821695328, + "m": 1.0 + }, + { + "p": 0.021784314885735512, + "m": 0.07122238725423813 + }, + { + "p": 0.006634235847741365, + "m": 0.8158121109008789 + }, + { + "p": 0.03731103241443634, + "m": 0.9961776733398438 + }, + { + "p": 0.06775935739278793, + "m": 0.0 + }, + { + "p": 0.01313734333962202, + "m": 0.5782268047332764 + }, + { + "p": 0.09238379448652267, + "m": 0.7645161151885986 + }, + { + "p": 0.07600441575050354, + "m": 1.0 + }, + { + "p": 0.45171523094177246, + "m": 0.022816941142082214 + }, + { + "p": 0.04276761785149574, + "m": 1.0 + }, + { + "p": 0.08883872628211975, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.670048475265503, + "val_loss": 1.0355056524276733, + "acc": 62.62, + "time": 249.7843809062615, + "param": [ + { + "p": 0.07043257355690002, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023880936205387115, + "m": 1.0 + }, + { + "p": 0.010778955183923244, + "m": 0.02483006939291954 + }, + { + "p": 0.007931387983262539, + "m": 0.8147919774055481 + }, + { + "p": 0.031552571803331375, + "m": 0.9980816841125488 + }, + { + "p": 0.06594092398881912, + "m": 0.027207762002944946 + }, + { + "p": 0.006543352734297514, + "m": 0.5898618698120117 + }, + { + "p": 0.08281885087490082, + "m": 0.7628084421157837 + }, + { + "p": 0.061814725399017334, + "m": 1.0 + }, + { + "p": 0.491506963968277, + "m": 0.024938883259892464 + }, + { + "p": 0.05508701875805855, + "m": 1.0 + }, + { + "p": 0.09171175211668015, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.3507020473480225, + "val_loss": 1.018453598022461, + "acc": 63.02, + "time": 252.29343354003504, + "param": [ + { + "p": 0.07843485474586487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015414183959364891, + "m": 1.0 + }, + { + "p": 0.0002287943643750623, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8228268623352051 + }, + { + "p": 0.019335033372044563, + "m": 0.992702305316925 + }, + { + "p": 0.057980429381132126, + "m": 0.0 + }, + { + "p": 0.0025477914605289698, + "m": 0.5777749419212341 + }, + { + "p": 0.06922480463981628, + "m": 0.7540691494941711 + }, + { + "p": 0.06339779496192932, + "m": 0.997925341129303 + }, + { + "p": 0.5452229976654053, + "m": 0.022155748680233955 + }, + { + "p": 0.06760016828775406, + "m": 1.0 + }, + { + "p": 0.08061312139034271, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.744469404220581, + "val_loss": 1.0011557340621948, + "acc": 62.8, + "time": 252.27592238690704, + "param": [ + { + "p": 0.07971376925706863, + "m": 1.0 + }, + { + "p": 0.0012211523717269301, + "m": 1.0 + }, + { + "p": 0.025132054463028908, + "m": 1.0 + }, + { + "p": 0.01955818384885788, + "m": 0.0 + }, + { + "p": 0.006943750195205212, + "m": 0.8406184911727905 + }, + { + "p": 0.009468401782214642, + "m": 0.993682324886322 + }, + { + "p": 0.05914413556456566, + "m": 0.0 + }, + { + "p": 0.014883545227348804, + "m": 0.560778021812439 + }, + { + "p": 0.07213499397039413, + "m": 0.7586311101913452 + }, + { + "p": 0.07441993802785873, + "m": 0.9913762807846069 + }, + { + "p": 0.48720619082450867, + "m": 0.00043675844790413976 + }, + { + "p": 0.0801866427063942, + "m": 1.0 + }, + { + "p": 0.06954807788133621, + "m": 1.0 + }, + { + "p": 0.00043908393126912415, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.8482900857925415, + "val_loss": 1.1180052757263184, + "acc": 62.54, + "time": 251.54815314197913, + "param": [ + { + "p": 0.07841174304485321, + "m": 1.0 + }, + { + "p": 0.003936917521059513, + "m": 1.0 + }, + { + "p": 0.04376763105392456, + "m": 1.0 + }, + { + "p": 0.03439030051231384, + "m": 0.0 + }, + { + "p": 0.011329405009746552, + "m": 0.8371438980102539 + }, + { + "p": 0.01271368283778429, + "m": 1.0 + }, + { + "p": 0.05868982896208763, + "m": 0.013474831357598305 + }, + { + "p": 0.028427140787243843, + "m": 0.5474902391433716 + }, + { + "p": 0.08125297725200653, + "m": 0.7681567668914795 + }, + { + "p": 0.06808068603277206, + "m": 0.9974813461303711 + }, + { + "p": 0.43781182169914246, + "m": 0.000402051315177232 + }, + { + "p": 0.07558748126029968, + "m": 1.0 + }, + { + "p": 0.05719739571213722, + "m": 1.0 + }, + { + "p": 0.008402872830629349, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.5344032049179077, + "val_loss": 1.0225499868392944, + "acc": 62.8, + "time": 255.7520336508751, + "param": [ + { + "p": 0.08224529027938843, + "m": 1.0 + }, + { + "p": 0.013582106679677963, + "m": 1.0 + }, + { + "p": 0.05416359752416611, + "m": 1.0 + }, + { + "p": 0.05426508188247681, + "m": 0.0 + }, + { + "p": 0.023463811725378036, + "m": 0.8504732847213745 + }, + { + "p": 0.03343235328793526, + "m": 1.0 + }, + { + "p": 0.053574517369270325, + "m": 0.048922348767519 + }, + { + "p": 0.053588785231113434, + "m": 0.5147140622138977 + }, + { + "p": 0.080475352704525, + "m": 0.7941057682037354 + }, + { + "p": 0.06194296479225159, + "m": 1.0 + }, + { + "p": 0.36207956075668335, + "m": 0.006732407957315445 + }, + { + "p": 0.07238222658634186, + "m": 1.0 + }, + { + "p": 0.054804373532533646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.5012575387954712, + "val_loss": 1.0757322311401367, + "acc": 62.98, + "time": 249.75773856975138, + "param": [ + { + "p": 0.0866752490401268, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05109330639243126, + "m": 1.0 + }, + { + "p": 0.07134789228439331, + "m": 0.0 + }, + { + "p": 0.019245443865656853, + "m": 0.856903612613678 + }, + { + "p": 0.03861154243350029, + "m": 0.9798744916915894 + }, + { + "p": 0.046934548765420914, + "m": 0.041881587356328964 + }, + { + "p": 0.06188413128256798, + "m": 0.4813658893108368 + }, + { + "p": 0.08624871075153351, + "m": 0.8024156093597412 + }, + { + "p": 0.05185527727007866, + "m": 1.0 + }, + { + "p": 0.38569387793540955, + "m": 0.0 + }, + { + "p": 0.06490375846624374, + "m": 1.0 + }, + { + "p": 0.0355062410235405, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.5689082145690918, + "val_loss": 1.0673140287399292, + "acc": 62.55, + "time": 254.01691918028519, + "param": [ + { + "p": 0.07504449784755707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04313677176833153, + "m": 1.0 + }, + { + "p": 0.07883494347333908, + "m": 0.0 + }, + { + "p": 0.008552191779017448, + "m": 0.8862003087997437 + }, + { + "p": 0.03930428624153137, + "m": 0.9694099426269531 + }, + { + "p": 0.04174068942666054, + "m": 0.0032204878516495228 + }, + { + "p": 0.05564393103122711, + "m": 0.4591867923736572 + }, + { + "p": 0.095705047249794, + "m": 0.7975823879241943 + }, + { + "p": 0.03433874994516373, + "m": 1.0 + }, + { + "p": 0.4439718723297119, + "m": 0.0 + }, + { + "p": 0.0610971637070179, + "m": 1.0 + }, + { + "p": 0.019981270655989647, + "m": 1.0 + }, + { + "p": 0.0026486548595130444, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.7680439949035645, + "val_loss": 1.1183536052703857, + "acc": 60.82, + "time": 252.82317606871948, + "param": [ + { + "p": 0.05616014078259468, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05078187212347984, + "m": 1.0 + }, + { + "p": 0.08499285578727722, + "m": 0.01125003769993782 + }, + { + "p": 0.0, + "m": 0.8995732069015503 + }, + { + "p": 0.03847882151603699, + "m": 0.9708647727966309 + }, + { + "p": 0.0446985699236393, + "m": 0.0010613941121846437 + }, + { + "p": 0.044071465730667114, + "m": 0.44669240713119507 + }, + { + "p": 0.10368377715349197, + "m": 0.8103621006011963 + }, + { + "p": 0.024826835840940475, + "m": 1.0 + }, + { + "p": 0.48502030968666077, + "m": 0.0 + }, + { + "p": 0.05964544415473938, + "m": 1.0 + }, + { + "p": 0.005020931363105774, + "m": 1.0 + }, + { + "p": 0.002619020640850067, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.7608416080474854, + "val_loss": 1.0739059448242188, + "acc": 62.96, + "time": 253.57820609305054, + "param": [ + { + "p": 0.032295942306518555, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.057065196335315704, + "m": 1.0 + }, + { + "p": 0.07990942895412445, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9253974556922913 + }, + { + "p": 0.040288493037223816, + "m": 0.9576858282089233 + }, + { + "p": 0.04739067703485489, + "m": 0.008326634764671326 + }, + { + "p": 0.034509219229221344, + "m": 0.42086654901504517 + }, + { + "p": 0.10847092419862747, + "m": 0.8225061297416687 + }, + { + "p": 0.02567017450928688, + "m": 1.0 + }, + { + "p": 0.5282014012336731, + "m": 0.0 + }, + { + "p": 0.04619855433702469, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.8181710243225098, + "val_loss": 1.0002244710922241, + "acc": 62.85, + "time": 249.63117418205366, + "param": [ + { + "p": 0.024065399542450905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06520611047744751, + "m": 1.0 + }, + { + "p": 0.06532344222068787, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9259049296379089 + }, + { + "p": 0.04565776512026787, + "m": 0.942623496055603 + }, + { + "p": 0.05975975841283798, + "m": 0.04363640025258064 + }, + { + "p": 0.029907887801527977, + "m": 0.42795446515083313 + }, + { + "p": 0.10355031490325928, + "m": 0.8363843560218811 + }, + { + "p": 0.04181663319468498, + "m": 1.0 + }, + { + "p": 0.5127896070480347, + "m": 0.0 + }, + { + "p": 0.043156374245882034, + "m": 1.0 + }, + { + "p": 0.00818934291601181, + "m": 1.0 + }, + { + "p": 0.0005774043966084719, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.8172063827514648, + "val_loss": 1.0313152074813843, + "acc": 62.89, + "time": 252.82174453837797, + "param": [ + { + "p": 0.020473655313253403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07634813338518143, + "m": 1.0 + }, + { + "p": 0.05032211169600487, + "m": 2.316692189197056e-05 + }, + { + "p": 0.009955649264156818, + "m": 0.893381655216217 + }, + { + "p": 0.056599125266075134, + "m": 0.9330610632896423 + }, + { + "p": 0.05782422795891762, + "m": 0.024287860840559006 + }, + { + "p": 0.030116314068436623, + "m": 0.4452727138996124 + }, + { + "p": 0.09601146727800369, + "m": 0.8440779447555542 + }, + { + "p": 0.051939547061920166, + "m": 0.9962255954742432 + }, + { + "p": 0.48600447177886963, + "m": 0.0011033753398805857 + }, + { + "p": 0.04862430319190025, + "m": 1.0 + }, + { + "p": 0.015781035646796227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.892830491065979, + "val_loss": 1.101467490196228, + "acc": 63.52, + "time": 250.99045652383938, + "param": [ + { + "p": 0.003801254788413644, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07982996851205826, + "m": 1.0 + }, + { + "p": 0.03270093351602554, + "m": 0.0 + }, + { + "p": 0.015371792018413544, + "m": 0.8624752759933472 + }, + { + "p": 0.059908609837293625, + "m": 0.9393700361251831 + }, + { + "p": 0.04733017832040787, + "m": 0.0 + }, + { + "p": 0.024375976994633675, + "m": 0.44788089394569397 + }, + { + "p": 0.08886536210775375, + "m": 0.8511680960655212 + }, + { + "p": 0.06043821573257446, + "m": 0.9931064248085022 + }, + { + "p": 0.5268027782440186, + "m": 0.0019309252966195345 + }, + { + "p": 0.050105173140764236, + "m": 1.0 + }, + { + "p": 0.010469723492860794, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.8097013235092163, + "val_loss": 1.141011118888855, + "acc": 63.57, + "time": 252.8076291140169, + "param": [ + { + "p": 0.0026750522665679455, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0638187900185585, + "m": 1.0 + }, + { + "p": 0.017201442271471024, + "m": 0.0 + }, + { + "p": 0.007163670379668474, + "m": 0.8576099276542664 + }, + { + "p": 0.06378363072872162, + "m": 0.934532105922699 + }, + { + "p": 0.048339176923036575, + "m": 0.010202783159911633 + }, + { + "p": 0.024022990837693214, + "m": 0.4540134072303772 + }, + { + "p": 0.08304132521152496, + "m": 0.8587106466293335 + }, + { + "p": 0.07465970516204834, + "m": 1.0 + }, + { + "p": 0.5562919974327087, + "m": 0.0107855424284935 + }, + { + "p": 0.04473889619112015, + "m": 1.0 + }, + { + "p": 0.01426328718662262, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.8634182214736938, + "val_loss": 1.0422751903533936, + "acc": 62.66, + "time": 253.81489442195743, + "param": [ + { + "p": 0.019835062325000763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05851726233959198, + "m": 1.0 + }, + { + "p": 0.01533039566129446, + "m": 0.0 + }, + { + "p": 0.016468733549118042, + "m": 0.8216361403465271 + }, + { + "p": 0.054360657930374146, + "m": 0.9068676829338074 + }, + { + "p": 0.04829765483736992, + "m": 0.004780426621437073 + }, + { + "p": 0.04429664835333824, + "m": 0.4500615894794464 + }, + { + "p": 0.07407230138778687, + "m": 0.8533715009689331 + }, + { + "p": 0.07688029110431671, + "m": 1.0 + }, + { + "p": 0.5020134449005127, + "m": 0.0 + }, + { + "p": 0.05230414867401123, + "m": 1.0 + }, + { + "p": 0.027884777635335922, + "m": 1.0 + }, + { + "p": 0.00973854586482048, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.454491376876831, + "val_loss": 1.1917424201965332, + "acc": 63.92, + "time": 252.60985937528312, + "param": [ + { + "p": 0.037181608378887177, + "m": 1.0 + }, + { + "p": 0.00470348633825779, + "m": 1.0 + }, + { + "p": 0.0593809112906456, + "m": 1.0 + }, + { + "p": 0.028843184933066368, + "m": 0.0 + }, + { + "p": 0.028109006583690643, + "m": 0.782076895236969 + }, + { + "p": 0.05477645993232727, + "m": 0.9161234498023987 + }, + { + "p": 0.04636381193995476, + "m": 0.01667352393269539 + }, + { + "p": 0.043144941329956055, + "m": 0.4440147578716278 + }, + { + "p": 0.061746902763843536, + "m": 0.8453882932662964 + }, + { + "p": 0.06437675654888153, + "m": 1.0 + }, + { + "p": 0.47164708375930786, + "m": 0.0 + }, + { + "p": 0.053971558809280396, + "m": 1.0 + }, + { + "p": 0.03393113240599632, + "m": 1.0 + }, + { + "p": 0.011823099106550217, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.4349589347839355, + "val_loss": 1.1497095823287964, + "acc": 63.6, + "time": 251.65663128904998, + "param": [ + { + "p": 0.04415008798241615, + "m": 1.0 + }, + { + "p": 0.0063126953318715096, + "m": 1.0 + }, + { + "p": 0.05860156565904617, + "m": 1.0 + }, + { + "p": 0.03828522935509682, + "m": 0.0 + }, + { + "p": 0.04247086122632027, + "m": 0.7553954124450684 + }, + { + "p": 0.056131068617105484, + "m": 0.9208694696426392 + }, + { + "p": 0.037332065403461456, + "m": 0.027345949783921242 + }, + { + "p": 0.041523564606904984, + "m": 0.43384531140327454 + }, + { + "p": 0.05422060191631317, + "m": 0.8453701138496399 + }, + { + "p": 0.05990400165319443, + "m": 1.0 + }, + { + "p": 0.4798574149608612, + "m": 0.002324223518371582 + }, + { + "p": 0.05479808524250984, + "m": 1.0 + }, + { + "p": 0.01987404190003872, + "m": 1.0 + }, + { + "p": 0.006538653280586004, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.7973312139511108, + "val_loss": 0.9872549176216125, + "acc": 63.45, + "time": 250.32548340922222, + "param": [ + { + "p": 0.043866116553545, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04863971471786499, + "m": 1.0 + }, + { + "p": 0.047608643770217896, + "m": 0.0 + }, + { + "p": 0.044948920607566833, + "m": 0.7696011662483215 + }, + { + "p": 0.05240755155682564, + "m": 0.9295319318771362 + }, + { + "p": 0.03261013701558113, + "m": 0.06550858169794083 + }, + { + "p": 0.034352775663137436, + "m": 0.43755486607551575 + }, + { + "p": 0.041961073875427246, + "m": 0.8404073715209961 + }, + { + "p": 0.06356137990951538, + "m": 1.0 + }, + { + "p": 0.5319077968597412, + "m": 0.01372433453798294 + }, + { + "p": 0.05130733177065849, + "m": 1.0 + }, + { + "p": 0.006828603334724903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.4856301546096802, + "val_loss": 1.240318775177002, + "acc": 62.97, + "time": 253.17329285712913, + "param": [ + { + "p": 0.042184241116046906, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.037709467113018036, + "m": 1.0 + }, + { + "p": 0.046726200729608536, + "m": 0.0 + }, + { + "p": 0.035526227205991745, + "m": 0.8250851035118103 + }, + { + "p": 0.04727403447031975, + "m": 0.9353682398796082 + }, + { + "p": 0.03263069689273834, + "m": 0.02413749322295189 + }, + { + "p": 0.038526181131601334, + "m": 0.42757463455200195 + }, + { + "p": 0.05139539763331413, + "m": 0.8404543995857239 + }, + { + "p": 0.07447001338005066, + "m": 1.0 + }, + { + "p": 0.5335137248039246, + "m": 0.015013045631349087 + }, + { + "p": 0.03875016048550606, + "m": 1.0 + }, + { + "p": 0.020918700844049454, + "m": 1.0 + }, + { + "p": 0.0003748274175450206, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.4789434671401978, + "val_loss": 0.8861715793609619, + "acc": 64.3, + "time": 253.5251110647805, + "param": [ + { + "p": 0.03893337398767471, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03906123340129852, + "m": 1.0 + }, + { + "p": 0.045215506106615067, + "m": 0.004267474170774221 + }, + { + "p": 0.03677786886692047, + "m": 0.8723505735397339 + }, + { + "p": 0.0519704595208168, + "m": 0.9432812929153442 + }, + { + "p": 0.04639224708080292, + "m": 0.0 + }, + { + "p": 0.04371671378612518, + "m": 0.40445563197135925 + }, + { + "p": 0.06363429874181747, + "m": 0.8330371379852295 + }, + { + "p": 0.08191189169883728, + "m": 1.0 + }, + { + "p": 0.46391233801841736, + "m": 0.0 + }, + { + "p": 0.03537224978208542, + "m": 1.0 + }, + { + "p": 0.04520289972424507, + "m": 1.0 + }, + { + "p": 0.007898936979472637, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.8457669019699097, + "val_loss": 0.9803730249404907, + "acc": 63.07, + "time": 253.18032518634573, + "param": [ + { + "p": 0.040416959673166275, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05931477248668671, + "m": 1.0 + }, + { + "p": 0.03913836181163788, + "m": 0.004173303954303265 + }, + { + "p": 0.02837279997766018, + "m": 0.8798308968544006 + }, + { + "p": 0.05042991414666176, + "m": 0.9630044102668762 + }, + { + "p": 0.058577004820108414, + "m": 0.0006375929224304855 + }, + { + "p": 0.039286382496356964, + "m": 0.40510064363479614 + }, + { + "p": 0.06478308886289597, + "m": 0.8124538660049438 + }, + { + "p": 0.08788991719484329, + "m": 0.997184693813324 + }, + { + "p": 0.43060967326164246, + "m": 0.0 + }, + { + "p": 0.03796326369047165, + "m": 1.0 + }, + { + "p": 0.05759589746594429, + "m": 1.0 + }, + { + "p": 0.005621982738375664, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.6615171432495117, + "val_loss": 0.9593356251716614, + "acc": 63.81, + "time": 253.7036876771599, + "param": [ + { + "p": 0.054104678332805634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06163313612341881, + "m": 1.0 + }, + { + "p": 0.05389890819787979, + "m": 0.0 + }, + { + "p": 0.020222337916493416, + "m": 0.86191725730896 + }, + { + "p": 0.05179577320814133, + "m": 0.9653918743133545 + }, + { + "p": 0.06792272627353668, + "m": 0.0021425383165478706 + }, + { + "p": 0.02405768819153309, + "m": 0.38288065791130066 + }, + { + "p": 0.06952360272407532, + "m": 0.8182274699211121 + }, + { + "p": 0.08962537348270416, + "m": 0.9570736289024353 + }, + { + "p": 0.3760741055011749, + "m": 0.0 + }, + { + "p": 0.048996370285749435, + "m": 1.0 + }, + { + "p": 0.06832022964954376, + "m": 1.0 + }, + { + "p": 0.01382505800575018, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.3886044025421143, + "val_loss": 1.0550824403762817, + "acc": 63.93, + "time": 256.17535650590435, + "param": [ + { + "p": 0.058801326900720596, + "m": 1.0 + }, + { + "p": 0.0053190612234175205, + "m": 1.0 + }, + { + "p": 0.05972924828529358, + "m": 1.0 + }, + { + "p": 0.05961770936846733, + "m": 0.0 + }, + { + "p": 0.017088837921619415, + "m": 0.8435785174369812 + }, + { + "p": 0.04553186520934105, + "m": 0.9539680480957031 + }, + { + "p": 0.06604041904211044, + "m": 0.04536904767155647 + }, + { + "p": 0.021217720583081245, + "m": 0.34834709763526917 + }, + { + "p": 0.07479695975780487, + "m": 0.84407639503479 + }, + { + "p": 0.0929500088095665, + "m": 0.9331845045089722 + }, + { + "p": 0.37085485458374023, + "m": 0.0 + }, + { + "p": 0.05361151322722435, + "m": 1.0 + }, + { + "p": 0.06976547092199326, + "m": 1.0 + }, + { + "p": 0.004674932919442654, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.5103497505187988, + "val_loss": 1.0393478870391846, + "acc": 63.22, + "time": 255.15903330873698, + "param": [ + { + "p": 0.05831381306052208, + "m": 1.0 + }, + { + "p": 0.01783778704702854, + "m": 1.0 + }, + { + "p": 0.051516156643629074, + "m": 1.0 + }, + { + "p": 0.05866061896085739, + "m": 0.0 + }, + { + "p": 0.022785866633057594, + "m": 0.8634782433509827 + }, + { + "p": 0.04523325338959694, + "m": 0.9070518612861633 + }, + { + "p": 0.06008339673280716, + "m": 0.037994805723428726 + }, + { + "p": 0.029147719964385033, + "m": 0.34052446484565735 + }, + { + "p": 0.0713447853922844, + "m": 0.8426491618156433 + }, + { + "p": 0.08626574277877808, + "m": 0.9250048398971558 + }, + { + "p": 0.36665064096450806, + "m": 0.0 + }, + { + "p": 0.05974676460027695, + "m": 1.0 + }, + { + "p": 0.071292445063591, + "m": 1.0 + }, + { + "p": 0.0011209588265046477, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.4730862379074097, + "val_loss": 0.9360200762748718, + "acc": 63.39, + "time": 252.53549811523408, + "param": [ + { + "p": 0.050291165709495544, + "m": 1.0 + }, + { + "p": 0.005501450039446354, + "m": 1.0 + }, + { + "p": 0.04441383481025696, + "m": 1.0 + }, + { + "p": 0.05685177072882652, + "m": 0.0 + }, + { + "p": 0.03431442379951477, + "m": 0.8890056610107422 + }, + { + "p": 0.06178004667162895, + "m": 0.8825390934944153 + }, + { + "p": 0.0577850304543972, + "m": 0.04455077648162842 + }, + { + "p": 0.03450887277722359, + "m": 0.3642030954360962 + }, + { + "p": 0.0565052255988121, + "m": 0.8201904296875 + }, + { + "p": 0.07870575785636902, + "m": 0.9249851107597351 + }, + { + "p": 0.3890344500541687, + "m": 0.0 + }, + { + "p": 0.06620379537343979, + "m": 1.0 + }, + { + "p": 0.06410418450832367, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.6167501211166382, + "val_loss": 1.002717137336731, + "acc": 64.64, + "time": 251.09658592566848, + "param": [ + { + "p": 0.059596870094537735, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04079796373844147, + "m": 1.0 + }, + { + "p": 0.05308946594595909, + "m": 0.0 + }, + { + "p": 0.050975993275642395, + "m": 0.8860042095184326 + }, + { + "p": 0.08067730814218521, + "m": 0.8955091834068298 + }, + { + "p": 0.048225656151771545, + "m": 0.010808547027409077 + }, + { + "p": 0.04281237721443176, + "m": 0.3560684323310852 + }, + { + "p": 0.027529532089829445, + "m": 0.8029231429100037 + }, + { + "p": 0.07246863096952438, + "m": 0.909331738948822 + }, + { + "p": 0.3960088789463043, + "m": 0.0 + }, + { + "p": 0.07100461423397064, + "m": 1.0 + }, + { + "p": 0.05681278556585312, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.6026182174682617, + "val_loss": 0.9973635673522949, + "acc": 64.43, + "time": 251.08514635125175, + "param": [ + { + "p": 0.06464084982872009, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04016561806201935, + "m": 1.0 + }, + { + "p": 0.04989691823720932, + "m": 0.0 + }, + { + "p": 0.046059079468250275, + "m": 0.894578218460083 + }, + { + "p": 0.08361159265041351, + "m": 0.908892810344696 + }, + { + "p": 0.03730371221899986, + "m": 0.0 + }, + { + "p": 0.02864224836230278, + "m": 0.35969269275665283 + }, + { + "p": 0.01651858724653721, + "m": 0.8069432377815247 + }, + { + "p": 0.08425884693861008, + "m": 0.9077110886573792 + }, + { + "p": 0.4205937683582306, + "m": 0.0 + }, + { + "p": 0.07764849066734314, + "m": 1.0 + }, + { + "p": 0.05066032335162163, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.6117428541183472, + "val_loss": 1.0885272026062012, + "acc": 64.46, + "time": 251.3161458852701, + "param": [ + { + "p": 0.07418154925107956, + "m": 1.0 + }, + { + "p": 5.739266634918749e-05, + "m": 1.0 + }, + { + "p": 0.05108189210295677, + "m": 1.0 + }, + { + "p": 0.0453033521771431, + "m": 0.0 + }, + { + "p": 0.035560835152864456, + "m": 0.8825075626373291 + }, + { + "p": 0.0863552913069725, + "m": 0.9019825458526611 + }, + { + "p": 0.03625868633389473, + "m": 0.0004130623710807413 + }, + { + "p": 0.01025277841836214, + "m": 0.37943175435066223 + }, + { + "p": 0.020614631474018097, + "m": 0.8208926320075989 + }, + { + "p": 0.09057886153459549, + "m": 0.9134085178375244 + }, + { + "p": 0.41709813475608826, + "m": 0.0 + }, + { + "p": 0.08191991597414017, + "m": 1.0 + }, + { + "p": 0.05073665454983711, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.5234572887420654, + "val_loss": 1.184498906135559, + "acc": 65.18, + "time": 250.27737674396485, + "param": [ + { + "p": 0.0830431580543518, + "m": 1.0 + }, + { + "p": 0.0018583792261779308, + "m": 1.0 + }, + { + "p": 0.06734419614076614, + "m": 1.0 + }, + { + "p": 0.05388234183192253, + "m": 0.0 + }, + { + "p": 0.02684628590941429, + "m": 0.8517574071884155 + }, + { + "p": 0.08268366008996964, + "m": 0.8668708205223083 + }, + { + "p": 0.0446135476231575, + "m": 0.0008246803772635758 + }, + { + "p": 0.013460970483720303, + "m": 0.3752197027206421 + }, + { + "p": 0.031491465866565704, + "m": 0.8406765460968018 + }, + { + "p": 0.09151653200387955, + "m": 0.9093325138092041 + }, + { + "p": 0.35948723554611206, + "m": 0.0 + }, + { + "p": 0.08018148690462112, + "m": 1.0 + }, + { + "p": 0.06359074264764786, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.5121564865112305, + "val_loss": 1.0417897701263428, + "acc": 65.42, + "time": 250.99459469411522, + "param": [ + { + "p": 0.09569801390171051, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07433458417654037, + "m": 1.0 + }, + { + "p": 0.06722678244113922, + "m": 0.0018653994193300605 + }, + { + "p": 0.0007664785953238606, + "m": 0.8393138647079468 + }, + { + "p": 0.0851452425122261, + "m": 0.8239302039146423 + }, + { + "p": 0.04257530719041824, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.36741167306900024 + }, + { + "p": 0.012391597963869572, + "m": 0.8415808081626892 + }, + { + "p": 0.07650715112686157, + "m": 0.8977271318435669 + }, + { + "p": 0.4008711278438568, + "m": 0.0 + }, + { + "p": 0.06932452321052551, + "m": 1.0 + }, + { + "p": 0.07515918463468552, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.5787243843078613, + "val_loss": 0.9993914365768433, + "acc": 64.19, + "time": 254.56565245008096, + "param": [ + { + "p": 0.08643462508916855, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08796215057373047, + "m": 1.0 + }, + { + "p": 0.07060164213180542, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8731399178504944 + }, + { + "p": 0.0757950022816658, + "m": 0.8022128939628601 + }, + { + "p": 0.04690928757190704, + "m": 0.0013349764049053192 + }, + { + "p": 0.0, + "m": 0.3602895140647888 + }, + { + "p": 0.01634029671549797, + "m": 0.8455847501754761 + }, + { + "p": 0.058481987565755844, + "m": 0.889961838722229 + }, + { + "p": 0.42540016770362854, + "m": 0.0 + }, + { + "p": 0.054066065698862076, + "m": 1.0 + }, + { + "p": 0.0780087262392044, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.5440161228179932, + "val_loss": 1.1059108972549438, + "acc": 65.04, + "time": 251.50468121096492, + "param": [ + { + "p": 0.08423103392124176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07791215926408768, + "m": 1.0 + }, + { + "p": 0.07427725195884705, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8915008902549744 + }, + { + "p": 0.0755612701177597, + "m": 0.779902458190918 + }, + { + "p": 0.05454440042376518, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.3526008427143097 + }, + { + "p": 0.010655699297785759, + "m": 0.8402588367462158 + }, + { + "p": 0.03892933204770088, + "m": 0.8994590640068054 + }, + { + "p": 0.4438570439815521, + "m": 0.0 + }, + { + "p": 0.04939378798007965, + "m": 1.0 + }, + { + "p": 0.09063809365034103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.495680809020996, + "val_loss": 1.0898855924606323, + "acc": 64.5, + "time": 252.89629687089473, + "param": [ + { + "p": 0.09051553159952164, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0658271312713623, + "m": 1.0 + }, + { + "p": 0.08355730772018433, + "m": 0.00026872692978940904 + }, + { + "p": 0.0, + "m": 0.8777855634689331 + }, + { + "p": 0.05853830277919769, + "m": 0.7797689437866211 + }, + { + "p": 0.05784805119037628, + "m": 0.0 + }, + { + "p": 0.0024280899669975042, + "m": 0.35179251432418823 + }, + { + "p": 0.021117310971021652, + "m": 0.8460795879364014 + }, + { + "p": 0.023279041051864624, + "m": 0.889461874961853 + }, + { + "p": 0.4376657009124756, + "m": 0.01236705295741558 + }, + { + "p": 0.05605611950159073, + "m": 1.0 + }, + { + "p": 0.10316740721464157, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.753051519393921, + "val_loss": 1.059128761291504, + "acc": 65.11, + "time": 252.28980901511386, + "param": [ + { + "p": 0.07950832694768906, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04545868933200836, + "m": 1.0 + }, + { + "p": 0.07717880606651306, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8611909747123718 + }, + { + "p": 0.048134945333004, + "m": 0.7524264454841614 + }, + { + "p": 0.0533096008002758, + "m": 0.0023320280015468597 + }, + { + "p": 0.013039019890129566, + "m": 0.34702980518341064 + }, + { + "p": 0.0420958437025547, + "m": 0.8514184355735779 + }, + { + "p": 0.016444141045212746, + "m": 0.8644181489944458 + }, + { + "p": 0.45933452248573303, + "m": 0.03223603591322899 + }, + { + "p": 0.05865570157766342, + "m": 1.0 + }, + { + "p": 0.10684045404195786, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.4917000532150269, + "val_loss": 1.1550534963607788, + "acc": 65.17, + "time": 251.83085248060524, + "param": [ + { + "p": 0.056594666093587875, + "m": 1.0 + }, + { + "p": 0.002896300284191966, + "m": 1.0 + }, + { + "p": 0.029052112251520157, + "m": 1.0 + }, + { + "p": 0.0655144527554512, + "m": 0.0 + }, + { + "p": 0.00011354992602718994, + "m": 0.8876769542694092 + }, + { + "p": 0.04449237883090973, + "m": 0.7327253222465515 + }, + { + "p": 0.04959040507674217, + "m": 0.016800062730908394 + }, + { + "p": 0.021633168682456017, + "m": 0.34232380986213684 + }, + { + "p": 0.06257479637861252, + "m": 0.8758971095085144 + }, + { + "p": 0.04389582946896553, + "m": 0.8441217541694641 + }, + { + "p": 0.45550164580345154, + "m": 0.04102160781621933 + }, + { + "p": 0.054858509451150894, + "m": 1.0 + }, + { + "p": 0.10168056935071945, + "m": 1.0 + }, + { + "p": 0.011601639911532402, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.6219778060913086, + "val_loss": 1.0954627990722656, + "acc": 64.34, + "time": 254.22928081732243, + "param": [ + { + "p": 0.03523257374763489, + "m": 1.0 + }, + { + "p": 0.0027806544676423073, + "m": 1.0 + }, + { + "p": 0.03784067928791046, + "m": 1.0 + }, + { + "p": 0.05126960203051567, + "m": 0.0 + }, + { + "p": 0.0003596245078369975, + "m": 0.9170330166816711 + }, + { + "p": 0.046178851276636124, + "m": 0.7318437695503235 + }, + { + "p": 0.040943123400211334, + "m": 0.0 + }, + { + "p": 0.03201758861541748, + "m": 0.31817471981048584 + }, + { + "p": 0.04892496019601822, + "m": 0.8547163605690002 + }, + { + "p": 0.05386185646057129, + "m": 0.8522255420684814 + }, + { + "p": 0.49496951699256897, + "m": 0.03752026706933975 + }, + { + "p": 0.04659953713417053, + "m": 1.0 + }, + { + "p": 0.09547854959964752, + "m": 1.0 + }, + { + "p": 0.013542843982577324, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.4899135828018188, + "val_loss": 1.0515596866607666, + "acc": 65.35, + "time": 251.17614018078893, + "param": [ + { + "p": 0.03516913205385208, + "m": 1.0 + }, + { + "p": 0.00645256694406271, + "m": 1.0 + }, + { + "p": 0.045907530933618546, + "m": 1.0 + }, + { + "p": 0.0550282746553421, + "m": 0.0 + }, + { + "p": 0.0020641142036765814, + "m": 0.9176891446113586 + }, + { + "p": 0.05435295030474663, + "m": 0.7168761491775513 + }, + { + "p": 0.045665327459573746, + "m": 0.0 + }, + { + "p": 0.034743938595056534, + "m": 0.2966029644012451 + }, + { + "p": 0.036034103482961655, + "m": 0.8277266621589661 + }, + { + "p": 0.06363407522439957, + "m": 0.8743475079536438 + }, + { + "p": 0.49424949288368225, + "m": 0.02112569287419319 + }, + { + "p": 0.04644407704472542, + "m": 1.0 + }, + { + "p": 0.07541093230247498, + "m": 1.0 + }, + { + "p": 0.004843401722609997, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.7775533199310303, + "val_loss": 1.081688404083252, + "acc": 64.91, + "time": 251.32428183685988, + "param": [ + { + "p": 0.03212297335267067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.053355760872364044, + "m": 1.0 + }, + { + "p": 0.06267780065536499, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9081764817237854 + }, + { + "p": 0.06485209614038467, + "m": 0.7121607065200806 + }, + { + "p": 0.05693104863166809, + "m": 0.0 + }, + { + "p": 0.015597999095916748, + "m": 0.2899389863014221 + }, + { + "p": 0.04428781941533089, + "m": 0.8172637224197388 + }, + { + "p": 0.06316403299570084, + "m": 0.8718448877334595 + }, + { + "p": 0.5089107751846313, + "m": 0.004490624647587538 + }, + { + "p": 0.040829870849847794, + "m": 1.0 + }, + { + "p": 0.05458766222000122, + "m": 1.0 + }, + { + "p": 0.002682220656424761, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 2.1331660747528076, + "val_loss": 1.1253662109375, + "acc": 65.52, + "time": 250.5226696310565, + "param": [ + { + "p": 0.01410478726029396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04301767796278, + "m": 1.0 + }, + { + "p": 0.058900944888591766, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8836196660995483 + }, + { + "p": 0.08511333912611008, + "m": 0.6988394856452942 + }, + { + "p": 0.06056458130478859, + "m": 0.0003418978303670883 + }, + { + "p": 0.001348193851299584, + "m": 0.2909332513809204 + }, + { + "p": 0.04025355353951454, + "m": 0.8319186568260193 + }, + { + "p": 0.05370529741048813, + "m": 0.8632919192314148 + }, + { + "p": 0.5603324770927429, + "m": 0.0 + }, + { + "p": 0.03893440589308739, + "m": 1.0 + }, + { + "p": 0.04129447042942047, + "m": 1.0 + }, + { + "p": 0.002430182881653309, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.797469139099121, + "val_loss": 1.0144665241241455, + "acc": 64.78, + "time": 255.99296274920925, + "param": [ + { + "p": 0.024204980581998825, + "m": 1.0 + }, + { + "p": 0.00097075873054564, + "m": 1.0 + }, + { + "p": 0.05024150758981705, + "m": 1.0 + }, + { + "p": 0.05153192579746246, + "m": 0.0 + }, + { + "p": 0.012647476978600025, + "m": 0.8519884347915649 + }, + { + "p": 0.086184062063694, + "m": 0.658781886100769 + }, + { + "p": 0.05842652544379234, + "m": 0.0 + }, + { + "p": 0.027440181002020836, + "m": 0.31342804431915283 + }, + { + "p": 0.04787163808941841, + "m": 0.8359772562980652 + }, + { + "p": 0.05171364173293114, + "m": 0.8641629815101624 + }, + { + "p": 0.45689234137535095, + "m": 0.0 + }, + { + "p": 0.06348872184753418, + "m": 1.0 + }, + { + "p": 0.04612239450216293, + "m": 1.0 + }, + { + "p": 0.02226383425295353, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.472664713859558, + "val_loss": 1.1266212463378906, + "acc": 65.82, + "time": 253.54919088166207, + "param": [ + { + "p": 0.03761819750070572, + "m": 1.0 + }, + { + "p": 0.0025387988425791264, + "m": 1.0 + }, + { + "p": 0.06607475131750107, + "m": 1.0 + }, + { + "p": 0.05250425636768341, + "m": 0.0 + }, + { + "p": 0.0019466234371066093, + "m": 0.8477263450622559 + }, + { + "p": 0.07994360476732254, + "m": 0.6844780445098877 + }, + { + "p": 0.041627634316682816, + "m": 0.0 + }, + { + "p": 0.03640332072973251, + "m": 0.33708885312080383 + }, + { + "p": 0.048700232058763504, + "m": 0.8438723683357239 + }, + { + "p": 0.05584630370140076, + "m": 0.890893280506134 + }, + { + "p": 0.3840162754058838, + "m": 0.0 + }, + { + "p": 0.08146660029888153, + "m": 1.0 + }, + { + "p": 0.05844144523143768, + "m": 1.0 + }, + { + "p": 0.052871979773044586, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.5082604885101318, + "val_loss": 0.9503582715988159, + "acc": 65.75, + "time": 251.47537498688325, + "param": [ + { + "p": 0.028740106150507927, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07673458755016327, + "m": 1.0 + }, + { + "p": 0.05868764966726303, + "m": 0.0 + }, + { + "p": 0.008014725521206856, + "m": 0.8204240202903748 + }, + { + "p": 0.06304562836885452, + "m": 0.6831732988357544 + }, + { + "p": 0.03077557124197483, + "m": 1.0568156540102791e-05 + }, + { + "p": 0.03890455886721611, + "m": 0.34567904472351074 + }, + { + "p": 0.04266798868775368, + "m": 0.8352879881858826 + }, + { + "p": 0.04723743721842766, + "m": 0.9021944403648376 + }, + { + "p": 0.3954636752605438, + "m": 0.0 + }, + { + "p": 0.08110982924699783, + "m": 1.0 + }, + { + "p": 0.06622175127267838, + "m": 1.0 + }, + { + "p": 0.0623965747654438, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.6207046508789062, + "val_loss": 1.0104902982711792, + "acc": 65.19, + "time": 252.72411296190694, + "param": [ + { + "p": 0.018733497709035873, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08023621141910553, + "m": 1.0 + }, + { + "p": 0.06606990098953247, + "m": 0.0 + }, + { + "p": 0.012073924764990807, + "m": 0.7940091490745544 + }, + { + "p": 0.056198734790086746, + "m": 0.6654086709022522 + }, + { + "p": 0.0299384705722332, + "m": 0.00020065544231329113 + }, + { + "p": 0.041092339903116226, + "m": 0.3233543932437897 + }, + { + "p": 0.04492101073265076, + "m": 0.8336091041564941 + }, + { + "p": 0.03660235181450844, + "m": 0.904579222202301 + }, + { + "p": 0.41178908944129944, + "m": 0.0 + }, + { + "p": 0.07497672736644745, + "m": 1.0 + }, + { + "p": 0.07054892182350159, + "m": 1.0 + }, + { + "p": 0.056818753480911255, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.310380220413208, + "val_loss": 1.1284722089767456, + "acc": 65.42, + "time": 254.73033876158297, + "param": [ + { + "p": 0.016091423109173775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08030384033918381, + "m": 1.0 + }, + { + "p": 0.06734241545200348, + "m": 0.0 + }, + { + "p": 0.025481754913926125, + "m": 0.7704107761383057 + }, + { + "p": 0.04444291070103645, + "m": 0.6265420317649841 + }, + { + "p": 0.04206624627113342, + "m": 0.0010879755718633533 + }, + { + "p": 0.04257158190011978, + "m": 0.31716322898864746 + }, + { + "p": 0.05034568905830383, + "m": 0.8376668095588684 + }, + { + "p": 0.03234340250492096, + "m": 0.9197564721107483 + }, + { + "p": 0.4121662378311157, + "m": 0.0 + }, + { + "p": 0.06814496219158173, + "m": 1.0 + }, + { + "p": 0.07093425840139389, + "m": 1.0 + }, + { + "p": 0.047765254974365234, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.3205593824386597, + "val_loss": 1.1266430616378784, + "acc": 64.36, + "time": 253.42008959967643, + "param": [ + { + "p": 0.014658607542514801, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07063614577054977, + "m": 1.0 + }, + { + "p": 0.07686135172843933, + "m": 0.0 + }, + { + "p": 0.02407003380358219, + "m": 0.7645667195320129 + }, + { + "p": 0.045942023396492004, + "m": 0.5975612998008728 + }, + { + "p": 0.053088393062353134, + "m": 0.022409949451684952 + }, + { + "p": 0.05529697984457016, + "m": 0.37442120909690857 + }, + { + "p": 0.04594750329852104, + "m": 0.8454161286354065 + }, + { + "p": 0.04362752288579941, + "m": 0.9400978684425354 + }, + { + "p": 0.40324920415878296, + "m": 0.0 + }, + { + "p": 0.05562974140048027, + "m": 1.0 + }, + { + "p": 0.0792943462729454, + "m": 1.0 + }, + { + "p": 0.031698208302259445, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.3331774473190308, + "val_loss": 1.024654507637024, + "acc": 65.71, + "time": 253.0129274460487, + "param": [ + { + "p": 0.013578766025602818, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0759035274386406, + "m": 1.0 + }, + { + "p": 0.08066503703594208, + "m": 0.0 + }, + { + "p": 0.01762700453400612, + "m": 0.746253252029419 + }, + { + "p": 0.05531345680356026, + "m": 0.5837165713310242 + }, + { + "p": 0.064936064183712, + "m": 0.010562686249613762 + }, + { + "p": 0.052528928965330124, + "m": 0.4008428454399109 + }, + { + "p": 0.042273398488759995, + "m": 0.8498953580856323 + }, + { + "p": 0.04428943246603012, + "m": 0.9394878149032593 + }, + { + "p": 0.40489059686660767, + "m": 0.0 + }, + { + "p": 0.043897196650505066, + "m": 1.0 + }, + { + "p": 0.08352193981409073, + "m": 1.0 + }, + { + "p": 0.02057456225156784, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.5227900743484497, + "val_loss": 1.052600383758545, + "acc": 65.42, + "time": 252.72720442619175, + "param": [ + { + "p": 0.025517776608467102, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07258497178554535, + "m": 1.0 + }, + { + "p": 0.09061799943447113, + "m": 0.0 + }, + { + "p": 0.0049202521331608295, + "m": 0.732836127281189 + }, + { + "p": 0.051892153918743134, + "m": 0.5893095135688782 + }, + { + "p": 0.06944616138935089, + "m": 0.0 + }, + { + "p": 0.04043344408273697, + "m": 0.3974188566207886 + }, + { + "p": 0.03650214150547981, + "m": 0.8276816010475159 + }, + { + "p": 0.04724173620343208, + "m": 0.9313911199569702 + }, + { + "p": 0.40913841128349304, + "m": 0.0 + }, + { + "p": 0.037773847579956055, + "m": 1.0 + }, + { + "p": 0.09915377199649811, + "m": 1.0 + }, + { + "p": 0.014777272008359432, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.465710997581482, + "val_loss": 0.9424251317977905, + "acc": 65.61, + "time": 250.96275058668107, + "param": [ + { + "p": 0.039588041603565216, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07003092765808105, + "m": 1.0 + }, + { + "p": 0.09039255976676941, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7080753445625305 + }, + { + "p": 0.042878344655036926, + "m": 0.5859578251838684 + }, + { + "p": 0.07634400576353073, + "m": 0.0 + }, + { + "p": 0.017105113714933395, + "m": 0.39065802097320557 + }, + { + "p": 0.04359591379761696, + "m": 0.8252192735671997 + }, + { + "p": 0.03097938932478428, + "m": 0.9242293834686279 + }, + { + "p": 0.45194241404533386, + "m": 0.0 + }, + { + "p": 0.031633730977773666, + "m": 1.0 + }, + { + "p": 0.10550959408283234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.1760690212249756, + "val_loss": 1.0595595836639404, + "acc": 65.62, + "time": 251.8451688378118, + "param": [ + { + "p": 0.04267134144902229, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05741014704108238, + "m": 1.0 + }, + { + "p": 0.08743005245923996, + "m": 0.0 + }, + { + "p": 0.0012047183699905872, + "m": 0.6694684624671936 + }, + { + "p": 0.04463634639978409, + "m": 0.5478132963180542 + }, + { + "p": 0.07879697531461716, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.39590924978256226 + }, + { + "p": 0.03792011737823486, + "m": 0.829491376876831 + }, + { + "p": 0.020200392231345177, + "m": 0.923699140548706 + }, + { + "p": 0.4920206069946289, + "m": 0.0 + }, + { + "p": 0.026818156242370605, + "m": 1.0 + }, + { + "p": 0.10884397476911545, + "m": 1.0 + }, + { + "p": 0.0020470961462706327, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.292763590812683, + "val_loss": 1.0725237131118774, + "acc": 65.48, + "time": 254.5973164467141, + "param": [ + { + "p": 0.04539766162633896, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.051858313381671906, + "m": 1.0 + }, + { + "p": 0.09228850901126862, + "m": 0.0028201371897011995 + }, + { + "p": 0.011733029037714005, + "m": 0.6421811580657959 + }, + { + "p": 0.051012072712183, + "m": 0.5099323987960815 + }, + { + "p": 0.07856041938066483, + "m": 0.006674157455563545 + }, + { + "p": 0.010923177003860474, + "m": 0.4033714532852173 + }, + { + "p": 0.031018337234854698, + "m": 0.8337469100952148 + }, + { + "p": 0.027080245316028595, + "m": 0.9390436410903931 + }, + { + "p": 0.4453808665275574, + "m": 0.00018442394502926618 + }, + { + "p": 0.033797550946474075, + "m": 1.0 + }, + { + "p": 0.10636520385742188, + "m": 1.0 + }, + { + "p": 0.014584665186703205, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.3725497722625732, + "val_loss": 1.0264806747436523, + "acc": 66.04, + "time": 255.53422087989748, + "param": [ + { + "p": 0.033136997371912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04392479360103607, + "m": 1.0 + }, + { + "p": 0.10479402542114258, + "m": 0.02805553935468197 + }, + { + "p": 0.0, + "m": 0.6237834692001343 + }, + { + "p": 0.036218974739313126, + "m": 0.4639786183834076 + }, + { + "p": 0.07977280765771866, + "m": 0.007181599270552397 + }, + { + "p": 0.01156944315880537, + "m": 0.4023575782775879 + }, + { + "p": 0.018032928928732872, + "m": 0.8354459404945374 + }, + { + "p": 0.034295354038476944, + "m": 0.9591971039772034 + }, + { + "p": 0.45747461915016174, + "m": 0.008538960479199886 + }, + { + "p": 0.033913031220436096, + "m": 1.0 + }, + { + "p": 0.11205949634313583, + "m": 1.0 + }, + { + "p": 0.034807514399290085, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.6330082416534424, + "val_loss": 0.9930716753005981, + "acc": 66.26, + "time": 252.59901547804475, + "param": [ + { + "p": 0.03469746932387352, + "m": 1.0 + }, + { + "p": 0.0006130473338998854, + "m": 1.0 + }, + { + "p": 0.04199739545583725, + "m": 1.0 + }, + { + "p": 0.10405156016349792, + "m": 0.0 + }, + { + "p": 0.0015614064177498221, + "m": 0.5967023968696594 + }, + { + "p": 0.02829292044043541, + "m": 0.47458207607269287 + }, + { + "p": 0.08141173422336578, + "m": 0.0 + }, + { + "p": 0.01880371943116188, + "m": 0.40076106786727905 + }, + { + "p": 0.02179943397641182, + "m": 0.8287481665611267 + }, + { + "p": 0.03886060789227486, + "m": 0.9763761162757874 + }, + { + "p": 0.43250522017478943, + "m": 0.011689982376992702 + }, + { + "p": 0.041167713701725006, + "m": 1.0 + }, + { + "p": 0.11437293142080307, + "m": 1.0 + }, + { + "p": 0.03986479341983795, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.4737790822982788, + "val_loss": 1.1381535530090332, + "acc": 66.04, + "time": 255.2456706413068, + "param": [ + { + "p": 0.04613761231303215, + "m": 1.0 + }, + { + "p": 0.00762275280430913, + "m": 1.0 + }, + { + "p": 0.036655258387327194, + "m": 1.0 + }, + { + "p": 0.10687577724456787, + "m": 0.0 + }, + { + "p": 0.015784557908773422, + "m": 0.5499296188354492 + }, + { + "p": 0.027262285351753235, + "m": 0.4674207866191864 + }, + { + "p": 0.07973624765872955, + "m": 0.0 + }, + { + "p": 0.0346224345266819, + "m": 0.3778785765171051 + }, + { + "p": 0.022682305425405502, + "m": 0.8180608153343201 + }, + { + "p": 0.05126393213868141, + "m": 0.9871140122413635 + }, + { + "p": 0.38433027267456055, + "m": 0.0015597844030708075 + }, + { + "p": 0.050789725035429, + "m": 1.0 + }, + { + "p": 0.1060989573597908, + "m": 1.0 + }, + { + "p": 0.03013787604868412, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.4863178730010986, + "val_loss": 0.9110668301582336, + "acc": 65.73, + "time": 254.11910122912377, + "param": [ + { + "p": 0.044133733958005905, + "m": 1.0 + }, + { + "p": 0.017507700249552727, + "m": 1.0 + }, + { + "p": 0.04185045510530472, + "m": 1.0 + }, + { + "p": 0.09288766235113144, + "m": 0.0 + }, + { + "p": 0.019166279584169388, + "m": 0.48541855812072754 + }, + { + "p": 0.04063691571354866, + "m": 0.41425392031669617 + }, + { + "p": 0.07244150340557098, + "m": 0.0 + }, + { + "p": 0.05130912363529205, + "m": 0.3211877644062042 + }, + { + "p": 0.015443962067365646, + "m": 0.7897611856460571 + }, + { + "p": 0.05073985084891319, + "m": 1.0 + }, + { + "p": 0.3733319938182831, + "m": 0.0 + }, + { + "p": 0.04938967153429985, + "m": 1.0 + }, + { + "p": 0.09676916152238846, + "m": 1.0 + }, + { + "p": 0.03439198434352875, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.1735594272613525, + "val_loss": 0.9909549951553345, + "acc": 65.98, + "time": 253.2102226461284, + "param": [ + { + "p": 0.039203863590955734, + "m": 1.0 + }, + { + "p": 0.007648238446563482, + "m": 1.0 + }, + { + "p": 0.06511031836271286, + "m": 1.0 + }, + { + "p": 0.07917742431163788, + "m": 0.0 + }, + { + "p": 0.014595093205571175, + "m": 0.4694637954235077 + }, + { + "p": 0.050085555762052536, + "m": 0.38919201493263245 + }, + { + "p": 0.0656023770570755, + "m": 0.008139064535498619 + }, + { + "p": 0.06625241786241531, + "m": 0.3231319189071655 + }, + { + "p": 0.00048054521903395653, + "m": 0.7674332857131958 + }, + { + "p": 0.05137263610959053, + "m": 1.0 + }, + { + "p": 0.39632466435432434, + "m": 0.0 + }, + { + "p": 0.03860875964164734, + "m": 1.0 + }, + { + "p": 0.09229186177253723, + "m": 1.0 + }, + { + "p": 0.03324626758694649, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.3736504316329956, + "val_loss": 0.9945642948150635, + "acc": 65.26, + "time": 251.9710786859505, + "param": [ + { + "p": 0.040248703211545944, + "m": 1.0 + }, + { + "p": 0.005614474881440401, + "m": 1.0 + }, + { + "p": 0.07954752445220947, + "m": 1.0 + }, + { + "p": 0.06293678283691406, + "m": 0.0 + }, + { + "p": 0.013114227913320065, + "m": 0.49399691820144653 + }, + { + "p": 0.04396509751677513, + "m": 0.35986772179603577 + }, + { + "p": 0.06712939590215683, + "m": 0.0 + }, + { + "p": 0.07291055470705032, + "m": 0.3265962302684784 + }, + { + "p": 0.014006930403411388, + "m": 0.7545070052146912 + }, + { + "p": 0.06051313877105713, + "m": 1.0 + }, + { + "p": 0.3927557170391083, + "m": 0.0 + }, + { + "p": 0.02702493965625763, + "m": 1.0 + }, + { + "p": 0.08554278314113617, + "m": 1.0 + }, + { + "p": 0.03468969464302063, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.443542242050171, + "val_loss": 0.981560468673706, + "acc": 66.02, + "time": 252.36581211118028, + "param": [ + { + "p": 0.03519622981548309, + "m": 1.0 + }, + { + "p": 0.0064072804525494576, + "m": 1.0 + }, + { + "p": 0.08403924107551575, + "m": 1.0 + }, + { + "p": 0.06668300926685333, + "m": 0.0 + }, + { + "p": 0.009397055022418499, + "m": 0.47372710704803467 + }, + { + "p": 0.03407657518982887, + "m": 0.3351568877696991 + }, + { + "p": 0.06873542815446854, + "m": 0.0 + }, + { + "p": 0.05914635583758354, + "m": 0.3007263243198395 + }, + { + "p": 0.027265673503279686, + "m": 0.7393006682395935 + }, + { + "p": 0.06354532390832901, + "m": 0.9813271164894104 + }, + { + "p": 0.4019322395324707, + "m": 0.0 + }, + { + "p": 0.0325772650539875, + "m": 1.0 + }, + { + "p": 0.07599546015262604, + "m": 1.0 + }, + { + "p": 0.03500286862254143, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.511368989944458, + "val_loss": 1.1532080173492432, + "acc": 66.38, + "time": 250.68757881596684, + "param": [ + { + "p": 0.01775745302438736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07434394210577011, + "m": 1.0 + }, + { + "p": 0.08135972917079926, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.42963361740112305 + }, + { + "p": 0.006451137363910675, + "m": 0.26788538694381714 + }, + { + "p": 0.0711904764175415, + "m": 0.0 + }, + { + "p": 0.03964884951710701, + "m": 0.30837029218673706 + }, + { + "p": 0.027017714455723763, + "m": 0.7135590314865112 + }, + { + "p": 0.06324632465839386, + "m": 0.9459846615791321 + }, + { + "p": 0.4984951317310333, + "m": 0.0 + }, + { + "p": 0.03442341461777687, + "m": 1.0 + }, + { + "p": 0.07079248130321503, + "m": 1.0 + }, + { + "p": 0.015273304656147957, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.664872407913208, + "val_loss": 1.0159780979156494, + "acc": 66.94, + "time": 248.92725730361417, + "param": [ + { + "p": 0.011317193508148193, + "m": 1.0 + }, + { + "p": 0.008401068858802319, + "m": 1.0 + }, + { + "p": 0.05771397426724434, + "m": 1.0 + }, + { + "p": 0.06714658439159393, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.3731027841567993 + }, + { + "p": 0.0, + "m": 0.2258911281824112 + }, + { + "p": 0.06344456225633621, + "m": 0.0 + }, + { + "p": 0.024655016139149666, + "m": 0.26192939281463623 + }, + { + "p": 0.023040078580379486, + "m": 0.6971005201339722 + }, + { + "p": 0.048147305846214294, + "m": 0.907755970954895 + }, + { + "p": 0.5960491299629211, + "m": 0.0 + }, + { + "p": 0.02707670070230961, + "m": 1.0 + }, + { + "p": 0.06704064458608627, + "m": 1.0 + }, + { + "p": 0.005967756733298302, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.6383689641952515, + "val_loss": 1.179168939590454, + "acc": 65.16, + "time": 250.75024804612622, + "param": [ + { + "p": 0.010530265048146248, + "m": 1.0 + }, + { + "p": 0.002994122914969921, + "m": 1.0 + }, + { + "p": 0.06907130032777786, + "m": 1.0 + }, + { + "p": 0.04821568727493286, + "m": 0.0 + }, + { + "p": 0.0007965960539877415, + "m": 0.37421172857284546 + }, + { + "p": 0.0, + "m": 0.1866094022989273 + }, + { + "p": 0.05388280004262924, + "m": 0.00020376201428007334 + }, + { + "p": 0.018735703080892563, + "m": 0.22201265394687653 + }, + { + "p": 0.01910526305437088, + "m": 0.6828686594963074 + }, + { + "p": 0.029732143506407738, + "m": 0.8933996558189392 + }, + { + "p": 0.6623960137367249, + "m": 0.0 + }, + { + "p": 0.01570955477654934, + "m": 1.0 + }, + { + "p": 0.0499107763171196, + "m": 1.0 + }, + { + "p": 0.018919769674539566, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.598390817642212, + "val_loss": 1.156385898590088, + "acc": 66.49, + "time": 250.8623682903126, + "param": [ + { + "p": 0.02952961064875126, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06076011061668396, + "m": 1.0 + }, + { + "p": 0.025974741205573082, + "m": 0.0 + }, + { + "p": 0.0010926566319540143, + "m": 0.3433515429496765 + }, + { + "p": 0.0, + "m": 0.13584445416927338 + }, + { + "p": 0.06704232841730118, + "m": 0.0 + }, + { + "p": 0.037744469940662384, + "m": 0.17824503779411316 + }, + { + "p": 0.04221659153699875, + "m": 0.6814765930175781 + }, + { + "p": 0.02900867536664009, + "m": 0.8907433748245239 + }, + { + "p": 0.6190592050552368, + "m": 0.0 + }, + { + "p": 0.014901658520102501, + "m": 1.0 + }, + { + "p": 0.029646970331668854, + "m": 1.0 + }, + { + "p": 0.04302295669913292, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.481429100036621, + "val_loss": 1.2259697914123535, + "acc": 66.34, + "time": 252.104096962139, + "param": [ + { + "p": 0.03601667657494545, + "m": 1.0 + }, + { + "p": 0.007036968134343624, + "m": 1.0 + }, + { + "p": 0.07490765303373337, + "m": 1.0 + }, + { + "p": 0.0184091255068779, + "m": 0.0 + }, + { + "p": 0.006577509921044111, + "m": 0.28167039155960083 + }, + { + "p": 0.010703000240027905, + "m": 0.0677100419998169 + }, + { + "p": 0.06709766387939453, + "m": 0.0027749163564294577 + }, + { + "p": 0.03344214707612991, + "m": 0.1401023119688034 + }, + { + "p": 0.05117024853825569, + "m": 0.6795569062232971 + }, + { + "p": 0.030673010274767876, + "m": 0.8653306365013123 + }, + { + "p": 0.5439837574958801, + "m": 0.010499926283955574 + }, + { + "p": 0.043175943195819855, + "m": 1.0 + }, + { + "p": 0.027815381065011024, + "m": 1.0 + }, + { + "p": 0.04899093136191368, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.319059133529663, + "val_loss": 1.1155730485916138, + "acc": 66.73, + "time": 251.5832725749351, + "param": [ + { + "p": 0.03673342242836952, + "m": 1.0 + }, + { + "p": 0.018391704186797142, + "m": 1.0 + }, + { + "p": 0.0821332037448883, + "m": 1.0 + }, + { + "p": 0.01583957113325596, + "m": 0.0 + }, + { + "p": 0.0012572180712595582, + "m": 0.2080898880958557 + }, + { + "p": 0.012090719304978848, + "m": 0.044422928243875504 + }, + { + "p": 0.05969903618097305, + "m": 0.009360697120428085 + }, + { + "p": 0.030454091727733612, + "m": 0.10242652148008347 + }, + { + "p": 0.06558601558208466, + "m": 0.6808758974075317 + }, + { + "p": 0.032322484999895096, + "m": 0.8473787903785706 + }, + { + "p": 0.5215575695037842, + "m": 0.002263532020151615 + }, + { + "p": 0.040359217673540115, + "m": 1.0 + }, + { + "p": 0.029360849410295486, + "m": 1.0 + }, + { + "p": 0.05421484634280205, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.2511024475097656, + "val_loss": 1.0296725034713745, + "acc": 64.91, + "time": 253.67599345510826, + "param": [ + { + "p": 0.04574737697839737, + "m": 1.0 + }, + { + "p": 0.031249133870005608, + "m": 1.0 + }, + { + "p": 0.08503282070159912, + "m": 1.0 + }, + { + "p": 0.029718728736042976, + "m": 0.0 + }, + { + "p": 0.005811286624521017, + "m": 0.1301768720149994 + }, + { + "p": 0.01615624688565731, + "m": 0.07265361398458481 + }, + { + "p": 0.05133379250764847, + "m": 0.0 + }, + { + "p": 0.017421366646885872, + "m": 0.03648057207465172 + }, + { + "p": 0.0707629844546318, + "m": 0.663828432559967 + }, + { + "p": 0.03969037905335426, + "m": 0.8477006554603577 + }, + { + "p": 0.48795539140701294, + "m": 0.0 + }, + { + "p": 0.032118670642375946, + "m": 1.0 + }, + { + "p": 0.02589387260377407, + "m": 1.0 + }, + { + "p": 0.06110796704888344, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.2207820415496826, + "val_loss": 1.048706293106079, + "acc": 66.32, + "time": 254.2982210991904, + "param": [ + { + "p": 0.0577605701982975, + "m": 1.0 + }, + { + "p": 0.03019123710691929, + "m": 1.0 + }, + { + "p": 0.07542343437671661, + "m": 1.0 + }, + { + "p": 0.03978811576962471, + "m": 0.0 + }, + { + "p": 0.02609076350927353, + "m": 0.033909618854522705 + }, + { + "p": 0.020611152052879333, + "m": 0.07384253293275833 + }, + { + "p": 0.05220678448677063, + "m": 0.007289039436727762 + }, + { + "p": 0.011142698116600513, + "m": 0.0 + }, + { + "p": 0.0747402012348175, + "m": 0.6757032871246338 + }, + { + "p": 0.053307659924030304, + "m": 0.8740416169166565 + }, + { + "p": 0.4223049283027649, + "m": 0.0 + }, + { + "p": 0.04033331573009491, + "m": 1.0 + }, + { + "p": 0.033830393105745316, + "m": 1.0 + }, + { + "p": 0.062268808484077454, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.3658373355865479, + "val_loss": 0.9967215061187744, + "acc": 66.19, + "time": 254.08801000891253, + "param": [ + { + "p": 0.056392233818769455, + "m": 1.0 + }, + { + "p": 0.027932874858379364, + "m": 1.0 + }, + { + "p": 0.080513596534729, + "m": 1.0 + }, + { + "p": 0.0464588887989521, + "m": 0.0 + }, + { + "p": 0.0513925775885582, + "m": 0.0 + }, + { + "p": 0.026764266192913055, + "m": 0.0946090817451477 + }, + { + "p": 0.03986246511340141, + "m": 0.010209169238805771 + }, + { + "p": 0.010052666999399662, + "m": 0.0 + }, + { + "p": 0.0674571543931961, + "m": 0.6912837624549866 + }, + { + "p": 0.0557178296148777, + "m": 0.9207863211631775 + }, + { + "p": 0.3818279206752777, + "m": 0.0 + }, + { + "p": 0.05711013823747635, + "m": 1.0 + }, + { + "p": 0.04256679490208626, + "m": 1.0 + }, + { + "p": 0.05595053732395172, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.2155215740203857, + "val_loss": 1.1396600008010864, + "acc": 66.61, + "time": 252.51837723422796, + "param": [ + { + "p": 0.05681909993290901, + "m": 1.0 + }, + { + "p": 0.029042286798357964, + "m": 1.0 + }, + { + "p": 0.07285574078559875, + "m": 1.0 + }, + { + "p": 0.04074864462018013, + "m": 0.0 + }, + { + "p": 0.07023259252309799, + "m": 0.0 + }, + { + "p": 0.04288658872246742, + "m": 0.13119646906852722 + }, + { + "p": 0.04590809345245361, + "m": 0.0 + }, + { + "p": 0.016646957024931908, + "m": 0.0 + }, + { + "p": 0.06131797656416893, + "m": 0.7081919312477112 + }, + { + "p": 0.0570133738219738, + "m": 0.9288850426673889 + }, + { + "p": 0.3301655352115631, + "m": 0.0 + }, + { + "p": 0.05475049838423729, + "m": 1.0 + }, + { + "p": 0.05003518983721733, + "m": 1.0 + }, + { + "p": 0.07157745212316513, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.175234079360962, + "val_loss": 0.937640368938446, + "acc": 66.06, + "time": 253.54860185505822, + "param": [ + { + "p": 0.05981369689106941, + "m": 1.0 + }, + { + "p": 0.026516517624258995, + "m": 1.0 + }, + { + "p": 0.06658440828323364, + "m": 1.0 + }, + { + "p": 0.014157422818243504, + "m": 0.0 + }, + { + "p": 0.062403105199337006, + "m": 0.0 + }, + { + "p": 0.04931613802909851, + "m": 0.09901732206344604 + }, + { + "p": 0.0613100603222847, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.05936793237924576, + "m": 0.7236596941947937 + }, + { + "p": 0.06525589525699615, + "m": 0.9468161463737488 + }, + { + "p": 0.3700190484523773, + "m": 0.0 + }, + { + "p": 0.045481108129024506, + "m": 0.9997420907020569 + }, + { + "p": 0.041503991931676865, + "m": 1.0 + }, + { + "p": 0.07827068120241165, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.1891053915023804, + "val_loss": 1.0505956411361694, + "acc": 65.44, + "time": 253.5676157507114, + "param": [ + { + "p": 0.05134180933237076, + "m": 1.0 + }, + { + "p": 0.026863478124141693, + "m": 1.0 + }, + { + "p": 0.04432053118944168, + "m": 1.0 + }, + { + "p": 0.0031448653899133205, + "m": 0.0 + }, + { + "p": 0.06329256296157837, + "m": 0.0 + }, + { + "p": 0.05084174871444702, + "m": 0.04723900556564331 + }, + { + "p": 0.08030211180448532, + "m": 0.0 + }, + { + "p": 3.391317659406923e-05, + "m": 0.0 + }, + { + "p": 0.06299515068531036, + "m": 0.7237511873245239 + }, + { + "p": 0.06749960780143738, + "m": 0.959355354309082 + }, + { + "p": 0.4349742531776428, + "m": 0.0 + }, + { + "p": 0.02590552344918251, + "m": 1.0 + }, + { + "p": 0.019123323261737823, + "m": 1.0 + }, + { + "p": 0.06936108320951462, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.1713413000106812, + "val_loss": 1.050018310546875, + "acc": 66.14, + "time": 252.9589166259393, + "param": [ + { + "p": 0.050944726914167404, + "m": 1.0 + }, + { + "p": 0.030256548896431923, + "m": 1.0 + }, + { + "p": 0.03905138000845909, + "m": 1.0 + }, + { + "p": 0.018495066091418266, + "m": 0.0 + }, + { + "p": 0.05991082265973091, + "m": 0.05610164999961853 + }, + { + "p": 0.04900804162025452, + "m": 0.0 + }, + { + "p": 0.0857640951871872, + "m": 0.0 + }, + { + "p": 0.0039016578812152147, + "m": 0.0 + }, + { + "p": 0.051180608570575714, + "m": 0.7057408094406128 + }, + { + "p": 0.07219164818525314, + "m": 0.9664640426635742 + }, + { + "p": 0.44659629464149475, + "m": 0.007253157906234264 + }, + { + "p": 0.022627029567956924, + "m": 1.0 + }, + { + "p": 0.0016469026450067759, + "m": 1.0 + }, + { + "p": 0.06842514127492905, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.3353676795959473, + "val_loss": 1.031944990158081, + "acc": 66.61, + "time": 256.5524114673026, + "param": [ + { + "p": 0.051154132932424545, + "m": 1.0 + }, + { + "p": 0.041864506900310516, + "m": 1.0 + }, + { + "p": 0.057033807039260864, + "m": 1.0 + }, + { + "p": 0.03993105888366699, + "m": 0.006759548094123602 + }, + { + "p": 0.04022533446550369, + "m": 0.09170138835906982 + }, + { + "p": 0.034152936190366745, + "m": 0.0 + }, + { + "p": 0.09206780046224594, + "m": 0.0 + }, + { + "p": 0.012765594758093357, + "m": 0.0 + }, + { + "p": 0.038989607244729996, + "m": 0.6837522983551025 + }, + { + "p": 0.0680772066116333, + "m": 0.9588137865066528 + }, + { + "p": 0.408338725566864, + "m": 0.0 + }, + { + "p": 0.0343334935605526, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.081065833568573, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.3204745054244995, + "val_loss": 1.1092736721038818, + "acc": 66.08, + "time": 256.5088224550709, + "param": [ + { + "p": 0.043182745575904846, + "m": 1.0 + }, + { + "p": 0.05752214044332504, + "m": 1.0 + }, + { + "p": 0.06250756978988647, + "m": 1.0 + }, + { + "p": 0.0578174851834774, + "m": 0.0 + }, + { + "p": 0.0345543697476387, + "m": 0.044828642159700394 + }, + { + "p": 0.027601005509495735, + "m": 0.0 + }, + { + "p": 0.08116856962442398, + "m": 0.0 + }, + { + "p": 0.011810900643467903, + "m": 0.002489997074007988 + }, + { + "p": 0.03845084458589554, + "m": 0.6740204095840454 + }, + { + "p": 0.0699639692902565, + "m": 0.9703418612480164 + }, + { + "p": 0.3783923089504242, + "m": 0.0 + }, + { + "p": 0.04221739247441292, + "m": 1.0 + }, + { + "p": 0.011668527498841286, + "m": 1.0 + }, + { + "p": 0.08314219117164612, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.4361366033554077, + "val_loss": 1.054977297782898, + "acc": 65.74, + "time": 257.47717656288296, + "param": [ + { + "p": 0.034631598740816116, + "m": 1.0 + }, + { + "p": 0.05182795599102974, + "m": 1.0 + }, + { + "p": 0.06732583791017532, + "m": 1.0 + }, + { + "p": 0.06335815042257309, + "m": 0.0 + }, + { + "p": 0.03296415135264397, + "m": 0.0 + }, + { + "p": 0.02863999642431736, + "m": 0.0 + }, + { + "p": 0.06630413979291916, + "m": 0.0 + }, + { + "p": 0.0025264350697398186, + "m": 0.027698436751961708 + }, + { + "p": 0.030269315466284752, + "m": 0.6488304734230042 + }, + { + "p": 0.08199981600046158, + "m": 0.9728058576583862 + }, + { + "p": 0.38219550251960754, + "m": 0.0 + }, + { + "p": 0.03479107841849327, + "m": 1.0 + }, + { + "p": 0.03136780485510826, + "m": 1.0 + }, + { + "p": 0.09179823845624924, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.2081879377365112, + "val_loss": 1.0268776416778564, + "acc": 66.95, + "time": 253.82711913622916, + "param": [ + { + "p": 0.02127116546034813, + "m": 1.0 + }, + { + "p": 0.029147909954190254, + "m": 1.0 + }, + { + "p": 0.06600704044103622, + "m": 1.0 + }, + { + "p": 0.05375003442168236, + "m": 0.0 + }, + { + "p": 0.026103423908352852, + "m": 0.0 + }, + { + "p": 0.03667739778757095, + "m": 0.0 + }, + { + "p": 0.05796133354306221, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.043800950050354004 + }, + { + "p": 0.0020695384591817856, + "m": 0.6291494965553284 + }, + { + "p": 0.08579898625612259, + "m": 0.9597583413124084 + }, + { + "p": 0.43825438618659973, + "m": 0.0 + }, + { + "p": 0.025408200919628143, + "m": 1.0 + }, + { + "p": 0.03998845815658569, + "m": 1.0 + }, + { + "p": 0.11756215244531631, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.2096774578094482, + "val_loss": 1.1071499586105347, + "acc": 65.77, + "time": 256.62504687393084, + "param": [ + { + "p": 0.027913222089409828, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06905849277973175, + "m": 1.0 + }, + { + "p": 0.030487380921840668, + "m": 0.0 + }, + { + "p": 0.005059008952230215, + "m": 0.0224771611392498 + }, + { + "p": 0.03277197480201721, + "m": 0.0 + }, + { + "p": 0.06069256365299225, + "m": 0.0028172326274216175 + }, + { + "p": 0.0, + "m": 0.02764403074979782 + }, + { + "p": 0.0, + "m": 0.6243226528167725 + }, + { + "p": 0.06411613523960114, + "m": 0.927229106426239 + }, + { + "p": 0.5188536643981934, + "m": 0.0 + }, + { + "p": 0.012580527924001217, + "m": 0.9980247616767883 + }, + { + "p": 0.029258914291858673, + "m": 1.0 + }, + { + "p": 0.14920806884765625, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.31137216091156, + "val_loss": 1.0915371179580688, + "acc": 65.16, + "time": 254.02385377511382, + "param": [ + { + "p": 0.04042362794280052, + "m": 1.0 + }, + { + "p": 0.0031877965666353703, + "m": 1.0 + }, + { + "p": 0.0796123668551445, + "m": 1.0 + }, + { + "p": 0.012700160034000874, + "m": 0.01197903137654066 + }, + { + "p": 0.0009536052821204066, + "m": 0.02126041054725647 + }, + { + "p": 0.016998089849948883, + "m": 0.0 + }, + { + "p": 0.07063436508178711, + "m": 0.0 + }, + { + "p": 0.002623956184834242, + "m": 0.0 + }, + { + "p": 0.01330430619418621, + "m": 0.617588222026825 + }, + { + "p": 0.047331903129816055, + "m": 0.8851674199104309 + }, + { + "p": 0.5285583138465881, + "m": 0.002285704715177417 + }, + { + "p": 0.006403691601008177, + "m": 0.9967763423919678 + }, + { + "p": 0.02690594084560871, + "m": 1.0 + }, + { + "p": 0.15036194026470184, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json new file mode 100644 index 0000000..24119c3 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 73.09, + "Time": [ + 126.90485637484429, + 4.900054736348162 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.31793475151062, + "val_loss": 2.2920844554901123, + "acc": 16.27, + "time": 132.16057211719453, + "param": [ + { + "p": 0.08377398550510406, + "m": 1.0 + }, + { + "p": 0.06714878231287003, + "m": 1.0 + }, + { + "p": 0.06321382522583008, + "m": 1.0 + }, + { + "p": 0.08207747340202332, + "m": 1.0 + }, + { + "p": 0.09133510291576385, + "m": 1.0 + }, + { + "p": 0.08663305640220642, + "m": 1.0 + }, + { + "p": 0.07742342352867126, + "m": 1.0 + }, + { + "p": 0.06682612001895905, + "m": 1.0 + }, + { + "p": 0.06461193412542343, + "m": 1.0 + }, + { + "p": 0.053306013345718384, + "m": 1.0 + }, + { + "p": 0.0643894299864769, + "m": 1.0 + }, + { + "p": 0.06380467116832733, + "m": 1.0 + }, + { + "p": 0.07272189855575562, + "m": 1.0 + }, + { + "p": 0.06273426115512848, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2165281772613525, + "val_loss": 2.105877161026001, + "acc": 19.93, + "time": 125.79452646989375, + "param": [ + { + "p": 0.08225817233324051, + "m": 1.0 + }, + { + "p": 0.07448849081993103, + "m": 1.0 + }, + { + "p": 0.072747603058815, + "m": 1.0 + }, + { + "p": 0.07895778119564056, + "m": 1.0 + }, + { + "p": 0.08609487861394882, + "m": 1.0 + }, + { + "p": 0.08382419496774673, + "m": 1.0 + }, + { + "p": 0.07915621250867844, + "m": 1.0 + }, + { + "p": 0.07449429482221603, + "m": 1.0 + }, + { + "p": 0.07411006093025208, + "m": 1.0 + }, + { + "p": 0.06866520643234253, + "m": 1.0 + }, + { + "p": 0.07116959244012833, + "m": 1.0 + }, + { + "p": 0.07253418862819672, + "m": 1.0 + }, + { + "p": 0.07691588252782822, + "m": 1.0 + }, + { + "p": 0.004583492875099182, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.167416572570801, + "val_loss": 2.095935106277466, + "acc": 22.51, + "time": 130.442819646094, + "param": [ + { + "p": 0.07943373918533325, + "m": 1.0 + }, + { + "p": 0.06862746179103851, + "m": 1.0 + }, + { + "p": 0.07792843133211136, + "m": 1.0 + }, + { + "p": 0.09097382426261902, + "m": 1.0 + }, + { + "p": 0.09141375124454498, + "m": 1.0 + }, + { + "p": 0.07875032722949982, + "m": 1.0 + }, + { + "p": 0.0847889706492424, + "m": 1.0 + }, + { + "p": 0.06253893673419952, + "m": 1.0 + }, + { + "p": 0.07597948610782623, + "m": 1.0 + }, + { + "p": 0.0748080313205719, + "m": 1.0 + }, + { + "p": 0.05063273757696152, + "m": 1.0 + }, + { + "p": 0.08659650385379791, + "m": 1.0 + }, + { + "p": 0.07752776145935059, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.116398811340332, + "val_loss": 2.0123908519744873, + "acc": 26.7, + "time": 133.28827025881037, + "param": [ + { + "p": 0.08391845226287842, + "m": 1.0 + }, + { + "p": 0.06797578185796738, + "m": 1.0 + }, + { + "p": 0.08833689987659454, + "m": 1.0 + }, + { + "p": 0.08584381639957428, + "m": 1.0 + }, + { + "p": 0.09474186599254608, + "m": 1.0 + }, + { + "p": 0.08523538708686829, + "m": 1.0 + }, + { + "p": 0.08818644285202026, + "m": 1.0 + }, + { + "p": 0.044524893164634705, + "m": 1.0 + }, + { + "p": 0.05402929335832596, + "m": 1.0 + }, + { + "p": 0.07143380492925644, + "m": 1.0 + }, + { + "p": 0.05007188394665718, + "m": 1.0 + }, + { + "p": 0.09323949366807938, + "m": 1.0 + }, + { + "p": 0.09246202558279037, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.060276985168457, + "val_loss": 1.9446169137954712, + "acc": 29.58, + "time": 132.83972317026928, + "param": [ + { + "p": 0.08749198913574219, + "m": 1.0 + }, + { + "p": 0.07027881592512131, + "m": 1.0 + }, + { + "p": 0.1296522468328476, + "m": 1.0 + }, + { + "p": 0.08011632412672043, + "m": 1.0 + }, + { + "p": 0.09487541019916534, + "m": 1.0 + }, + { + "p": 0.08149334043264389, + "m": 1.0 + }, + { + "p": 0.09890946745872498, + "m": 1.0 + }, + { + "p": 0.01171128824353218, + "m": 1.0 + }, + { + "p": 0.020502829924225807, + "m": 1.0 + }, + { + "p": 0.08361297100782394, + "m": 1.0 + }, + { + "p": 0.041322723031044006, + "m": 1.0 + }, + { + "p": 0.09536335617303848, + "m": 1.0 + }, + { + "p": 0.10466930270195007, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.313513994216919, + "val_loss": 1.8176578283309937, + "acc": 31.41, + "time": 126.57621977617964, + "param": [ + { + "p": 0.08804288506507874, + "m": 1.0 + }, + { + "p": 0.04997660964727402, + "m": 1.0 + }, + { + "p": 0.16930316388607025, + "m": 1.0 + }, + { + "p": 0.060990557074546814, + "m": 1.0 + }, + { + "p": 0.1059168353676796, + "m": 1.0 + }, + { + "p": 0.07493333518505096, + "m": 1.0 + }, + { + "p": 0.10677603632211685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08880844712257385, + "m": 1.0 + }, + { + "p": 0.030320920050144196, + "m": 1.0 + }, + { + "p": 0.09615296870470047, + "m": 1.0 + }, + { + "p": 0.1287781447172165, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 2.158160448074341, + "val_loss": 1.8192873001098633, + "acc": 35.51, + "time": 123.70322112599388, + "param": [ + { + "p": 0.0945180281996727, + "m": 1.0 + }, + { + "p": 0.04600737988948822, + "m": 1.0 + }, + { + "p": 0.17259936034679413, + "m": 1.0 + }, + { + "p": 0.054020609706640244, + "m": 1.0 + }, + { + "p": 0.11108815670013428, + "m": 1.0 + }, + { + "p": 0.058340150862932205, + "m": 1.0 + }, + { + "p": 0.11279243975877762, + "m": 1.0 + }, + { + "p": 0.0022829759400337934, + "m": 1.0 + }, + { + "p": 0.0014555164379999042, + "m": 1.0 + }, + { + "p": 0.08819643408060074, + "m": 1.0 + }, + { + "p": 0.038419321179389954, + "m": 1.0 + }, + { + "p": 0.09633222222328186, + "m": 1.0 + }, + { + "p": 0.12394745647907257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.9899877309799194, + "val_loss": 1.8283774852752686, + "acc": 36.2, + "time": 135.27021272713318, + "param": [ + { + "p": 0.10740526765584946, + "m": 1.0 + }, + { + "p": 0.03374398872256279, + "m": 1.0 + }, + { + "p": 0.18899723887443542, + "m": 1.0 + }, + { + "p": 0.0508471317589283, + "m": 1.0 + }, + { + "p": 0.11602175235748291, + "m": 1.0 + }, + { + "p": 0.021325701847672462, + "m": 1.0 + }, + { + "p": 0.12313423305749893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10655207186937332, + "m": 1.0 + }, + { + "p": 0.015427579171955585, + "m": 1.0 + }, + { + "p": 0.09974555671215057, + "m": 1.0 + }, + { + "p": 0.13679951429367065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.0063681602478027, + "val_loss": 1.6412566900253296, + "acc": 40.57, + "time": 126.29857543110847, + "param": [ + { + "p": 0.1024683266878128, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23858125507831573, + "m": 1.0 + }, + { + "p": 0.035847969353199005, + "m": 1.0 + }, + { + "p": 0.11409260332584381, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13469666242599487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11248090118169785, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10492970794439316, + "m": 1.0 + }, + { + "p": 0.15690259635448456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.7305957078933716, + "val_loss": 1.6344614028930664, + "acc": 41.29, + "time": 120.3593288809061, + "param": [ + { + "p": 0.10790667682886124, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2597511112689972, + "m": 1.0 + }, + { + "p": 0.021989980712532997, + "m": 1.0 + }, + { + "p": 0.10798832774162292, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13472051918506622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12451164424419403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09083335846662521, + "m": 1.0 + }, + { + "p": 0.15229833126068115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 2.017927408218384, + "val_loss": 1.6553691625595093, + "acc": 42.03, + "time": 136.7880312227644, + "param": [ + { + "p": 0.11989983171224594, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2525580823421478, + "m": 1.0 + }, + { + "p": 0.029948290437459946, + "m": 1.0 + }, + { + "p": 0.09837476909160614, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13672484457492828, + "m": 1.0 + }, + { + "p": 0.000490087375510484, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12840504944324493, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09051451832056046, + "m": 1.0 + }, + { + "p": 0.14308449625968933, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.7115627527236938, + "val_loss": 1.5971267223358154, + "acc": 44.18, + "time": 136.10158273996785, + "param": [ + { + "p": 0.13650663197040558, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2720254361629486, + "m": 1.0 + }, + { + "p": 0.008666345849633217, + "m": 1.0 + }, + { + "p": 0.07549268752336502, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14072231948375702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13135233521461487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08792079240083694, + "m": 1.0 + }, + { + "p": 0.1473134309053421, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.961708903312683, + "val_loss": 1.5435068607330322, + "acc": 42.58, + "time": 121.84683800162748, + "param": [ + { + "p": 0.14913348853588104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.260450154542923, + "m": 1.0 + }, + { + "p": 0.006203800905495882, + "m": 1.0 + }, + { + "p": 0.05447262525558472, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14382165670394897, + "m": 1.0 + }, + { + "p": 1.1429941650931141e-06, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13519737124443054, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0966515839099884, + "m": 1.0 + }, + { + "p": 0.15406814217567444, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.8407589197158813, + "val_loss": 1.6371930837631226, + "acc": 41.88, + "time": 125.9502710509114, + "param": [ + { + "p": 0.15763352811336517, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2565816640853882, + "m": 1.0 + }, + { + "p": 0.003052222076803446, + "m": 1.0 + }, + { + "p": 0.04284413903951645, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14148589968681335, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13598395884037018, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09604856371879578, + "m": 1.0 + }, + { + "p": 0.1663699597120285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.9327205419540405, + "val_loss": 1.4742876291275024, + "acc": 45.85, + "time": 129.29414034588262, + "param": [ + { + "p": 0.15302687883377075, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25727564096450806, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04575915262103081, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13601142168045044, + "m": 1.0 + }, + { + "p": 0.0006293603801168501, + "m": 1.0 + }, + { + "p": 0.000563496258109808, + "m": 1.0 + }, + { + "p": 0.14105547964572906, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09558361768722534, + "m": 1.0 + }, + { + "p": 0.17009493708610535, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.7954005002975464, + "val_loss": 1.4571826457977295, + "acc": 46.11, + "time": 128.60739443218336, + "param": [ + { + "p": 0.1472090482711792, + "m": 1.0 + }, + { + "p": 0.0007090818253345788, + "m": 1.0 + }, + { + "p": 0.23199154436588287, + "m": 1.0 + }, + { + "p": 0.01034629624336958, + "m": 1.0 + }, + { + "p": 0.04679224640130997, + "m": 1.0 + }, + { + "p": 0.003009757259860635, + "m": 1.0 + }, + { + "p": 0.12641875445842743, + "m": 1.0 + }, + { + "p": 0.020618446171283722, + "m": 1.0 + }, + { + "p": 0.02089916542172432, + "m": 1.0 + }, + { + "p": 0.13443882763385773, + "m": 1.0 + }, + { + "p": 0.004353146068751812, + "m": 1.0 + }, + { + "p": 0.09570927172899246, + "m": 1.0 + }, + { + "p": 0.15750448405742645, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.6881389617919922, + "val_loss": 1.4218441247940063, + "acc": 46.58, + "time": 120.98660792876035, + "param": [ + { + "p": 0.1515265554189682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23715345561504364, + "m": 1.0 + }, + { + "p": 0.006371767725795507, + "m": 1.0 + }, + { + "p": 0.032331682741642, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12835203111171722, + "m": 1.0 + }, + { + "p": 0.03158743306994438, + "m": 1.0 + }, + { + "p": 0.029444634914398193, + "m": 1.0 + }, + { + "p": 0.13317109644412994, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10264500230550766, + "m": 1.0 + }, + { + "p": 0.14741645753383636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.73170006275177, + "val_loss": 1.4122010469436646, + "acc": 48.58, + "time": 123.24292334681377, + "param": [ + { + "p": 0.16254368424415588, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2650163471698761, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13227462768554688, + "m": 1.0 + }, + { + "p": 0.0230049230158329, + "m": 1.0 + }, + { + "p": 0.011691813357174397, + "m": 1.0 + }, + { + "p": 0.1399669647216797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1111428365111351, + "m": 1.0 + }, + { + "p": 0.1543588489294052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.718222975730896, + "val_loss": 1.429040789604187, + "acc": 49.62, + "time": 122.54266696795821, + "param": [ + { + "p": 0.17011861503124237, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2647307515144348, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12672583758831024, + "m": 1.0 + }, + { + "p": 0.01733700931072235, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1462971568107605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11587417125701904, + "m": 1.0 + }, + { + "p": 0.15891645848751068, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.7767634391784668, + "val_loss": 1.5167254209518433, + "acc": 48.54, + "time": 125.30564928008243, + "param": [ + { + "p": 0.16145309805870056, + "m": 1.0 + }, + { + "p": 0.004986812826246023, + "m": 1.0 + }, + { + "p": 0.22623039782047272, + "m": 1.0 + }, + { + "p": 0.015619300305843353, + "m": 1.0 + }, + { + "p": 0.005736431106925011, + "m": 1.0 + }, + { + "p": 0.010148950852453709, + "m": 1.0 + }, + { + "p": 0.1200350821018219, + "m": 1.0 + }, + { + "p": 0.022322017699480057, + "m": 1.0 + }, + { + "p": 0.013126754201948643, + "m": 1.0 + }, + { + "p": 0.1329350769519806, + "m": 1.0 + }, + { + "p": 0.013910968787968159, + "m": 1.0 + }, + { + "p": 0.11884794384241104, + "m": 1.0 + }, + { + "p": 0.14965400099754333, + "m": 1.0 + }, + { + "p": 0.004993196111172438, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.7748323678970337, + "val_loss": 1.3859567642211914, + "acc": 50.15, + "time": 126.96174104930833, + "param": [ + { + "p": 0.1596280187368393, + "m": 1.0 + }, + { + "p": 0.001127247465774417, + "m": 1.0 + }, + { + "p": 0.22362565994262695, + "m": 1.0 + }, + { + "p": 0.01532520167529583, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0035757399164140224, + "m": 1.0 + }, + { + "p": 0.11258085817098618, + "m": 1.0 + }, + { + "p": 0.02327399142086506, + "m": 1.0 + }, + { + "p": 0.021474961191415787, + "m": 1.0 + }, + { + "p": 0.1261325627565384, + "m": 1.0 + }, + { + "p": 0.02870369143784046, + "m": 1.0 + }, + { + "p": 0.1259954869747162, + "m": 1.0 + }, + { + "p": 0.1505671590566635, + "m": 1.0 + }, + { + "p": 0.00798933207988739, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.6376298666000366, + "val_loss": 1.4059405326843262, + "acc": 50.85, + "time": 124.7510471730493, + "param": [ + { + "p": 0.16263030469417572, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22867920994758606, + "m": 1.0 + }, + { + "p": 0.012579136528074741, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1026739627122879, + "m": 1.0 + }, + { + "p": 0.03222636505961418, + "m": 1.0 + }, + { + "p": 0.020184319466352463, + "m": 1.0 + }, + { + "p": 0.13092130422592163, + "m": 1.0 + }, + { + "p": 0.03555239364504814, + "m": 1.0 + }, + { + "p": 0.12590089440345764, + "m": 1.0 + }, + { + "p": 0.148652121424675, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.693146824836731, + "val_loss": 1.4503321647644043, + "acc": 50.98, + "time": 134.57834568805993, + "param": [ + { + "p": 0.17062674462795258, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23920172452926636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08728130161762238, + "m": 1.0 + }, + { + "p": 0.03380466252565384, + "m": 1.0 + }, + { + "p": 0.021367251873016357, + "m": 1.0 + }, + { + "p": 0.13544924557209015, + "m": 1.0 + }, + { + "p": 0.030628032982349396, + "m": 1.0 + }, + { + "p": 0.13399696350097656, + "m": 1.0 + }, + { + "p": 0.14764399826526642, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.733156681060791, + "val_loss": 1.4014623165130615, + "acc": 51.45, + "time": 128.83194431709126, + "param": [ + { + "p": 0.17253771424293518, + "m": 1.0 + }, + { + "p": 0.0021670556161552668, + "m": 1.0 + }, + { + "p": 0.2336271107196808, + "m": 1.0 + }, + { + "p": 0.004314695484936237, + "m": 1.0 + }, + { + "p": 0.0016101906076073647, + "m": 1.0 + }, + { + "p": 0.00685519864782691, + "m": 1.0 + }, + { + "p": 0.07235731184482574, + "m": 1.0 + }, + { + "p": 0.042000994086265564, + "m": 1.0 + }, + { + "p": 0.021892087534070015, + "m": 1.0 + }, + { + "p": 0.12877409160137177, + "m": 1.0 + }, + { + "p": 0.028040027245879173, + "m": 1.0 + }, + { + "p": 0.12777318060398102, + "m": 1.0 + }, + { + "p": 0.15279951691627502, + "m": 1.0 + }, + { + "p": 0.005250978283584118, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.840415120124817, + "val_loss": 1.217318058013916, + "acc": 53.32, + "time": 129.6369341048412, + "param": [ + { + "p": 0.16531451046466827, + "m": 1.0 + }, + { + "p": 0.003989053890109062, + "m": 1.0 + }, + { + "p": 0.21941162645816803, + "m": 1.0 + }, + { + "p": 0.012435766868293285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014851509593427181, + "m": 1.0 + }, + { + "p": 0.06345116347074509, + "m": 1.0 + }, + { + "p": 0.05277879908680916, + "m": 1.0 + }, + { + "p": 0.02978864312171936, + "m": 1.0 + }, + { + "p": 0.11893551796674728, + "m": 1.0 + }, + { + "p": 0.033488474786281586, + "m": 1.0 + }, + { + "p": 0.12367672473192215, + "m": 1.0 + }, + { + "p": 0.15145839750766754, + "m": 1.0 + }, + { + "p": 0.010419833473861217, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.5187134742736816, + "val_loss": 1.259987235069275, + "acc": 52.49, + "time": 128.09611932886764, + "param": [ + { + "p": 0.17153537273406982, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23112031817436218, + "m": 1.0 + }, + { + "p": 0.008601075038313866, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005600450094789267, + "m": 1.0 + }, + { + "p": 0.06217775493860245, + "m": 1.0 + }, + { + "p": 0.05110277235507965, + "m": 1.0 + }, + { + "p": 0.028523864224553108, + "m": 1.0 + }, + { + "p": 0.11743483692407608, + "m": 1.0 + }, + { + "p": 0.027462797239422798, + "m": 1.0 + }, + { + "p": 0.13619239628314972, + "m": 1.0 + }, + { + "p": 0.16024836897850037, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.551916480064392, + "val_loss": 1.3024687767028809, + "acc": 53.46, + "time": 134.2471848120913, + "param": [ + { + "p": 0.1937495470046997, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2708323001861572, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04949197918176651, + "m": 1.0 + }, + { + "p": 0.03361683711409569, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11278602480888367, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.154569610953331, + "m": 1.0 + }, + { + "p": 0.1849537491798401, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.7934918403625488, + "val_loss": 1.4560737609863281, + "acc": 50.97, + "time": 131.24489373201504, + "param": [ + { + "p": 0.20062783360481262, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2812897861003876, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04338035359978676, + "m": 1.0 + }, + { + "p": 0.01907442696392536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10502098500728607, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1564096063375473, + "m": 1.0 + }, + { + "p": 0.1941969394683838, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.4223374128341675, + "val_loss": 1.3948841094970703, + "acc": 54.19, + "time": 123.33122799312696, + "param": [ + { + "p": 0.21238835155963898, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28436079621315, + "m": 1.0 + }, + { + "p": 0.00038481142837554216, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03986983746290207, + "m": 1.0 + }, + { + "p": 0.015271596610546112, + "m": 1.0 + }, + { + "p": 0.000892537587787956, + "m": 1.0 + }, + { + "p": 0.09203911572694778, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15050587058067322, + "m": 1.0 + }, + { + "p": 0.20428702235221863, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.6338927745819092, + "val_loss": 1.370755910873413, + "acc": 55.7, + "time": 130.39050622982904, + "param": [ + { + "p": 0.21737664937973022, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2816861867904663, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0011846916750073433, + "m": 1.0 + }, + { + "p": 0.036884959787130356, + "m": 1.0 + }, + { + "p": 0.00867023691534996, + "m": 1.0 + }, + { + "p": 0.009958844631910324, + "m": 1.0 + }, + { + "p": 0.08676139265298843, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14017312228679657, + "m": 1.0 + }, + { + "p": 0.21730394661426544, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.5030206441879272, + "val_loss": 1.2832388877868652, + "acc": 55.83, + "time": 128.90410297410563, + "param": [ + { + "p": 0.20278425514698029, + "m": 1.0 + }, + { + "p": 0.0004605543508660048, + "m": 1.0 + }, + { + "p": 0.2629954516887665, + "m": 1.0 + }, + { + "p": 0.00476817274466157, + "m": 1.0 + }, + { + "p": 0.0033368300646543503, + "m": 1.0 + }, + { + "p": 0.00989987701177597, + "m": 1.0 + }, + { + "p": 0.04185793176293373, + "m": 1.0 + }, + { + "p": 0.01593267358839512, + "m": 1.0 + }, + { + "p": 0.020410580560564995, + "m": 1.0 + }, + { + "p": 0.0894283726811409, + "m": 1.0 + }, + { + "p": 0.005120917223393917, + "m": 1.0 + }, + { + "p": 0.12972904741764069, + "m": 1.0 + }, + { + "p": 0.21200722455978394, + "m": 1.0 + }, + { + "p": 0.001267920364625752, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.7432054281234741, + "val_loss": 1.2453311681747437, + "acc": 53.05, + "time": 124.730949269142, + "param": [ + { + "p": 0.19795775413513184, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.260296106338501, + "m": 1.0 + }, + { + "p": 0.0005824307445436716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006149935070425272, + "m": 1.0 + }, + { + "p": 0.04514148831367493, + "m": 1.0 + }, + { + "p": 0.016476446762681007, + "m": 1.0 + }, + { + "p": 0.01810355670750141, + "m": 1.0 + }, + { + "p": 0.09435736387968063, + "m": 1.0 + }, + { + "p": 0.005396946799010038, + "m": 1.0 + }, + { + "p": 0.13203266263008118, + "m": 1.0 + }, + { + "p": 0.22350527346134186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.6648955345153809, + "val_loss": 1.2371609210968018, + "acc": 56.53, + "time": 134.4426326630637, + "param": [ + { + "p": 0.20086947083473206, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2754412591457367, + "m": 1.0 + }, + { + "p": 0.0008513022330589592, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04045188054442406, + "m": 1.0 + }, + { + "p": 0.005119333043694496, + "m": 1.0 + }, + { + "p": 0.007228892762213945, + "m": 1.0 + }, + { + "p": 0.09785600751638412, + "m": 1.0 + }, + { + "p": 0.0004948198911733925, + "m": 1.0 + }, + { + "p": 0.13556860387325287, + "m": 1.0 + }, + { + "p": 0.23611845076084137, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.6256235837936401, + "val_loss": 1.179492473602295, + "acc": 56.68, + "time": 132.05017751827836, + "param": [ + { + "p": 0.19882100820541382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.29347360134124756, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03194795921444893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09418671578168869, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1344171017408371, + "m": 1.0 + }, + { + "p": 0.2471536099910736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.3550950288772583, + "val_loss": 1.1396281719207764, + "acc": 58.21, + "time": 121.51971469214186, + "param": [ + { + "p": 0.1900322288274765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2975929081439972, + "m": 1.0 + }, + { + "p": 0.0031020576134324074, + "m": 1.0 + }, + { + "p": 0.0032511097379028797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028780069202184677, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005463453941047192, + "m": 1.0 + }, + { + "p": 0.0936155617237091, + "m": 1.0 + }, + { + "p": 0.0007017341558821499, + "m": 1.0 + }, + { + "p": 0.12398001551628113, + "m": 1.0 + }, + { + "p": 0.2534808814525604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.466292381286621, + "val_loss": 1.1984386444091797, + "acc": 55.67, + "time": 121.57271417276934, + "param": [ + { + "p": 0.18684004247188568, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30300113558769226, + "m": 1.0 + }, + { + "p": 0.0002840727102011442, + "m": 1.0 + }, + { + "p": 0.0034545769449323416, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02305280603468418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009584091603755951, + "m": 1.0 + }, + { + "p": 0.09166489541530609, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11467680335044861, + "m": 1.0 + }, + { + "p": 0.26744160056114197, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.676328420639038, + "val_loss": 1.1935248374938965, + "acc": 56.91, + "time": 125.60674835043028, + "param": [ + { + "p": 0.19552791118621826, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3081715703010559, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02120223455131054, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09123413264751434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10921420156955719, + "m": 1.0 + }, + { + "p": 0.27464988827705383, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.7465801239013672, + "val_loss": 1.246822714805603, + "acc": 55.71, + "time": 123.5342939030379, + "param": [ + { + "p": 0.20092497766017914, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30142056941986084, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024292927235364914, + "m": 1.0 + }, + { + "p": 0.003913204185664654, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09737807512283325, + "m": 1.0 + }, + { + "p": 0.0003285225830040872, + "m": 1.0 + }, + { + "p": 0.10434168577194214, + "m": 1.0 + }, + { + "p": 0.26739999651908875, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.7079192399978638, + "val_loss": 1.2446918487548828, + "acc": 58.71, + "time": 129.10308585315943, + "param": [ + { + "p": 0.20631025731563568, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3036811649799347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02094268798828125, + "m": 1.0 + }, + { + "p": 0.008924434892833233, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09055616706609726, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09874051064252853, + "m": 1.0 + }, + { + "p": 0.2708447575569153, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.513365387916565, + "val_loss": 1.1915463209152222, + "acc": 58.28, + "time": 121.94292287202552, + "param": [ + { + "p": 0.2185782492160797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.31884750723838806, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07811176776885986, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0957934558391571, + "m": 1.0 + }, + { + "p": 0.28866907954216003, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.4264757633209229, + "val_loss": 1.145540714263916, + "acc": 58.94, + "time": 124.44028923008591, + "param": [ + { + "p": 0.2193538397550583, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3213042914867401, + "m": 1.0 + }, + { + "p": 0.000257056177360937, + "m": 1.0 + }, + { + "p": 0.0014023168478161097, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0021895694080740213, + "m": 1.0 + }, + { + "p": 0.0016399091109633446, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06423436105251312, + "m": 1.0 + }, + { + "p": 0.0010847322409972548, + "m": 1.0 + }, + { + "p": 0.08963107317686081, + "m": 1.0 + }, + { + "p": 0.2989028990268707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.4329662322998047, + "val_loss": 1.0935560464859009, + "acc": 59.27, + "time": 124.27889802865684, + "param": [ + { + "p": 0.20494051277637482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3071473240852356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010818783193826675, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01536734402179718, + "m": 1.0 + }, + { + "p": 0.010536647401750088, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07240498811006546, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0902353972196579, + "m": 1.0 + }, + { + "p": 0.2885489761829376, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.286996841430664, + "val_loss": 1.09549880027771, + "acc": 59.8, + "time": 125.68157229712233, + "param": [ + { + "p": 0.19648024439811707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3216480612754822, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005164895672351122, + "m": 1.0 + }, + { + "p": 0.005066404584795237, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08040801435709, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08299857378005981, + "m": 1.0 + }, + { + "p": 0.3082337975502014, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.560577630996704, + "val_loss": 1.0603132247924805, + "acc": 60.43, + "time": 130.56738849822432, + "param": [ + { + "p": 0.18762119114398956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3276413381099701, + "m": 1.0 + }, + { + "p": 0.0012221892829984426, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0046715522184967995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0795702114701271, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07397764176130295, + "m": 1.0 + }, + { + "p": 0.3252958357334137, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.7857271432876587, + "val_loss": 1.1340315341949463, + "acc": 59.95, + "time": 122.63811554480344, + "param": [ + { + "p": 0.17884810268878937, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3133726418018341, + "m": 1.0 + }, + { + "p": 0.004786911886185408, + "m": 1.0 + }, + { + "p": 0.00034570993739180267, + "m": 1.0 + }, + { + "p": 0.0006502092583104968, + "m": 1.0 + }, + { + "p": 0.004840359557420015, + "m": 1.0 + }, + { + "p": 0.014147883281111717, + "m": 1.0 + }, + { + "p": 0.003227482782676816, + "m": 1.0 + }, + { + "p": 0.08413127809762955, + "m": 1.0 + }, + { + "p": 0.003549024695530534, + "m": 1.0 + }, + { + "p": 0.07862965762615204, + "m": 1.0 + }, + { + "p": 0.31182363629341125, + "m": 1.0 + }, + { + "p": 0.0016471254639327526, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.2607766389846802, + "val_loss": 1.013532042503357, + "acc": 60.8, + "time": 126.47114490205422, + "param": [ + { + "p": 0.17909623682498932, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.31125563383102417, + "m": 1.0 + }, + { + "p": 0.006377167068421841, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007475793827325106, + "m": 1.0 + }, + { + "p": 0.015644783154129982, + "m": 1.0 + }, + { + "p": 0.00303841894492507, + "m": 1.0 + }, + { + "p": 0.08545143157243729, + "m": 1.0 + }, + { + "p": 0.001773518044501543, + "m": 1.0 + }, + { + "p": 0.08409922569990158, + "m": 1.0 + }, + { + "p": 0.3057878017425537, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.4546152353286743, + "val_loss": 1.189965844154358, + "acc": 58.2, + "time": 129.73769905092195, + "param": [ + { + "p": 0.18563738465309143, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3212316334247589, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0029879941139370203, + "m": 1.0 + }, + { + "p": 0.007260878570377827, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08230489492416382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08055838942527771, + "m": 1.0 + }, + { + "p": 0.32001885771751404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.5892513990402222, + "val_loss": 1.0489554405212402, + "acc": 59.55, + "time": 123.80827878601849, + "param": [ + { + "p": 0.19018232822418213, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.32696157693862915, + "m": 1.0 + }, + { + "p": 0.0015255790203809738, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001991058001294732, + "m": 1.0 + }, + { + "p": 0.001075547537766397, + "m": 1.0 + }, + { + "p": 8.653800614411011e-05, + "m": 1.0 + }, + { + "p": 0.06933309137821198, + "m": 1.0 + }, + { + "p": 0.002508156467229128, + "m": 1.0 + }, + { + "p": 0.07032272964715958, + "m": 1.0 + }, + { + "p": 0.3360133469104767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.3583641052246094, + "val_loss": 0.9844446778297424, + "acc": 60.62, + "time": 126.59806603519246, + "param": [ + { + "p": 0.18771812319755554, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.31573784351348877, + "m": 1.0 + }, + { + "p": 0.008313268423080444, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001548877451568842, + "m": 1.0 + }, + { + "p": 0.012718207202851772, + "m": 1.0 + }, + { + "p": 0.003172404132783413, + "m": 1.0 + }, + { + "p": 0.0009283421677537262, + "m": 1.0 + }, + { + "p": 0.06540213525295258, + "m": 1.0 + }, + { + "p": 0.008196975104510784, + "m": 1.0 + }, + { + "p": 0.06492254883050919, + "m": 1.0 + }, + { + "p": 0.3312656879425049, + "m": 1.0 + }, + { + "p": 7.555998308816925e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.5897051095962524, + "val_loss": 1.017679214477539, + "acc": 61.5, + "time": 124.36442597676069, + "param": [ + { + "p": 0.1794940084218979, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.29618778824806213, + "m": 1.0 + }, + { + "p": 0.017433250322937965, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0030894812662154436, + "m": 1.0 + }, + { + "p": 0.02459927648305893, + "m": 1.0 + }, + { + "p": 0.009692097082734108, + "m": 1.0 + }, + { + "p": 0.0013111853040754795, + "m": 1.0 + }, + { + "p": 0.0703415721654892, + "m": 1.0 + }, + { + "p": 0.015191822312772274, + "m": 1.0 + }, + { + "p": 0.07530637085437775, + "m": 1.0 + }, + { + "p": 0.30198660492897034, + "m": 1.0 + }, + { + "p": 0.005366551224142313, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.4402419328689575, + "val_loss": 1.134545922279358, + "acc": 62.06, + "time": 120.47260445728898, + "param": [ + { + "p": 0.17357860505580902, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2910052239894867, + "m": 1.0 + }, + { + "p": 0.01513290498405695, + "m": 1.0 + }, + { + "p": 0.00011335869203321636, + "m": 1.0 + }, + { + "p": 0.0123064573854208, + "m": 1.0 + }, + { + "p": 0.02419975958764553, + "m": 1.0 + }, + { + "p": 0.02070527896285057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07399369776248932, + "m": 1.0 + }, + { + "p": 0.010995503515005112, + "m": 1.0 + }, + { + "p": 0.08666280657052994, + "m": 1.0 + }, + { + "p": 0.2913064658641815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.5645413398742676, + "val_loss": 1.079359531402588, + "acc": 60.41, + "time": 133.6373100648634, + "param": [ + { + "p": 0.17546340823173523, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30384325981140137, + "m": 1.0 + }, + { + "p": 0.0056212907657027245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014869076199829578, + "m": 1.0 + }, + { + "p": 0.016947761178016663, + "m": 1.0 + }, + { + "p": 0.01779891923069954, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06944174319505692, + "m": 1.0 + }, + { + "p": 0.007651686202734709, + "m": 1.0 + }, + { + "p": 0.0955788716673851, + "m": 1.0 + }, + { + "p": 0.2927839159965515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.330058217048645, + "val_loss": 1.1089026927947998, + "acc": 60.68, + "time": 130.81710803834721, + "param": [ + { + "p": 0.18737198412418365, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.34062618017196655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009614476934075356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0020682341419160366, + "m": 1.0 + }, + { + "p": 0.00041591841727495193, + "m": 1.0 + }, + { + "p": 0.04630880430340767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09670718759298325, + "m": 1.0 + }, + { + "p": 0.3168872594833374, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.4725850820541382, + "val_loss": 1.0783854722976685, + "acc": 61.82, + "time": 122.74346805503592, + "param": [ + { + "p": 0.18568100035190582, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3427727520465851, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0021575791761279106, + "m": 1.0 + }, + { + "p": 0.016588706523180008, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005843703635036945, + "m": 1.0 + }, + { + "p": 0.035642243921756744, + "m": 1.0 + }, + { + "p": 0.0007496956968680024, + "m": 1.0 + }, + { + "p": 0.09741847217082977, + "m": 1.0 + }, + { + "p": 0.31314581632614136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.3333446979522705, + "val_loss": 1.0971089601516724, + "acc": 62.28, + "time": 126.77064801892266, + "param": [ + { + "p": 0.18122340738773346, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.33848336338996887, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0005022689001634717, + "m": 1.0 + }, + { + "p": 0.013174903579056263, + "m": 1.0 + }, + { + "p": 0.0009322951664216816, + "m": 1.0 + }, + { + "p": 0.002283055568113923, + "m": 1.0 + }, + { + "p": 0.01973148249089718, + "m": 1.0 + }, + { + "p": 0.033915065228939056, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09814668446779251, + "m": 1.0 + }, + { + "p": 0.3116074502468109, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.2694098949432373, + "val_loss": 1.061829924583435, + "acc": 63.09, + "time": 121.31642318936065, + "param": [ + { + "p": 0.17768946290016174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3591419756412506, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012570909224450588, + "m": 1.0 + }, + { + "p": 0.02709140069782734, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09047198295593262, + "m": 1.0 + }, + { + "p": 0.33303430676460266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.2874119281768799, + "val_loss": 1.0303194522857666, + "acc": 62.6, + "time": 120.83802041364834, + "param": [ + { + "p": 0.1717773973941803, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.38232728838920593, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001523885177448392, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08133135735988617, + "m": 1.0 + }, + { + "p": 0.36304011940956116, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.4779199361801147, + "val_loss": 1.1064424514770508, + "acc": 61.59, + "time": 122.08916757209226, + "param": [ + { + "p": 0.16585588455200195, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3622063100337982, + "m": 1.0 + }, + { + "p": 0.001084937248378992, + "m": 1.0 + }, + { + "p": 0.0023322298657149076, + "m": 1.0 + }, + { + "p": 0.00417347764596343, + "m": 1.0 + }, + { + "p": 0.004674733616411686, + "m": 1.0 + }, + { + "p": 0.005316860042512417, + "m": 1.0 + }, + { + "p": 0.0023000736255198717, + "m": 1.0 + }, + { + "p": 0.003564275335520506, + "m": 1.0 + }, + { + "p": 0.002769214566797018, + "m": 1.0 + }, + { + "p": 0.09022655338048935, + "m": 1.0 + }, + { + "p": 0.3554953932762146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.359123706817627, + "val_loss": 1.1940783262252808, + "acc": 63.57, + "time": 123.82000318542123, + "param": [ + { + "p": 0.1563796103000641, + "m": 1.0 + }, + { + "p": 0.0006840931018814445, + "m": 1.0 + }, + { + "p": 0.3268532454967499, + "m": 1.0 + }, + { + "p": 0.0037342351861298084, + "m": 1.0 + }, + { + "p": 0.008087387308478355, + "m": 1.0 + }, + { + "p": 0.009982328861951828, + "m": 1.0 + }, + { + "p": 0.009803537279367447, + "m": 1.0 + }, + { + "p": 0.016472576186060905, + "m": 1.0 + }, + { + "p": 0.015104232355952263, + "m": 1.0 + }, + { + "p": 0.018180249258875847, + "m": 1.0 + }, + { + "p": 0.0118640111759305, + "m": 1.0 + }, + { + "p": 0.09928182512521744, + "m": 1.0 + }, + { + "p": 0.32212063670158386, + "m": 1.0 + }, + { + "p": 0.001451966818422079, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.3621947765350342, + "val_loss": 0.9542237520217896, + "acc": 63.86, + "time": 135.1231980472803, + "param": [ + { + "p": 0.14863954484462738, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.29216790199279785, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016130998730659485, + "m": 1.0 + }, + { + "p": 0.018450060859322548, + "m": 1.0 + }, + { + "p": 0.017520494759082794, + "m": 1.0 + }, + { + "p": 0.02014179900288582, + "m": 1.0 + }, + { + "p": 0.032323163002729416, + "m": 1.0 + }, + { + "p": 0.034769054502248764, + "m": 1.0 + }, + { + "p": 0.03155381232500076, + "m": 1.0 + }, + { + "p": 0.1076839491724968, + "m": 1.0 + }, + { + "p": 0.28061914443969727, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.6114578247070312, + "val_loss": 0.9612913727760315, + "acc": 64.7, + "time": 125.87643978698179, + "param": [ + { + "p": 0.14475668966770172, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28527161478996277, + "m": 1.0 + }, + { + "p": 7.550056034233421e-05, + "m": 1.0 + }, + { + "p": 0.01062094233930111, + "m": 1.0 + }, + { + "p": 0.021849213168025017, + "m": 1.0 + }, + { + "p": 0.02740602195262909, + "m": 1.0 + }, + { + "p": 0.018770258873701096, + "m": 1.0 + }, + { + "p": 0.03578319028019905, + "m": 1.0 + }, + { + "p": 0.03401689603924751, + "m": 1.0 + }, + { + "p": 0.040785837918519974, + "m": 1.0 + }, + { + "p": 0.10887660831212997, + "m": 1.0 + }, + { + "p": 0.27079519629478455, + "m": 1.0 + }, + { + "p": 0.0009921096498146653, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.4685006141662598, + "val_loss": 0.9219160079956055, + "acc": 63.93, + "time": 127.44071215810254, + "param": [ + { + "p": 0.14700958132743835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.27828118205070496, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006994268856942654, + "m": 1.0 + }, + { + "p": 0.02209208719432354, + "m": 1.0 + }, + { + "p": 0.028341835364699364, + "m": 1.0 + }, + { + "p": 0.009411673061549664, + "m": 1.0 + }, + { + "p": 0.036841388791799545, + "m": 1.0 + }, + { + "p": 0.03562973439693451, + "m": 1.0 + }, + { + "p": 0.050490010529756546, + "m": 1.0 + }, + { + "p": 0.11243470758199692, + "m": 1.0 + }, + { + "p": 0.2724735140800476, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.5262192487716675, + "val_loss": 0.9857102632522583, + "acc": 63.36, + "time": 122.77930047828704, + "param": [ + { + "p": 0.14216700196266174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2549780309200287, + "m": 1.0 + }, + { + "p": 0.006124430801719427, + "m": 1.0 + }, + { + "p": 0.013868691399693489, + "m": 1.0 + }, + { + "p": 0.031185727566480637, + "m": 1.0 + }, + { + "p": 0.027306124567985535, + "m": 1.0 + }, + { + "p": 0.010703318752348423, + "m": 1.0 + }, + { + "p": 0.0424831248819828, + "m": 1.0 + }, + { + "p": 0.0461031012237072, + "m": 1.0 + }, + { + "p": 0.05481543764472008, + "m": 1.0 + }, + { + "p": 0.11264026165008545, + "m": 1.0 + }, + { + "p": 0.25498437881469727, + "m": 1.0 + }, + { + "p": 0.002640453400090337, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.5505871772766113, + "val_loss": 0.9922148585319519, + "acc": 65.81, + "time": 123.25644686305895, + "param": [ + { + "p": 0.14769303798675537, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24363739788532257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021917758509516716, + "m": 1.0 + }, + { + "p": 0.037156712263822556, + "m": 1.0 + }, + { + "p": 0.023864220827817917, + "m": 1.0 + }, + { + "p": 0.0010355152189731598, + "m": 1.0 + }, + { + "p": 0.046929746866226196, + "m": 1.0 + }, + { + "p": 0.046854306012392044, + "m": 1.0 + }, + { + "p": 0.06434182077646255, + "m": 1.0 + }, + { + "p": 0.12001584470272064, + "m": 1.0 + }, + { + "p": 0.24655373394489288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.451682209968567, + "val_loss": 1.0289939641952515, + "acc": 65.56, + "time": 122.64378132391721, + "param": [ + { + "p": 0.148935005068779, + "m": 1.0 + }, + { + "p": 0.004315335303544998, + "m": 1.0 + }, + { + "p": 0.24139522016048431, + "m": 1.0 + }, + { + "p": 0.0007142307586036623, + "m": 1.0 + }, + { + "p": 0.019989686086773872, + "m": 1.0 + }, + { + "p": 0.04315662384033203, + "m": 1.0 + }, + { + "p": 0.019145691767334938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04756182059645653, + "m": 1.0 + }, + { + "p": 0.04775341600179672, + "m": 1.0 + }, + { + "p": 0.058472879230976105, + "m": 1.0 + }, + { + "p": 0.12221813946962357, + "m": 1.0 + }, + { + "p": 0.24338431656360626, + "m": 1.0 + }, + { + "p": 0.0029577608220279217, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.387534737586975, + "val_loss": 1.1008453369140625, + "acc": 65.22, + "time": 122.67357784090564, + "param": [ + { + "p": 0.15272657573223114, + "m": 1.0 + }, + { + "p": 0.000797333603259176, + "m": 1.0 + }, + { + "p": 0.2385442554950714, + "m": 1.0 + }, + { + "p": 0.0014053051127120852, + "m": 1.0 + }, + { + "p": 0.02244643308222294, + "m": 1.0 + }, + { + "p": 0.04304017499089241, + "m": 1.0 + }, + { + "p": 0.020505230873823166, + "m": 1.0 + }, + { + "p": 0.003614075481891632, + "m": 1.0 + }, + { + "p": 0.05185316503047943, + "m": 1.0 + }, + { + "p": 0.04949094355106354, + "m": 1.0 + }, + { + "p": 0.05725308135151863, + "m": 1.0 + }, + { + "p": 0.12343297153711319, + "m": 1.0 + }, + { + "p": 0.23103347420692444, + "m": 1.0 + }, + { + "p": 0.00385697977617383, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.3911421298980713, + "val_loss": 0.9962632060050964, + "acc": 65.08, + "time": 137.1251717088744, + "param": [ + { + "p": 0.15671691298484802, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23475487530231476, + "m": 1.0 + }, + { + "p": 0.002132018795236945, + "m": 1.0 + }, + { + "p": 0.028293294832110405, + "m": 1.0 + }, + { + "p": 0.02880341373383999, + "m": 1.0 + }, + { + "p": 0.03265247493982315, + "m": 1.0 + }, + { + "p": 0.005061735399067402, + "m": 1.0 + }, + { + "p": 0.0520457960665226, + "m": 1.0 + }, + { + "p": 0.05504138022661209, + "m": 1.0 + }, + { + "p": 0.04905037581920624, + "m": 1.0 + }, + { + "p": 0.12771569192409515, + "m": 1.0 + }, + { + "p": 0.2226753979921341, + "m": 1.0 + }, + { + "p": 0.00505663501098752, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.4748948812484741, + "val_loss": 0.9659777879714966, + "acc": 65.64, + "time": 129.38154485728592, + "param": [ + { + "p": 0.17853336036205292, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.26869457960128784, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014519501477479935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020883722230792046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.044708359986543655, + "m": 1.0 + }, + { + "p": 0.055669475346803665, + "m": 1.0 + }, + { + "p": 0.03208885341882706, + "m": 1.0 + }, + { + "p": 0.13542920351028442, + "m": 1.0 + }, + { + "p": 0.24947288632392883, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.3224214315414429, + "val_loss": 0.9132235646247864, + "acc": 65.45, + "time": 136.07861339580268, + "param": [ + { + "p": 0.18713122606277466, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.275129109621048, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0060677179135382175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014370307326316833, + "m": 1.0 + }, + { + "p": 0.0009129166719503701, + "m": 1.0 + }, + { + "p": 0.037180569022893906, + "m": 1.0 + }, + { + "p": 0.061104170978069305, + "m": 1.0 + }, + { + "p": 0.01969893090426922, + "m": 1.0 + }, + { + "p": 0.13406485319137573, + "m": 1.0 + }, + { + "p": 0.2643401324748993, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.2630337476730347, + "val_loss": 1.0276312828063965, + "acc": 65.44, + "time": 133.10109194088727, + "param": [ + { + "p": 0.19810442626476288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2765599489212036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01073459256440401, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025559410452842712, + "m": 1.0 + }, + { + "p": 0.07312731444835663, + "m": 1.0 + }, + { + "p": 0.0071097868494689465, + "m": 1.0 + }, + { + "p": 0.13193054497241974, + "m": 1.0 + }, + { + "p": 0.27687397599220276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.2839815616607666, + "val_loss": 0.9566190838813782, + "acc": 66.54, + "time": 125.39021836966276, + "param": [ + { + "p": 0.18917956948280334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2560921311378479, + "m": 1.0 + }, + { + "p": 0.006456034258008003, + "m": 1.0 + }, + { + "p": 0.00518580200150609, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01657835952937603, + "m": 1.0 + }, + { + "p": 0.008840862661600113, + "m": 1.0 + }, + { + "p": 0.036650218069553375, + "m": 1.0 + }, + { + "p": 0.08793531358242035, + "m": 1.0 + }, + { + "p": 0.011907778680324554, + "m": 1.0 + }, + { + "p": 0.11974780261516571, + "m": 1.0 + }, + { + "p": 0.25996431708335876, + "m": 1.0 + }, + { + "p": 0.001461743377149105, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.5387331247329712, + "val_loss": 1.0805493593215942, + "acc": 66.03, + "time": 122.59110321803018, + "param": [ + { + "p": 0.1831081658601761, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24295197427272797, + "m": 1.0 + }, + { + "p": 0.005298086442053318, + "m": 1.0 + }, + { + "p": 0.008597888983786106, + "m": 1.0 + }, + { + "p": 0.0026289892848581076, + "m": 1.0 + }, + { + "p": 0.007043665740638971, + "m": 1.0 + }, + { + "p": 0.011575940996408463, + "m": 1.0 + }, + { + "p": 0.05472870543599129, + "m": 1.0 + }, + { + "p": 0.09919052571058273, + "m": 1.0 + }, + { + "p": 0.017146604135632515, + "m": 1.0 + }, + { + "p": 0.11858883500099182, + "m": 1.0 + }, + { + "p": 0.24914059042930603, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.2011994123458862, + "val_loss": 1.0317282676696777, + "acc": 66.66, + "time": 126.50443942891434, + "param": [ + { + "p": 0.15999187529087067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2258514165878296, + "m": 1.0 + }, + { + "p": 0.0029184853192418814, + "m": 1.0 + }, + { + "p": 0.014944324269890785, + "m": 1.0 + }, + { + "p": 0.011561159044504166, + "m": 1.0 + }, + { + "p": 0.01843413896858692, + "m": 1.0 + }, + { + "p": 0.013994055800139904, + "m": 1.0 + }, + { + "p": 0.06419996172189713, + "m": 1.0 + }, + { + "p": 0.10178115963935852, + "m": 1.0 + }, + { + "p": 0.0275111086666584, + "m": 1.0 + }, + { + "p": 0.11868254095315933, + "m": 1.0 + }, + { + "p": 0.23956049978733063, + "m": 1.0 + }, + { + "p": 0.0005692897248081863, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.4631792306900024, + "val_loss": 0.9710781574249268, + "acc": 67.05, + "time": 126.84325286513194, + "param": [ + { + "p": 0.14922627806663513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2177949696779251, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014862200245261192, + "m": 1.0 + }, + { + "p": 0.006231092382222414, + "m": 1.0 + }, + { + "p": 0.024026403203606606, + "m": 1.0 + }, + { + "p": 0.012635604478418827, + "m": 1.0 + }, + { + "p": 0.0675659328699112, + "m": 1.0 + }, + { + "p": 0.1008811667561531, + "m": 1.0 + }, + { + "p": 0.0332280695438385, + "m": 1.0 + }, + { + "p": 0.12568165361881256, + "m": 1.0 + }, + { + "p": 0.2462576925754547, + "m": 1.0 + }, + { + "p": 0.0016089770942926407, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.2658295631408691, + "val_loss": 0.9072606563568115, + "acc": 67.32, + "time": 135.37493297597393, + "param": [ + { + "p": 0.1527736932039261, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20724138617515564, + "m": 1.0 + }, + { + "p": 0.0006126281805336475, + "m": 1.0 + }, + { + "p": 0.012103048153221607, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02729545161128044, + "m": 1.0 + }, + { + "p": 0.011100607924163342, + "m": 1.0 + }, + { + "p": 0.06184070557355881, + "m": 1.0 + }, + { + "p": 0.09701996296644211, + "m": 1.0 + }, + { + "p": 0.04874337092041969, + "m": 1.0 + }, + { + "p": 0.1326100379228592, + "m": 1.0 + }, + { + "p": 0.24865908920764923, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.3109694719314575, + "val_loss": 0.9357501268386841, + "acc": 66.2, + "time": 127.5383482449688, + "param": [ + { + "p": 0.15442156791687012, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19211389124393463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009242399595677853, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03989711403846741, + "m": 1.0 + }, + { + "p": 0.013089112937450409, + "m": 1.0 + }, + { + "p": 0.05378242954611778, + "m": 1.0 + }, + { + "p": 0.09818308800458908, + "m": 1.0 + }, + { + "p": 0.06437366455793381, + "m": 1.0 + }, + { + "p": 0.1369948834180832, + "m": 1.0 + }, + { + "p": 0.2376977652311325, + "m": 1.0 + }, + { + "p": 0.00020412828598637134, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.4346446990966797, + "val_loss": 0.9215596318244934, + "acc": 67.02, + "time": 130.53527926281095, + "param": [ + { + "p": 0.16258037090301514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17971310019493103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015012224204838276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.037625666707754135, + "m": 1.0 + }, + { + "p": 0.015962842851877213, + "m": 1.0 + }, + { + "p": 0.05314946174621582, + "m": 1.0 + }, + { + "p": 0.09085914492607117, + "m": 1.0 + }, + { + "p": 0.07131361216306686, + "m": 1.0 + }, + { + "p": 0.13772989809513092, + "m": 1.0 + }, + { + "p": 0.23605361580848694, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.2461273670196533, + "val_loss": 0.9959602952003479, + "acc": 67.76, + "time": 126.67870800103992, + "param": [ + { + "p": 0.17649099230766296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1684045046567917, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014334403909742832, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03563731908798218, + "m": 1.0 + }, + { + "p": 0.008949530310928822, + "m": 1.0 + }, + { + "p": 0.03685330972075462, + "m": 1.0 + }, + { + "p": 0.08277526497840881, + "m": 1.0 + }, + { + "p": 0.07919318974018097, + "m": 1.0 + }, + { + "p": 0.14273019134998322, + "m": 1.0 + }, + { + "p": 0.2546313405036926, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.2241240739822388, + "val_loss": 0.862689197063446, + "acc": 68.1, + "time": 129.6132026067935, + "param": [ + { + "p": 0.18949563801288605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16859976947307587, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008487127721309662, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02401569113135338, + "m": 1.0 + }, + { + "p": 0.003255742834880948, + "m": 1.0 + }, + { + "p": 0.028190338984131813, + "m": 1.0 + }, + { + "p": 0.07234402745962143, + "m": 1.0 + }, + { + "p": 0.07131819427013397, + "m": 1.0 + }, + { + "p": 0.15364721417427063, + "m": 1.0 + }, + { + "p": 0.2806462049484253, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.4741621017456055, + "val_loss": 0.9344403147697449, + "acc": 68.79, + "time": 133.8763110227883, + "param": [ + { + "p": 0.19717355072498322, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16797137260437012, + "m": 1.0 + }, + { + "p": 0.003353571519255638, + "m": 1.0 + }, + { + "p": 0.0017540516564622521, + "m": 1.0 + }, + { + "p": 0.00825479719787836, + "m": 1.0 + }, + { + "p": 0.018295036628842354, + "m": 1.0 + }, + { + "p": 0.000887292146217078, + "m": 1.0 + }, + { + "p": 0.01845855452120304, + "m": 1.0 + }, + { + "p": 0.06377702951431274, + "m": 1.0 + }, + { + "p": 0.06172454357147217, + "m": 1.0 + }, + { + "p": 0.15363116562366486, + "m": 1.0 + }, + { + "p": 0.3026409447193146, + "m": 1.0 + }, + { + "p": 0.0020781103521585464, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.606156826019287, + "val_loss": 0.8299147486686707, + "acc": 67.98, + "time": 124.30380597617477, + "param": [ + { + "p": 0.20970392227172852, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1774662733078003, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005292602349072695, + "m": 1.0 + }, + { + "p": 0.014386860653758049, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019852349534630775, + "m": 1.0 + }, + { + "p": 0.05084904655814171, + "m": 1.0 + }, + { + "p": 0.046833913773298264, + "m": 1.0 + }, + { + "p": 0.15266387164592743, + "m": 1.0 + }, + { + "p": 0.32196155190467834, + "m": 1.0 + }, + { + "p": 0.0009895963594317436, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.1241337060928345, + "val_loss": 0.8860214352607727, + "acc": 68.2, + "time": 126.15458918828517, + "param": [ + { + "p": 0.21627050638198853, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18336917459964752, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015373384580016136, + "m": 1.0 + }, + { + "p": 0.04541965201497078, + "m": 1.0 + }, + { + "p": 0.021774770691990852, + "m": 1.0 + }, + { + "p": 0.15509004890918732, + "m": 1.0 + }, + { + "p": 0.36270245909690857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.2381681203842163, + "val_loss": 0.9153934717178345, + "acc": 67.71, + "time": 122.29935525078326, + "param": [ + { + "p": 0.20383618772029877, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16820155084133148, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006478264927864075, + "m": 1.0 + }, + { + "p": 0.010830963961780071, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004266573116183281, + "m": 1.0 + }, + { + "p": 0.023650221526622772, + "m": 1.0 + }, + { + "p": 0.05123789608478546, + "m": 1.0 + }, + { + "p": 0.023716453462839127, + "m": 1.0 + }, + { + "p": 0.15078788995742798, + "m": 1.0 + }, + { + "p": 0.3563489615917206, + "m": 1.0 + }, + { + "p": 0.0006450137007050216, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.521500825881958, + "val_loss": 0.8410043716430664, + "acc": 67.83, + "time": 124.64874532399699, + "param": [ + { + "p": 0.20840513706207275, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15538328886032104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011677507311105728, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00595115777105093, + "m": 1.0 + }, + { + "p": 0.025757674127817154, + "m": 1.0 + }, + { + "p": 0.05737042427062988, + "m": 1.0 + }, + { + "p": 0.020794838666915894, + "m": 1.0 + }, + { + "p": 0.14029107987880707, + "m": 1.0 + }, + { + "p": 0.3721441924571991, + "m": 1.0 + }, + { + "p": 0.00222461367957294, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.3871700763702393, + "val_loss": 0.9105552434921265, + "acc": 67.79, + "time": 131.60236346814781, + "param": [ + { + "p": 0.1848846673965454, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13776929676532745, + "m": 1.0 + }, + { + "p": 0.011760341003537178, + "m": 1.0 + }, + { + "p": 0.012132675386965275, + "m": 1.0 + }, + { + "p": 0.027904054149985313, + "m": 1.0 + }, + { + "p": 0.004373304545879364, + "m": 1.0 + }, + { + "p": 0.02051558718085289, + "m": 1.0 + }, + { + "p": 0.031380295753479004, + "m": 1.0 + }, + { + "p": 0.07308649271726608, + "m": 1.0 + }, + { + "p": 0.023701654747128487, + "m": 1.0 + }, + { + "p": 0.12874364852905273, + "m": 1.0 + }, + { + "p": 0.33585071563720703, + "m": 1.0 + }, + { + "p": 0.007897249422967434, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.279065489768982, + "val_loss": 0.9827480912208557, + "acc": 66.59, + "time": 124.98173793172464, + "param": [ + { + "p": 0.17094358801841736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12204543501138687, + "m": 1.0 + }, + { + "p": 0.005745091009885073, + "m": 1.0 + }, + { + "p": 0.027822744101285934, + "m": 1.0 + }, + { + "p": 0.03298363462090492, + "m": 1.0 + }, + { + "p": 0.0035760244354605675, + "m": 1.0 + }, + { + "p": 0.032538775354623795, + "m": 1.0 + }, + { + "p": 0.040086887776851654, + "m": 1.0 + }, + { + "p": 0.07855314016342163, + "m": 1.0 + }, + { + "p": 0.027541199699044228, + "m": 1.0 + }, + { + "p": 0.12926998734474182, + "m": 1.0 + }, + { + "p": 0.32889339327812195, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.5435770750045776, + "val_loss": 0.9219523072242737, + "acc": 68.35, + "time": 121.79126672865823, + "param": [ + { + "p": 0.17872656881809235, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10974227637052536, + "m": 1.0 + }, + { + "p": 0.0029785940423607826, + "m": 1.0 + }, + { + "p": 0.030428074300289154, + "m": 1.0 + }, + { + "p": 0.03598104417324066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03561989590525627, + "m": 1.0 + }, + { + "p": 0.04517475515604019, + "m": 1.0 + }, + { + "p": 0.07468445599079132, + "m": 1.0 + }, + { + "p": 0.024603549391031265, + "m": 1.0 + }, + { + "p": 0.13783569633960724, + "m": 1.0 + }, + { + "p": 0.323551207780838, + "m": 1.0 + }, + { + "p": 0.0006739893578924239, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.3172963857650757, + "val_loss": 0.846405565738678, + "acc": 66.83, + "time": 122.7680799541995, + "param": [ + { + "p": 0.1798829585313797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09654247015714645, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039804019033908844, + "m": 1.0 + }, + { + "p": 0.0480511449277401, + "m": 1.0 + }, + { + "p": 0.0029106889851391315, + "m": 1.0 + }, + { + "p": 0.04058863967657089, + "m": 1.0 + }, + { + "p": 0.03969810903072357, + "m": 1.0 + }, + { + "p": 0.07625565677881241, + "m": 1.0 + }, + { + "p": 0.019369620829820633, + "m": 1.0 + }, + { + "p": 0.13773056864738464, + "m": 1.0 + }, + { + "p": 0.3191660940647125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.198284387588501, + "val_loss": 0.8730214238166809, + "acc": 67.73, + "time": 122.32794881705195, + "param": [ + { + "p": 0.1727820783853531, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08381958305835724, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04416194558143616, + "m": 1.0 + }, + { + "p": 0.057239290326833725, + "m": 1.0 + }, + { + "p": 0.01473142672330141, + "m": 1.0 + }, + { + "p": 0.03692254796624184, + "m": 1.0 + }, + { + "p": 0.03661450371146202, + "m": 1.0 + }, + { + "p": 0.08679904788732529, + "m": 1.0 + }, + { + "p": 0.027721993625164032, + "m": 1.0 + }, + { + "p": 0.13301722705364227, + "m": 1.0 + }, + { + "p": 0.3058810830116272, + "m": 1.0 + }, + { + "p": 0.00030922400765120983, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.4021259546279907, + "val_loss": 0.903733491897583, + "acc": 67.99, + "time": 136.96007621800527, + "param": [ + { + "p": 0.16610899567604065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07289882004261017, + "m": 1.0 + }, + { + "p": 0.001619015820324421, + "m": 1.0 + }, + { + "p": 0.03950809687376022, + "m": 1.0 + }, + { + "p": 0.05729220062494278, + "m": 1.0 + }, + { + "p": 0.01627003401517868, + "m": 1.0 + }, + { + "p": 0.02934507466852665, + "m": 1.0 + }, + { + "p": 0.040293704718351364, + "m": 1.0 + }, + { + "p": 0.09359648823738098, + "m": 1.0 + }, + { + "p": 0.043056439608335495, + "m": 1.0 + }, + { + "p": 0.13356710970401764, + "m": 1.0 + }, + { + "p": 0.3064439594745636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.223792552947998, + "val_loss": 0.9094069600105286, + "acc": 68.71, + "time": 125.72882513096556, + "param": [ + { + "p": 0.15689246356487274, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06589412689208984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03628917783498764, + "m": 1.0 + }, + { + "p": 0.05893070250749588, + "m": 1.0 + }, + { + "p": 0.017802786082029343, + "m": 1.0 + }, + { + "p": 0.018264325335621834, + "m": 1.0 + }, + { + "p": 0.04314519464969635, + "m": 1.0 + }, + { + "p": 0.09824945777654648, + "m": 1.0 + }, + { + "p": 0.047249145805835724, + "m": 1.0 + }, + { + "p": 0.13233256340026855, + "m": 1.0 + }, + { + "p": 0.32495003938674927, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.2600661516189575, + "val_loss": 0.899292528629303, + "acc": 68.4, + "time": 123.03644225280732, + "param": [ + { + "p": 0.14721505343914032, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07208356261253357, + "m": 1.0 + }, + { + "p": 0.00099142175167799, + "m": 1.0 + }, + { + "p": 0.03930789977312088, + "m": 1.0 + }, + { + "p": 0.057944901287555695, + "m": 1.0 + }, + { + "p": 0.03253166377544403, + "m": 1.0 + }, + { + "p": 0.026927543804049492, + "m": 1.0 + }, + { + "p": 0.043708641082048416, + "m": 1.0 + }, + { + "p": 0.09227385371923447, + "m": 1.0 + }, + { + "p": 0.05641459301114082, + "m": 1.0 + }, + { + "p": 0.1262490153312683, + "m": 1.0 + }, + { + "p": 0.2974100112915039, + "m": 1.0 + }, + { + "p": 0.0069417874328792095, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.2635916471481323, + "val_loss": 0.807939350605011, + "acc": 69.33, + "time": 122.054070440121, + "param": [ + { + "p": 0.1416715830564499, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07349114865064621, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039099644869565964, + "m": 1.0 + }, + { + "p": 0.05576004087924957, + "m": 1.0 + }, + { + "p": 0.04878043010830879, + "m": 1.0 + }, + { + "p": 0.030879542231559753, + "m": 1.0 + }, + { + "p": 0.048963241279125214, + "m": 1.0 + }, + { + "p": 0.0918520987033844, + "m": 1.0 + }, + { + "p": 0.062192562967538834, + "m": 1.0 + }, + { + "p": 0.12547948956489563, + "m": 1.0 + }, + { + "p": 0.28092628717422485, + "m": 1.0 + }, + { + "p": 0.0009039153228513896, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.4397457838058472, + "val_loss": 0.8058633208274841, + "acc": 69.85, + "time": 122.49951714416966, + "param": [ + { + "p": 0.14278629422187805, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06225956603884697, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021626310423016548, + "m": 1.0 + }, + { + "p": 0.06117039918899536, + "m": 1.0 + }, + { + "p": 0.04536264389753342, + "m": 1.0 + }, + { + "p": 0.027878500521183014, + "m": 1.0 + }, + { + "p": 0.05795241519808769, + "m": 1.0 + }, + { + "p": 0.09851741790771484, + "m": 1.0 + }, + { + "p": 0.07563181221485138, + "m": 1.0 + }, + { + "p": 0.11719159036874771, + "m": 1.0 + }, + { + "p": 0.28962305188179016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.2348201274871826, + "val_loss": 0.8564662933349609, + "acc": 68.39, + "time": 134.27561253868043, + "param": [ + { + "p": 0.14320525527000427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0567803718149662, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013009807094931602, + "m": 1.0 + }, + { + "p": 0.06046318635344505, + "m": 1.0 + }, + { + "p": 0.026893645524978638, + "m": 1.0 + }, + { + "p": 0.019100474193692207, + "m": 1.0 + }, + { + "p": 0.06702672690153122, + "m": 1.0 + }, + { + "p": 0.10584330558776855, + "m": 1.0 + }, + { + "p": 0.07574524730443954, + "m": 1.0 + }, + { + "p": 0.11607112735509872, + "m": 1.0 + }, + { + "p": 0.3158608675003052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.3230931758880615, + "val_loss": 0.8256240487098694, + "acc": 69.91, + "time": 131.33798386482522, + "param": [ + { + "p": 0.14519838988780975, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.057185836136341095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012129485607147217, + "m": 1.0 + }, + { + "p": 0.04861855506896973, + "m": 1.0 + }, + { + "p": 0.0032562301494181156, + "m": 1.0 + }, + { + "p": 0.01166369765996933, + "m": 1.0 + }, + { + "p": 0.07598622888326645, + "m": 1.0 + }, + { + "p": 0.1269056349992752, + "m": 1.0 + }, + { + "p": 0.06560344994068146, + "m": 1.0 + }, + { + "p": 0.10912037640810013, + "m": 1.0 + }, + { + "p": 0.3443320691585541, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.248966932296753, + "val_loss": 0.8280611634254456, + "acc": 69.07, + "time": 124.02172011788934, + "param": [ + { + "p": 0.14944890141487122, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04251209273934364, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024425199255347252, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08647855371236801, + "m": 1.0 + }, + { + "p": 0.13896572589874268, + "m": 1.0 + }, + { + "p": 0.053001321852207184, + "m": 1.0 + }, + { + "p": 0.10864566266536713, + "m": 1.0 + }, + { + "p": 0.39652249217033386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.2857753038406372, + "val_loss": 0.8124058842658997, + "acc": 69.44, + "time": 121.00535689806566, + "param": [ + { + "p": 0.13922840356826782, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02298554591834545, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0026378787588328123, + "m": 1.0 + }, + { + "p": 0.0005424906848929822, + "m": 1.0 + }, + { + "p": 0.08237986266613007, + "m": 1.0 + }, + { + "p": 0.15735581517219543, + "m": 1.0 + }, + { + "p": 0.03741976246237755, + "m": 1.0 + }, + { + "p": 0.11926468461751938, + "m": 1.0 + }, + { + "p": 0.4381856322288513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.2915962934494019, + "val_loss": 0.8709565997123718, + "acc": 69.3, + "time": 124.96373161720112, + "param": [ + { + "p": 0.13555601239204407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017396623268723488, + "m": 1.0 + }, + { + "p": 0.004691095557063818, + "m": 1.0 + }, + { + "p": 0.0001711649529170245, + "m": 1.0 + }, + { + "p": 0.0014946934534236789, + "m": 1.0 + }, + { + "p": 0.011080720461905003, + "m": 1.0 + }, + { + "p": 0.002551070647314191, + "m": 1.0 + }, + { + "p": 0.07891520857810974, + "m": 1.0 + }, + { + "p": 0.1587352454662323, + "m": 1.0 + }, + { + "p": 0.04278464987874031, + "m": 1.0 + }, + { + "p": 0.13124294579029083, + "m": 1.0 + }, + { + "p": 0.4153805077075958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.2592065334320068, + "val_loss": 0.9038751125335693, + "acc": 68.77, + "time": 122.267981399782, + "param": [ + { + "p": 0.14250242710113525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0044806827791035175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009596400894224644, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08003480732440948, + "m": 1.0 + }, + { + "p": 0.16334006190299988, + "m": 1.0 + }, + { + "p": 0.044998686760663986, + "m": 1.0 + }, + { + "p": 0.1300545036792755, + "m": 1.0 + }, + { + "p": 0.4249924421310425, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.1004741191864014, + "val_loss": 0.9247128367424011, + "acc": 68.97, + "time": 120.80870689591393, + "param": [ + { + "p": 0.1406533420085907, + "m": 1.0 + }, + { + "p": 0.0038254212122410536, + "m": 1.0 + }, + { + "p": 0.007739135064184666, + "m": 1.0 + }, + { + "p": 0.0012547326041385531, + "m": 1.0 + }, + { + "p": 0.005846030544489622, + "m": 1.0 + }, + { + "p": 0.008137785829603672, + "m": 1.0 + }, + { + "p": 0.02690546028316021, + "m": 1.0 + }, + { + "p": 0.01706903614103794, + "m": 1.0 + }, + { + "p": 0.07770070433616638, + "m": 1.0 + }, + { + "p": 0.16062483191490173, + "m": 1.0 + }, + { + "p": 0.05076964572072029, + "m": 1.0 + }, + { + "p": 0.11683646589517593, + "m": 1.0 + }, + { + "p": 0.3820802867412567, + "m": 1.0 + }, + { + "p": 0.000557156337890774, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.432576060295105, + "val_loss": 0.9340829253196716, + "acc": 69.02, + "time": 127.64358127070591, + "param": [ + { + "p": 0.14524638652801514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022664964199066162, + "m": 1.0 + }, + { + "p": 0.0021816068328917027, + "m": 1.0 + }, + { + "p": 0.021196071058511734, + "m": 1.0 + }, + { + "p": 0.025589587166905403, + "m": 1.0 + }, + { + "p": 0.029226290062069893, + "m": 1.0 + }, + { + "p": 0.03135068342089653, + "m": 1.0 + }, + { + "p": 0.07414593547582626, + "m": 1.0 + }, + { + "p": 0.15296415984630585, + "m": 1.0 + }, + { + "p": 0.04857521131634712, + "m": 1.0 + }, + { + "p": 0.1010245680809021, + "m": 1.0 + }, + { + "p": 0.3458344638347626, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.0470558404922485, + "val_loss": 0.8146156668663025, + "acc": 69.47, + "time": 134.06421273807064, + "param": [ + { + "p": 0.14114965498447418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.036078352481126785, + "m": 1.0 + }, + { + "p": 0.005922224838286638, + "m": 1.0 + }, + { + "p": 0.03816678002476692, + "m": 1.0 + }, + { + "p": 0.03839168697595596, + "m": 1.0 + }, + { + "p": 0.03576640412211418, + "m": 1.0 + }, + { + "p": 0.0332019105553627, + "m": 1.0 + }, + { + "p": 0.0760248526930809, + "m": 1.0 + }, + { + "p": 0.13376925885677338, + "m": 1.0 + }, + { + "p": 0.05454014241695404, + "m": 1.0 + }, + { + "p": 0.099373459815979, + "m": 1.0 + }, + { + "p": 0.3031739294528961, + "m": 1.0 + }, + { + "p": 0.004441327881067991, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.4448570013046265, + "val_loss": 0.9229288697242737, + "acc": 69.32, + "time": 137.53033199999481, + "param": [ + { + "p": 0.13686946034431458, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04451452195644379, + "m": 1.0 + }, + { + "p": 0.0013813619734719396, + "m": 1.0 + }, + { + "p": 0.04371095821261406, + "m": 1.0 + }, + { + "p": 0.04306771606206894, + "m": 1.0 + }, + { + "p": 0.049724046140909195, + "m": 1.0 + }, + { + "p": 0.03210446611046791, + "m": 1.0 + }, + { + "p": 0.08577552437782288, + "m": 1.0 + }, + { + "p": 0.11933986097574234, + "m": 1.0 + }, + { + "p": 0.06299415230751038, + "m": 1.0 + }, + { + "p": 0.09827055782079697, + "m": 1.0 + }, + { + "p": 0.28078386187553406, + "m": 1.0 + }, + { + "p": 0.0014634880935773253, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.1303768157958984, + "val_loss": 0.744186520576477, + "acc": 70.81, + "time": 132.56493205204606, + "param": [ + { + "p": 0.13069483637809753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06323886662721634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04239261522889137, + "m": 1.0 + }, + { + "p": 0.04671991989016533, + "m": 1.0 + }, + { + "p": 0.06163393706083298, + "m": 1.0 + }, + { + "p": 0.03319336473941803, + "m": 1.0 + }, + { + "p": 0.08739612996578217, + "m": 1.0 + }, + { + "p": 0.11337786912918091, + "m": 1.0 + }, + { + "p": 0.06698434054851532, + "m": 1.0 + }, + { + "p": 0.0950847715139389, + "m": 1.0 + }, + { + "p": 0.25928327441215515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.5171293020248413, + "val_loss": 0.8824771046638489, + "acc": 70.18, + "time": 129.2317344858311, + "param": [ + { + "p": 0.1292991042137146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.060350336134433746, + "m": 1.0 + }, + { + "p": 0.0004249734338372946, + "m": 1.0 + }, + { + "p": 0.041160665452480316, + "m": 1.0 + }, + { + "p": 0.04732819274067879, + "m": 1.0 + }, + { + "p": 0.06596490740776062, + "m": 1.0 + }, + { + "p": 0.037590451538562775, + "m": 1.0 + }, + { + "p": 0.08795856684446335, + "m": 1.0 + }, + { + "p": 0.11311304569244385, + "m": 1.0 + }, + { + "p": 0.06859607249498367, + "m": 1.0 + }, + { + "p": 0.09249718487262726, + "m": 1.0 + }, + { + "p": 0.2557165324687958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.5135879516601562, + "val_loss": 0.9567411541938782, + "acc": 68.16, + "time": 138.31552153173834, + "param": [ + { + "p": 0.1265501230955124, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05131828412413597, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04092266410589218, + "m": 1.0 + }, + { + "p": 0.05226289480924606, + "m": 1.0 + }, + { + "p": 0.05641552060842514, + "m": 1.0 + }, + { + "p": 0.038598909974098206, + "m": 1.0 + }, + { + "p": 0.09660475701093674, + "m": 1.0 + }, + { + "p": 0.11935427784919739, + "m": 1.0 + }, + { + "p": 0.07138840854167938, + "m": 1.0 + }, + { + "p": 0.08379757404327393, + "m": 1.0 + }, + { + "p": 0.2627865672111511, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.0984439849853516, + "val_loss": 0.9832134246826172, + "acc": 69.99, + "time": 130.62760878168046, + "param": [ + { + "p": 0.1484428197145462, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04262040555477142, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.044036392122507095, + "m": 1.0 + }, + { + "p": 0.03599369525909424, + "m": 1.0 + }, + { + "p": 0.05040673911571503, + "m": 1.0 + }, + { + "p": 0.04060368239879608, + "m": 1.0 + }, + { + "p": 0.10351968556642532, + "m": 1.0 + }, + { + "p": 0.12259871512651443, + "m": 1.0 + }, + { + "p": 0.06185039505362511, + "m": 1.0 + }, + { + "p": 0.0755593553185463, + "m": 1.0 + }, + { + "p": 0.2743680477142334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.1556891202926636, + "val_loss": 0.9087633490562439, + "acc": 69.89, + "time": 129.0678685880266, + "param": [ + { + "p": 0.17085935175418854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04475879296660423, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03160925209522247, + "m": 1.0 + }, + { + "p": 0.020141543820500374, + "m": 1.0 + }, + { + "p": 0.04510211572051048, + "m": 1.0 + }, + { + "p": 0.047136273235082626, + "m": 1.0 + }, + { + "p": 0.10049430280923843, + "m": 1.0 + }, + { + "p": 0.12509606778621674, + "m": 1.0 + }, + { + "p": 0.053672440350055695, + "m": 1.0 + }, + { + "p": 0.07141028344631195, + "m": 1.0 + }, + { + "p": 0.2897195518016815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.0757501125335693, + "val_loss": 0.7747605443000793, + "acc": 70.07, + "time": 122.84871985390782, + "param": [ + { + "p": 0.17369119822978973, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.054846666753292084, + "m": 1.0 + }, + { + "p": 0.009013907052576542, + "m": 1.0 + }, + { + "p": 0.025455793365836143, + "m": 1.0 + }, + { + "p": 0.005086114630103111, + "m": 1.0 + }, + { + "p": 0.04773816466331482, + "m": 1.0 + }, + { + "p": 0.04527220129966736, + "m": 1.0 + }, + { + "p": 0.09819519519805908, + "m": 1.0 + }, + { + "p": 0.12048882991075516, + "m": 1.0 + }, + { + "p": 0.05815635621547699, + "m": 1.0 + }, + { + "p": 0.07543963938951492, + "m": 1.0 + }, + { + "p": 0.28661593794822693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.2413557767868042, + "val_loss": 0.8353822231292725, + "acc": 70.28, + "time": 121.0068390937522, + "param": [ + { + "p": 0.17838452756404877, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06655662506818771, + "m": 1.0 + }, + { + "p": 0.007069867104291916, + "m": 1.0 + }, + { + "p": 0.01819544844329357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04311065375804901, + "m": 1.0 + }, + { + "p": 0.03670915588736534, + "m": 1.0 + }, + { + "p": 0.09842982143163681, + "m": 1.0 + }, + { + "p": 0.11627992242574692, + "m": 1.0 + }, + { + "p": 0.06861596554517746, + "m": 1.0 + }, + { + "p": 0.07456344366073608, + "m": 1.0 + }, + { + "p": 0.29208454489707947, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.0175182819366455, + "val_loss": 0.7264772057533264, + "acc": 70.44, + "time": 122.73999274615198, + "param": [ + { + "p": 0.1699373424053192, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07513923197984695, + "m": 1.0 + }, + { + "p": 0.010181446559727192, + "m": 1.0 + }, + { + "p": 0.015198557637631893, + "m": 1.0 + }, + { + "p": 0.00900717917829752, + "m": 1.0 + }, + { + "p": 0.03375862166285515, + "m": 1.0 + }, + { + "p": 0.03372957184910774, + "m": 1.0 + }, + { + "p": 0.10038430988788605, + "m": 1.0 + }, + { + "p": 0.11395293474197388, + "m": 1.0 + }, + { + "p": 0.07330121099948883, + "m": 1.0 + }, + { + "p": 0.08170831948518753, + "m": 1.0 + }, + { + "p": 0.28027406334877014, + "m": 1.0 + }, + { + "p": 0.003427262417972088, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.0849063396453857, + "val_loss": 0.8696345090866089, + "acc": 69.78, + "time": 130.52556116413325, + "param": [ + { + "p": 0.17376437783241272, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07940924912691116, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 4.412063935888e-05, + "m": 1.0 + }, + { + "p": 0.009389640763401985, + "m": 1.0 + }, + { + "p": 0.018014678731560707, + "m": 1.0 + }, + { + "p": 0.02833584137260914, + "m": 1.0 + }, + { + "p": 0.10386449843645096, + "m": 1.0 + }, + { + "p": 0.11458530277013779, + "m": 1.0 + }, + { + "p": 0.06406351923942566, + "m": 1.0 + }, + { + "p": 0.10604508221149445, + "m": 1.0 + }, + { + "p": 0.3024836778640747, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.5363556146621704, + "val_loss": 0.7840169668197632, + "acc": 69.97, + "time": 120.42785016680136, + "param": [ + { + "p": 0.17347164452075958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0723075270652771, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010057699866592884, + "m": 1.0 + }, + { + "p": 0.013423297554254532, + "m": 1.0 + }, + { + "p": 0.013732202351093292, + "m": 1.0 + }, + { + "p": 0.10937977582216263, + "m": 1.0 + }, + { + "p": 0.10892773419618607, + "m": 1.0 + }, + { + "p": 0.05369668826460838, + "m": 1.0 + }, + { + "p": 0.10886336863040924, + "m": 1.0 + }, + { + "p": 0.33614009618759155, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.0176708698272705, + "val_loss": 0.8113948702812195, + "acc": 69.91, + "time": 130.64273245679215, + "param": [ + { + "p": 0.16343463957309723, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06280916184186935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013568739406764507, + "m": 1.0 + }, + { + "p": 0.004222998861223459, + "m": 1.0 + }, + { + "p": 0.11900030076503754, + "m": 1.0 + }, + { + "p": 0.11337614059448242, + "m": 1.0 + }, + { + "p": 0.0353737473487854, + "m": 1.0 + }, + { + "p": 0.10291384905576706, + "m": 1.0 + }, + { + "p": 0.3853003978729248, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.301358938217163, + "val_loss": 0.8560036420822144, + "acc": 70.77, + "time": 133.4252826711163, + "param": [ + { + "p": 0.15857534110546112, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05795566365122795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009011358488351107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0007828510133549571, + "m": 1.0 + }, + { + "p": 0.1198842003941536, + "m": 1.0 + }, + { + "p": 0.12007404863834381, + "m": 1.0 + }, + { + "p": 0.01036869641393423, + "m": 1.0 + }, + { + "p": 0.09645572304725647, + "m": 1.0 + }, + { + "p": 0.43500232696533203, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.114343523979187, + "val_loss": 0.8275712728500366, + "acc": 70.31, + "time": 125.5336794257164, + "param": [ + { + "p": 0.1472063958644867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05310562252998352, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0019648908637464046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0027482761070132256, + "m": 1.0 + }, + { + "p": 0.1136319562792778, + "m": 1.0 + }, + { + "p": 0.12459191679954529, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09461821615695953, + "m": 1.0 + }, + { + "p": 0.4621327519416809, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.2506753206253052, + "val_loss": 0.935772180557251, + "acc": 69.35, + "time": 136.94202400464565, + "param": [ + { + "p": 0.14004456996917725, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06262654811143875, + "m": 1.0 + }, + { + "p": 0.0009129742393270135, + "m": 1.0 + }, + { + "p": 0.0004205786681268364, + "m": 1.0 + }, + { + "p": 0.003369731130078435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005099007859826088, + "m": 1.0 + }, + { + "p": 0.09910019487142563, + "m": 1.0 + }, + { + "p": 0.11200201511383057, + "m": 1.0 + }, + { + "p": 0.008730188012123108, + "m": 1.0 + }, + { + "p": 0.08400220423936844, + "m": 1.0 + }, + { + "p": 0.4813927710056305, + "m": 1.0 + }, + { + "p": 0.0022992263548076153, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.2090470790863037, + "val_loss": 0.7389025092124939, + "acc": 70.81, + "time": 134.60778944799677, + "param": [ + { + "p": 0.12262475490570068, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08573105186223984, + "m": 1.0 + }, + { + "p": 0.0013878743629902601, + "m": 1.0 + }, + { + "p": 0.0051144822500646114, + "m": 1.0 + }, + { + "p": 0.016770659014582634, + "m": 1.0 + }, + { + "p": 0.007726736832410097, + "m": 1.0 + }, + { + "p": 0.016436820849776268, + "m": 1.0 + }, + { + "p": 0.09078255295753479, + "m": 1.0 + }, + { + "p": 0.09639094769954681, + "m": 1.0 + }, + { + "p": 0.035460952669382095, + "m": 1.0 + }, + { + "p": 0.07515913993120193, + "m": 1.0 + }, + { + "p": 0.4344726502895355, + "m": 1.0 + }, + { + "p": 0.011941366828978062, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.3621160984039307, + "val_loss": 0.8716948628425598, + "acc": 71.09, + "time": 126.1251479210332, + "param": [ + { + "p": 0.11901628971099854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0932176262140274, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004638569429516792, + "m": 1.0 + }, + { + "p": 0.029059145599603653, + "m": 1.0 + }, + { + "p": 0.011916272342205048, + "m": 1.0 + }, + { + "p": 0.027900155633687973, + "m": 1.0 + }, + { + "p": 0.09107588976621628, + "m": 1.0 + }, + { + "p": 0.09124349802732468, + "m": 1.0 + }, + { + "p": 0.04787210375070572, + "m": 1.0 + }, + { + "p": 0.06940975040197372, + "m": 1.0 + }, + { + "p": 0.3973708152770996, + "m": 1.0 + }, + { + "p": 0.017279814928770065, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.9916872382164001, + "val_loss": 0.7624834775924683, + "acc": 70.73, + "time": 121.85125119285658, + "param": [ + { + "p": 0.13013696670532227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0890599712729454, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016590053215622902, + "m": 1.0 + }, + { + "p": 0.00538978585973382, + "m": 1.0 + }, + { + "p": 0.02770378440618515, + "m": 1.0 + }, + { + "p": 0.08895271271467209, + "m": 1.0 + }, + { + "p": 0.08968605101108551, + "m": 1.0 + }, + { + "p": 0.04965275153517723, + "m": 1.0 + }, + { + "p": 0.04022858664393425, + "m": 1.0 + }, + { + "p": 0.4551243782043457, + "m": 1.0 + }, + { + "p": 0.007474921643733978, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.2484266757965088, + "val_loss": 0.8224794268608093, + "acc": 70.91, + "time": 120.33365800324827, + "param": [ + { + "p": 0.13515399396419525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08138441294431686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005479591898620129, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015213306993246078, + "m": 1.0 + }, + { + "p": 0.08552445471286774, + "m": 1.0 + }, + { + "p": 0.09082510322332382, + "m": 1.0 + }, + { + "p": 0.05127522721886635, + "m": 1.0 + }, + { + "p": 0.018113423138856888, + "m": 1.0 + }, + { + "p": 0.5170304775238037, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.2808172702789307, + "val_loss": 0.8653700947761536, + "acc": 70.94, + "time": 120.18452934315428, + "param": [ + { + "p": 0.13101418316364288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08684893697500229, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003280532779172063, + "m": 1.0 + }, + { + "p": 0.007860600017011166, + "m": 1.0 + }, + { + "p": 0.00034410657826811075, + "m": 1.0 + }, + { + "p": 0.006560743320733309, + "m": 1.0 + }, + { + "p": 0.07912999391555786, + "m": 1.0 + }, + { + "p": 0.09408311545848846, + "m": 1.0 + }, + { + "p": 0.06147899106144905, + "m": 1.0 + }, + { + "p": 0.0025074349250644445, + "m": 1.0 + }, + { + "p": 0.5268913507461548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.0879464149475098, + "val_loss": 0.6367286443710327, + "acc": 70.3, + "time": 124.1199684930034, + "param": [ + { + "p": 0.1261424571275711, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09549155831336975, + "m": 1.0 + }, + { + "p": 0.000432359374826774, + "m": 1.0 + }, + { + "p": 0.014205154031515121, + "m": 1.0 + }, + { + "p": 0.009380126371979713, + "m": 1.0 + }, + { + "p": 0.0035589816980063915, + "m": 1.0 + }, + { + "p": 0.009728673845529556, + "m": 1.0 + }, + { + "p": 0.07276739925146103, + "m": 1.0 + }, + { + "p": 0.09240888804197311, + "m": 1.0 + }, + { + "p": 0.07001141458749771, + "m": 1.0 + }, + { + "p": 0.0019810860976576805, + "m": 1.0 + }, + { + "p": 0.5006349682807922, + "m": 1.0 + }, + { + "p": 0.0032569868490099907, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.2222687005996704, + "val_loss": 0.8093733787536621, + "acc": 72.37, + "time": 133.45243382593617, + "param": [ + { + "p": 0.12551474571228027, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10136248916387558, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02038179524242878, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004203152377158403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07554390281438828, + "m": 1.0 + }, + { + "p": 0.09059089422225952, + "m": 1.0 + }, + { + "p": 0.06836659461259842, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.5140364766120911, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.1659365892410278, + "val_loss": 0.8833237886428833, + "acc": 71.39, + "time": 120.51806643605232, + "param": [ + { + "p": 0.13346900045871735, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10754600912332535, + "m": 1.0 + }, + { + "p": 0.0010594333289191127, + "m": 1.0 + }, + { + "p": 0.02181793749332428, + "m": 1.0 + }, + { + "p": 0.0021754319313913584, + "m": 1.0 + }, + { + "p": 0.012971117161214352, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07296542078256607, + "m": 1.0 + }, + { + "p": 0.08821645379066467, + "m": 1.0 + }, + { + "p": 0.06122313812375069, + "m": 1.0 + }, + { + "p": 0.0057274214923381805, + "m": 1.0 + }, + { + "p": 0.4913327097892761, + "m": 1.0 + }, + { + "p": 0.0014959861291572452, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.2169899940490723, + "val_loss": 0.8081468939781189, + "acc": 70.94, + "time": 124.79064966319129, + "param": [ + { + "p": 0.14049546420574188, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11312907189130783, + "m": 1.0 + }, + { + "p": 0.004143999889492989, + "m": 1.0 + }, + { + "p": 0.01658191718161106, + "m": 1.0 + }, + { + "p": 0.005209147464483976, + "m": 1.0 + }, + { + "p": 0.014829636551439762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07628225535154343, + "m": 1.0 + }, + { + "p": 0.09311659634113312, + "m": 1.0 + }, + { + "p": 0.04743973910808563, + "m": 1.0 + }, + { + "p": 0.0087870042771101, + "m": 1.0 + }, + { + "p": 0.4799851179122925, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.0352152585983276, + "val_loss": 0.7524275183677673, + "acc": 70.89, + "time": 120.88499940140173, + "param": [ + { + "p": 0.13922394812107086, + "m": 1.0 + }, + { + "p": 0.0027709617279469967, + "m": 1.0 + }, + { + "p": 0.10843490809202194, + "m": 1.0 + }, + { + "p": 0.01109839603304863, + "m": 1.0 + }, + { + "p": 0.025183942168951035, + "m": 1.0 + }, + { + "p": 0.010414418764412403, + "m": 1.0 + }, + { + "p": 0.015387146733701229, + "m": 1.0 + }, + { + "p": 0.006699581164866686, + "m": 1.0 + }, + { + "p": 0.08720999211072922, + "m": 1.0 + }, + { + "p": 0.09103973954916, + "m": 1.0 + }, + { + "p": 0.043611619621515274, + "m": 1.0 + }, + { + "p": 0.007288037799298763, + "m": 1.0 + }, + { + "p": 0.4455853998661041, + "m": 1.0 + }, + { + "p": 0.006051951088011265, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.262359619140625, + "val_loss": 0.8095115423202515, + "acc": 71.19, + "time": 122.81883682915941, + "param": [ + { + "p": 0.1367405354976654, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11261492967605591, + "m": 1.0 + }, + { + "p": 0.01072013285011053, + "m": 1.0 + }, + { + "p": 0.027471128851175308, + "m": 1.0 + }, + { + "p": 0.017680563032627106, + "m": 1.0 + }, + { + "p": 0.01662708818912506, + "m": 1.0 + }, + { + "p": 0.009781145490705967, + "m": 1.0 + }, + { + "p": 0.08967196941375732, + "m": 1.0 + }, + { + "p": 0.08185229450464249, + "m": 1.0 + }, + { + "p": 0.04979488253593445, + "m": 1.0 + }, + { + "p": 0.017252331599593163, + "m": 1.0 + }, + { + "p": 0.4196893274784088, + "m": 1.0 + }, + { + "p": 0.010103699751198292, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.2381646633148193, + "val_loss": 0.7162474393844604, + "acc": 71.76, + "time": 130.4370958409272, + "param": [ + { + "p": 0.1388600915670395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11934256553649902, + "m": 1.0 + }, + { + "p": 0.016051584854722023, + "m": 1.0 + }, + { + "p": 0.021031778305768967, + "m": 1.0 + }, + { + "p": 0.012653027661144733, + "m": 1.0 + }, + { + "p": 0.01431063562631607, + "m": 1.0 + }, + { + "p": 0.01990765519440174, + "m": 1.0 + }, + { + "p": 0.07830321788787842, + "m": 1.0 + }, + { + "p": 0.08452452719211578, + "m": 1.0 + }, + { + "p": 0.05063467472791672, + "m": 1.0 + }, + { + "p": 0.017175232991576195, + "m": 1.0 + }, + { + "p": 0.41933727264404297, + "m": 1.0 + }, + { + "p": 0.007867749780416489, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.230372428894043, + "val_loss": 0.7505749464035034, + "acc": 71.64, + "time": 121.86535054072738, + "param": [ + { + "p": 0.144217386841774, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13094231486320496, + "m": 1.0 + }, + { + "p": 0.002702816855162382, + "m": 1.0 + }, + { + "p": 0.005587747786194086, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01335322018712759, + "m": 1.0 + }, + { + "p": 0.07709129899740219, + "m": 1.0 + }, + { + "p": 0.0927266925573349, + "m": 1.0 + }, + { + "p": 0.044410280883312225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.48896825313568115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.1042554378509521, + "val_loss": 0.7878039479255676, + "acc": 71.54, + "time": 126.23911440791562, + "param": [ + { + "p": 0.14241516590118408, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1298931986093521, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048901330679655075, + "m": 1.0 + }, + { + "p": 0.08729889243841171, + "m": 1.0 + }, + { + "p": 0.013963642530143261, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.5775277614593506, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.0123502016067505, + "val_loss": 0.8094140887260437, + "acc": 70.5, + "time": 134.88599693076685, + "param": [ + { + "p": 0.12014483660459518, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12546716630458832, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008965127170085907, + "m": 1.0 + }, + { + "p": 0.09114771336317062, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00035119388485327363, + "m": 1.0 + }, + { + "p": 0.6539239883422852, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.0204018354415894, + "val_loss": 0.8234107494354248, + "acc": 71.25, + "time": 129.2182454126887, + "param": [ + { + "p": 0.10822686553001404, + "m": 1.0 + }, + { + "p": 0.002660527592524886, + "m": 1.0 + }, + { + "p": 0.12414289265871048, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009516717866063118, + "m": 1.0 + }, + { + "p": 0.008574624545872211, + "m": 1.0 + }, + { + "p": 0.012817147187888622, + "m": 1.0 + }, + { + "p": 0.014514620415866375, + "m": 1.0 + }, + { + "p": 0.007624703925102949, + "m": 1.0 + }, + { + "p": 0.0910077691078186, + "m": 1.0 + }, + { + "p": 0.019796377047896385, + "m": 1.0 + }, + { + "p": 0.02729051560163498, + "m": 1.0 + }, + { + "p": 0.559607982635498, + "m": 1.0 + }, + { + "p": 0.014219271950423717, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.9664108157157898, + "val_loss": 0.8751021027565002, + "acc": 71.51, + "time": 126.86288864398375, + "param": [ + { + "p": 0.10537269711494446, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11763588339090347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0019245989387854934, + "m": 1.0 + }, + { + "p": 0.017936883494257927, + "m": 1.0 + }, + { + "p": 0.014716125093400478, + "m": 1.0 + }, + { + "p": 0.027490349486470222, + "m": 1.0 + }, + { + "p": 0.0025409350637346506, + "m": 1.0 + }, + { + "p": 0.08885280787944794, + "m": 1.0 + }, + { + "p": 0.036369141191244125, + "m": 1.0 + }, + { + "p": 0.05108541622757912, + "m": 1.0 + }, + { + "p": 0.5178195834159851, + "m": 1.0 + }, + { + "p": 0.018255634233355522, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.9974543452262878, + "val_loss": 0.8394523859024048, + "acc": 71.6, + "time": 122.915076978039, + "param": [ + { + "p": 0.10007326304912567, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1184578537940979, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021262207999825478, + "m": 1.0 + }, + { + "p": 0.007164529524743557, + "m": 1.0 + }, + { + "p": 0.020716072991490364, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0768805742263794, + "m": 1.0 + }, + { + "p": 0.04528883099555969, + "m": 1.0 + }, + { + "p": 0.06806030124425888, + "m": 1.0 + }, + { + "p": 0.5301845669746399, + "m": 1.0 + }, + { + "p": 0.011911784298717976, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.049207329750061, + "val_loss": 0.900765597820282, + "acc": 71.41, + "time": 123.5787195507437, + "param": [ + { + "p": 0.10378101468086243, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11534684151411057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00017276740982197225, + "m": 1.0 + }, + { + "p": 0.01645035110414028, + "m": 1.0 + }, + { + "p": 0.00048527761828154325, + "m": 1.0 + }, + { + "p": 0.002251705154776573, + "m": 1.0 + }, + { + "p": 0.0035207937471568584, + "m": 1.0 + }, + { + "p": 0.07333827018737793, + "m": 1.0 + }, + { + "p": 0.04317693039774895, + "m": 1.0 + }, + { + "p": 0.07605466991662979, + "m": 1.0 + }, + { + "p": 0.5654213428497314, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.4293670654296875, + "val_loss": 0.9165321588516235, + "acc": 71.36, + "time": 123.8169359806925, + "param": [ + { + "p": 0.10309404134750366, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11043743044137955, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009197409963235259, + "m": 1.0 + }, + { + "p": 0.03504607826471329, + "m": 1.0 + }, + { + "p": 0.001422089640982449, + "m": 1.0 + }, + { + "p": 0.0026070706080645323, + "m": 1.0 + }, + { + "p": 0.008447753265500069, + "m": 1.0 + }, + { + "p": 0.06539274007081985, + "m": 1.0 + }, + { + "p": 0.04718003049492836, + "m": 1.0 + }, + { + "p": 0.08586033433675766, + "m": 1.0 + }, + { + "p": 0.5296237468719482, + "m": 1.0 + }, + { + "p": 0.009969033300876617, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.079619288444519, + "val_loss": 0.8937126398086548, + "acc": 72.27, + "time": 121.91742747230455, + "param": [ + { + "p": 0.10385684669017792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09256314486265182, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01792553998529911, + "m": 1.0 + }, + { + "p": 0.04641514644026756, + "m": 1.0 + }, + { + "p": 0.006811481900513172, + "m": 1.0 + }, + { + "p": 0.014651424251496792, + "m": 1.0 + }, + { + "p": 0.020960483700037003, + "m": 1.0 + }, + { + "p": 0.08320670574903488, + "m": 1.0 + }, + { + "p": 0.05563080310821533, + "m": 1.0 + }, + { + "p": 0.08457651734352112, + "m": 1.0 + }, + { + "p": 0.4525614082813263, + "m": 1.0 + }, + { + "p": 0.020840588957071304, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.1469682455062866, + "val_loss": 0.7289924621582031, + "acc": 72.06, + "time": 123.72493433393538, + "param": [ + { + "p": 0.11388330906629562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07956558465957642, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026934538036584854, + "m": 1.0 + }, + { + "p": 0.04793799668550491, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024211404845118523, + "m": 1.0 + }, + { + "p": 0.03641759976744652, + "m": 1.0 + }, + { + "p": 0.09695278108119965, + "m": 1.0 + }, + { + "p": 0.04916832596063614, + "m": 1.0 + }, + { + "p": 0.08913902193307877, + "m": 1.0 + }, + { + "p": 0.41563111543655396, + "m": 1.0 + }, + { + "p": 0.02015828527510166, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.9642454981803894, + "val_loss": 0.7436008453369141, + "acc": 72.67, + "time": 121.87795833172277, + "param": [ + { + "p": 0.12603753805160522, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07355380058288574, + "m": 1.0 + }, + { + "p": 0.0022369695361703634, + "m": 1.0 + }, + { + "p": 0.030100123956799507, + "m": 1.0 + }, + { + "p": 0.0380462110042572, + "m": 1.0 + }, + { + "p": 4.700785575550981e-05, + "m": 1.0 + }, + { + "p": 0.026846501976251602, + "m": 1.0 + }, + { + "p": 0.04865263029932976, + "m": 1.0 + }, + { + "p": 0.10618050396442413, + "m": 1.0 + }, + { + "p": 0.04546930640935898, + "m": 1.0 + }, + { + "p": 0.098326675593853, + "m": 1.0 + }, + { + "p": 0.3990696966648102, + "m": 1.0 + }, + { + "p": 0.005432991310954094, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.1217021942138672, + "val_loss": 0.8071892857551575, + "acc": 72.37, + "time": 121.91982700116932, + "param": [ + { + "p": 0.13166359066963196, + "m": 1.0 + }, + { + "p": 0.0008503482677042484, + "m": 1.0 + }, + { + "p": 0.08019555360078812, + "m": 1.0 + }, + { + "p": 0.002034810371696949, + "m": 1.0 + }, + { + "p": 0.03432481363415718, + "m": 1.0 + }, + { + "p": 0.034301575273275375, + "m": 1.0 + }, + { + "p": 0.00808640569448471, + "m": 1.0 + }, + { + "p": 0.036959558725357056, + "m": 1.0 + }, + { + "p": 0.05842304974794388, + "m": 1.0 + }, + { + "p": 0.10540284961462021, + "m": 1.0 + }, + { + "p": 0.05435720831155777, + "m": 1.0 + }, + { + "p": 0.09829790890216827, + "m": 1.0 + }, + { + "p": 0.3542480170726776, + "m": 1.0 + }, + { + "p": 0.000854317971970886, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.385000467300415, + "val_loss": 0.7276915907859802, + "acc": 71.64, + "time": 126.05048498697579, + "param": [ + { + "p": 0.1315222829580307, + "m": 1.0 + }, + { + "p": 0.0003277113428339362, + "m": 1.0 + }, + { + "p": 0.08554430305957794, + "m": 1.0 + }, + { + "p": 0.006471123080700636, + "m": 1.0 + }, + { + "p": 0.03923153504729271, + "m": 1.0 + }, + { + "p": 0.04165458306670189, + "m": 1.0 + }, + { + "p": 0.02088957279920578, + "m": 1.0 + }, + { + "p": 0.049619678407907486, + "m": 1.0 + }, + { + "p": 0.06454724073410034, + "m": 1.0 + }, + { + "p": 0.09550060331821442, + "m": 1.0 + }, + { + "p": 0.06489501148462296, + "m": 1.0 + }, + { + "p": 0.08950285613536835, + "m": 1.0 + }, + { + "p": 0.3015921711921692, + "m": 1.0 + }, + { + "p": 0.008701360784471035, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.2328011989593506, + "val_loss": 0.9331700801849365, + "acc": 71.88, + "time": 136.40728622302413, + "param": [ + { + "p": 0.12589077651500702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08340389281511307, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04112790897488594, + "m": 1.0 + }, + { + "p": 0.04655379801988602, + "m": 1.0 + }, + { + "p": 0.025258805602788925, + "m": 1.0 + }, + { + "p": 0.05592622235417366, + "m": 1.0 + }, + { + "p": 0.06189080700278282, + "m": 1.0 + }, + { + "p": 0.09543459862470627, + "m": 1.0 + }, + { + "p": 0.07449124753475189, + "m": 1.0 + }, + { + "p": 0.09421312808990479, + "m": 1.0 + }, + { + "p": 0.2958087623119354, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.0852409601211548, + "val_loss": 0.6902427673339844, + "acc": 71.84, + "time": 120.40844980673864, + "param": [ + { + "p": 0.11570959538221359, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0837249606847763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04534422978758812, + "m": 1.0 + }, + { + "p": 0.049972034990787506, + "m": 1.0 + }, + { + "p": 0.02693583071231842, + "m": 1.0 + }, + { + "p": 0.06059589609503746, + "m": 1.0 + }, + { + "p": 0.04632861912250519, + "m": 1.0 + }, + { + "p": 0.10753947496414185, + "m": 1.0 + }, + { + "p": 0.07626612484455109, + "m": 1.0 + }, + { + "p": 0.1036924198269844, + "m": 1.0 + }, + { + "p": 0.2838907837867737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.1460965871810913, + "val_loss": 0.8514387011528015, + "acc": 72.62, + "time": 122.87347958795726, + "param": [ + { + "p": 0.1116614043712616, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08388499170541763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0408933125436306, + "m": 1.0 + }, + { + "p": 0.054087284952402115, + "m": 1.0 + }, + { + "p": 0.020452309399843216, + "m": 1.0 + }, + { + "p": 0.06922472268342972, + "m": 1.0 + }, + { + "p": 0.024937234818935394, + "m": 1.0 + }, + { + "p": 0.11745806783437729, + "m": 1.0 + }, + { + "p": 0.08160965889692307, + "m": 1.0 + }, + { + "p": 0.10586215555667877, + "m": 1.0 + }, + { + "p": 0.2899288535118103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.1819119453430176, + "val_loss": 0.7753853797912598, + "acc": 72.68, + "time": 132.05644431104884, + "param": [ + { + "p": 0.11674856394529343, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08393140882253647, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.029670337215065956, + "m": 1.0 + }, + { + "p": 0.057899776846170425, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06810642778873444, + "m": 1.0 + }, + { + "p": 0.006991461385041475, + "m": 1.0 + }, + { + "p": 0.1162235215306282, + "m": 1.0 + }, + { + "p": 0.08625616133213043, + "m": 1.0 + }, + { + "p": 0.11813748627901077, + "m": 1.0 + }, + { + "p": 0.31603488326072693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.0388092994689941, + "val_loss": 0.8459054827690125, + "acc": 71.2, + "time": 120.63574082311243, + "param": [ + { + "p": 0.11395902931690216, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09100872278213501, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009047378785908222, + "m": 1.0 + }, + { + "p": 0.06726376712322235, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06884921342134476, + "m": 1.0 + }, + { + "p": 0.0006512071122415364, + "m": 1.0 + }, + { + "p": 0.09493754059076309, + "m": 1.0 + }, + { + "p": 0.08880265057086945, + "m": 1.0 + }, + { + "p": 0.1276131123304367, + "m": 1.0 + }, + { + "p": 0.3378674387931824, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.003090739250183, + "val_loss": 0.8386880159378052, + "acc": 72.27, + "time": 128.49974007718265, + "param": [ + { + "p": 0.10845102369785309, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08502774685621262, + "m": 1.0 + }, + { + "p": 0.0013417562004178762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07262204587459564, + "m": 1.0 + }, + { + "p": 0.000506215263158083, + "m": 1.0 + }, + { + "p": 0.06020929291844368, + "m": 1.0 + }, + { + "p": 0.0003391348582226783, + "m": 1.0 + }, + { + "p": 0.081834577023983, + "m": 1.0 + }, + { + "p": 0.09144812077283859, + "m": 1.0 + }, + { + "p": 0.13821953535079956, + "m": 1.0 + }, + { + "p": 0.3600005507469177, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.090494155883789, + "val_loss": 0.7893029451370239, + "acc": 73.09, + "time": 122.4803708801046, + "param": [ + { + "p": 0.11277878284454346, + "m": 1.0 + }, + { + "p": 0.0014076088555157185, + "m": 1.0 + }, + { + "p": 0.08801736682653427, + "m": 1.0 + }, + { + "p": 0.016182703897356987, + "m": 1.0 + }, + { + "p": 0.014159093610942364, + "m": 1.0 + }, + { + "p": 0.07114232331514359, + "m": 1.0 + }, + { + "p": 0.008145985193550587, + "m": 1.0 + }, + { + "p": 0.06270451098680496, + "m": 1.0 + }, + { + "p": 0.028307244181632996, + "m": 1.0 + }, + { + "p": 0.0697028860449791, + "m": 1.0 + }, + { + "p": 0.082396499812603, + "m": 1.0 + }, + { + "p": 0.12309730798006058, + "m": 1.0 + }, + { + "p": 0.29860854148864746, + "m": 1.0 + }, + { + "p": 0.0233492162078619, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json new file mode 100644 index 0000000..ba7f0c0 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 72.52, + "Time": [ + 126.78748888333328, + 5.026080216062027 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.34938645362854, + "val_loss": 2.2868576049804688, + "acc": 14.1, + "time": 127.64722858043388, + "param": [ + { + "p": 0.0361211858689785, + "m": 1.0 + }, + { + "p": 0.08956274390220642, + "m": 1.0 + }, + { + "p": 0.08342296630144119, + "m": 1.0 + }, + { + "p": 0.07760865241289139, + "m": 1.0 + }, + { + "p": 0.06250420212745667, + "m": 1.0 + }, + { + "p": 0.08734130859375, + "m": 1.0 + }, + { + "p": 0.09905894845724106, + "m": 1.0 + }, + { + "p": 0.0898723155260086, + "m": 1.0 + }, + { + "p": 0.04318806529045105, + "m": 1.0 + }, + { + "p": 0.0792950689792633, + "m": 1.0 + }, + { + "p": 0.06306438148021698, + "m": 1.0 + }, + { + "p": 0.06192866712808609, + "m": 1.0 + }, + { + "p": 0.0987180843949318, + "m": 1.0 + }, + { + "p": 0.02831343188881874, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2098076343536377, + "val_loss": 2.147592544555664, + "acc": 21.71, + "time": 136.31630752282217, + "param": [ + { + "p": 0.05767342820763588, + "m": 1.0 + }, + { + "p": 0.08907865732908249, + "m": 1.0 + }, + { + "p": 0.08514079451560974, + "m": 1.0 + }, + { + "p": 0.0747518464922905, + "m": 1.0 + }, + { + "p": 0.0716714859008789, + "m": 1.0 + }, + { + "p": 0.09228705614805222, + "m": 1.0 + }, + { + "p": 0.09766900539398193, + "m": 1.0 + }, + { + "p": 0.09512343257665634, + "m": 1.0 + }, + { + "p": 0.05379541590809822, + "m": 1.0 + }, + { + "p": 0.07485754787921906, + "m": 1.0 + }, + { + "p": 0.057655319571495056, + "m": 1.0 + }, + { + "p": 0.06034740060567856, + "m": 1.0 + }, + { + "p": 0.08994868397712708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.184366464614868, + "val_loss": 2.068263053894043, + "acc": 24.83, + "time": 131.63631137181073, + "param": [ + { + "p": 0.06330152601003647, + "m": 1.0 + }, + { + "p": 0.09179207682609558, + "m": 1.0 + }, + { + "p": 0.08364032208919525, + "m": 1.0 + }, + { + "p": 0.09261991083621979, + "m": 1.0 + }, + { + "p": 0.057950761169195175, + "m": 1.0 + }, + { + "p": 0.06190047413110733, + "m": 1.0 + }, + { + "p": 0.1051577627658844, + "m": 1.0 + }, + { + "p": 0.10780345648527145, + "m": 1.0 + }, + { + "p": 0.04289991408586502, + "m": 1.0 + }, + { + "p": 0.06428952515125275, + "m": 1.0 + }, + { + "p": 0.08235152810811996, + "m": 1.0 + }, + { + "p": 0.04223502427339554, + "m": 1.0 + }, + { + "p": 0.10405773669481277, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.0994274616241455, + "val_loss": 1.9860286712646484, + "acc": 28.53, + "time": 122.02253947174177, + "param": [ + { + "p": 0.07207018882036209, + "m": 1.0 + }, + { + "p": 0.09972257167100906, + "m": 1.0 + }, + { + "p": 0.08725529164075851, + "m": 1.0 + }, + { + "p": 0.12459870427846909, + "m": 1.0 + }, + { + "p": 0.047586049884557724, + "m": 1.0 + }, + { + "p": 0.026459937915205956, + "m": 1.0 + }, + { + "p": 0.12220675498247147, + "m": 1.0 + }, + { + "p": 0.09267411381006241, + "m": 1.0 + }, + { + "p": 0.00734270503744483, + "m": 1.0 + }, + { + "p": 0.06589765101671219, + "m": 1.0 + }, + { + "p": 0.09932427853345871, + "m": 1.0 + }, + { + "p": 0.025996701791882515, + "m": 1.0 + }, + { + "p": 0.12886498868465424, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.9718639850616455, + "val_loss": 1.8359363079071045, + "acc": 35.13, + "time": 124.46830805763602, + "param": [ + { + "p": 0.06613906472921371, + "m": 1.0 + }, + { + "p": 0.08730059862136841, + "m": 1.0 + }, + { + "p": 0.11941245198249817, + "m": 1.0 + }, + { + "p": 0.14117315411567688, + "m": 1.0 + }, + { + "p": 0.028879156336188316, + "m": 1.0 + }, + { + "p": 0.016678735613822937, + "m": 1.0 + }, + { + "p": 0.13625992834568024, + "m": 1.0 + }, + { + "p": 0.07993412017822266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.041306473314762115, + "m": 1.0 + }, + { + "p": 0.11544477194547653, + "m": 1.0 + }, + { + "p": 0.016707856208086014, + "m": 1.0 + }, + { + "p": 0.15076366066932678, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.9683459997177124, + "val_loss": 1.8599753379821777, + "acc": 34.73, + "time": 123.96758689219132, + "param": [ + { + "p": 0.061872053891420364, + "m": 1.0 + }, + { + "p": 0.054588865488767624, + "m": 1.0 + }, + { + "p": 0.1633472591638565, + "m": 1.0 + }, + { + "p": 0.16110444068908691, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15759308636188507, + "m": 1.0 + }, + { + "p": 0.0773099958896637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017251458019018173, + "m": 1.0 + }, + { + "p": 0.12557387351989746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1813589185476303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.935010313987732, + "val_loss": 1.773136019706726, + "acc": 38.44, + "time": 128.60096025373787, + "param": [ + { + "p": 0.0708097442984581, + "m": 1.0 + }, + { + "p": 0.0409635491669178, + "m": 1.0 + }, + { + "p": 0.16645047068595886, + "m": 1.0 + }, + { + "p": 0.15061327815055847, + "m": 1.0 + }, + { + "p": 0.008825474418699741, + "m": 1.0 + }, + { + "p": 0.004951321054250002, + "m": 1.0 + }, + { + "p": 0.14334458112716675, + "m": 1.0 + }, + { + "p": 0.0741046890616417, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025774192065000534, + "m": 1.0 + }, + { + "p": 0.11509586870670319, + "m": 1.0 + }, + { + "p": 0.01253629382699728, + "m": 1.0 + }, + { + "p": 0.18653050065040588, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.8069422245025635, + "val_loss": 1.7383471727371216, + "acc": 37.78, + "time": 124.13804044295102, + "param": [ + { + "p": 0.07183007895946503, + "m": 1.0 + }, + { + "p": 0.01755346916615963, + "m": 1.0 + }, + { + "p": 0.18426956236362457, + "m": 1.0 + }, + { + "p": 0.14862945675849915, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15703867375850677, + "m": 1.0 + }, + { + "p": 0.059041477739810944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021896494552493095, + "m": 1.0 + }, + { + "p": 0.10685267299413681, + "m": 1.0 + }, + { + "p": 0.015872793272137642, + "m": 1.0 + }, + { + "p": 0.217015340924263, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.0894134044647217, + "val_loss": 1.627040147781372, + "acc": 40.51, + "time": 131.61900576995686, + "param": [ + { + "p": 0.05935416370630264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1906503438949585, + "m": 1.0 + }, + { + "p": 0.1559280902147293, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16484341025352478, + "m": 1.0 + }, + { + "p": 0.06014028191566467, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020510803908109665, + "m": 1.0 + }, + { + "p": 0.09413286298513412, + "m": 1.0 + }, + { + "p": 0.019615888595581055, + "m": 1.0 + }, + { + "p": 0.23482409119606018, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 2.1011054515838623, + "val_loss": 1.6249014139175415, + "acc": 42.73, + "time": 124.87692753225565, + "param": [ + { + "p": 0.04969291016459465, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19701910018920898, + "m": 1.0 + }, + { + "p": 0.15883758664131165, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17277099192142487, + "m": 1.0 + }, + { + "p": 0.06887611746788025, + "m": 1.0 + }, + { + "p": 0.002360818674787879, + "m": 1.0 + }, + { + "p": 0.016391368582844734, + "m": 1.0 + }, + { + "p": 0.07287875562906265, + "m": 1.0 + }, + { + "p": 0.02253585495054722, + "m": 1.0 + }, + { + "p": 0.23863649368286133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.7632027864456177, + "val_loss": 1.7221821546554565, + "acc": 43.09, + "time": 124.62170727318153, + "param": [ + { + "p": 0.02168567106127739, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22052596509456635, + "m": 1.0 + }, + { + "p": 0.16616906225681305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19167590141296387, + "m": 1.0 + }, + { + "p": 0.0535101443529129, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010138627141714096, + "m": 1.0 + }, + { + "p": 0.05252472683787346, + "m": 1.0 + }, + { + "p": 0.0168352872133255, + "m": 1.0 + }, + { + "p": 0.26693451404571533, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.749631643295288, + "val_loss": 1.6179940700531006, + "acc": 43.83, + "time": 135.11126195685938, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24891233444213867, + "m": 1.0 + }, + { + "p": 0.171495258808136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.207859605550766, + "m": 1.0 + }, + { + "p": 0.01698989048600197, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03185972943902016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3228832483291626, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.7195855379104614, + "val_loss": 1.6258208751678467, + "acc": 44.09, + "time": 132.09520785603672, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2574954032897949, + "m": 1.0 + }, + { + "p": 0.16220872104167938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2169359177350998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0030023418366909027, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3603576123714447, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.8164172172546387, + "val_loss": 1.464460015296936, + "acc": 46.98, + "time": 128.5519589339383, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25263816118240356, + "m": 1.0 + }, + { + "p": 0.1428278684616089, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2190323919057846, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.38550153374671936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.8358895778656006, + "val_loss": 1.4507213830947876, + "acc": 46.23, + "time": 125.42935708584264, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25641173124313354, + "m": 1.0 + }, + { + "p": 0.11434988677501678, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21418997645378113, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.41504842042922974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.6482970714569092, + "val_loss": 1.4983654022216797, + "acc": 47.86, + "time": 123.33902237471193, + "param": [ + { + "p": 0.001759039587341249, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2646905779838562, + "m": 1.0 + }, + { + "p": 0.09500367939472198, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20199646055698395, + "m": 1.0 + }, + { + "p": 0.004215915687382221, + "m": 1.0 + }, + { + "p": 0.002324922475963831, + "m": 1.0 + }, + { + "p": 0.000881859683431685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0012730354210361838, + "m": 1.0 + }, + { + "p": 0.4278545081615448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.574970006942749, + "val_loss": 1.453984022140503, + "acc": 47.3, + "time": 123.30845573917031, + "param": [ + { + "p": 0.017853761091828346, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2526237666606903, + "m": 1.0 + }, + { + "p": 0.08352802693843842, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002847389318048954, + "m": 1.0 + }, + { + "p": 0.1836875081062317, + "m": 1.0 + }, + { + "p": 0.014402917586266994, + "m": 1.0 + }, + { + "p": 0.006848887540400028, + "m": 1.0 + }, + { + "p": 0.01439670193940401, + "m": 1.0 + }, + { + "p": 0.0031241169199347496, + "m": 1.0 + }, + { + "p": 0.010662318207323551, + "m": 1.0 + }, + { + "p": 0.41002458333969116, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.588248372077942, + "val_loss": 1.4296787977218628, + "acc": 49.19, + "time": 123.11361276963726, + "param": [ + { + "p": 0.030832331627607346, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2500587999820709, + "m": 1.0 + }, + { + "p": 0.08258023858070374, + "m": 1.0 + }, + { + "p": 8.174451068043709e-05, + "m": 1.0 + }, + { + "p": 8.381187217310071e-05, + "m": 1.0 + }, + { + "p": 0.16856716573238373, + "m": 1.0 + }, + { + "p": 0.006019535940140486, + "m": 1.0 + }, + { + "p": 0.018483135849237442, + "m": 1.0 + }, + { + "p": 0.02729031816124916, + "m": 1.0 + }, + { + "p": 0.0059472061693668365, + "m": 1.0 + }, + { + "p": 0.010635506361722946, + "m": 1.0 + }, + { + "p": 0.39942020177841187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.5935524702072144, + "val_loss": 1.5141021013259888, + "acc": 48.92, + "time": 127.07300779502839, + "param": [ + { + "p": 0.035027939826250076, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2435670644044876, + "m": 1.0 + }, + { + "p": 0.08051261305809021, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15681695938110352, + "m": 1.0 + }, + { + "p": 1.0006363481807057e-05, + "m": 1.0 + }, + { + "p": 0.02503850869834423, + "m": 1.0 + }, + { + "p": 0.03271002694964409, + "m": 1.0 + }, + { + "p": 0.014126809313893318, + "m": 1.0 + }, + { + "p": 0.024625932797789574, + "m": 1.0 + }, + { + "p": 0.3875640630722046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.5207163095474243, + "val_loss": 1.4221949577331543, + "acc": 51.08, + "time": 124.15556672820821, + "param": [ + { + "p": 0.03994840756058693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23795627057552338, + "m": 1.0 + }, + { + "p": 0.0783970057964325, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14666414260864258, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023520532995462418, + "m": 1.0 + }, + { + "p": 0.03748546913266182, + "m": 1.0 + }, + { + "p": 0.025571458041667938, + "m": 1.0 + }, + { + "p": 0.03559460490942001, + "m": 1.0 + }, + { + "p": 0.37486210465431213, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.558310627937317, + "val_loss": 1.4126719236373901, + "acc": 51.2, + "time": 120.87403842620552, + "param": [ + { + "p": 0.04917273297905922, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2275441437959671, + "m": 1.0 + }, + { + "p": 0.0769011452794075, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13131804764270782, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03179429471492767, + "m": 1.0 + }, + { + "p": 0.03966270387172699, + "m": 1.0 + }, + { + "p": 0.0339190699160099, + "m": 1.0 + }, + { + "p": 0.04631388559937477, + "m": 1.0 + }, + { + "p": 0.3633739650249481, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.738965392112732, + "val_loss": 1.3744029998779297, + "acc": 50.81, + "time": 125.64591518417001, + "param": [ + { + "p": 0.05204363912343979, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22784942388534546, + "m": 1.0 + }, + { + "p": 0.06294979155063629, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1256856769323349, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03574064373970032, + "m": 1.0 + }, + { + "p": 0.03814341872930527, + "m": 1.0 + }, + { + "p": 0.033682603389024734, + "m": 1.0 + }, + { + "p": 0.043663207441568375, + "m": 1.0 + }, + { + "p": 0.3802415728569031, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.5993783473968506, + "val_loss": 1.3815926313400269, + "acc": 52.31, + "time": 122.68992547085509, + "param": [ + { + "p": 0.04694648087024689, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2383163869380951, + "m": 1.0 + }, + { + "p": 0.04309740290045738, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12162407487630844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01837313361465931, + "m": 1.0 + }, + { + "p": 0.02842216193675995, + "m": 1.0 + }, + { + "p": 0.03308849409222603, + "m": 1.0 + }, + { + "p": 0.05558035895228386, + "m": 1.0 + }, + { + "p": 0.4145515263080597, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.5324851274490356, + "val_loss": 1.3872604370117188, + "acc": 52.64, + "time": 125.47694040136412, + "param": [ + { + "p": 0.04962599650025368, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23118683695793152, + "m": 1.0 + }, + { + "p": 0.0321350172162056, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11611531674861908, + "m": 1.0 + }, + { + "p": 0.001345068565569818, + "m": 1.0 + }, + { + "p": 0.01811366155743599, + "m": 1.0 + }, + { + "p": 0.023339053615927696, + "m": 1.0 + }, + { + "p": 0.04207075014710426, + "m": 1.0 + }, + { + "p": 0.06963109970092773, + "m": 1.0 + }, + { + "p": 0.41643717885017395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.7134543657302856, + "val_loss": 1.3832789659500122, + "acc": 53.26, + "time": 120.31505298893899, + "param": [ + { + "p": 0.05438382551074028, + "m": 1.0 + }, + { + "p": 0.0016919648041948676, + "m": 1.0 + }, + { + "p": 0.2087445706129074, + "m": 1.0 + }, + { + "p": 0.023102086037397385, + "m": 1.0 + }, + { + "p": 0.0018139600288122892, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11034821718931198, + "m": 1.0 + }, + { + "p": 0.014458803460001945, + "m": 1.0 + }, + { + "p": 0.02423868514597416, + "m": 1.0 + }, + { + "p": 0.037267278879880905, + "m": 1.0 + }, + { + "p": 0.05555587261915207, + "m": 1.0 + }, + { + "p": 0.08003974705934525, + "m": 1.0 + }, + { + "p": 0.3883550763130188, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.7585113048553467, + "val_loss": 1.3781527280807495, + "acc": 53.29, + "time": 121.48231083713472, + "param": [ + { + "p": 0.058981429785490036, + "m": 1.0 + }, + { + "p": 0.008596578612923622, + "m": 1.0 + }, + { + "p": 0.1793489158153534, + "m": 1.0 + }, + { + "p": 0.027599846944212914, + "m": 1.0 + }, + { + "p": 0.0055741555988788605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09898293763399124, + "m": 1.0 + }, + { + "p": 0.03755651041865349, + "m": 1.0 + }, + { + "p": 0.03227296471595764, + "m": 1.0 + }, + { + "p": 0.05289308354258537, + "m": 1.0 + }, + { + "p": 0.0673249140381813, + "m": 1.0 + }, + { + "p": 0.08160235732793808, + "m": 1.0 + }, + { + "p": 0.34926638007164, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.6941771507263184, + "val_loss": 1.3625354766845703, + "acc": 52.84, + "time": 124.44815564574674, + "param": [ + { + "p": 0.05495791137218475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1624326854944229, + "m": 1.0 + }, + { + "p": 0.02299700677394867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09668517857789993, + "m": 1.0 + }, + { + "p": 0.037666093558073044, + "m": 1.0 + }, + { + "p": 0.019407035782933235, + "m": 1.0 + }, + { + "p": 0.05848264321684837, + "m": 1.0 + }, + { + "p": 0.07901842147111893, + "m": 1.0 + }, + { + "p": 0.08764708787202835, + "m": 1.0 + }, + { + "p": 0.3807060122489929, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.6285771131515503, + "val_loss": 1.2466788291931152, + "acc": 54.49, + "time": 120.81415839260444, + "param": [ + { + "p": 0.04427952319383621, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1580641120672226, + "m": 1.0 + }, + { + "p": 0.0006581626948900521, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08335857838392258, + "m": 1.0 + }, + { + "p": 0.0212295763194561, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04482250660657883, + "m": 1.0 + }, + { + "p": 0.0935317799448967, + "m": 1.0 + }, + { + "p": 0.08401226252317429, + "m": 1.0 + }, + { + "p": 0.470043420791626, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.8045328855514526, + "val_loss": 1.3815929889678955, + "acc": 53.15, + "time": 131.8851597146131, + "param": [ + { + "p": 0.037005286663770676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14574556052684784, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07719431072473526, + "m": 1.0 + }, + { + "p": 0.00913283322006464, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03076012432575226, + "m": 1.0 + }, + { + "p": 0.09605350345373154, + "m": 1.0 + }, + { + "p": 0.08048255741596222, + "m": 1.0 + }, + { + "p": 0.5236258506774902, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.699676275253296, + "val_loss": 1.323117733001709, + "acc": 53.89, + "time": 120.51053314004093, + "param": [ + { + "p": 0.034172747284173965, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14081531763076782, + "m": 1.0 + }, + { + "p": 0.003280260832980275, + "m": 1.0 + }, + { + "p": 0.0030086904298514128, + "m": 1.0 + }, + { + "p": 0.002806592732667923, + "m": 1.0 + }, + { + "p": 0.07307441532611847, + "m": 1.0 + }, + { + "p": 0.0017043031984940171, + "m": 1.0 + }, + { + "p": 0.006452561821788549, + "m": 1.0 + }, + { + "p": 0.022136591374874115, + "m": 1.0 + }, + { + "p": 0.10304567962884903, + "m": 1.0 + }, + { + "p": 0.08156492561101913, + "m": 1.0 + }, + { + "p": 0.5236063003540039, + "m": 1.0 + }, + { + "p": 0.004331664182245731, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.6378655433654785, + "val_loss": 1.3121837377548218, + "acc": 53.25, + "time": 128.5052029020153, + "param": [ + { + "p": 0.02440209500491619, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1419435441493988, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00034038894227705896, + "m": 1.0 + }, + { + "p": 0.06945338100194931, + "m": 1.0 + }, + { + "p": 0.0017872018506750464, + "m": 1.0 + }, + { + "p": 0.0035094935446977615, + "m": 1.0 + }, + { + "p": 0.012856500223279, + "m": 1.0 + }, + { + "p": 0.10690893232822418, + "m": 1.0 + }, + { + "p": 0.08810077607631683, + "m": 1.0 + }, + { + "p": 0.5500138998031616, + "m": 1.0 + }, + { + "p": 0.0006837765104137361, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.62570321559906, + "val_loss": 1.1437366008758545, + "acc": 56.71, + "time": 124.24390606908128, + "param": [ + { + "p": 0.01918051391839981, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13774330914020538, + "m": 1.0 + }, + { + "p": 0.0018861038843169808, + "m": 1.0 + }, + { + "p": 0.004970842972397804, + "m": 1.0 + }, + { + "p": 0.00420552771538496, + "m": 1.0 + }, + { + "p": 0.06886743009090424, + "m": 1.0 + }, + { + "p": 0.0018602801719680429, + "m": 1.0 + }, + { + "p": 0.016150929033756256, + "m": 1.0 + }, + { + "p": 0.025208985432982445, + "m": 1.0 + }, + { + "p": 0.10850251466035843, + "m": 1.0 + }, + { + "p": 0.10116705298423767, + "m": 1.0 + }, + { + "p": 0.5088814496994019, + "m": 1.0 + }, + { + "p": 0.0013750484213232994, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.6334105730056763, + "val_loss": 1.320145606994629, + "acc": 55.85, + "time": 124.379124824889, + "param": [ + { + "p": 0.02354225143790245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13680417835712433, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06556884944438934, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013695569708943367, + "m": 1.0 + }, + { + "p": 0.021038390696048737, + "m": 1.0 + }, + { + "p": 0.11046963185071945, + "m": 1.0 + }, + { + "p": 0.11095981299877167, + "m": 1.0 + }, + { + "p": 0.5179213285446167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 2.0132439136505127, + "val_loss": 1.2486475706100464, + "acc": 55.7, + "time": 123.1063232300803, + "param": [ + { + "p": 0.04237889498472214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12975749373435974, + "m": 1.0 + }, + { + "p": 0.0027492153458297253, + "m": 1.0 + }, + { + "p": 0.002128940774127841, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06164488568902016, + "m": 1.0 + }, + { + "p": 0.0025951964780688286, + "m": 1.0 + }, + { + "p": 0.017595436424016953, + "m": 1.0 + }, + { + "p": 0.0238618366420269, + "m": 1.0 + }, + { + "p": 0.10459990799427032, + "m": 1.0 + }, + { + "p": 0.11116673052310944, + "m": 1.0 + }, + { + "p": 0.5015215277671814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.6292715072631836, + "val_loss": 1.2015252113342285, + "acc": 56.96, + "time": 134.91949596628547, + "param": [ + { + "p": 0.06728250533342361, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1201888844370842, + "m": 1.0 + }, + { + "p": 0.012670382857322693, + "m": 1.0 + }, + { + "p": 0.009769911877810955, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.058001428842544556, + "m": 1.0 + }, + { + "p": 0.017046848312020302, + "m": 1.0 + }, + { + "p": 0.034225597977638245, + "m": 1.0 + }, + { + "p": 0.034399695694446564, + "m": 1.0 + }, + { + "p": 0.10060008615255356, + "m": 1.0 + }, + { + "p": 0.10831884294748306, + "m": 1.0 + }, + { + "p": 0.4374958574771881, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.6240395307540894, + "val_loss": 1.2095118761062622, + "acc": 57.49, + "time": 120.67317454423755, + "param": [ + { + "p": 0.08179046213626862, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11916069686412811, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05038013309240341, + "m": 1.0 + }, + { + "p": 0.008099517785012722, + "m": 1.0 + }, + { + "p": 0.03315157815814018, + "m": 1.0 + }, + { + "p": 0.028188835829496384, + "m": 1.0 + }, + { + "p": 0.09388503432273865, + "m": 1.0 + }, + { + "p": 0.11233744025230408, + "m": 1.0 + }, + { + "p": 0.47300636768341064, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.560567021369934, + "val_loss": 1.2402981519699097, + "acc": 57.45, + "time": 122.34380217129365, + "param": [ + { + "p": 0.09526097029447556, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11666397005319595, + "m": 1.0 + }, + { + "p": 0.004913097247481346, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0470711812376976, + "m": 1.0 + }, + { + "p": 0.0019177163485437632, + "m": 1.0 + }, + { + "p": 0.028041912242770195, + "m": 1.0 + }, + { + "p": 0.027673427015542984, + "m": 1.0 + }, + { + "p": 0.0852753221988678, + "m": 1.0 + }, + { + "p": 0.10979926586151123, + "m": 1.0 + }, + { + "p": 0.48338308930397034, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.570691704750061, + "val_loss": 1.2608784437179565, + "acc": 58.1, + "time": 128.46349034598097, + "param": [ + { + "p": 0.09760022163391113, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1141415610909462, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03165937960147858, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002411810914054513, + "m": 1.0 + }, + { + "p": 0.025465134531259537, + "m": 1.0 + }, + { + "p": 0.07072409987449646, + "m": 1.0 + }, + { + "p": 0.10325426608324051, + "m": 1.0 + }, + { + "p": 0.5547435283660889, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.5829296112060547, + "val_loss": 1.2401759624481201, + "acc": 56.83, + "time": 124.08917027898133, + "param": [ + { + "p": 0.09384281188249588, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10352993756532669, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006925668101757765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023516200482845306, + "m": 1.0 + }, + { + "p": 0.06182199344038963, + "m": 1.0 + }, + { + "p": 0.0890854224562645, + "m": 1.0 + }, + { + "p": 0.621277928352356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.5990962982177734, + "val_loss": 1.1345642805099487, + "acc": 57.8, + "time": 121.70940301800147, + "param": [ + { + "p": 0.09620442986488342, + "m": 1.0 + }, + { + "p": 0.001032538479194045, + "m": 1.0 + }, + { + "p": 0.1029178649187088, + "m": 1.0 + }, + { + "p": 0.0030888512264937162, + "m": 1.0 + }, + { + "p": 0.00478783342987299, + "m": 1.0 + }, + { + "p": 0.008887046948075294, + "m": 1.0 + }, + { + "p": 0.007404541131108999, + "m": 1.0 + }, + { + "p": 0.006119463127106428, + "m": 1.0 + }, + { + "p": 0.003105557756498456, + "m": 1.0 + }, + { + "p": 0.03274444863200188, + "m": 1.0 + }, + { + "p": 0.058410365134477615, + "m": 1.0 + }, + { + "p": 0.0832367092370987, + "m": 1.0 + }, + { + "p": 0.5898140072822571, + "m": 1.0 + }, + { + "p": 0.0022463095374405384, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.7231335639953613, + "val_loss": 1.1693265438079834, + "acc": 59.26, + "time": 123.31633939919993, + "param": [ + { + "p": 0.10101552307605743, + "m": 1.0 + }, + { + "p": 0.0036307121627032757, + "m": 1.0 + }, + { + "p": 0.0982562005519867, + "m": 1.0 + }, + { + "p": 0.01734483242034912, + "m": 1.0 + }, + { + "p": 0.027173591777682304, + "m": 1.0 + }, + { + "p": 0.03160357475280762, + "m": 1.0 + }, + { + "p": 0.02230990305542946, + "m": 1.0 + }, + { + "p": 0.024709973484277725, + "m": 1.0 + }, + { + "p": 0.01394196879118681, + "m": 1.0 + }, + { + "p": 0.045902468264102936, + "m": 1.0 + }, + { + "p": 0.06017180532217026, + "m": 1.0 + }, + { + "p": 0.0781179890036583, + "m": 1.0 + }, + { + "p": 0.4615999758243561, + "m": 1.0 + }, + { + "p": 0.014221438206732273, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.6886800527572632, + "val_loss": 1.2738151550292969, + "acc": 58.84, + "time": 125.3344134092331, + "param": [ + { + "p": 0.10683643817901611, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09349453449249268, + "m": 1.0 + }, + { + "p": 0.028726980090141296, + "m": 1.0 + }, + { + "p": 0.039194319397211075, + "m": 1.0 + }, + { + "p": 0.036396339535713196, + "m": 1.0 + }, + { + "p": 0.02298276126384735, + "m": 1.0 + }, + { + "p": 0.030267488211393356, + "m": 1.0 + }, + { + "p": 0.019932452589273453, + "m": 1.0 + }, + { + "p": 0.05111347511410713, + "m": 1.0 + }, + { + "p": 0.061986956745386124, + "m": 1.0 + }, + { + "p": 0.08085710555315018, + "m": 1.0 + }, + { + "p": 0.4113309979438782, + "m": 1.0 + }, + { + "p": 0.0168802198022604, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.5844082832336426, + "val_loss": 1.146000862121582, + "acc": 59.59, + "time": 127.68950929678977, + "param": [ + { + "p": 0.11219696700572968, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09141909331083298, + "m": 1.0 + }, + { + "p": 0.02808678336441517, + "m": 1.0 + }, + { + "p": 0.0443672351539135, + "m": 1.0 + }, + { + "p": 0.04909588396549225, + "m": 1.0 + }, + { + "p": 0.029064305126667023, + "m": 1.0 + }, + { + "p": 0.03266533836722374, + "m": 1.0 + }, + { + "p": 0.03029579482972622, + "m": 1.0 + }, + { + "p": 0.05683114379644394, + "m": 1.0 + }, + { + "p": 0.06529301404953003, + "m": 1.0 + }, + { + "p": 0.08256014436483383, + "m": 1.0 + }, + { + "p": 0.3675067722797394, + "m": 1.0 + }, + { + "p": 0.010617619380354881, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.412241816520691, + "val_loss": 1.0957216024398804, + "acc": 59.68, + "time": 122.69704603403807, + "param": [ + { + "p": 0.11434108018875122, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09272950142621994, + "m": 1.0 + }, + { + "p": 0.01881115697324276, + "m": 1.0 + }, + { + "p": 0.022866183891892433, + "m": 1.0 + }, + { + "p": 0.055139608681201935, + "m": 1.0 + }, + { + "p": 0.027373846620321274, + "m": 1.0 + }, + { + "p": 0.023353496566414833, + "m": 1.0 + }, + { + "p": 0.029496656730771065, + "m": 1.0 + }, + { + "p": 0.06530643999576569, + "m": 1.0 + }, + { + "p": 0.06122968718409538, + "m": 1.0 + }, + { + "p": 0.09244583547115326, + "m": 1.0 + }, + { + "p": 0.3969064950942993, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.64445960521698, + "val_loss": 1.130818247795105, + "acc": 59.85, + "time": 126.9600370740518, + "param": [ + { + "p": 0.1157776266336441, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08828368037939072, + "m": 1.0 + }, + { + "p": 0.014256807044148445, + "m": 1.0 + }, + { + "p": 0.01741083711385727, + "m": 1.0 + }, + { + "p": 0.054870814085006714, + "m": 1.0 + }, + { + "p": 0.03968118131160736, + "m": 1.0 + }, + { + "p": 0.014924281276762486, + "m": 1.0 + }, + { + "p": 0.033822353929281235, + "m": 1.0 + }, + { + "p": 0.06893331557512283, + "m": 1.0 + }, + { + "p": 0.05644240975379944, + "m": 1.0 + }, + { + "p": 0.0965738371014595, + "m": 1.0 + }, + { + "p": 0.3990229070186615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.380622386932373, + "val_loss": 1.1152207851409912, + "acc": 59.69, + "time": 126.42448864271864, + "param": [ + { + "p": 0.13146893680095673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08156388252973557, + "m": 1.0 + }, + { + "p": 0.01205685455352068, + "m": 1.0 + }, + { + "p": 0.025440001860260963, + "m": 1.0 + }, + { + "p": 0.03286009281873703, + "m": 1.0 + }, + { + "p": 0.04346046596765518, + "m": 1.0 + }, + { + "p": 0.007178273517638445, + "m": 1.0 + }, + { + "p": 0.035108327865600586, + "m": 1.0 + }, + { + "p": 0.06626159697771072, + "m": 1.0 + }, + { + "p": 0.05342906713485718, + "m": 1.0 + }, + { + "p": 0.09588383883237839, + "m": 1.0 + }, + { + "p": 0.41528862714767456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.6083924770355225, + "val_loss": 1.145485281944275, + "acc": 60.8, + "time": 125.23713393975049, + "param": [ + { + "p": 0.1522464156150818, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06835149973630905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020456796512007713, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03103741630911827, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017769213765859604, + "m": 1.0 + }, + { + "p": 0.060625068843364716, + "m": 1.0 + }, + { + "p": 0.04781965911388397, + "m": 1.0 + }, + { + "p": 0.09644169360399246, + "m": 1.0 + }, + { + "p": 0.5052521824836731, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.3852230310440063, + "val_loss": 1.2319804430007935, + "acc": 59.31, + "time": 121.66009446885437, + "param": [ + { + "p": 0.15773646533489227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05435505509376526, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04798530414700508, + "m": 1.0 + }, + { + "p": 0.024560099467635155, + "m": 1.0 + }, + { + "p": 0.09115784615278244, + "m": 1.0 + }, + { + "p": 0.6242051720619202, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.2045636177062988, + "val_loss": 1.0447055101394653, + "acc": 59.67, + "time": 125.49081737501547, + "param": [ + { + "p": 0.14251543581485748, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0314130038022995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019287103787064552, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07014284282922745, + "m": 1.0 + }, + { + "p": 0.7366416454315186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.7446755170822144, + "val_loss": 1.1974661350250244, + "acc": 59.16, + "time": 125.21292562503368, + "param": [ + { + "p": 0.12663984298706055, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020451681688427925, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006142857018858194, + "m": 1.0 + }, + { + "p": 0.0011635554255917668, + "m": 1.0 + }, + { + "p": 0.0029657508712261915, + "m": 1.0 + }, + { + "p": 0.0055350749753415585, + "m": 1.0 + }, + { + "p": 0.01810561493039131, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06476275622844696, + "m": 1.0 + }, + { + "p": 0.7542328238487244, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.5146713256835938, + "val_loss": 0.9352352023124695, + "acc": 61.13, + "time": 126.48475290182978, + "param": [ + { + "p": 0.11959194391965866, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019432954490184784, + "m": 1.0 + }, + { + "p": 0.0004349022055976093, + "m": 1.0 + }, + { + "p": 5.004609192837961e-05, + "m": 1.0 + }, + { + "p": 0.00514564011245966, + "m": 1.0 + }, + { + "p": 0.0061346134170889854, + "m": 1.0 + }, + { + "p": 0.0028800969012081623, + "m": 1.0 + }, + { + "p": 0.0020250999368727207, + "m": 1.0 + }, + { + "p": 0.02869928814470768, + "m": 1.0 + }, + { + "p": 0.002717601368203759, + "m": 1.0 + }, + { + "p": 0.06388374418020248, + "m": 1.0 + }, + { + "p": 0.749004065990448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.4264293909072876, + "val_loss": 1.105064034461975, + "acc": 60.39, + "time": 122.11237019114196, + "param": [ + { + "p": 0.11241822689771652, + "m": 1.0 + }, + { + "p": 0.004621918313205242, + "m": 1.0 + }, + { + "p": 0.034627798944711685, + "m": 1.0 + }, + { + "p": 0.011880652979016304, + "m": 1.0 + }, + { + "p": 0.006696898024529219, + "m": 1.0 + }, + { + "p": 0.019845232367515564, + "m": 1.0 + }, + { + "p": 0.025304552167654037, + "m": 1.0 + }, + { + "p": 0.012986595742404461, + "m": 1.0 + }, + { + "p": 0.02449539303779602, + "m": 1.0 + }, + { + "p": 0.05031789094209671, + "m": 1.0 + }, + { + "p": 0.025784987956285477, + "m": 1.0 + }, + { + "p": 0.06480458378791809, + "m": 1.0 + }, + { + "p": 0.5981225967407227, + "m": 1.0 + }, + { + "p": 0.008092713542282581, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.4089431762695312, + "val_loss": 1.1187888383865356, + "acc": 60.82, + "time": 121.80896049691364, + "param": [ + { + "p": 0.10941456258296967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027435248717665672, + "m": 1.0 + }, + { + "p": 0.001113675651140511, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008508165366947651, + "m": 1.0 + }, + { + "p": 0.016941344365477562, + "m": 1.0 + }, + { + "p": 0.000991579843685031, + "m": 1.0 + }, + { + "p": 0.02656940557062626, + "m": 1.0 + }, + { + "p": 0.05810776725411415, + "m": 1.0 + }, + { + "p": 0.023712385445833206, + "m": 1.0 + }, + { + "p": 0.0683891624212265, + "m": 1.0 + }, + { + "p": 0.6588167548179626, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.2588897943496704, + "val_loss": 1.2330594062805176, + "acc": 62.16, + "time": 135.10233420832083, + "param": [ + { + "p": 0.10980650037527084, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007097868714481592, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01647738367319107, + "m": 1.0 + }, + { + "p": 0.05064023658633232, + "m": 1.0 + }, + { + "p": 0.006170318927615881, + "m": 1.0 + }, + { + "p": 0.05847214162349701, + "m": 1.0 + }, + { + "p": 0.7513355612754822, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.4940093755722046, + "val_loss": 1.0720746517181396, + "acc": 60.91, + "time": 122.54607985401526, + "param": [ + { + "p": 0.10497424751520157, + "m": 1.0 + }, + { + "p": 0.0022494790609925985, + "m": 1.0 + }, + { + "p": 0.008687345311045647, + "m": 1.0 + }, + { + "p": 0.0034841245505958796, + "m": 1.0 + }, + { + "p": 0.00177509686909616, + "m": 1.0 + }, + { + "p": 0.00810654554516077, + "m": 1.0 + }, + { + "p": 0.006707290653139353, + "m": 1.0 + }, + { + "p": 0.009702419862151146, + "m": 1.0 + }, + { + "p": 0.020877420902252197, + "m": 1.0 + }, + { + "p": 0.053362779319286346, + "m": 1.0 + }, + { + "p": 0.01370244100689888, + "m": 1.0 + }, + { + "p": 0.060201141983270645, + "m": 1.0 + }, + { + "p": 0.6959764361381531, + "m": 1.0 + }, + { + "p": 0.01019325666129589, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.510480284690857, + "val_loss": 1.1703523397445679, + "acc": 58.43, + "time": 124.91427758010104, + "param": [ + { + "p": 0.10151702910661697, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014156130142509937, + "m": 1.0 + }, + { + "p": 0.0012459536083042622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004037242848426104, + "m": 1.0 + }, + { + "p": 0.01772395707666874, + "m": 1.0 + }, + { + "p": 0.015959400683641434, + "m": 1.0 + }, + { + "p": 0.030115855857729912, + "m": 1.0 + }, + { + "p": 0.06696294248104095, + "m": 1.0 + }, + { + "p": 0.01182317640632391, + "m": 1.0 + }, + { + "p": 0.07221423834562302, + "m": 1.0 + }, + { + "p": 0.6603143215179443, + "m": 1.0 + }, + { + "p": 0.003929755184799433, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.3716682195663452, + "val_loss": 0.9938263893127441, + "acc": 60.99, + "time": 137.1394520360045, + "param": [ + { + "p": 0.0978914424777031, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00022889868705533445, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014754734002053738, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024411775171756744, + "m": 1.0 + }, + { + "p": 0.06399233639240265, + "m": 1.0 + }, + { + "p": 0.0004950636648572981, + "m": 1.0 + }, + { + "p": 0.07746309041976929, + "m": 1.0 + }, + { + "p": 0.7207626700401306, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.2343319654464722, + "val_loss": 1.037927508354187, + "acc": 62.68, + "time": 137.272459495347, + "param": [ + { + "p": 0.09126602113246918, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004018291365355253, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0050448342226445675, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012800432741641998, + "m": 1.0 + }, + { + "p": 0.06454502046108246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07279503345489502, + "m": 1.0 + }, + { + "p": 0.7495303750038147, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.309800386428833, + "val_loss": 1.2475852966308594, + "acc": 61.79, + "time": 125.77347034821287, + "param": [ + { + "p": 0.09114208072423935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014706287533044815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002502666087821126, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005477837286889553, + "m": 1.0 + }, + { + "p": 0.06258503347635269, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06565935909748077, + "m": 1.0 + }, + { + "p": 0.7579267621040344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.2399264574050903, + "val_loss": 1.0984902381896973, + "acc": 63.18, + "time": 123.36716132098809, + "param": [ + { + "p": 0.09073295444250107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012891218066215515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0014622003072872758, + "m": 1.0 + }, + { + "p": 0.04616935923695564, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049699567258358, + "m": 1.0 + }, + { + "p": 0.799044668674469, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.2739135026931763, + "val_loss": 1.1006721258163452, + "acc": 62.14, + "time": 131.23792797373608, + "param": [ + { + "p": 0.08927679806947708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0043300362303853035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0019523215014487505, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006496422458440065, + "m": 1.0 + }, + { + "p": 0.028397172689437866, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03886400908231735, + "m": 1.0 + }, + { + "p": 0.8306832909584045, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.56219482421875, + "val_loss": 1.0330355167388916, + "acc": 62.82, + "time": 121.80106789106503, + "param": [ + { + "p": 0.08613072335720062, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0011235034326091409, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020018287003040314, + "m": 1.0 + }, + { + "p": 0.016826612874865532, + "m": 1.0 + }, + { + "p": 0.0002931110211648047, + "m": 1.0 + }, + { + "p": 0.027544192969799042, + "m": 1.0 + }, + { + "p": 0.848063588142395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.7800390720367432, + "val_loss": 0.9337031841278076, + "acc": 61.93, + "time": 122.63158417819068, + "param": [ + { + "p": 0.07934414595365524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 5.9038160543423146e-05, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.000856851227581501, + "m": 1.0 + }, + { + "p": 0.018201105296611786, + "m": 1.0 + }, + { + "p": 0.0006736090872436762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017001651227474213, + "m": 1.0 + }, + { + "p": 0.8838635683059692, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.311667799949646, + "val_loss": 1.0665332078933716, + "acc": 62.54, + "time": 123.69034205330536, + "param": [ + { + "p": 0.0788019597530365, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008289418183267117, + "m": 1.0 + }, + { + "p": 0.00032786757219582796, + "m": 1.0 + }, + { + "p": 0.0007378763984888792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012115808203816414, + "m": 1.0 + }, + { + "p": 0.02501860074698925, + "m": 1.0 + }, + { + "p": 0.004444411024451256, + "m": 1.0 + }, + { + "p": 0.011501970700919628, + "m": 1.0 + }, + { + "p": 0.012004747986793518, + "m": 1.0 + }, + { + "p": 0.8467573523521423, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.185235857963562, + "val_loss": 1.1383785009384155, + "acc": 63.13, + "time": 131.30775559227914, + "param": [ + { + "p": 0.07185563445091248, + "m": 1.0 + }, + { + "p": 0.0012177237076684833, + "m": 1.0 + }, + { + "p": 0.02833462692797184, + "m": 1.0 + }, + { + "p": 0.003247855929657817, + "m": 1.0 + }, + { + "p": 0.00166517891921103, + "m": 1.0 + }, + { + "p": 0.002860753098502755, + "m": 1.0 + }, + { + "p": 0.002669660374522209, + "m": 1.0 + }, + { + "p": 0.02456556260585785, + "m": 1.0 + }, + { + "p": 0.036542199552059174, + "m": 1.0 + }, + { + "p": 0.014333532191812992, + "m": 1.0 + }, + { + "p": 0.03136291354894638, + "m": 1.0 + }, + { + "p": 0.02123863250017166, + "m": 1.0 + }, + { + "p": 0.7593749165534973, + "m": 1.0 + }, + { + "p": 0.0007307912455871701, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.369767427444458, + "val_loss": 0.9289348125457764, + "acc": 62.54, + "time": 135.45112738013268, + "param": [ + { + "p": 0.07112712413072586, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050323981791734695, + "m": 1.0 + }, + { + "p": 0.017463108524680138, + "m": 1.0 + }, + { + "p": 0.011519350111484528, + "m": 1.0 + }, + { + "p": 0.011872045695781708, + "m": 1.0 + }, + { + "p": 0.018059687688946724, + "m": 1.0 + }, + { + "p": 0.033446140587329865, + "m": 1.0 + }, + { + "p": 0.0459328219294548, + "m": 1.0 + }, + { + "p": 0.03618882969021797, + "m": 1.0 + }, + { + "p": 0.05703192949295044, + "m": 1.0 + }, + { + "p": 0.045199502259492874, + "m": 1.0 + }, + { + "p": 0.5905289053916931, + "m": 1.0 + }, + { + "p": 0.011306576430797577, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.31006920337677, + "val_loss": 1.140894889831543, + "acc": 63.2, + "time": 123.83451459091157, + "param": [ + { + "p": 0.0657510906457901, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049445003271102905, + "m": 1.0 + }, + { + "p": 0.02691418118774891, + "m": 1.0 + }, + { + "p": 0.006556972861289978, + "m": 1.0 + }, + { + "p": 0.011453084647655487, + "m": 1.0 + }, + { + "p": 0.012049844488501549, + "m": 1.0 + }, + { + "p": 0.023583833128213882, + "m": 1.0 + }, + { + "p": 0.0542839914560318, + "m": 1.0 + }, + { + "p": 0.048957694321870804, + "m": 1.0 + }, + { + "p": 0.06419157981872559, + "m": 1.0 + }, + { + "p": 0.0643531009554863, + "m": 1.0 + }, + { + "p": 0.5692588090896606, + "m": 1.0 + }, + { + "p": 0.003200798761099577, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.3112974166870117, + "val_loss": 1.067158818244934, + "acc": 63.88, + "time": 123.85031142178923, + "param": [ + { + "p": 0.06771939247846603, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05113442614674568, + "m": 1.0 + }, + { + "p": 0.025301674380898476, + "m": 1.0 + }, + { + "p": 0.00934785045683384, + "m": 1.0 + }, + { + "p": 0.016571184620261192, + "m": 1.0 + }, + { + "p": 0.012027566321194172, + "m": 1.0 + }, + { + "p": 0.028517508879303932, + "m": 1.0 + }, + { + "p": 0.06818366050720215, + "m": 1.0 + }, + { + "p": 0.05842086672782898, + "m": 1.0 + }, + { + "p": 0.06930970400571823, + "m": 1.0 + }, + { + "p": 0.07166947424411774, + "m": 1.0 + }, + { + "p": 0.5156602263450623, + "m": 1.0 + }, + { + "p": 0.006136543117463589, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.4409410953521729, + "val_loss": 1.0570101737976074, + "acc": 63.1, + "time": 127.89350064191967, + "param": [ + { + "p": 0.060979198664426804, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06725788861513138, + "m": 1.0 + }, + { + "p": 0.0218244269490242, + "m": 1.0 + }, + { + "p": 0.01697971671819687, + "m": 1.0 + }, + { + "p": 0.02880767360329628, + "m": 1.0 + }, + { + "p": 0.02058594673871994, + "m": 1.0 + }, + { + "p": 0.02898608148097992, + "m": 1.0 + }, + { + "p": 0.0784384235739708, + "m": 1.0 + }, + { + "p": 0.05321550741791725, + "m": 1.0 + }, + { + "p": 0.0730104148387909, + "m": 1.0 + }, + { + "p": 0.07697448134422302, + "m": 1.0 + }, + { + "p": 0.46786385774612427, + "m": 1.0 + }, + { + "p": 0.005076361354440451, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.453505516052246, + "val_loss": 0.9997320771217346, + "acc": 64.15, + "time": 129.33511781087145, + "param": [ + { + "p": 0.05599872022867203, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07081401348114014, + "m": 1.0 + }, + { + "p": 0.00512839388102293, + "m": 1.0 + }, + { + "p": 0.0201010350137949, + "m": 1.0 + }, + { + "p": 0.035145726054906845, + "m": 1.0 + }, + { + "p": 0.023841360583901405, + "m": 1.0 + }, + { + "p": 0.026012111455202103, + "m": 1.0 + }, + { + "p": 0.08067537099123001, + "m": 1.0 + }, + { + "p": 0.04535355046391487, + "m": 1.0 + }, + { + "p": 0.07729192823171616, + "m": 1.0 + }, + { + "p": 0.07388392835855484, + "m": 1.0 + }, + { + "p": 0.4857538640499115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.1791256666183472, + "val_loss": 1.043196678161621, + "acc": 63.96, + "time": 125.1619243179448, + "param": [ + { + "p": 0.060790054500103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06454310566186905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013008558191359043, + "m": 1.0 + }, + { + "p": 0.028553234413266182, + "m": 1.0 + }, + { + "p": 0.013415411114692688, + "m": 1.0 + }, + { + "p": 0.008460489101707935, + "m": 1.0 + }, + { + "p": 0.07572629302740097, + "m": 1.0 + }, + { + "p": 0.04118659347295761, + "m": 1.0 + }, + { + "p": 0.07580646872520447, + "m": 1.0 + }, + { + "p": 0.058622103184461594, + "m": 1.0 + }, + { + "p": 0.559887707233429, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.3491369485855103, + "val_loss": 1.0002912282943726, + "acc": 65.16, + "time": 122.43336991081014, + "param": [ + { + "p": 0.06398846209049225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06390933692455292, + "m": 1.0 + }, + { + "p": 0.0086017781868577, + "m": 1.0 + }, + { + "p": 0.01968543604016304, + "m": 1.0 + }, + { + "p": 0.04015142470598221, + "m": 1.0 + }, + { + "p": 0.02532452531158924, + "m": 1.0 + }, + { + "p": 0.015476806089282036, + "m": 1.0 + }, + { + "p": 0.08222590386867523, + "m": 1.0 + }, + { + "p": 0.04807177558541298, + "m": 1.0 + }, + { + "p": 0.07770482450723648, + "m": 1.0 + }, + { + "p": 0.0572529174387455, + "m": 1.0 + }, + { + "p": 0.4885105490684509, + "m": 1.0 + }, + { + "p": 0.00909616332501173, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.5173819065093994, + "val_loss": 1.0219612121582031, + "acc": 64.05, + "time": 133.3024975308217, + "param": [ + { + "p": 0.06286013871431351, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06440950930118561, + "m": 1.0 + }, + { + "p": 0.0041824523359537125, + "m": 1.0 + }, + { + "p": 0.014362363144755363, + "m": 1.0 + }, + { + "p": 0.04555675759911537, + "m": 1.0 + }, + { + "p": 0.02333788573741913, + "m": 1.0 + }, + { + "p": 0.017888937145471573, + "m": 1.0 + }, + { + "p": 0.07947085052728653, + "m": 1.0 + }, + { + "p": 0.05363265424966812, + "m": 1.0 + }, + { + "p": 0.078108049929142, + "m": 1.0 + }, + { + "p": 0.05889132618904114, + "m": 1.0 + }, + { + "p": 0.49729907512664795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.2302134037017822, + "val_loss": 0.9492260813713074, + "acc": 65.44, + "time": 136.4863935559988, + "param": [ + { + "p": 0.063224196434021, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05134783312678337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02947164885699749, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.055762261152267456, + "m": 1.0 + }, + { + "p": 0.052666276693344116, + "m": 1.0 + }, + { + "p": 0.08040803670883179, + "m": 1.0 + }, + { + "p": 0.03718922287225723, + "m": 1.0 + }, + { + "p": 0.6299304962158203, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.1745182275772095, + "val_loss": 0.9513300657272339, + "acc": 64.03, + "time": 130.0199499852024, + "param": [ + { + "p": 0.06797558814287186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015471928752958775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005556185729801655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022621633484959602, + "m": 1.0 + }, + { + "p": 0.038504377007484436, + "m": 1.0 + }, + { + "p": 0.0808529332280159, + "m": 1.0 + }, + { + "p": 0.015762412920594215, + "m": 1.0 + }, + { + "p": 0.7532549500465393, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.5292474031448364, + "val_loss": 0.8833557963371277, + "acc": 63.92, + "time": 133.75986818084493, + "param": [ + { + "p": 0.07320789247751236, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016022708266973495, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0015996679430827498, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0023585218004882336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008248179219663143, + "m": 1.0 + }, + { + "p": 0.02605544403195381, + "m": 1.0 + }, + { + "p": 0.08065815269947052, + "m": 1.0 + }, + { + "p": 0.014087551273405552, + "m": 1.0 + }, + { + "p": 0.7777618765830994, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.3160659074783325, + "val_loss": 0.9980353713035583, + "acc": 66.09, + "time": 132.07701887283474, + "param": [ + { + "p": 0.06851853430271149, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017352625727653503, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004828522447496653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01116206869482994, + "m": 1.0 + }, + { + "p": 0.06968046724796295, + "m": 1.0 + }, + { + "p": 0.011969425715506077, + "m": 1.0 + }, + { + "p": 0.8164883852005005, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.3246068954467773, + "val_loss": 0.9424192309379578, + "acc": 65.08, + "time": 131.8104580529034, + "param": [ + { + "p": 0.073159359395504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.034343793988227844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005640299525111914, + "m": 1.0 + }, + { + "p": 0.0014526325976476073, + "m": 1.0 + }, + { + "p": 0.010212929919362068, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005980146117508411, + "m": 1.0 + }, + { + "p": 0.016284113749861717, + "m": 1.0 + }, + { + "p": 0.07317829877138138, + "m": 1.0 + }, + { + "p": 0.01246604509651661, + "m": 1.0 + }, + { + "p": 0.7672824263572693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.4994468688964844, + "val_loss": 0.9200400710105896, + "acc": 64.1, + "time": 120.86257815593854, + "param": [ + { + "p": 0.0750792846083641, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04651620611548424, + "m": 1.0 + }, + { + "p": 0.005267692729830742, + "m": 1.0 + }, + { + "p": 0.012352068908512592, + "m": 1.0 + }, + { + "p": 0.006323071196675301, + "m": 1.0 + }, + { + "p": 0.015802966430783272, + "m": 1.0 + }, + { + "p": 0.0018308243015781045, + "m": 1.0 + }, + { + "p": 0.015245848335325718, + "m": 1.0 + }, + { + "p": 0.030648790299892426, + "m": 1.0 + }, + { + "p": 0.07948648184537888, + "m": 1.0 + }, + { + "p": 0.016855968162417412, + "m": 1.0 + }, + { + "p": 0.693921685218811, + "m": 1.0 + }, + { + "p": 0.0006690609152428806, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.4746968746185303, + "val_loss": 0.9673925638198853, + "acc": 65.96, + "time": 122.54978144494817, + "param": [ + { + "p": 0.07909505069255829, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05962340906262398, + "m": 1.0 + }, + { + "p": 0.003665436990559101, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01009757723659277, + "m": 1.0 + }, + { + "p": 0.02156209945678711, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02499411068856716, + "m": 1.0 + }, + { + "p": 0.043062973767519, + "m": 1.0 + }, + { + "p": 0.0826965793967247, + "m": 1.0 + }, + { + "p": 0.018542597070336342, + "m": 1.0 + }, + { + "p": 0.6566601991653442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.3326153755187988, + "val_loss": 0.8505239486694336, + "acc": 65.56, + "time": 129.94558205036446, + "param": [ + { + "p": 0.07732789218425751, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05869239941239357, + "m": 1.0 + }, + { + "p": 0.0017612098017707467, + "m": 1.0 + }, + { + "p": 0.00045516021782532334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011766006238758564, + "m": 1.0 + }, + { + "p": 0.0002190341183450073, + "m": 1.0 + }, + { + "p": 0.028193645179271698, + "m": 1.0 + }, + { + "p": 0.03661124035716057, + "m": 1.0 + }, + { + "p": 0.08990329504013062, + "m": 1.0 + }, + { + "p": 0.011675188317894936, + "m": 1.0 + }, + { + "p": 0.6833726167678833, + "m": 1.0 + }, + { + "p": 2.236755972262472e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.4064843654632568, + "val_loss": 0.9657647609710693, + "acc": 65.38, + "time": 122.58705919282511, + "param": [ + { + "p": 0.0798981711268425, + "m": 1.0 + }, + { + "p": 0.0031229436863213778, + "m": 1.0 + }, + { + "p": 0.06515846401453018, + "m": 1.0 + }, + { + "p": 0.017498770728707314, + "m": 1.0 + }, + { + "p": 0.0082088066264987, + "m": 1.0 + }, + { + "p": 0.004741237033158541, + "m": 1.0 + }, + { + "p": 0.02584400773048401, + "m": 1.0 + }, + { + "p": 0.017130624502897263, + "m": 1.0 + }, + { + "p": 0.04923124611377716, + "m": 1.0 + }, + { + "p": 0.045994892716407776, + "m": 1.0 + }, + { + "p": 0.09202893078327179, + "m": 1.0 + }, + { + "p": 0.03109639510512352, + "m": 1.0 + }, + { + "p": 0.5521695613861084, + "m": 1.0 + }, + { + "p": 0.00787587370723486, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.1482055187225342, + "val_loss": 0.9027924537658691, + "acc": 66.44, + "time": 126.03336822008714, + "param": [ + { + "p": 0.08272287994623184, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06982024759054184, + "m": 1.0 + }, + { + "p": 0.01609121635556221, + "m": 1.0 + }, + { + "p": 0.008152239955961704, + "m": 1.0 + }, + { + "p": 0.007527765352278948, + "m": 1.0 + }, + { + "p": 0.026441415771842003, + "m": 1.0 + }, + { + "p": 0.022260840982198715, + "m": 1.0 + }, + { + "p": 0.05698706954717636, + "m": 1.0 + }, + { + "p": 0.05674375221133232, + "m": 1.0 + }, + { + "p": 0.09748231619596481, + "m": 1.0 + }, + { + "p": 0.04700273275375366, + "m": 1.0 + }, + { + "p": 0.49430403113365173, + "m": 1.0 + }, + { + "p": 0.014463450759649277, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.2355029582977295, + "val_loss": 0.9699717164039612, + "acc": 66.16, + "time": 122.62762763304636, + "param": [ + { + "p": 0.08732957392930984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06578156352043152, + "m": 1.0 + }, + { + "p": 0.023483235388994217, + "m": 1.0 + }, + { + "p": 0.026515375822782516, + "m": 1.0 + }, + { + "p": 0.016007913276553154, + "m": 1.0 + }, + { + "p": 0.031126664951443672, + "m": 1.0 + }, + { + "p": 0.027637874707579613, + "m": 1.0 + }, + { + "p": 0.06401930749416351, + "m": 1.0 + }, + { + "p": 0.06686027348041534, + "m": 1.0 + }, + { + "p": 0.09478982537984848, + "m": 1.0 + }, + { + "p": 0.06143321096897125, + "m": 1.0 + }, + { + "p": 0.4106811583042145, + "m": 1.0 + }, + { + "p": 0.024334048852324486, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.1204584836959839, + "val_loss": 0.9532826542854309, + "acc": 67.05, + "time": 121.30831062793732, + "param": [ + { + "p": 0.08550876379013062, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06477503478527069, + "m": 1.0 + }, + { + "p": 0.022898705676198006, + "m": 1.0 + }, + { + "p": 0.037451304495334625, + "m": 1.0 + }, + { + "p": 0.02098473533987999, + "m": 1.0 + }, + { + "p": 0.02490062639117241, + "m": 1.0 + }, + { + "p": 0.026047615334391594, + "m": 1.0 + }, + { + "p": 0.07560712844133377, + "m": 1.0 + }, + { + "p": 0.07037488371133804, + "m": 1.0 + }, + { + "p": 0.08333691209554672, + "m": 1.0 + }, + { + "p": 0.07137198001146317, + "m": 1.0 + }, + { + "p": 0.39312130212783813, + "m": 1.0 + }, + { + "p": 0.023620929569005966, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.5374565124511719, + "val_loss": 1.0758247375488281, + "acc": 66.68, + "time": 126.03127864096314, + "param": [ + { + "p": 0.08097471296787262, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07633240520954132, + "m": 1.0 + }, + { + "p": 0.029128557071089745, + "m": 1.0 + }, + { + "p": 0.0453973151743412, + "m": 1.0 + }, + { + "p": 0.017286045476794243, + "m": 1.0 + }, + { + "p": 0.020796263590455055, + "m": 1.0 + }, + { + "p": 0.022983409464359283, + "m": 1.0 + }, + { + "p": 0.08841286599636078, + "m": 1.0 + }, + { + "p": 0.06511523574590683, + "m": 1.0 + }, + { + "p": 0.07775235921144485, + "m": 1.0 + }, + { + "p": 0.07436774671077728, + "m": 1.0 + }, + { + "p": 0.3933560848236084, + "m": 1.0 + }, + { + "p": 0.008096952922642231, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.3522497415542603, + "val_loss": 0.8646851778030396, + "acc": 66.72, + "time": 133.9482810748741, + "param": [ + { + "p": 0.081759512424469, + "m": 1.0 + }, + { + "p": 0.0016584809636697173, + "m": 1.0 + }, + { + "p": 0.0816592425107956, + "m": 1.0 + }, + { + "p": 0.03581566363573074, + "m": 1.0 + }, + { + "p": 0.05739196762442589, + "m": 1.0 + }, + { + "p": 0.02390146814286709, + "m": 1.0 + }, + { + "p": 0.020846635103225708, + "m": 1.0 + }, + { + "p": 0.017629828304052353, + "m": 1.0 + }, + { + "p": 0.09595764428377151, + "m": 1.0 + }, + { + "p": 0.06083591282367706, + "m": 1.0 + }, + { + "p": 0.06794599443674088, + "m": 1.0 + }, + { + "p": 0.082668736577034, + "m": 1.0 + }, + { + "p": 0.3719289302825928, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.2683316469192505, + "val_loss": 0.9261993169784546, + "acc": 67.0, + "time": 138.0579123259522, + "param": [ + { + "p": 0.0879921242594719, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08787111937999725, + "m": 1.0 + }, + { + "p": 0.029490478336811066, + "m": 1.0 + }, + { + "p": 0.06028153747320175, + "m": 1.0 + }, + { + "p": 0.02399461716413498, + "m": 1.0 + }, + { + "p": 0.02839450165629387, + "m": 1.0 + }, + { + "p": 0.01525734830647707, + "m": 1.0 + }, + { + "p": 0.09492193907499313, + "m": 1.0 + }, + { + "p": 0.05984241142868996, + "m": 1.0 + }, + { + "p": 0.0568375401198864, + "m": 1.0 + }, + { + "p": 0.08680541813373566, + "m": 1.0 + }, + { + "p": 0.36831095814704895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.3707772493362427, + "val_loss": 1.0598820447921753, + "acc": 67.01, + "time": 120.69507122412324, + "param": [ + { + "p": 0.08610845357179642, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0872378721833229, + "m": 1.0 + }, + { + "p": 0.016676079481840134, + "m": 1.0 + }, + { + "p": 0.04858359321951866, + "m": 1.0 + }, + { + "p": 0.004634091164916754, + "m": 1.0 + }, + { + "p": 0.024049215018749237, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1047021895647049, + "m": 1.0 + }, + { + "p": 0.05326232314109802, + "m": 1.0 + }, + { + "p": 0.052162960171699524, + "m": 1.0 + }, + { + "p": 0.10189637541770935, + "m": 1.0 + }, + { + "p": 0.420686811208725, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.058688759803772, + "val_loss": 0.882615864276886, + "acc": 66.37, + "time": 133.75070845196024, + "param": [ + { + "p": 0.08521049469709396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09489134699106216, + "m": 1.0 + }, + { + "p": 0.0012097239959985018, + "m": 1.0 + }, + { + "p": 0.029255254194140434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012771171517670155, + "m": 1.0 + }, + { + "p": 0.0015935819828882813, + "m": 1.0 + }, + { + "p": 0.10310681909322739, + "m": 1.0 + }, + { + "p": 0.0458250492811203, + "m": 1.0 + }, + { + "p": 0.03602699190378189, + "m": 1.0 + }, + { + "p": 0.11514635384082794, + "m": 1.0 + }, + { + "p": 0.4749632477760315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.184984803199768, + "val_loss": 0.9662830829620361, + "acc": 67.12, + "time": 122.29821603698656, + "param": [ + { + "p": 0.08839022368192673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09685718268156052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00816581305116415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10903717577457428, + "m": 1.0 + }, + { + "p": 0.03297596797347069, + "m": 1.0 + }, + { + "p": 0.023133883252739906, + "m": 1.0 + }, + { + "p": 0.11707552522420883, + "m": 1.0 + }, + { + "p": 0.524364173412323, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.9933553338050842, + "val_loss": 0.9992704391479492, + "acc": 66.55, + "time": 122.14934591995552, + "param": [ + { + "p": 0.08701441437005997, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1010630652308464, + "m": 1.0 + }, + { + "p": 0.00038355388096533716, + "m": 1.0 + }, + { + "p": 0.0030387695878744125, + "m": 1.0 + }, + { + "p": 0.0011967471800744534, + "m": 1.0 + }, + { + "p": 0.0010837330482900143, + "m": 1.0 + }, + { + "p": 0.0018893080996349454, + "m": 1.0 + }, + { + "p": 0.10865378379821777, + "m": 1.0 + }, + { + "p": 0.03799689933657646, + "m": 1.0 + }, + { + "p": 0.01874837838113308, + "m": 1.0 + }, + { + "p": 0.11409446597099304, + "m": 1.0 + }, + { + "p": 0.5240970849990845, + "m": 1.0 + }, + { + "p": 0.0007398498710244894, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.197745680809021, + "val_loss": 0.8925460577011108, + "acc": 66.46, + "time": 121.94643744500354, + "param": [ + { + "p": 0.08230771869421005, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10617467015981674, + "m": 1.0 + }, + { + "p": 0.006136318668723106, + "m": 1.0 + }, + { + "p": 0.008934014476835728, + "m": 1.0 + }, + { + "p": 0.015939248725771904, + "m": 1.0 + }, + { + "p": 0.008855472318828106, + "m": 1.0 + }, + { + "p": 0.005890887696295977, + "m": 1.0 + }, + { + "p": 0.100240059196949, + "m": 1.0 + }, + { + "p": 0.044804662466049194, + "m": 1.0 + }, + { + "p": 0.028379134833812714, + "m": 1.0 + }, + { + "p": 0.11354760825634003, + "m": 1.0 + }, + { + "p": 0.468610942363739, + "m": 1.0 + }, + { + "p": 0.010179230943322182, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.035200834274292, + "val_loss": 0.897111713886261, + "acc": 68.05, + "time": 135.3704260038212, + "param": [ + { + "p": 0.08635445684194565, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11011938750743866, + "m": 1.0 + }, + { + "p": 0.001992561621591449, + "m": 1.0 + }, + { + "p": 0.014075836166739464, + "m": 1.0 + }, + { + "p": 0.021319372579455376, + "m": 1.0 + }, + { + "p": 0.01351285818964243, + "m": 1.0 + }, + { + "p": 0.003911089152097702, + "m": 1.0 + }, + { + "p": 0.09770442545413971, + "m": 1.0 + }, + { + "p": 0.05412537232041359, + "m": 1.0 + }, + { + "p": 0.02555871568620205, + "m": 1.0 + }, + { + "p": 0.11774259060621262, + "m": 1.0 + }, + { + "p": 0.44952866435050964, + "m": 1.0 + }, + { + "p": 0.0040546320378780365, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.4259655475616455, + "val_loss": 0.8743579387664795, + "acc": 68.18, + "time": 130.33555664727464, + "param": [ + { + "p": 0.09423279762268066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1147209033370018, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014800184406340122, + "m": 1.0 + }, + { + "p": 0.02139861509203911, + "m": 1.0 + }, + { + "p": 0.013540255837142467, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08974256366491318, + "m": 1.0 + }, + { + "p": 0.052240122109651566, + "m": 1.0 + }, + { + "p": 0.022238606587052345, + "m": 1.0 + }, + { + "p": 0.12079905718564987, + "m": 1.0 + }, + { + "p": 0.45628687739372253, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.1284019947052002, + "val_loss": 0.89737468957901, + "acc": 67.03, + "time": 122.158256218303, + "param": [ + { + "p": 0.08669772744178772, + "m": 1.0 + }, + { + "p": 0.004683609586209059, + "m": 1.0 + }, + { + "p": 0.11499902606010437, + "m": 1.0 + }, + { + "p": 0.011908295564353466, + "m": 1.0 + }, + { + "p": 0.021937496960163116, + "m": 1.0 + }, + { + "p": 0.03644386678934097, + "m": 1.0 + }, + { + "p": 0.029053129255771637, + "m": 1.0 + }, + { + "p": 0.011095060966908932, + "m": 1.0 + }, + { + "p": 0.07731497287750244, + "m": 1.0 + }, + { + "p": 0.04950898140668869, + "m": 1.0 + }, + { + "p": 0.0325733944773674, + "m": 1.0 + }, + { + "p": 0.11733374744653702, + "m": 1.0 + }, + { + "p": 0.40461382269859314, + "m": 1.0 + }, + { + "p": 0.0018368546152487397, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.2374237775802612, + "val_loss": 0.8272547125816345, + "acc": 68.21, + "time": 128.29925689194351, + "param": [ + { + "p": 0.07619284838438034, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12145266681909561, + "m": 1.0 + }, + { + "p": 0.016179600730538368, + "m": 1.0 + }, + { + "p": 0.021979402750730515, + "m": 1.0 + }, + { + "p": 0.028816118836402893, + "m": 1.0 + }, + { + "p": 0.02778194285929203, + "m": 1.0 + }, + { + "p": 0.018430029973387718, + "m": 1.0 + }, + { + "p": 0.07204743474721909, + "m": 1.0 + }, + { + "p": 0.04518010467290878, + "m": 1.0 + }, + { + "p": 0.04019993916153908, + "m": 1.0 + }, + { + "p": 0.12998032569885254, + "m": 1.0 + }, + { + "p": 0.4017595946788788, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.6845484972000122, + "val_loss": 0.9458394646644592, + "acc": 67.54, + "time": 120.59199943393469, + "param": [ + { + "p": 0.0712619498372078, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12883912026882172, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017431510612368584, + "m": 1.0 + }, + { + "p": 0.007469942793250084, + "m": 1.0 + }, + { + "p": 0.027839669957756996, + "m": 1.0 + }, + { + "p": 0.02435123547911644, + "m": 1.0 + }, + { + "p": 0.07584485411643982, + "m": 1.0 + }, + { + "p": 0.03504255786538124, + "m": 1.0 + }, + { + "p": 0.035190239548683167, + "m": 1.0 + }, + { + "p": 0.146347776055336, + "m": 1.0 + }, + { + "p": 0.43038108944892883, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.326314926147461, + "val_loss": 1.0383065938949585, + "acc": 68.14, + "time": 122.09674333781004, + "param": [ + { + "p": 0.06917429715394974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13341283798217773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01728302612900734, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016879217699170113, + "m": 1.0 + }, + { + "p": 0.022842664271593094, + "m": 1.0 + }, + { + "p": 0.08368173986673355, + "m": 1.0 + }, + { + "p": 0.022254662588238716, + "m": 1.0 + }, + { + "p": 0.01514548808336258, + "m": 1.0 + }, + { + "p": 0.15734446048736572, + "m": 1.0 + }, + { + "p": 0.4619816541671753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.3938325643539429, + "val_loss": 0.8542506098747253, + "acc": 67.56, + "time": 121.21804543491453, + "param": [ + { + "p": 0.06825102865695953, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1267557442188263, + "m": 1.0 + }, + { + "p": 0.0008296904270537198, + "m": 1.0 + }, + { + "p": 0.014105883426964283, + "m": 1.0 + }, + { + "p": 0.0013097651535645127, + "m": 1.0 + }, + { + "p": 0.00924154557287693, + "m": 1.0 + }, + { + "p": 0.017280735075473785, + "m": 1.0 + }, + { + "p": 0.09201257675886154, + "m": 1.0 + }, + { + "p": 0.029655884951353073, + "m": 1.0 + }, + { + "p": 0.016294237226247787, + "m": 1.0 + }, + { + "p": 0.1596308797597885, + "m": 1.0 + }, + { + "p": 0.46463194489479065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.2207605838775635, + "val_loss": 1.0010980367660522, + "acc": 67.16, + "time": 120.2662386870943, + "param": [ + { + "p": 0.06588360667228699, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11729844659566879, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018976962193846703, + "m": 1.0 + }, + { + "p": 0.008928352035582066, + "m": 1.0 + }, + { + "p": 0.021224897354841232, + "m": 1.0 + }, + { + "p": 0.018996667116880417, + "m": 1.0 + }, + { + "p": 0.09360796213150024, + "m": 1.0 + }, + { + "p": 0.056022025644779205, + "m": 1.0 + }, + { + "p": 0.027736719697713852, + "m": 1.0 + }, + { + "p": 0.14297105371952057, + "m": 1.0 + }, + { + "p": 0.4283532500267029, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.3768545389175415, + "val_loss": 0.89935302734375, + "acc": 67.84, + "time": 119.98780741496012, + "param": [ + { + "p": 0.06271123886108398, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11905591189861298, + "m": 1.0 + }, + { + "p": 0.0018562870100140572, + "m": 1.0 + }, + { + "p": 0.020302241668105125, + "m": 1.0 + }, + { + "p": 0.013760626316070557, + "m": 1.0 + }, + { + "p": 0.028690699487924576, + "m": 1.0 + }, + { + "p": 0.02781214937567711, + "m": 1.0 + }, + { + "p": 0.08444100618362427, + "m": 1.0 + }, + { + "p": 0.07657080143690109, + "m": 1.0 + }, + { + "p": 0.04385299235582352, + "m": 1.0 + }, + { + "p": 0.13640569150447845, + "m": 1.0 + }, + { + "p": 0.38396167755126953, + "m": 1.0 + }, + { + "p": 0.0005787218688055873, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.1792223453521729, + "val_loss": 0.9341368675231934, + "acc": 68.42, + "time": 120.98612825199962, + "param": [ + { + "p": 0.06267398595809937, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12374991178512573, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008761228062212467, + "m": 1.0 + }, + { + "p": 0.014419876039028168, + "m": 1.0 + }, + { + "p": 0.023486539721488953, + "m": 1.0 + }, + { + "p": 0.025739850476384163, + "m": 1.0 + }, + { + "p": 0.07840573787689209, + "m": 1.0 + }, + { + "p": 0.08611444383859634, + "m": 1.0 + }, + { + "p": 0.058723948895931244, + "m": 1.0 + }, + { + "p": 0.13524125516414642, + "m": 1.0 + }, + { + "p": 0.3826831877231598, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.1485880613327026, + "val_loss": 0.8379368185997009, + "acc": 68.72, + "time": 130.41919764503837, + "param": [ + { + "p": 0.06598464399576187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12458692491054535, + "m": 1.0 + }, + { + "p": 0.00018772527982946485, + "m": 1.0 + }, + { + "p": 0.01958991400897503, + "m": 1.0 + }, + { + "p": 0.017031844705343246, + "m": 1.0 + }, + { + "p": 0.022673409432172775, + "m": 1.0 + }, + { + "p": 0.01260762196034193, + "m": 1.0 + }, + { + "p": 0.07965146750211716, + "m": 1.0 + }, + { + "p": 0.09448440372943878, + "m": 1.0 + }, + { + "p": 0.061125900596380234, + "m": 1.0 + }, + { + "p": 0.12947317957878113, + "m": 1.0 + }, + { + "p": 0.37260299921035767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.3186362981796265, + "val_loss": 0.9554977416992188, + "acc": 69.96, + "time": 134.941103822086, + "param": [ + { + "p": 0.07015898078680038, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1391453891992569, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019061392173171043, + "m": 1.0 + }, + { + "p": 0.018827740103006363, + "m": 1.0 + }, + { + "p": 0.007447562180459499, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07451612502336502, + "m": 1.0 + }, + { + "p": 0.10381385684013367, + "m": 1.0 + }, + { + "p": 0.06315241008996964, + "m": 1.0 + }, + { + "p": 0.12261323630809784, + "m": 1.0 + }, + { + "p": 0.3812633752822876, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.2873950004577637, + "val_loss": 0.79494708776474, + "acc": 68.94, + "time": 136.73035729117692, + "param": [ + { + "p": 0.06267018616199493, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14543139934539795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0531122125685215, + "m": 1.0 + }, + { + "p": 0.10732978582382202, + "m": 1.0 + }, + { + "p": 0.05478326603770256, + "m": 1.0 + }, + { + "p": 0.11696559190750122, + "m": 1.0 + }, + { + "p": 0.45970749855041504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.1066553592681885, + "val_loss": 0.9433939456939697, + "acc": 69.48, + "time": 121.9103257660754, + "param": [ + { + "p": 0.05414190515875816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15117813646793365, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.034796517342329025, + "m": 1.0 + }, + { + "p": 0.11101484298706055, + "m": 1.0 + }, + { + "p": 0.05062226578593254, + "m": 1.0 + }, + { + "p": 0.10108023136854172, + "m": 1.0 + }, + { + "p": 0.49716609716415405, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.3876419067382812, + "val_loss": 0.876415491104126, + "acc": 68.24, + "time": 126.58808265486732, + "param": [ + { + "p": 0.04264909029006958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1497337520122528, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0004600637766998261, + "m": 1.0 + }, + { + "p": 0.0020666364580392838, + "m": 1.0 + }, + { + "p": 0.007153146434575319, + "m": 1.0 + }, + { + "p": 0.0013786611380055547, + "m": 1.0 + }, + { + "p": 0.033236581832170486, + "m": 1.0 + }, + { + "p": 0.11692629009485245, + "m": 1.0 + }, + { + "p": 0.055316369980573654, + "m": 1.0 + }, + { + "p": 0.10403090715408325, + "m": 1.0 + }, + { + "p": 0.4842730462551117, + "m": 1.0 + }, + { + "p": 0.0027754309121519327, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.3833413124084473, + "val_loss": 0.9671164751052856, + "acc": 68.93, + "time": 137.55935508711264, + "param": [ + { + "p": 0.03737962990999222, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13993191719055176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008832396939396858, + "m": 1.0 + }, + { + "p": 0.010295147076249123, + "m": 1.0 + }, + { + "p": 0.01936817355453968, + "m": 1.0 + }, + { + "p": 0.006610157433897257, + "m": 1.0 + }, + { + "p": 0.03242608159780502, + "m": 1.0 + }, + { + "p": 0.1165803074836731, + "m": 1.0 + }, + { + "p": 0.06820276379585266, + "m": 1.0 + }, + { + "p": 0.10550931096076965, + "m": 1.0 + }, + { + "p": 0.44883203506469727, + "m": 1.0 + }, + { + "p": 0.006032066885381937, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.223494291305542, + "val_loss": 0.9856016039848328, + "acc": 70.03, + "time": 128.45037238113582, + "param": [ + { + "p": 0.04500598832964897, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12994271516799927, + "m": 1.0 + }, + { + "p": 0.00025324797024950385, + "m": 1.0 + }, + { + "p": 0.016774693503975868, + "m": 1.0 + }, + { + "p": 0.009091535583138466, + "m": 1.0 + }, + { + "p": 0.030416671186685562, + "m": 1.0 + }, + { + "p": 0.016630640253424644, + "m": 1.0 + }, + { + "p": 0.03251508250832558, + "m": 1.0 + }, + { + "p": 0.11566609889268875, + "m": 1.0 + }, + { + "p": 0.07635196298360825, + "m": 1.0 + }, + { + "p": 0.10730526596307755, + "m": 1.0 + }, + { + "p": 0.4200461208820343, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.2724757194519043, + "val_loss": 0.840121865272522, + "acc": 69.0, + "time": 130.16562112793326, + "param": [ + { + "p": 0.059622153639793396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12485595047473907, + "m": 1.0 + }, + { + "p": 0.005184626206755638, + "m": 1.0 + }, + { + "p": 0.03483625501394272, + "m": 1.0 + }, + { + "p": 0.017759721726179123, + "m": 1.0 + }, + { + "p": 0.029777487739920616, + "m": 1.0 + }, + { + "p": 0.027249310165643692, + "m": 1.0 + }, + { + "p": 0.0288116242736578, + "m": 1.0 + }, + { + "p": 0.10643899440765381, + "m": 1.0 + }, + { + "p": 0.08758912235498428, + "m": 1.0 + }, + { + "p": 0.0960320308804512, + "m": 1.0 + }, + { + "p": 0.381842702627182, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.1909899711608887, + "val_loss": 0.9428786039352417, + "acc": 69.4, + "time": 132.28994680428877, + "param": [ + { + "p": 0.06775695830583572, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12134337425231934, + "m": 1.0 + }, + { + "p": 0.0033080975990742445, + "m": 1.0 + }, + { + "p": 0.0476171039044857, + "m": 1.0 + }, + { + "p": 0.018515916541218758, + "m": 1.0 + }, + { + "p": 0.02429654449224472, + "m": 1.0 + }, + { + "p": 0.035059090703725815, + "m": 1.0 + }, + { + "p": 0.027163472026586533, + "m": 1.0 + }, + { + "p": 0.1009523794054985, + "m": 1.0 + }, + { + "p": 0.09034790843725204, + "m": 1.0 + }, + { + "p": 0.08933346718549728, + "m": 1.0 + }, + { + "p": 0.373695969581604, + "m": 1.0 + }, + { + "p": 0.0006097646546550095, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.4890340566635132, + "val_loss": 0.8280077576637268, + "acc": 70.36, + "time": 130.03084218595177, + "param": [ + { + "p": 0.08003247529268265, + "m": 1.0 + }, + { + "p": 0.003749046940356493, + "m": 1.0 + }, + { + "p": 0.10472434759140015, + "m": 1.0 + }, + { + "p": 0.018121415749192238, + "m": 1.0 + }, + { + "p": 0.050982434302568436, + "m": 1.0 + }, + { + "p": 0.04312850534915924, + "m": 1.0 + }, + { + "p": 0.033857621252536774, + "m": 1.0 + }, + { + "p": 0.04727226868271828, + "m": 1.0 + }, + { + "p": 0.032353781163692474, + "m": 1.0 + }, + { + "p": 0.09429287165403366, + "m": 1.0 + }, + { + "p": 0.09472502768039703, + "m": 1.0 + }, + { + "p": 0.08909439295530319, + "m": 1.0 + }, + { + "p": 0.2957533001899719, + "m": 1.0 + }, + { + "p": 0.011912609450519085, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.1648733615875244, + "val_loss": 0.9470070600509644, + "acc": 68.64, + "time": 122.85595909692347, + "param": [ + { + "p": 0.07751937955617905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10906475782394409, + "m": 1.0 + }, + { + "p": 0.005211195908486843, + "m": 1.0 + }, + { + "p": 0.048207931220531464, + "m": 1.0 + }, + { + "p": 0.055570702999830246, + "m": 1.0 + }, + { + "p": 0.0278936717659235, + "m": 1.0 + }, + { + "p": 0.060952525585889816, + "m": 1.0 + }, + { + "p": 0.03475078195333481, + "m": 1.0 + }, + { + "p": 0.10376634448766708, + "m": 1.0 + }, + { + "p": 0.10724196583032608, + "m": 1.0 + }, + { + "p": 0.08706606924533844, + "m": 1.0 + }, + { + "p": 0.2791549563407898, + "m": 1.0 + }, + { + "p": 0.003599753137677908, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.2411507368087769, + "val_loss": 0.8879320025444031, + "acc": 69.81, + "time": 130.9488573661074, + "param": [ + { + "p": 0.07048153877258301, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12095373868942261, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009291828610002995, + "m": 1.0 + }, + { + "p": 0.053346190601587296, + "m": 1.0 + }, + { + "p": 0.0005312870489433408, + "m": 1.0 + }, + { + "p": 0.055976029485464096, + "m": 1.0 + }, + { + "p": 0.030434617772698402, + "m": 1.0 + }, + { + "p": 0.1264856606721878, + "m": 1.0 + }, + { + "p": 0.12838278710842133, + "m": 1.0 + }, + { + "p": 0.08517281711101532, + "m": 1.0 + }, + { + "p": 0.31894347071647644, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.2438308000564575, + "val_loss": 0.8414784669876099, + "acc": 70.55, + "time": 133.42917337780818, + "param": [ + { + "p": 0.06726814061403275, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10727908462285995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04819663241505623, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04308196157217026, + "m": 1.0 + }, + { + "p": 0.04670348018407822, + "m": 1.0 + }, + { + "p": 0.12965331971645355, + "m": 1.0 + }, + { + "p": 0.13056404888629913, + "m": 1.0 + }, + { + "p": 0.10019290447235107, + "m": 1.0 + }, + { + "p": 0.32706037163734436, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.3987029790878296, + "val_loss": 0.8927635550498962, + "acc": 70.58, + "time": 138.4198257746175, + "param": [ + { + "p": 0.06707244366407394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09092468023300171, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05229112133383751, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03178180381655693, + "m": 1.0 + }, + { + "p": 0.05639168247580528, + "m": 1.0 + }, + { + "p": 0.12073598057031631, + "m": 1.0 + }, + { + "p": 0.1330556571483612, + "m": 1.0 + }, + { + "p": 0.10439686477184296, + "m": 1.0 + }, + { + "p": 0.3433498740196228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.2806570529937744, + "val_loss": 0.8157451152801514, + "acc": 69.47, + "time": 132.12748896097764, + "param": [ + { + "p": 0.075922891497612, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08053770661354065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.036829251796007156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0049771470949053764, + "m": 1.0 + }, + { + "p": 0.045532796531915665, + "m": 1.0 + }, + { + "p": 0.11692362278699875, + "m": 1.0 + }, + { + "p": 0.1416318714618683, + "m": 1.0 + }, + { + "p": 0.09916061162948608, + "m": 1.0 + }, + { + "p": 0.39848411083221436, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.2363536357879639, + "val_loss": 0.929523229598999, + "acc": 69.81, + "time": 138.8495792071335, + "param": [ + { + "p": 0.0801941528916359, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07631275057792664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.037224993109703064, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049857452511787415, + "m": 1.0 + }, + { + "p": 0.10775872319936752, + "m": 1.0 + }, + { + "p": 0.1404525637626648, + "m": 1.0 + }, + { + "p": 0.10251487046480179, + "m": 1.0 + }, + { + "p": 0.4056844711303711, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.2967809438705444, + "val_loss": 0.8422150015830994, + "acc": 69.26, + "time": 135.56805868307129, + "param": [ + { + "p": 0.09098010510206223, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06796114891767502, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.040010545402765274, + "m": 1.0 + }, + { + "p": 0.0011818648781627417, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04920455440878868, + "m": 1.0 + }, + { + "p": 0.09760822355747223, + "m": 1.0 + }, + { + "p": 0.14750990271568298, + "m": 1.0 + }, + { + "p": 0.08832759410142899, + "m": 1.0 + }, + { + "p": 0.41713452339172363, + "m": 1.0 + }, + { + "p": 8.15421444713138e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.127259373664856, + "val_loss": 0.7452428936958313, + "acc": 69.9, + "time": 129.54857359128073, + "param": [ + { + "p": 0.10275829583406448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0648636519908905, + "m": 1.0 + }, + { + "p": 0.0009898116113618016, + "m": 1.0 + }, + { + "p": 0.004652780015021563, + "m": 1.0 + }, + { + "p": 0.029249290004372597, + "m": 1.0 + }, + { + "p": 0.01349153183400631, + "m": 1.0 + }, + { + "p": 0.00038595646037720144, + "m": 1.0 + }, + { + "p": 0.0582885667681694, + "m": 1.0 + }, + { + "p": 0.09659592807292938, + "m": 1.0 + }, + { + "p": 0.15016885101795197, + "m": 1.0 + }, + { + "p": 0.0747658982872963, + "m": 1.0 + }, + { + "p": 0.4003887474536896, + "m": 1.0 + }, + { + "p": 0.003400833811610937, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.0540531873703003, + "val_loss": 0.8495630025863647, + "acc": 69.81, + "time": 128.288264376577, + "param": [ + { + "p": 0.10530080646276474, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07221508771181107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01116718165576458, + "m": 1.0 + }, + { + "p": 0.032195497304201126, + "m": 1.0 + }, + { + "p": 0.02523588202893734, + "m": 1.0 + }, + { + "p": 0.01634935848414898, + "m": 1.0 + }, + { + "p": 0.06720275431871414, + "m": 1.0 + }, + { + "p": 0.09692336618900299, + "m": 1.0 + }, + { + "p": 0.14453688263893127, + "m": 1.0 + }, + { + "p": 0.0715349018573761, + "m": 1.0 + }, + { + "p": 0.3552370071411133, + "m": 1.0 + }, + { + "p": 0.002101269317790866, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.2346255779266357, + "val_loss": 0.8590918183326721, + "acc": 68.72, + "time": 123.80047717690468, + "param": [ + { + "p": 0.10462106764316559, + "m": 1.0 + }, + { + "p": 0.0008732963469810784, + "m": 1.0 + }, + { + "p": 0.08288855105638504, + "m": 1.0 + }, + { + "p": 0.001426277682185173, + "m": 1.0 + }, + { + "p": 0.020348483696579933, + "m": 1.0 + }, + { + "p": 0.03647540137171745, + "m": 1.0 + }, + { + "p": 0.03315827250480652, + "m": 1.0 + }, + { + "p": 0.021029602736234665, + "m": 1.0 + }, + { + "p": 0.0586734339594841, + "m": 1.0 + }, + { + "p": 0.09541132301092148, + "m": 1.0 + }, + { + "p": 0.1336130052804947, + "m": 1.0 + }, + { + "p": 0.0736004114151001, + "m": 1.0 + }, + { + "p": 0.3271181881427765, + "m": 1.0 + }, + { + "p": 0.010762670077383518, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.0415531396865845, + "val_loss": 0.8675151467323303, + "acc": 69.97, + "time": 129.89219870558009, + "param": [ + { + "p": 0.10737449675798416, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0864606574177742, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011220316402614117, + "m": 1.0 + }, + { + "p": 0.0469345785677433, + "m": 1.0 + }, + { + "p": 0.029084835201501846, + "m": 1.0 + }, + { + "p": 0.026976192370057106, + "m": 1.0 + }, + { + "p": 0.0458923764526844, + "m": 1.0 + }, + { + "p": 0.09200385957956314, + "m": 1.0 + }, + { + "p": 0.12737810611724854, + "m": 1.0 + }, + { + "p": 0.07631341367959976, + "m": 1.0 + }, + { + "p": 0.34082749485969543, + "m": 1.0 + }, + { + "p": 0.009533711709082127, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.4090871810913086, + "val_loss": 0.8057456016540527, + "acc": 70.28, + "time": 129.38024072581902, + "param": [ + { + "p": 0.1057627722620964, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08352089673280716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005730194039642811, + "m": 1.0 + }, + { + "p": 0.059908177703619, + "m": 1.0 + }, + { + "p": 0.03297033905982971, + "m": 1.0 + }, + { + "p": 0.024769781157374382, + "m": 1.0 + }, + { + "p": 0.03865062817931175, + "m": 1.0 + }, + { + "p": 0.09459337592124939, + "m": 1.0 + }, + { + "p": 0.12881942093372345, + "m": 1.0 + }, + { + "p": 0.08347249031066895, + "m": 1.0 + }, + { + "p": 0.3410945236682892, + "m": 1.0 + }, + { + "p": 0.0007074024179019034, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.9614055156707764, + "val_loss": 0.9342584013938904, + "acc": 70.19, + "time": 125.0441097910516, + "param": [ + { + "p": 0.09743369370698929, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07136381417512894, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06219649314880371, + "m": 1.0 + }, + { + "p": 0.032996710389852524, + "m": 1.0 + }, + { + "p": 0.020891590043902397, + "m": 1.0 + }, + { + "p": 0.03942219540476799, + "m": 1.0 + }, + { + "p": 0.09972117841243744, + "m": 1.0 + }, + { + "p": 0.1393037587404251, + "m": 1.0 + }, + { + "p": 0.09039729088544846, + "m": 1.0 + }, + { + "p": 0.3462732136249542, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.2602719068527222, + "val_loss": 0.8372443914413452, + "acc": 70.73, + "time": 137.9189159614034, + "param": [ + { + "p": 0.0961848571896553, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06880836933851242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0004650571208912879, + "m": 1.0 + }, + { + "p": 0.06231572479009628, + "m": 1.0 + }, + { + "p": 0.03934266418218613, + "m": 1.0 + }, + { + "p": 0.018542543053627014, + "m": 1.0 + }, + { + "p": 0.042591750621795654, + "m": 1.0 + }, + { + "p": 0.09776388108730316, + "m": 1.0 + }, + { + "p": 0.13621430099010468, + "m": 1.0 + }, + { + "p": 0.09518514573574066, + "m": 1.0 + }, + { + "p": 0.3425857126712799, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.1741089820861816, + "val_loss": 0.694229781627655, + "acc": 70.57, + "time": 126.47045239480212, + "param": [ + { + "p": 0.11053281277418137, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06986554712057114, + "m": 1.0 + }, + { + "p": 0.003553815186023712, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04624810814857483, + "m": 1.0 + }, + { + "p": 0.03590881824493408, + "m": 1.0 + }, + { + "p": 0.00798371434211731, + "m": 1.0 + }, + { + "p": 0.05255279317498207, + "m": 1.0 + }, + { + "p": 0.09696080535650253, + "m": 1.0 + }, + { + "p": 0.13451844453811646, + "m": 1.0 + }, + { + "p": 0.10243111848831177, + "m": 1.0 + }, + { + "p": 0.33944401144981384, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.084894061088562, + "val_loss": 0.9856520295143127, + "acc": 70.74, + "time": 120.7113536070101, + "param": [ + { + "p": 0.10949955135583878, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06721454858779907, + "m": 1.0 + }, + { + "p": 0.012552347965538502, + "m": 1.0 + }, + { + "p": 0.0010670798365026712, + "m": 1.0 + }, + { + "p": 0.0394635871052742, + "m": 1.0 + }, + { + "p": 0.028259458020329475, + "m": 1.0 + }, + { + "p": 0.004598723724484444, + "m": 1.0 + }, + { + "p": 0.059541188180446625, + "m": 1.0 + }, + { + "p": 0.10730504989624023, + "m": 1.0 + }, + { + "p": 0.13222847878932953, + "m": 1.0 + }, + { + "p": 0.10819069296121597, + "m": 1.0 + }, + { + "p": 0.33007925748825073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.3328382968902588, + "val_loss": 0.7574658989906311, + "acc": 70.53, + "time": 128.95183880673721, + "param": [ + { + "p": 0.11072492599487305, + "m": 1.0 + }, + { + "p": 0.0058122179470956326, + "m": 1.0 + }, + { + "p": 0.07030410319566727, + "m": 1.0 + }, + { + "p": 0.02124985121190548, + "m": 1.0 + }, + { + "p": 0.011196866631507874, + "m": 1.0 + }, + { + "p": 0.03680775687098503, + "m": 1.0 + }, + { + "p": 0.02438785322010517, + "m": 1.0 + }, + { + "p": 0.0031193688046187162, + "m": 1.0 + }, + { + "p": 0.07216545194387436, + "m": 1.0 + }, + { + "p": 0.11258437484502792, + "m": 1.0 + }, + { + "p": 0.11584156006574631, + "m": 1.0 + }, + { + "p": 0.11120656132698059, + "m": 1.0 + }, + { + "p": 0.30111265182495117, + "m": 1.0 + }, + { + "p": 0.0034864400513470173, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.1578433513641357, + "val_loss": 0.7216787934303284, + "acc": 70.85, + "time": 124.28869720408693, + "param": [ + { + "p": 0.11375615000724792, + "m": 1.0 + }, + { + "p": 0.005077291280031204, + "m": 1.0 + }, + { + "p": 0.07299358397722244, + "m": 1.0 + }, + { + "p": 0.02948164939880371, + "m": 1.0 + }, + { + "p": 0.004283060785382986, + "m": 1.0 + }, + { + "p": 0.021305376663804054, + "m": 1.0 + }, + { + "p": 0.020871659740805626, + "m": 1.0 + }, + { + "p": 0.00013333304377738386, + "m": 1.0 + }, + { + "p": 0.08740140497684479, + "m": 1.0 + }, + { + "p": 0.11778786778450012, + "m": 1.0 + }, + { + "p": 0.10065436363220215, + "m": 1.0 + }, + { + "p": 0.11861798167228699, + "m": 1.0 + }, + { + "p": 0.2935972213745117, + "m": 1.0 + }, + { + "p": 0.01403912715613842, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.9582005143165588, + "val_loss": 0.901120126247406, + "acc": 71.08, + "time": 125.97819382697344, + "param": [ + { + "p": 0.11303417384624481, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08310423046350479, + "m": 1.0 + }, + { + "p": 0.019941115751862526, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01665101945400238, + "m": 1.0 + }, + { + "p": 0.0286086518317461, + "m": 1.0 + }, + { + "p": 0.0026833636220544577, + "m": 1.0 + }, + { + "p": 0.09765076637268066, + "m": 1.0 + }, + { + "p": 0.1190062090754509, + "m": 1.0 + }, + { + "p": 0.1042407676577568, + "m": 1.0 + }, + { + "p": 0.1288360357284546, + "m": 1.0 + }, + { + "p": 0.27260157465934753, + "m": 1.0 + }, + { + "p": 0.013642055913805962, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.0777838230133057, + "val_loss": 0.7623177170753479, + "acc": 70.75, + "time": 124.92442141100764, + "param": [ + { + "p": 0.12045251578092575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08707481622695923, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0027927113696932793, + "m": 1.0 + }, + { + "p": 0.017891105264425278, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10496538877487183, + "m": 1.0 + }, + { + "p": 0.12200027704238892, + "m": 1.0 + }, + { + "p": 0.11002843081951141, + "m": 1.0 + }, + { + "p": 0.14043770730495453, + "m": 1.0 + }, + { + "p": 0.2943570911884308, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.9608044028282166, + "val_loss": 0.9372814893722534, + "acc": 70.24, + "time": 122.55952581577003, + "param": [ + { + "p": 0.1284353882074356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07285233587026596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0002592092496342957, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0026486432179808617, + "m": 1.0 + }, + { + "p": 0.10164491832256317, + "m": 1.0 + }, + { + "p": 0.11809474974870682, + "m": 1.0 + }, + { + "p": 0.1080431342124939, + "m": 1.0 + }, + { + "p": 0.14699354767799377, + "m": 1.0 + }, + { + "p": 0.319881409406662, + "m": 1.0 + }, + { + "p": 0.0011466608848422766, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.1647900342941284, + "val_loss": 0.7064865827560425, + "acc": 71.17, + "time": 121.47153087891638, + "param": [ + { + "p": 0.12834110856056213, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07616117596626282, + "m": 1.0 + }, + { + "p": 0.001173173077404499, + "m": 1.0 + }, + { + "p": 0.006252514198422432, + "m": 1.0 + }, + { + "p": 0.008469861000776291, + "m": 1.0 + }, + { + "p": 0.009234887547791004, + "m": 1.0 + }, + { + "p": 0.01173609308898449, + "m": 1.0 + }, + { + "p": 0.09597640484571457, + "m": 1.0 + }, + { + "p": 0.11479058116674423, + "m": 1.0 + }, + { + "p": 0.09553562849760056, + "m": 1.0 + }, + { + "p": 0.14330439269542694, + "m": 1.0 + }, + { + "p": 0.297677218914032, + "m": 1.0 + }, + { + "p": 0.011346869170665741, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.1642369031906128, + "val_loss": 0.848918080329895, + "acc": 71.79, + "time": 125.05215462390333, + "param": [ + { + "p": 0.10402742028236389, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08552873134613037, + "m": 1.0 + }, + { + "p": 0.006050642114132643, + "m": 1.0 + }, + { + "p": 0.014432074502110481, + "m": 1.0 + }, + { + "p": 0.02284441515803337, + "m": 1.0 + }, + { + "p": 0.031279537826776505, + "m": 1.0 + }, + { + "p": 0.022964639589190483, + "m": 1.0 + }, + { + "p": 0.09369317442178726, + "m": 1.0 + }, + { + "p": 0.11441652476787567, + "m": 1.0 + }, + { + "p": 0.0891229435801506, + "m": 1.0 + }, + { + "p": 0.13686072826385498, + "m": 1.0 + }, + { + "p": 0.2519988417625427, + "m": 1.0 + }, + { + "p": 0.02678028494119644, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.3004623651504517, + "val_loss": 0.7189898490905762, + "acc": 71.68, + "time": 124.89850585907698, + "param": [ + { + "p": 0.09568873047828674, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09243468195199966, + "m": 1.0 + }, + { + "p": 0.009252757765352726, + "m": 1.0 + }, + { + "p": 0.020514247938990593, + "m": 1.0 + }, + { + "p": 0.02461029402911663, + "m": 1.0 + }, + { + "p": 0.04498891904950142, + "m": 1.0 + }, + { + "p": 0.029422640800476074, + "m": 1.0 + }, + { + "p": 0.09558984637260437, + "m": 1.0 + }, + { + "p": 0.11200381070375443, + "m": 1.0 + }, + { + "p": 0.08145755529403687, + "m": 1.0 + }, + { + "p": 0.1371172070503235, + "m": 1.0 + }, + { + "p": 0.2192961424589157, + "m": 1.0 + }, + { + "p": 0.03762316703796387, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.2442153692245483, + "val_loss": 0.8313561081886292, + "acc": 71.97, + "time": 126.38400679826736, + "param": [ + { + "p": 0.09166225045919418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09521373361349106, + "m": 1.0 + }, + { + "p": 0.007345604710280895, + "m": 1.0 + }, + { + "p": 0.01687162183225155, + "m": 1.0 + }, + { + "p": 0.024947647005319595, + "m": 1.0 + }, + { + "p": 0.05391202121973038, + "m": 1.0 + }, + { + "p": 0.036725401878356934, + "m": 1.0 + }, + { + "p": 0.0949542298913002, + "m": 1.0 + }, + { + "p": 0.11492768675088882, + "m": 1.0 + }, + { + "p": 0.08116541057825089, + "m": 1.0 + }, + { + "p": 0.14019812643527985, + "m": 1.0 + }, + { + "p": 0.20307280123233795, + "m": 1.0 + }, + { + "p": 0.03900344297289848, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.188623070716858, + "val_loss": 0.9876513481140137, + "acc": 71.17, + "time": 135.87687168410048, + "param": [ + { + "p": 0.08476762473583221, + "m": 1.0 + }, + { + "p": 0.002425792859867215, + "m": 1.0 + }, + { + "p": 0.09280189126729965, + "m": 1.0 + }, + { + "p": 0.017055993899703026, + "m": 1.0 + }, + { + "p": 0.023492775857448578, + "m": 1.0 + }, + { + "p": 0.03437234088778496, + "m": 1.0 + }, + { + "p": 0.06015423685312271, + "m": 1.0 + }, + { + "p": 0.047730397433042526, + "m": 1.0 + }, + { + "p": 0.09115984290838242, + "m": 1.0 + }, + { + "p": 0.10848890990018845, + "m": 1.0 + }, + { + "p": 0.07801547646522522, + "m": 1.0 + }, + { + "p": 0.12818023562431335, + "m": 1.0 + }, + { + "p": 0.18588541448116302, + "m": 1.0 + }, + { + "p": 0.04546903818845749, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.3477548360824585, + "val_loss": 0.6730450391769409, + "acc": 71.7, + "time": 124.26180856022984, + "param": [ + { + "p": 0.0836830660700798, + "m": 1.0 + }, + { + "p": 0.0015738772926852107, + "m": 1.0 + }, + { + "p": 0.08461437374353409, + "m": 1.0 + }, + { + "p": 0.01977415196597576, + "m": 1.0 + }, + { + "p": 0.03543737530708313, + "m": 1.0 + }, + { + "p": 0.03875736519694328, + "m": 1.0 + }, + { + "p": 0.06465441733598709, + "m": 1.0 + }, + { + "p": 0.05627492815256119, + "m": 1.0 + }, + { + "p": 0.08765626698732376, + "m": 1.0 + }, + { + "p": 0.09722781926393509, + "m": 1.0 + }, + { + "p": 0.07451792806386948, + "m": 1.0 + }, + { + "p": 0.13055601716041565, + "m": 1.0 + }, + { + "p": 0.18107986450195312, + "m": 1.0 + }, + { + "p": 0.04419249668717384, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.1938459873199463, + "val_loss": 0.7739959955215454, + "acc": 71.39, + "time": 121.07571485079825, + "param": [ + { + "p": 0.08638793975114822, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09402772784233093, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026210878044366837, + "m": 1.0 + }, + { + "p": 0.030247554183006287, + "m": 1.0 + }, + { + "p": 0.0653131976723671, + "m": 1.0 + }, + { + "p": 0.058393366634845734, + "m": 1.0 + }, + { + "p": 0.09386782348155975, + "m": 1.0 + }, + { + "p": 0.09931008517742157, + "m": 1.0 + }, + { + "p": 0.06800477206707001, + "m": 1.0 + }, + { + "p": 0.15045426785945892, + "m": 1.0 + }, + { + "p": 0.20738014578819275, + "m": 1.0 + }, + { + "p": 0.020402265712618828, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.054128646850586, + "val_loss": 0.9507043361663818, + "acc": 70.83, + "time": 122.23531632684171, + "param": [ + { + "p": 0.08174629509449005, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10064372420310974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017261609435081482, + "m": 1.0 + }, + { + "p": 0.02292676270008087, + "m": 1.0 + }, + { + "p": 0.06417716294527054, + "m": 1.0 + }, + { + "p": 0.05908787623047829, + "m": 1.0 + }, + { + "p": 0.10251576453447342, + "m": 1.0 + }, + { + "p": 0.10107245296239853, + "m": 1.0 + }, + { + "p": 0.0667659118771553, + "m": 1.0 + }, + { + "p": 0.15870144963264465, + "m": 1.0 + }, + { + "p": 0.2174464613199234, + "m": 1.0 + }, + { + "p": 0.0076545411720871925, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.0687963962554932, + "val_loss": 0.7941634058952332, + "acc": 71.2, + "time": 121.9335162001662, + "param": [ + { + "p": 0.09037376195192337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10228562355041504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006390560884028673, + "m": 1.0 + }, + { + "p": 0.013257324695587158, + "m": 1.0 + }, + { + "p": 0.052168093621730804, + "m": 1.0 + }, + { + "p": 0.0640125721693039, + "m": 1.0 + }, + { + "p": 0.10731588304042816, + "m": 1.0 + }, + { + "p": 0.10903751105070114, + "m": 1.0 + }, + { + "p": 0.07718945294618607, + "m": 1.0 + }, + { + "p": 0.15523600578308105, + "m": 1.0 + }, + { + "p": 0.212056964635849, + "m": 1.0 + }, + { + "p": 0.01067623496055603, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.2617393732070923, + "val_loss": 0.8132848143577576, + "acc": 71.54, + "time": 127.99817277910188, + "param": [ + { + "p": 0.09971819818019867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09846232831478119, + "m": 1.0 + }, + { + "p": 0.0027446874883025885, + "m": 1.0 + }, + { + "p": 0.00507365120574832, + "m": 1.0 + }, + { + "p": 0.01871531456708908, + "m": 1.0 + }, + { + "p": 0.043573714792728424, + "m": 1.0 + }, + { + "p": 0.07459398359060287, + "m": 1.0 + }, + { + "p": 0.10934983938932419, + "m": 1.0 + }, + { + "p": 0.1124890148639679, + "m": 1.0 + }, + { + "p": 0.08972344547510147, + "m": 1.0 + }, + { + "p": 0.14193210005760193, + "m": 1.0 + }, + { + "p": 0.18830552697181702, + "m": 1.0 + }, + { + "p": 0.015318136662244797, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.4173896312713623, + "val_loss": 0.7837659120559692, + "acc": 72.23, + "time": 125.63419109908864, + "param": [ + { + "p": 0.09752251952886581, + "m": 1.0 + }, + { + "p": 0.005302213132381439, + "m": 1.0 + }, + { + "p": 0.08743122965097427, + "m": 1.0 + }, + { + "p": 0.021754169836640358, + "m": 1.0 + }, + { + "p": 0.006143949925899506, + "m": 1.0 + }, + { + "p": 0.03769100457429886, + "m": 1.0 + }, + { + "p": 0.0492791011929512, + "m": 1.0 + }, + { + "p": 0.06779094785451889, + "m": 1.0 + }, + { + "p": 0.10576413571834564, + "m": 1.0 + }, + { + "p": 0.11086075752973557, + "m": 1.0 + }, + { + "p": 0.0896097794175148, + "m": 1.0 + }, + { + "p": 0.12386538833379745, + "m": 1.0 + }, + { + "p": 0.16185200214385986, + "m": 1.0 + }, + { + "p": 0.03513278067111969, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.1303064823150635, + "val_loss": 0.7258032560348511, + "acc": 71.88, + "time": 123.23475249484181, + "param": [ + { + "p": 0.10039272904396057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08805296570062637, + "m": 1.0 + }, + { + "p": 0.027116315439343452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039562907069921494, + "m": 1.0 + }, + { + "p": 0.044366396963596344, + "m": 1.0 + }, + { + "p": 0.07037195563316345, + "m": 1.0 + }, + { + "p": 0.10789021104574203, + "m": 1.0 + }, + { + "p": 0.10510075837373734, + "m": 1.0 + }, + { + "p": 0.09361793845891953, + "m": 1.0 + }, + { + "p": 0.12919001281261444, + "m": 1.0 + }, + { + "p": 0.15768949687480927, + "m": 1.0 + }, + { + "p": 0.03664824739098549, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.9671450853347778, + "val_loss": 0.8687422871589661, + "acc": 71.99, + "time": 131.03870923398063, + "param": [ + { + "p": 0.1041095182299614, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09264260530471802, + "m": 1.0 + }, + { + "p": 0.02955240197479725, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02876964770257473, + "m": 1.0 + }, + { + "p": 0.029442939907312393, + "m": 1.0 + }, + { + "p": 0.07089383155107498, + "m": 1.0 + }, + { + "p": 0.11418633908033371, + "m": 1.0 + }, + { + "p": 0.10156964510679245, + "m": 1.0 + }, + { + "p": 0.09540887176990509, + "m": 1.0 + }, + { + "p": 0.14248736202716827, + "m": 1.0 + }, + { + "p": 0.1549072116613388, + "m": 1.0 + }, + { + "p": 0.03602961450815201, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.0963594913482666, + "val_loss": 0.7860778570175171, + "acc": 71.57, + "time": 122.6645068549551, + "param": [ + { + "p": 0.12390723079442978, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09332048892974854, + "m": 1.0 + }, + { + "p": 0.014944225549697876, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012210600078105927, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06707455217838287, + "m": 1.0 + }, + { + "p": 0.1306743621826172, + "m": 1.0 + }, + { + "p": 0.1167295053601265, + "m": 1.0 + }, + { + "p": 0.09863454848527908, + "m": 1.0 + }, + { + "p": 0.16776405274868011, + "m": 1.0 + }, + { + "p": 0.1633501797914505, + "m": 1.0 + }, + { + "p": 0.01139027439057827, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.1395466327667236, + "val_loss": 0.7770428657531738, + "acc": 72.36, + "time": 126.92297021532431, + "param": [ + { + "p": 0.1471022069454193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0938376635313034, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0516490638256073, + "m": 1.0 + }, + { + "p": 0.13158835470676422, + "m": 1.0 + }, + { + "p": 0.13346000015735626, + "m": 1.0 + }, + { + "p": 0.1024390310049057, + "m": 1.0 + }, + { + "p": 0.18134965002536774, + "m": 1.0 + }, + { + "p": 0.15857402980327606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.2577424049377441, + "val_loss": 0.7472519874572754, + "acc": 72.52, + "time": 121.00066504627466, + "param": [ + { + "p": 0.15347601473331451, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08448350429534912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0046045114286243916, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 2.205407690780703e-05, + "m": 1.0 + }, + { + "p": 0.05006984621286392, + "m": 1.0 + }, + { + "p": 0.13020476698875427, + "m": 1.0 + }, + { + "p": 0.14708679914474487, + "m": 1.0 + }, + { + "p": 0.10178032517433167, + "m": 1.0 + }, + { + "p": 0.17645515501499176, + "m": 1.0 + }, + { + "p": 0.15181702375411987, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json new file mode 100644 index 0000000..4eb3192 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Mix1.0-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 72.94, + "Time": [ + 127.16836325919566, + 4.883067949362156 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.3138089179992676, + "val_loss": 2.2835583686828613, + "acc": 11.97, + "time": 128.3302117967978, + "param": [ + { + "p": 0.058924078941345215, + "m": 1.0 + }, + { + "p": 0.0715239942073822, + "m": 1.0 + }, + { + "p": 0.09625869989395142, + "m": 1.0 + }, + { + "p": 0.05910361185669899, + "m": 1.0 + }, + { + "p": 0.06492982804775238, + "m": 1.0 + }, + { + "p": 0.0880458801984787, + "m": 1.0 + }, + { + "p": 0.06336827576160431, + "m": 1.0 + }, + { + "p": 0.07800184190273285, + "m": 1.0 + }, + { + "p": 0.06168549880385399, + "m": 1.0 + }, + { + "p": 0.08851469308137894, + "m": 1.0 + }, + { + "p": 0.06932265311479568, + "m": 1.0 + }, + { + "p": 0.08624868839979172, + "m": 1.0 + }, + { + "p": 0.07108431309461594, + "m": 1.0 + }, + { + "p": 0.04298796132206917, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2803173065185547, + "val_loss": 2.153536319732666, + "acc": 19.52, + "time": 122.23981403186917, + "param": [ + { + "p": 0.06783793121576309, + "m": 1.0 + }, + { + "p": 0.07314629852771759, + "m": 1.0 + }, + { + "p": 0.08375827223062515, + "m": 1.0 + }, + { + "p": 0.0766100138425827, + "m": 1.0 + }, + { + "p": 0.06501761078834534, + "m": 1.0 + }, + { + "p": 0.08459819853305817, + "m": 1.0 + }, + { + "p": 0.07452341169118881, + "m": 1.0 + }, + { + "p": 0.07926366478204727, + "m": 1.0 + }, + { + "p": 0.06909431517124176, + "m": 1.0 + }, + { + "p": 0.0804830864071846, + "m": 1.0 + }, + { + "p": 0.0691969245672226, + "m": 1.0 + }, + { + "p": 0.08039668202400208, + "m": 1.0 + }, + { + "p": 0.0708371251821518, + "m": 1.0 + }, + { + "p": 0.025236530229449272, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.2198946475982666, + "val_loss": 2.062419891357422, + "acc": 25.2, + "time": 130.5375969503075, + "param": [ + { + "p": 0.0639706552028656, + "m": 1.0 + }, + { + "p": 0.055921658873558044, + "m": 1.0 + }, + { + "p": 0.06984584033489227, + "m": 1.0 + }, + { + "p": 0.08701123297214508, + "m": 1.0 + }, + { + "p": 0.08625657111406326, + "m": 1.0 + }, + { + "p": 0.10248125344514847, + "m": 1.0 + }, + { + "p": 0.06170050799846649, + "m": 1.0 + }, + { + "p": 0.08544153720140457, + "m": 1.0 + }, + { + "p": 0.051704809069633484, + "m": 1.0 + }, + { + "p": 0.09888932853937149, + "m": 1.0 + }, + { + "p": 0.09276828169822693, + "m": 1.0 + }, + { + "p": 0.07209319621324539, + "m": 1.0 + }, + { + "p": 0.06644855439662933, + "m": 1.0 + }, + { + "p": 0.005466547328978777, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.087869167327881, + "val_loss": 2.0956063270568848, + "acc": 28.01, + "time": 136.6525815562345, + "param": [ + { + "p": 0.06890283524990082, + "m": 1.0 + }, + { + "p": 0.026625264436006546, + "m": 1.0 + }, + { + "p": 0.06056039035320282, + "m": 1.0 + }, + { + "p": 0.10836150497198105, + "m": 1.0 + }, + { + "p": 0.12160003930330276, + "m": 1.0 + }, + { + "p": 0.10493727773427963, + "m": 1.0 + }, + { + "p": 0.03751775249838829, + "m": 1.0 + }, + { + "p": 0.09141230583190918, + "m": 1.0 + }, + { + "p": 0.03325531259179115, + "m": 1.0 + }, + { + "p": 0.11313137412071228, + "m": 1.0 + }, + { + "p": 0.09249168634414673, + "m": 1.0 + }, + { + "p": 0.08329099416732788, + "m": 1.0 + }, + { + "p": 0.05791325494647026, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.0369038581848145, + "val_loss": 1.9132517576217651, + "acc": 30.28, + "time": 133.96876743482426, + "param": [ + { + "p": 0.07625825703144073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02818908542394638, + "m": 1.0 + }, + { + "p": 0.15203909575939178, + "m": 1.0 + }, + { + "p": 0.17233633995056152, + "m": 1.0 + }, + { + "p": 0.11126736551523209, + "m": 1.0 + }, + { + "p": 0.0014036003267392516, + "m": 1.0 + }, + { + "p": 0.11464285105466843, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.131076842546463, + "m": 1.0 + }, + { + "p": 0.07813619077205658, + "m": 1.0 + }, + { + "p": 0.0961836576461792, + "m": 1.0 + }, + { + "p": 0.038466718047857285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.0782721042633057, + "val_loss": 1.8991713523864746, + "acc": 35.18, + "time": 133.08990171272308, + "param": [ + { + "p": 0.09351279586553574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.036738552153110504, + "m": 1.0 + }, + { + "p": 0.1468004584312439, + "m": 1.0 + }, + { + "p": 0.17278334498405457, + "m": 1.0 + }, + { + "p": 0.07857455313205719, + "m": 1.0 + }, + { + "p": 0.013115931302309036, + "m": 1.0 + }, + { + "p": 0.11547375470399857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13565663993358612, + "m": 1.0 + }, + { + "p": 0.06774504482746124, + "m": 1.0 + }, + { + "p": 0.09519075602293015, + "m": 1.0 + }, + { + "p": 0.04440818727016449, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.9889886379241943, + "val_loss": 1.7745105028152466, + "acc": 34.84, + "time": 124.9298794050701, + "param": [ + { + "p": 0.11331906914710999, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15337616205215454, + "m": 1.0 + }, + { + "p": 0.22408826649188995, + "m": 1.0 + }, + { + "p": 0.030846811830997467, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11412198096513748, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16340108215808868, + "m": 1.0 + }, + { + "p": 0.04117000475525856, + "m": 1.0 + }, + { + "p": 0.11566577106714249, + "m": 1.0 + }, + { + "p": 0.044010963290929794, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.9586257934570312, + "val_loss": 1.7771846055984497, + "acc": 37.2, + "time": 120.2085026577115, + "param": [ + { + "p": 0.11629723757505417, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16344213485717773, + "m": 1.0 + }, + { + "p": 0.2744503617286682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11192991584539413, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20065277814865112, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11593092232942581, + "m": 1.0 + }, + { + "p": 0.017296630889177322, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.8960137367248535, + "val_loss": 1.7334942817687988, + "acc": 40.13, + "time": 121.19018151424825, + "param": [ + { + "p": 0.1027384027838707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0028731997590512037, + "m": 1.0 + }, + { + "p": 0.15543417632579803, + "m": 1.0 + }, + { + "p": 0.299884170293808, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00034797796979546547, + "m": 1.0 + }, + { + "p": 0.11630529165267944, + "m": 1.0 + }, + { + "p": 0.0002494314394425601, + "m": 1.0 + }, + { + "p": 0.21736612915992737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10317456722259521, + "m": 1.0 + }, + { + "p": 0.0016266917809844017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 2.079237937927246, + "val_loss": 1.6446994543075562, + "acc": 38.08, + "time": 120.97338843299076, + "param": [ + { + "p": 0.09863440692424774, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010874385945498943, + "m": 1.0 + }, + { + "p": 0.1495922952890396, + "m": 1.0 + }, + { + "p": 0.30072757601737976, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0015859986888244748, + "m": 1.0 + }, + { + "p": 0.12119859457015991, + "m": 1.0 + }, + { + "p": 0.008382696658372879, + "m": 1.0 + }, + { + "p": 0.21303749084472656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0881248190999031, + "m": 1.0 + }, + { + "p": 0.007841784507036209, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.7890899181365967, + "val_loss": 1.5987019538879395, + "acc": 40.11, + "time": 131.30259026493877, + "param": [ + { + "p": 0.08871608227491379, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01141415536403656, + "m": 1.0 + }, + { + "p": 0.13998691737651825, + "m": 1.0 + }, + { + "p": 0.32981568574905396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12312710285186768, + "m": 1.0 + }, + { + "p": 0.008621479384601116, + "m": 1.0 + }, + { + "p": 0.22750577330589294, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07081285864114761, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.741042137145996, + "val_loss": 1.5869643688201904, + "acc": 41.72, + "time": 126.60054390504956, + "param": [ + { + "p": 0.06990636140108109, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1436835527420044, + "m": 1.0 + }, + { + "p": 0.3838747441768646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.118349589407444, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.26207464933395386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022111160680651665, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 2.1650493144989014, + "val_loss": 1.7338441610336304, + "acc": 38.6, + "time": 133.36928812088445, + "param": [ + { + "p": 0.048349637538194656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13834230601787567, + "m": 1.0 + }, + { + "p": 0.42860767245292664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10017678886651993, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2845236361026764, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 2.1857824325561523, + "val_loss": 1.6164891719818115, + "acc": 43.16, + "time": 127.03826451627538, + "param": [ + { + "p": 0.038452256470918655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010347486473619938, + "m": 1.0 + }, + { + "p": 0.1250852793455124, + "m": 1.0 + }, + { + "p": 0.4192148745059967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00635315477848053, + "m": 1.0 + }, + { + "p": 0.09387824684381485, + "m": 1.0 + }, + { + "p": 0.010916326195001602, + "m": 1.0 + }, + { + "p": 0.2760400176048279, + "m": 1.0 + }, + { + "p": 0.005732906982302666, + "m": 1.0 + }, + { + "p": 0.002205174183472991, + "m": 1.0 + }, + { + "p": 0.011774317361414433, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 2.1098968982696533, + "val_loss": 1.5874789953231812, + "acc": 45.04, + "time": 132.85022329213098, + "param": [ + { + "p": 0.039534032344818115, + "m": 1.0 + }, + { + "p": 0.0003575031878426671, + "m": 1.0 + }, + { + "p": 0.021479472517967224, + "m": 1.0 + }, + { + "p": 0.12259149551391602, + "m": 1.0 + }, + { + "p": 0.3723030984401703, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020831895992159843, + "m": 1.0 + }, + { + "p": 0.09381594508886337, + "m": 1.0 + }, + { + "p": 0.024114403873682022, + "m": 1.0 + }, + { + "p": 0.24711591005325317, + "m": 1.0 + }, + { + "p": 0.022058608010411263, + "m": 1.0 + }, + { + "p": 0.004013872239738703, + "m": 1.0 + }, + { + "p": 0.030542729422450066, + "m": 1.0 + }, + { + "p": 0.001241008983924985, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.7850481271743774, + "val_loss": 1.517700433731079, + "acc": 43.79, + "time": 126.09070535004139, + "param": [ + { + "p": 0.04823126643896103, + "m": 1.0 + }, + { + "p": 0.0014527266612276435, + "m": 1.0 + }, + { + "p": 0.04174172505736351, + "m": 1.0 + }, + { + "p": 0.11772660166025162, + "m": 1.0 + }, + { + "p": 0.3069571554660797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03591027483344078, + "m": 1.0 + }, + { + "p": 0.09478990733623505, + "m": 1.0 + }, + { + "p": 0.028826085850596428, + "m": 1.0 + }, + { + "p": 0.21020002663135529, + "m": 1.0 + }, + { + "p": 0.04637674242258072, + "m": 1.0 + }, + { + "p": 0.016106950119137764, + "m": 1.0 + }, + { + "p": 0.04921792075037956, + "m": 1.0 + }, + { + "p": 0.002462689531967044, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.7979401350021362, + "val_loss": 1.5322697162628174, + "acc": 46.2, + "time": 122.59537411807105, + "param": [ + { + "p": 0.05544546991586685, + "m": 1.0 + }, + { + "p": 0.0028919188771396875, + "m": 1.0 + }, + { + "p": 0.055302515625953674, + "m": 1.0 + }, + { + "p": 0.1110401600599289, + "m": 1.0 + }, + { + "p": 0.25111904740333557, + "m": 1.0 + }, + { + "p": 0.0012203247752040625, + "m": 1.0 + }, + { + "p": 0.047433678060770035, + "m": 1.0 + }, + { + "p": 0.08421739935874939, + "m": 1.0 + }, + { + "p": 0.032929692417383194, + "m": 1.0 + }, + { + "p": 0.18406136333942413, + "m": 1.0 + }, + { + "p": 0.055740609765052795, + "m": 1.0 + }, + { + "p": 0.05109751597046852, + "m": 1.0 + }, + { + "p": 0.06750035285949707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.689544677734375, + "val_loss": 1.6186809539794922, + "acc": 44.52, + "time": 126.86825348902494, + "param": [ + { + "p": 0.059203602373600006, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06606417894363403, + "m": 1.0 + }, + { + "p": 0.10144525021314621, + "m": 1.0 + }, + { + "p": 0.22004373371601105, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05599774792790413, + "m": 1.0 + }, + { + "p": 0.0735117718577385, + "m": 1.0 + }, + { + "p": 0.03699120879173279, + "m": 1.0 + }, + { + "p": 0.169045090675354, + "m": 1.0 + }, + { + "p": 0.06457773596048355, + "m": 1.0 + }, + { + "p": 0.07193981111049652, + "m": 1.0 + }, + { + "p": 0.08117984235286713, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.8964829444885254, + "val_loss": 1.5033361911773682, + "acc": 47.26, + "time": 129.48325789673254, + "param": [ + { + "p": 0.049985677003860474, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08113151788711548, + "m": 1.0 + }, + { + "p": 0.09466482698917389, + "m": 1.0 + }, + { + "p": 0.2128107100725174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.062496624886989594, + "m": 1.0 + }, + { + "p": 0.06301108002662659, + "m": 1.0 + }, + { + "p": 0.036378756165504456, + "m": 1.0 + }, + { + "p": 0.1609778255224228, + "m": 1.0 + }, + { + "p": 0.06993652880191803, + "m": 1.0 + }, + { + "p": 0.08432242274284363, + "m": 1.0 + }, + { + "p": 0.08428395539522171, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.892297625541687, + "val_loss": 1.4315928220748901, + "acc": 48.64, + "time": 135.49220671737567, + "param": [ + { + "p": 0.048785824328660965, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09310385584831238, + "m": 1.0 + }, + { + "p": 0.08537747710943222, + "m": 1.0 + }, + { + "p": 0.2017003297805786, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07167023420333862, + "m": 1.0 + }, + { + "p": 0.05926043912768364, + "m": 1.0 + }, + { + "p": 0.03908952698111534, + "m": 1.0 + }, + { + "p": 0.15466628968715668, + "m": 1.0 + }, + { + "p": 0.06405587494373322, + "m": 1.0 + }, + { + "p": 0.09823674708604813, + "m": 1.0 + }, + { + "p": 0.0840533897280693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.6559481620788574, + "val_loss": 1.4820914268493652, + "acc": 48.41, + "time": 122.7306325188838, + "param": [ + { + "p": 0.0478091835975647, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11022458970546722, + "m": 1.0 + }, + { + "p": 0.07940571755170822, + "m": 1.0 + }, + { + "p": 0.18607337772846222, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0881090760231018, + "m": 1.0 + }, + { + "p": 0.05466000735759735, + "m": 1.0 + }, + { + "p": 0.03859132528305054, + "m": 1.0 + }, + { + "p": 0.1525517851114273, + "m": 1.0 + }, + { + "p": 0.062360651791095734, + "m": 1.0 + }, + { + "p": 0.09546632319688797, + "m": 1.0 + }, + { + "p": 0.08474785089492798, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.6372807025909424, + "val_loss": 1.4487050771713257, + "acc": 48.95, + "time": 128.16285461280495, + "param": [ + { + "p": 0.043074093759059906, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1266804337501526, + "m": 1.0 + }, + { + "p": 0.0568014495074749, + "m": 1.0 + }, + { + "p": 0.1781662106513977, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12561152875423431, + "m": 1.0 + }, + { + "p": 0.05964992567896843, + "m": 1.0 + }, + { + "p": 0.031148428097367287, + "m": 1.0 + }, + { + "p": 0.16365700960159302, + "m": 1.0 + }, + { + "p": 0.06409116834402084, + "m": 1.0 + }, + { + "p": 0.08274871855974197, + "m": 1.0 + }, + { + "p": 0.06837105005979538, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.8759676218032837, + "val_loss": 1.4225797653198242, + "acc": 49.11, + "time": 132.87758098589256, + "param": [ + { + "p": 0.03674817085266113, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13881759345531464, + "m": 1.0 + }, + { + "p": 0.04520292580127716, + "m": 1.0 + }, + { + "p": 0.1628900170326233, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1467524766921997, + "m": 1.0 + }, + { + "p": 0.07202339917421341, + "m": 1.0 + }, + { + "p": 0.03277190774679184, + "m": 1.0 + }, + { + "p": 0.1588849425315857, + "m": 1.0 + }, + { + "p": 0.07279098033905029, + "m": 1.0 + }, + { + "p": 0.07351183146238327, + "m": 1.0 + }, + { + "p": 0.05960578843951225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.738952875137329, + "val_loss": 1.352643370628357, + "acc": 49.44, + "time": 128.26939002005383, + "param": [ + { + "p": 0.03750290349125862, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14812855422496796, + "m": 1.0 + }, + { + "p": 0.03835466504096985, + "m": 1.0 + }, + { + "p": 0.14313249289989471, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1547742635011673, + "m": 1.0 + }, + { + "p": 0.08725225925445557, + "m": 1.0 + }, + { + "p": 0.034945253282785416, + "m": 1.0 + }, + { + "p": 0.15345533192157745, + "m": 1.0 + }, + { + "p": 0.06983423233032227, + "m": 1.0 + }, + { + "p": 0.06950924545526505, + "m": 1.0 + }, + { + "p": 0.06311087310314178, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.6623084545135498, + "val_loss": 1.3749994039535522, + "acc": 50.98, + "time": 126.90822421200573, + "param": [ + { + "p": 0.020642682909965515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16500456631183624, + "m": 1.0 + }, + { + "p": 0.027528878301382065, + "m": 1.0 + }, + { + "p": 0.12482745945453644, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17657729983329773, + "m": 1.0 + }, + { + "p": 0.09911905229091644, + "m": 1.0 + }, + { + "p": 0.0345003716647625, + "m": 1.0 + }, + { + "p": 0.15382006764411926, + "m": 1.0 + }, + { + "p": 0.05757742375135422, + "m": 1.0 + }, + { + "p": 0.07078313827514648, + "m": 1.0 + }, + { + "p": 0.06961912661790848, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.7159379720687866, + "val_loss": 1.3686017990112305, + "acc": 51.07, + "time": 122.76913365302607, + "param": [ + { + "p": 0.011172011494636536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17503835260868073, + "m": 1.0 + }, + { + "p": 0.01988849602639675, + "m": 1.0 + }, + { + "p": 0.1070730909705162, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19644950330257416, + "m": 1.0 + }, + { + "p": 0.10015217959880829, + "m": 1.0 + }, + { + "p": 0.033322978764772415, + "m": 1.0 + }, + { + "p": 0.15686307847499847, + "m": 1.0 + }, + { + "p": 0.04282405599951744, + "m": 1.0 + }, + { + "p": 0.08065713942050934, + "m": 1.0 + }, + { + "p": 0.07655908167362213, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.4808368682861328, + "val_loss": 1.3438224792480469, + "acc": 52.46, + "time": 123.52798899263144, + "param": [ + { + "p": 0.019062837585806847, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17253094911575317, + "m": 1.0 + }, + { + "p": 0.024070076644420624, + "m": 1.0 + }, + { + "p": 0.09659475833177567, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2021380364894867, + "m": 1.0 + }, + { + "p": 0.09673494845628738, + "m": 1.0 + }, + { + "p": 0.036998096853494644, + "m": 1.0 + }, + { + "p": 0.15914881229400635, + "m": 1.0 + }, + { + "p": 0.02028544247150421, + "m": 1.0 + }, + { + "p": 0.08730512857437134, + "m": 1.0 + }, + { + "p": 0.0851309671998024, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.789856195449829, + "val_loss": 1.3567101955413818, + "acc": 52.06, + "time": 128.3160831881687, + "param": [ + { + "p": 0.01626942865550518, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1851220726966858, + "m": 1.0 + }, + { + "p": 0.01542732585221529, + "m": 1.0 + }, + { + "p": 0.0885520651936531, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21942223608493805, + "m": 1.0 + }, + { + "p": 0.09393209964036942, + "m": 1.0 + }, + { + "p": 0.019280463457107544, + "m": 1.0 + }, + { + "p": 0.17914259433746338, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09390536695718765, + "m": 1.0 + }, + { + "p": 0.0889463946223259, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.7417336702346802, + "val_loss": 1.3595882654190063, + "acc": 54.58, + "time": 122.33563446905464, + "param": [ + { + "p": 0.019160663709044456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19898657500743866, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08125489205121994, + "m": 1.0 + }, + { + "p": 0.00435804994776845, + "m": 1.0 + }, + { + "p": 0.23164483904838562, + "m": 1.0 + }, + { + "p": 0.09277302771806717, + "m": 1.0 + }, + { + "p": 0.007471333723515272, + "m": 1.0 + }, + { + "p": 0.18092681467533112, + "m": 1.0 + }, + { + "p": 0.00013248015602584928, + "m": 1.0 + }, + { + "p": 0.09449673444032669, + "m": 1.0 + }, + { + "p": 0.08879454433917999, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.7129802703857422, + "val_loss": 1.312717080116272, + "acc": 54.03, + "time": 124.8990124091506, + "param": [ + { + "p": 0.05460549518465996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17451661825180054, + "m": 1.0 + }, + { + "p": 0.016236521303653717, + "m": 1.0 + }, + { + "p": 0.08320210129022598, + "m": 1.0 + }, + { + "p": 0.021430227905511856, + "m": 1.0 + }, + { + "p": 0.1870240867137909, + "m": 1.0 + }, + { + "p": 0.09546174854040146, + "m": 1.0 + }, + { + "p": 0.032064396888017654, + "m": 1.0 + }, + { + "p": 0.14818142354488373, + "m": 1.0 + }, + { + "p": 0.02587885409593582, + "m": 1.0 + }, + { + "p": 0.08458276838064194, + "m": 1.0 + }, + { + "p": 0.0756845697760582, + "m": 1.0 + }, + { + "p": 0.001131171709857881, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.6392884254455566, + "val_loss": 1.316323161125183, + "acc": 55.2, + "time": 128.35470698820427, + "param": [ + { + "p": 0.07113943994045258, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16594046354293823, + "m": 1.0 + }, + { + "p": 0.034868430346250534, + "m": 1.0 + }, + { + "p": 0.09389606863260269, + "m": 1.0 + }, + { + "p": 0.015783628448843956, + "m": 1.0 + }, + { + "p": 0.1497582346200943, + "m": 1.0 + }, + { + "p": 0.0969359278678894, + "m": 1.0 + }, + { + "p": 0.042752835899591446, + "m": 1.0 + }, + { + "p": 0.12179964035749435, + "m": 1.0 + }, + { + "p": 0.04395555332303047, + "m": 1.0 + }, + { + "p": 0.08827506005764008, + "m": 1.0 + }, + { + "p": 0.07425672560930252, + "m": 1.0 + }, + { + "p": 0.0006379951373673975, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.7054308652877808, + "val_loss": 1.2378147840499878, + "acc": 54.22, + "time": 137.03340727603063, + "param": [ + { + "p": 0.08060266822576523, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15824344754219055, + "m": 1.0 + }, + { + "p": 0.056743986904621124, + "m": 1.0 + }, + { + "p": 0.08508232980966568, + "m": 1.0 + }, + { + "p": 0.019977716729044914, + "m": 1.0 + }, + { + "p": 0.13051161170005798, + "m": 1.0 + }, + { + "p": 0.093478262424469, + "m": 1.0 + }, + { + "p": 0.05214570090174675, + "m": 1.0 + }, + { + "p": 0.10606125742197037, + "m": 1.0 + }, + { + "p": 0.05083084851503372, + "m": 1.0 + }, + { + "p": 0.08528473228216171, + "m": 1.0 + }, + { + "p": 0.08103746920824051, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.900270938873291, + "val_loss": 1.226798176765442, + "acc": 55.14, + "time": 133.77196683129296, + "param": [ + { + "p": 0.09373169392347336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1618347316980362, + "m": 1.0 + }, + { + "p": 0.06560347229242325, + "m": 1.0 + }, + { + "p": 0.07221122831106186, + "m": 1.0 + }, + { + "p": 0.022456618025898933, + "m": 1.0 + }, + { + "p": 0.12485531717538834, + "m": 1.0 + }, + { + "p": 0.07857043296098709, + "m": 1.0 + }, + { + "p": 0.05083185434341431, + "m": 1.0 + }, + { + "p": 0.09322983026504517, + "m": 1.0 + }, + { + "p": 0.06144725903868675, + "m": 1.0 + }, + { + "p": 0.08297201246023178, + "m": 1.0 + }, + { + "p": 0.0922555923461914, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.6280947923660278, + "val_loss": 1.1574970483779907, + "acc": 57.25, + "time": 137.7151213241741, + "param": [ + { + "p": 0.10181593149900436, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1734245866537094, + "m": 1.0 + }, + { + "p": 0.06488443166017532, + "m": 1.0 + }, + { + "p": 0.06475486606359482, + "m": 1.0 + }, + { + "p": 0.004589124117046595, + "m": 1.0 + }, + { + "p": 0.12554779648780823, + "m": 1.0 + }, + { + "p": 0.06810620427131653, + "m": 1.0 + }, + { + "p": 0.04861927404999733, + "m": 1.0 + }, + { + "p": 0.08773815631866455, + "m": 1.0 + }, + { + "p": 0.06955936551094055, + "m": 1.0 + }, + { + "p": 0.08306187391281128, + "m": 1.0 + }, + { + "p": 0.10789835453033447, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.5732907056808472, + "val_loss": 1.2515934705734253, + "acc": 55.88, + "time": 128.30076510598883, + "param": [ + { + "p": 0.09482628852128983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1795659065246582, + "m": 1.0 + }, + { + "p": 0.047845713794231415, + "m": 1.0 + }, + { + "p": 0.058724671602249146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11687692999839783, + "m": 1.0 + }, + { + "p": 0.0754934623837471, + "m": 1.0 + }, + { + "p": 0.05389818176627159, + "m": 1.0 + }, + { + "p": 0.09226629137992859, + "m": 1.0 + }, + { + "p": 0.07305902987718582, + "m": 1.0 + }, + { + "p": 0.08583536744117737, + "m": 1.0 + }, + { + "p": 0.1216081827878952, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.5556397438049316, + "val_loss": 1.2170885801315308, + "acc": 54.12, + "time": 128.35174111602828, + "param": [ + { + "p": 0.0925230160355568, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19100604951381683, + "m": 1.0 + }, + { + "p": 0.02913503721356392, + "m": 1.0 + }, + { + "p": 0.047153014689683914, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10769897699356079, + "m": 1.0 + }, + { + "p": 0.08137387037277222, + "m": 1.0 + }, + { + "p": 0.05081060901284218, + "m": 1.0 + }, + { + "p": 0.10502943396568298, + "m": 1.0 + }, + { + "p": 0.07290120422840118, + "m": 1.0 + }, + { + "p": 0.09090428799390793, + "m": 1.0 + }, + { + "p": 0.13146457076072693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.4997460842132568, + "val_loss": 1.2232316732406616, + "acc": 57.49, + "time": 124.37574281683192, + "param": [ + { + "p": 0.09537564218044281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1769728809595108, + "m": 1.0 + }, + { + "p": 0.028767365962266922, + "m": 1.0 + }, + { + "p": 0.04601489380002022, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10895121097564697, + "m": 1.0 + }, + { + "p": 0.09156346321105957, + "m": 1.0 + }, + { + "p": 0.047303006052970886, + "m": 1.0 + }, + { + "p": 0.10341163724660873, + "m": 1.0 + }, + { + "p": 0.0682973712682724, + "m": 1.0 + }, + { + "p": 0.09696777164936066, + "m": 1.0 + }, + { + "p": 0.13637477159500122, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.5644580125808716, + "val_loss": 1.179267406463623, + "acc": 58.48, + "time": 124.64487047214061, + "param": [ + { + "p": 0.09734785556793213, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1782323718070984, + "m": 1.0 + }, + { + "p": 0.01657833717763424, + "m": 1.0 + }, + { + "p": 0.03303331881761551, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11161357164382935, + "m": 1.0 + }, + { + "p": 0.0975341945886612, + "m": 1.0 + }, + { + "p": 0.03358970955014229, + "m": 1.0 + }, + { + "p": 0.1016998365521431, + "m": 1.0 + }, + { + "p": 0.07158351689577103, + "m": 1.0 + }, + { + "p": 0.10690348595380783, + "m": 1.0 + }, + { + "p": 0.1518838256597519, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.5433954000473022, + "val_loss": 1.2496986389160156, + "acc": 57.71, + "time": 121.7821358316578, + "param": [ + { + "p": 0.11286745965480804, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21374152600765228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003509768983349204, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11349387466907501, + "m": 1.0 + }, + { + "p": 0.08494427800178528, + "m": 1.0 + }, + { + "p": 0.005438993219286203, + "m": 1.0 + }, + { + "p": 0.10020850598812103, + "m": 1.0 + }, + { + "p": 0.0652494728565216, + "m": 1.0 + }, + { + "p": 0.11800671368837357, + "m": 1.0 + }, + { + "p": 0.1825394630432129, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.6943269968032837, + "val_loss": 1.09803307056427, + "acc": 56.82, + "time": 122.95553377224132, + "param": [ + { + "p": 0.1115288957953453, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2311164140701294, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10801325738430023, + "m": 1.0 + }, + { + "p": 0.07348010689020157, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0937807559967041, + "m": 1.0 + }, + { + "p": 0.0595996230840683, + "m": 1.0 + }, + { + "p": 0.1272132396697998, + "m": 1.0 + }, + { + "p": 0.1952676773071289, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.5606482028961182, + "val_loss": 1.2334880828857422, + "acc": 57.51, + "time": 128.3162215272896, + "param": [ + { + "p": 0.1144736036658287, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2732386887073517, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09579144418239594, + "m": 1.0 + }, + { + "p": 0.050533540546894073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07500303536653519, + "m": 1.0 + }, + { + "p": 0.04456287994980812, + "m": 1.0 + }, + { + "p": 0.12419342994689941, + "m": 1.0 + }, + { + "p": 0.22220343351364136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.395731806755066, + "val_loss": 1.1048545837402344, + "acc": 58.97, + "time": 134.46942851832137, + "param": [ + { + "p": 0.12048438936471939, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30165985226631165, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08311347663402557, + "m": 1.0 + }, + { + "p": 0.0260930135846138, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05399022996425629, + "m": 1.0 + }, + { + "p": 0.039930712431669235, + "m": 1.0 + }, + { + "p": 0.12157925963401794, + "m": 1.0 + }, + { + "p": 0.2531491219997406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.50966477394104, + "val_loss": 1.1172460317611694, + "acc": 58.97, + "time": 132.8945840690285, + "param": [ + { + "p": 0.11974587291479111, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3301212787628174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07229279726743698, + "m": 1.0 + }, + { + "p": 0.0030073411762714386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050732024013996124, + "m": 1.0 + }, + { + "p": 0.030594520270824432, + "m": 1.0 + }, + { + "p": 0.11709607392549515, + "m": 1.0 + }, + { + "p": 0.2764101028442383, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.7073063850402832, + "val_loss": 1.1197855472564697, + "acc": 59.76, + "time": 133.78939050016925, + "param": [ + { + "p": 0.11106043308973312, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.326358437538147, + "m": 1.0 + }, + { + "p": 0.00017924643179867417, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06398743391036987, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003075861372053623, + "m": 1.0 + }, + { + "p": 0.06271075457334518, + "m": 1.0 + }, + { + "p": 0.04151134565472603, + "m": 1.0 + }, + { + "p": 0.11689077317714691, + "m": 1.0 + }, + { + "p": 0.27422577142715454, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.3502662181854248, + "val_loss": 1.2280770540237427, + "acc": 59.39, + "time": 128.1011617439799, + "param": [ + { + "p": 0.10429498553276062, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3150690495967865, + "m": 1.0 + }, + { + "p": 0.0009086884092539549, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06483031809329987, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011233055032789707, + "m": 1.0 + }, + { + "p": 0.06370381265878677, + "m": 1.0 + }, + { + "p": 0.05219452083110809, + "m": 1.0 + }, + { + "p": 0.12025316804647446, + "m": 1.0 + }, + { + "p": 0.2675124406814575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.5951550006866455, + "val_loss": 1.0955290794372559, + "acc": 60.75, + "time": 132.39171264879405, + "param": [ + { + "p": 0.10712311416864395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3179738223552704, + "m": 1.0 + }, + { + "p": 0.0008790924912318587, + "m": 1.0 + }, + { + "p": 0.002356043318286538, + "m": 1.0 + }, + { + "p": 0.0016567985294386744, + "m": 1.0 + }, + { + "p": 0.05800601467490196, + "m": 1.0 + }, + { + "p": 0.002670448739081621, + "m": 1.0 + }, + { + "p": 0.01742342859506607, + "m": 1.0 + }, + { + "p": 0.04494662955403328, + "m": 1.0 + }, + { + "p": 0.052941594272851944, + "m": 1.0 + }, + { + "p": 0.12507158517837524, + "m": 1.0 + }, + { + "p": 0.26622092723846436, + "m": 1.0 + }, + { + "p": 0.0027303441893309355, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.360140085220337, + "val_loss": 1.081986904144287, + "acc": 61.61, + "time": 134.9834614698775, + "param": [ + { + "p": 0.11181580275297165, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3065841794013977, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00012765891733579338, + "m": 1.0 + }, + { + "p": 0.050591085106134415, + "m": 1.0 + }, + { + "p": 0.012260845862329006, + "m": 1.0 + }, + { + "p": 0.0315718799829483, + "m": 1.0 + }, + { + "p": 0.04380050674080849, + "m": 1.0 + }, + { + "p": 0.059364743530750275, + "m": 1.0 + }, + { + "p": 0.12875600159168243, + "m": 1.0 + }, + { + "p": 0.25512734055519104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.2307746410369873, + "val_loss": 1.1202837228775024, + "acc": 61.41, + "time": 124.82234072126448, + "param": [ + { + "p": 0.11278598010540009, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2935352623462677, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002509003970772028, + "m": 1.0 + }, + { + "p": 0.050723232328891754, + "m": 1.0 + }, + { + "p": 0.024776490405201912, + "m": 1.0 + }, + { + "p": 0.03618708625435829, + "m": 1.0 + }, + { + "p": 0.04121970757842064, + "m": 1.0 + }, + { + "p": 0.05568625032901764, + "m": 1.0 + }, + { + "p": 0.13189928233623505, + "m": 1.0 + }, + { + "p": 0.2506777048110962, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.485676884651184, + "val_loss": 1.0337785482406616, + "acc": 61.47, + "time": 122.05452716210857, + "param": [ + { + "p": 0.11238948255777359, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2903423011302948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049510251730680466, + "m": 1.0 + }, + { + "p": 0.025016052648425102, + "m": 1.0 + }, + { + "p": 0.03141092136502266, + "m": 1.0 + }, + { + "p": 0.049256473779678345, + "m": 1.0 + }, + { + "p": 0.05940941348671913, + "m": 1.0 + }, + { + "p": 0.12867394089698792, + "m": 1.0 + }, + { + "p": 0.25399112701416016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.4021116495132446, + "val_loss": 0.9161571264266968, + "acc": 61.28, + "time": 126.44217695575207, + "param": [ + { + "p": 0.11762663722038269, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3226701021194458, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04463993385434151, + "m": 1.0 + }, + { + "p": 0.0033747833222150803, + "m": 1.0 + }, + { + "p": 0.015749052166938782, + "m": 1.0 + }, + { + "p": 0.04056323319673538, + "m": 1.0 + }, + { + "p": 0.060135368257761, + "m": 1.0 + }, + { + "p": 0.12485530227422714, + "m": 1.0 + }, + { + "p": 0.2703855633735657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.4971297979354858, + "val_loss": 1.1514246463775635, + "acc": 60.26, + "time": 122.25754074798897, + "param": [ + { + "p": 0.12182962149381638, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3635816276073456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02533104456961155, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021746613085269928, + "m": 1.0 + }, + { + "p": 0.054169509559869766, + "m": 1.0 + }, + { + "p": 0.11208807677030563, + "m": 1.0 + }, + { + "p": 0.3012535572052002, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.375989317893982, + "val_loss": 0.9981100559234619, + "acc": 62.09, + "time": 125.93002399010584, + "param": [ + { + "p": 0.11573344469070435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3785879611968994, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010072414763271809, + "m": 1.0 + }, + { + "p": 0.003183982567861676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004403563216328621, + "m": 1.0 + }, + { + "p": 0.0532035194337368, + "m": 1.0 + }, + { + "p": 0.1137939840555191, + "m": 1.0 + }, + { + "p": 0.321021169424057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.6792744398117065, + "val_loss": 1.0559042692184448, + "acc": 62.22, + "time": 126.95204973127693, + "param": [ + { + "p": 0.10998121649026871, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.36934277415275574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006859976332634687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.061915621161460876, + "m": 1.0 + }, + { + "p": 0.12672430276870728, + "m": 1.0 + }, + { + "p": 0.32517603039741516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.3431239128112793, + "val_loss": 1.2374701499938965, + "acc": 61.65, + "time": 121.84038787381724, + "param": [ + { + "p": 0.10097157210111618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.36537596583366394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06973917782306671, + "m": 1.0 + }, + { + "p": 0.13674362003803253, + "m": 1.0 + }, + { + "p": 0.3271696865558624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.492390751838684, + "val_loss": 0.9782441258430481, + "acc": 63.18, + "time": 132.09604951320216, + "param": [ + { + "p": 0.09596475213766098, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.36698445677757263, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.062258172780275345, + "m": 1.0 + }, + { + "p": 0.13943597674369812, + "m": 1.0 + }, + { + "p": 0.33535659313201904, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.2355537414550781, + "val_loss": 1.0218024253845215, + "acc": 63.1, + "time": 121.86330098519102, + "param": [ + { + "p": 0.09488625079393387, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.36444786190986633, + "m": 1.0 + }, + { + "p": 0.00046410952927544713, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002487386344000697, + "m": 1.0 + }, + { + "p": 0.0037950591649860144, + "m": 1.0 + }, + { + "p": 0.009345847181975842, + "m": 1.0 + }, + { + "p": 0.0006331413751468062, + "m": 1.0 + }, + { + "p": 0.0005556766991503537, + "m": 1.0 + }, + { + "p": 0.04969078302383423, + "m": 1.0 + }, + { + "p": 0.14106911420822144, + "m": 1.0 + }, + { + "p": 0.33113884925842285, + "m": 1.0 + }, + { + "p": 0.0014859618386253715, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.110190987586975, + "val_loss": 0.9299834966659546, + "acc": 63.72, + "time": 126.50933128176257, + "param": [ + { + "p": 0.09340773522853851, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.35258427262306213, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008866111747920513, + "m": 1.0 + }, + { + "p": 0.013565357774496078, + "m": 1.0 + }, + { + "p": 0.021345870569348335, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042890965938568115, + "m": 1.0 + }, + { + "p": 0.14609657227993011, + "m": 1.0 + }, + { + "p": 0.3149470388889313, + "m": 1.0 + }, + { + "p": 0.0062960912473499775, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.6136521100997925, + "val_loss": 0.903476893901825, + "acc": 63.1, + "time": 132.30874499492347, + "param": [ + { + "p": 0.08482646197080612, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.38515663146972656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003886615391820669, + "m": 1.0 + }, + { + "p": 0.0016356247942894697, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019506050273776054, + "m": 1.0 + }, + { + "p": 0.15693439543247223, + "m": 1.0 + }, + { + "p": 0.3480542302131653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.410773754119873, + "val_loss": 0.947779655456543, + "acc": 63.94, + "time": 124.42948709521443, + "param": [ + { + "p": 0.08440559357404709, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3581990897655487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0030407868325710297, + "m": 1.0 + }, + { + "p": 0.014942465350031853, + "m": 1.0 + }, + { + "p": 0.014589425176382065, + "m": 1.0 + }, + { + "p": 0.003503011539578438, + "m": 1.0 + }, + { + "p": 0.001659605884924531, + "m": 1.0 + }, + { + "p": 0.015095433220267296, + "m": 1.0 + }, + { + "p": 0.024177031591534615, + "m": 1.0 + }, + { + "p": 0.15140937268733978, + "m": 1.0 + }, + { + "p": 0.3278953731060028, + "m": 1.0 + }, + { + "p": 0.0010828031226992607, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.3668116331100464, + "val_loss": 0.9446796774864197, + "acc": 64.2, + "time": 137.36704888008535, + "param": [ + { + "p": 0.07757380604743958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.37750867009162903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011414604261517525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00961972028017044, + "m": 1.0 + }, + { + "p": 0.04028957337141037, + "m": 1.0 + }, + { + "p": 0.15147823095321655, + "m": 1.0 + }, + { + "p": 0.33211538195610046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.4157886505126953, + "val_loss": 1.0527387857437134, + "acc": 64.33, + "time": 126.6264374339953, + "param": [ + { + "p": 0.06505335122346878, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.39484384655952454, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00414755055680871, + "m": 1.0 + }, + { + "p": 0.04879142343997955, + "m": 1.0 + }, + { + "p": 0.1441623419523239, + "m": 1.0 + }, + { + "p": 0.3430015444755554, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.25662362575531, + "val_loss": 1.0613352060317993, + "acc": 64.08, + "time": 123.42891212925315, + "param": [ + { + "p": 0.07135583460330963, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3930303156375885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005196675658226013, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011506817303597927, + "m": 1.0 + }, + { + "p": 0.05156099051237106, + "m": 1.0 + }, + { + "p": 0.1267286092042923, + "m": 1.0 + }, + { + "p": 0.3406207859516144, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.5995543003082275, + "val_loss": 1.0930136442184448, + "acc": 62.87, + "time": 124.4370781541802, + "param": [ + { + "p": 0.06924805790185928, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.4043506979942322, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0012013711966574192, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013345340266823769, + "m": 1.0 + }, + { + "p": 0.05606867000460625, + "m": 1.0 + }, + { + "p": 0.11243060976266861, + "m": 1.0 + }, + { + "p": 0.3433551788330078, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.0885708332061768, + "val_loss": 1.0246299505233765, + "acc": 64.7, + "time": 123.42772560799494, + "param": [ + { + "p": 0.076475128531456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.406564325094223, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0023531827609986067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009555677883327007, + "m": 1.0 + }, + { + "p": 0.055754851549863815, + "m": 1.0 + }, + { + "p": 0.10429682582616806, + "m": 1.0 + }, + { + "p": 0.3449999988079071, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.5442349910736084, + "val_loss": 1.0417449474334717, + "acc": 64.0, + "time": 122.09550651116297, + "param": [ + { + "p": 0.07406364381313324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.423645555973053, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0010410512331873178, + "m": 1.0 + }, + { + "p": 0.00035998638486489654, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0033932619262486696, + "m": 1.0 + }, + { + "p": 0.04856792092323303, + "m": 1.0 + }, + { + "p": 0.0872361809015274, + "m": 1.0 + }, + { + "p": 0.3616923391819, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.269486904144287, + "val_loss": 1.1121511459350586, + "acc": 63.62, + "time": 122.97889736201614, + "param": [ + { + "p": 0.08755367249250412, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.4181021749973297, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006110459100455046, + "m": 1.0 + }, + { + "p": 0.004867434035986662, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0017526925075799227, + "m": 1.0 + }, + { + "p": 0.0012496698182076216, + "m": 1.0 + }, + { + "p": 0.049988217651844025, + "m": 1.0 + }, + { + "p": 0.08279545605182648, + "m": 1.0 + }, + { + "p": 0.34724026918411255, + "m": 1.0 + }, + { + "p": 0.0003400362329557538, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.4767682552337646, + "val_loss": 0.973446786403656, + "acc": 65.39, + "time": 129.69680518470705, + "param": [ + { + "p": 0.09252642840147018, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.4152851402759552, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002224070020020008, + "m": 1.0 + }, + { + "p": 0.004054192919284105, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0047380272299051285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05057867616415024, + "m": 1.0 + }, + { + "p": 0.09395576268434525, + "m": 1.0 + }, + { + "p": 0.3366376757621765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.2039484977722168, + "val_loss": 0.9553245306015015, + "acc": 66.09, + "time": 123.07650506217033, + "param": [ + { + "p": 0.06517709046602249, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.44700440764427185, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03287765383720398, + "m": 1.0 + }, + { + "p": 0.09867800772190094, + "m": 1.0 + }, + { + "p": 0.35626286268234253, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.2173722982406616, + "val_loss": 0.9589195847511292, + "acc": 65.51, + "time": 122.81795794190839, + "param": [ + { + "p": 0.0515955351293087, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.4673532545566559, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021884359419345856, + "m": 1.0 + }, + { + "p": 0.09821677207946777, + "m": 1.0 + }, + { + "p": 0.3609500825405121, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.0669348239898682, + "val_loss": 0.9891213774681091, + "acc": 65.64, + "time": 127.21751333028078, + "param": [ + { + "p": 0.037399303168058395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.5073525905609131, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00018004544836003333, + "m": 1.0 + }, + { + "p": 0.0798947662115097, + "m": 1.0 + }, + { + "p": 0.3751733899116516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.1806989908218384, + "val_loss": 0.9950424432754517, + "acc": 65.7, + "time": 138.75952196819708, + "param": [ + { + "p": 0.02280099131166935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.5306939482688904, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0011880156816914678, + "m": 1.0 + }, + { + "p": 0.002680269768461585, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06834352016448975, + "m": 1.0 + }, + { + "p": 0.3742932677268982, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.0868486166000366, + "val_loss": 1.018922209739685, + "acc": 64.25, + "time": 130.60033988486975, + "param": [ + { + "p": 0.015706531703472137, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.5301337242126465, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004580829292535782, + "m": 1.0 + }, + { + "p": 0.004067098721861839, + "m": 1.0 + }, + { + "p": 0.010370920412242413, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06692629307508469, + "m": 1.0 + }, + { + "p": 0.36821457743644714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.2182221412658691, + "val_loss": 0.9150313138961792, + "acc": 66.03, + "time": 121.01942688692361, + "param": [ + { + "p": 0.02816539816558361, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.4961276054382324, + "m": 1.0 + }, + { + "p": 0.0010290889767929912, + "m": 1.0 + }, + { + "p": 0.0006791092455387115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002637093421071768, + "m": 1.0 + }, + { + "p": 0.020413322374224663, + "m": 1.0 + }, + { + "p": 0.017195988446474075, + "m": 1.0 + }, + { + "p": 0.024392632767558098, + "m": 1.0 + }, + { + "p": 0.0007612803019583225, + "m": 1.0 + }, + { + "p": 0.06509474664926529, + "m": 1.0 + }, + { + "p": 0.3435038626194, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.1698338985443115, + "val_loss": 0.9343766570091248, + "acc": 66.63, + "time": 131.00702986866236, + "param": [ + { + "p": 0.04961632937192917, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.4317117929458618, + "m": 1.0 + }, + { + "p": 0.006290240678936243, + "m": 1.0 + }, + { + "p": 0.005046408623456955, + "m": 1.0 + }, + { + "p": 0.0011605703039094806, + "m": 1.0 + }, + { + "p": 0.023187238723039627, + "m": 1.0 + }, + { + "p": 0.02447269670665264, + "m": 1.0 + }, + { + "p": 0.02610011398792267, + "m": 1.0 + }, + { + "p": 0.048341404646635056, + "m": 1.0 + }, + { + "p": 0.016415348276495934, + "m": 1.0 + }, + { + "p": 0.057045888155698776, + "m": 1.0 + }, + { + "p": 0.3039693534374237, + "m": 1.0 + }, + { + "p": 0.00664256326854229, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.2565056085586548, + "val_loss": 0.8376345634460449, + "acc": 66.45, + "time": 125.5516063212417, + "param": [ + { + "p": 0.06342947483062744, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3789714276790619, + "m": 1.0 + }, + { + "p": 0.012609455734491348, + "m": 1.0 + }, + { + "p": 0.016415592283010483, + "m": 1.0 + }, + { + "p": 0.007212894503027201, + "m": 1.0 + }, + { + "p": 0.04132097586989403, + "m": 1.0 + }, + { + "p": 0.024733418598771095, + "m": 1.0 + }, + { + "p": 0.02740090899169445, + "m": 1.0 + }, + { + "p": 0.06982583552598953, + "m": 1.0 + }, + { + "p": 0.02810351923108101, + "m": 1.0 + }, + { + "p": 0.05653019994497299, + "m": 1.0 + }, + { + "p": 0.267549604177475, + "m": 1.0 + }, + { + "p": 0.005896596238017082, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.4941599369049072, + "val_loss": 0.9077784419059753, + "acc": 66.6, + "time": 131.1265568411909, + "param": [ + { + "p": 0.07067868113517761, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.329106867313385, + "m": 1.0 + }, + { + "p": 0.014660094864666462, + "m": 1.0 + }, + { + "p": 0.028565170243382454, + "m": 1.0 + }, + { + "p": 0.017765838652849197, + "m": 1.0 + }, + { + "p": 0.05550428852438927, + "m": 1.0 + }, + { + "p": 0.031194405630230904, + "m": 1.0 + }, + { + "p": 0.03697022795677185, + "m": 1.0 + }, + { + "p": 0.08209194242954254, + "m": 1.0 + }, + { + "p": 0.0349263921380043, + "m": 1.0 + }, + { + "p": 0.061434756964445114, + "m": 1.0 + }, + { + "p": 0.2300702929496765, + "m": 1.0 + }, + { + "p": 0.00703097740188241, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.2279958724975586, + "val_loss": 0.876744270324707, + "acc": 66.99, + "time": 126.72364729316905, + "param": [ + { + "p": 0.07976064831018448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.29643169045448303, + "m": 1.0 + }, + { + "p": 0.01821940578520298, + "m": 1.0 + }, + { + "p": 0.03774351626634598, + "m": 1.0 + }, + { + "p": 0.026280837133526802, + "m": 1.0 + }, + { + "p": 0.06192737817764282, + "m": 1.0 + }, + { + "p": 0.03615298867225647, + "m": 1.0 + }, + { + "p": 0.03926069289445877, + "m": 1.0 + }, + { + "p": 0.08904112875461578, + "m": 1.0 + }, + { + "p": 0.035294413566589355, + "m": 1.0 + }, + { + "p": 0.06797417998313904, + "m": 1.0 + }, + { + "p": 0.20863991975784302, + "m": 1.0 + }, + { + "p": 0.0032731511164456606, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.2242114543914795, + "val_loss": 0.8894127607345581, + "acc": 67.17, + "time": 130.6294481237419, + "param": [ + { + "p": 0.08920074999332428, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2823897898197174, + "m": 1.0 + }, + { + "p": 0.015951409935951233, + "m": 1.0 + }, + { + "p": 0.04348180070519447, + "m": 1.0 + }, + { + "p": 0.03073529340326786, + "m": 1.0 + }, + { + "p": 0.06323672831058502, + "m": 1.0 + }, + { + "p": 0.03172231838107109, + "m": 1.0 + }, + { + "p": 0.041964467614889145, + "m": 1.0 + }, + { + "p": 0.09046275913715363, + "m": 1.0 + }, + { + "p": 0.027759220451116562, + "m": 1.0 + }, + { + "p": 0.07919415086507797, + "m": 1.0 + }, + { + "p": 0.2039012908935547, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.5162103176116943, + "val_loss": 0.9764595627784729, + "acc": 66.84, + "time": 122.85583159234375, + "param": [ + { + "p": 0.10499848425388336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.29084470868110657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0543791763484478, + "m": 1.0 + }, + { + "p": 0.014020515605807304, + "m": 1.0 + }, + { + "p": 0.061295222491025925, + "m": 1.0 + }, + { + "p": 0.017148787155747414, + "m": 1.0 + }, + { + "p": 0.03658279404044151, + "m": 1.0 + }, + { + "p": 0.09687389433383942, + "m": 1.0 + }, + { + "p": 0.03179740905761719, + "m": 1.0 + }, + { + "p": 0.07513473927974701, + "m": 1.0 + }, + { + "p": 0.21692423522472382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.242134928703308, + "val_loss": 1.0421369075775146, + "acc": 66.0, + "time": 127.24890856491402, + "param": [ + { + "p": 0.09912103414535522, + "m": 1.0 + }, + { + "p": 0.0011602434096857905, + "m": 1.0 + }, + { + "p": 0.23652757704257965, + "m": 1.0 + }, + { + "p": 0.010023005306720734, + "m": 1.0 + }, + { + "p": 0.060570232570171356, + "m": 1.0 + }, + { + "p": 0.024808814749121666, + "m": 1.0 + }, + { + "p": 0.06811623275279999, + "m": 1.0 + }, + { + "p": 0.03206838294863701, + "m": 1.0 + }, + { + "p": 0.04726234823465347, + "m": 1.0 + }, + { + "p": 0.10929243266582489, + "m": 1.0 + }, + { + "p": 0.04882611334323883, + "m": 1.0 + }, + { + "p": 0.07359830290079117, + "m": 1.0 + }, + { + "p": 0.1825719028711319, + "m": 1.0 + }, + { + "p": 0.006053352728486061, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.425386667251587, + "val_loss": 0.9868043065071106, + "acc": 68.12, + "time": 125.11984142102301, + "param": [ + { + "p": 0.09178494662046432, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1889137178659439, + "m": 1.0 + }, + { + "p": 0.02300707995891571, + "m": 1.0 + }, + { + "p": 0.06621542572975159, + "m": 1.0 + }, + { + "p": 0.033181339502334595, + "m": 1.0 + }, + { + "p": 0.07313603907823563, + "m": 1.0 + }, + { + "p": 0.05193811282515526, + "m": 1.0 + }, + { + "p": 0.05568859353661537, + "m": 1.0 + }, + { + "p": 0.10575301200151443, + "m": 1.0 + }, + { + "p": 0.06562945991754532, + "m": 1.0 + }, + { + "p": 0.06921521574258804, + "m": 1.0 + }, + { + "p": 0.15592023730278015, + "m": 1.0 + }, + { + "p": 0.019616803154349327, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.2985435724258423, + "val_loss": 0.9052557349205017, + "acc": 68.45, + "time": 127.2409980148077, + "param": [ + { + "p": 0.09044437110424042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17526303231716156, + "m": 1.0 + }, + { + "p": 0.02745385468006134, + "m": 1.0 + }, + { + "p": 0.06236706301569939, + "m": 1.0 + }, + { + "p": 0.04131152480840683, + "m": 1.0 + }, + { + "p": 0.0645274892449379, + "m": 1.0 + }, + { + "p": 0.06882549822330475, + "m": 1.0 + }, + { + "p": 0.05800367891788483, + "m": 1.0 + }, + { + "p": 0.10844466090202332, + "m": 1.0 + }, + { + "p": 0.07515847682952881, + "m": 1.0 + }, + { + "p": 0.06204041466116905, + "m": 1.0 + }, + { + "p": 0.14789068698883057, + "m": 1.0 + }, + { + "p": 0.018269116058945656, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.503685712814331, + "val_loss": 0.8988236784934998, + "acc": 67.9, + "time": 127.86729073198512, + "param": [ + { + "p": 0.10078827291727066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1723000705242157, + "m": 1.0 + }, + { + "p": 0.031877320259809494, + "m": 1.0 + }, + { + "p": 0.05940423160791397, + "m": 1.0 + }, + { + "p": 0.04451509565114975, + "m": 1.0 + }, + { + "p": 0.050901975482702255, + "m": 1.0 + }, + { + "p": 0.07923698425292969, + "m": 1.0 + }, + { + "p": 0.06308083981275558, + "m": 1.0 + }, + { + "p": 0.10687600821256638, + "m": 1.0 + }, + { + "p": 0.0775337666273117, + "m": 1.0 + }, + { + "p": 0.05943043529987335, + "m": 1.0 + }, + { + "p": 0.13528354465961456, + "m": 1.0 + }, + { + "p": 0.01877136342227459, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.5594100952148438, + "val_loss": 0.9455968141555786, + "acc": 68.21, + "time": 121.17589500499889, + "param": [ + { + "p": 0.10062909871339798, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16936549544334412, + "m": 1.0 + }, + { + "p": 0.02873201295733452, + "m": 1.0 + }, + { + "p": 0.05539967864751816, + "m": 1.0 + }, + { + "p": 0.04886164888739586, + "m": 1.0 + }, + { + "p": 0.04488259553909302, + "m": 1.0 + }, + { + "p": 0.09015574306249619, + "m": 1.0 + }, + { + "p": 0.0644586831331253, + "m": 1.0 + }, + { + "p": 0.10856904089450836, + "m": 1.0 + }, + { + "p": 0.07897339761257172, + "m": 1.0 + }, + { + "p": 0.06705565750598907, + "m": 1.0 + }, + { + "p": 0.12998108565807343, + "m": 1.0 + }, + { + "p": 0.01293583121150732, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.266408920288086, + "val_loss": 0.7841083407402039, + "acc": 67.94, + "time": 122.44002877501771, + "param": [ + { + "p": 0.10901881009340286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1818019598722458, + "m": 1.0 + }, + { + "p": 0.009355681948363781, + "m": 1.0 + }, + { + "p": 0.041952889412641525, + "m": 1.0 + }, + { + "p": 0.04985097423195839, + "m": 1.0 + }, + { + "p": 0.04058310016989708, + "m": 1.0 + }, + { + "p": 0.09786245226860046, + "m": 1.0 + }, + { + "p": 0.058811962604522705, + "m": 1.0 + }, + { + "p": 0.12203553318977356, + "m": 1.0 + }, + { + "p": 0.06965553760528564, + "m": 1.0 + }, + { + "p": 0.07095324248075485, + "m": 1.0 + }, + { + "p": 0.14726513624191284, + "m": 1.0 + }, + { + "p": 0.0008526904857717454, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.3903613090515137, + "val_loss": 0.9605381488800049, + "acc": 68.36, + "time": 121.50133342668414, + "param": [ + { + "p": 0.11454512178897858, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19224010407924652, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028731653466820717, + "m": 1.0 + }, + { + "p": 0.03986836597323418, + "m": 1.0 + }, + { + "p": 0.040156058967113495, + "m": 1.0 + }, + { + "p": 0.09734756499528885, + "m": 1.0 + }, + { + "p": 0.05942321941256523, + "m": 1.0 + }, + { + "p": 0.12988707423210144, + "m": 1.0 + }, + { + "p": 0.06361328810453415, + "m": 1.0 + }, + { + "p": 0.07079549878835678, + "m": 1.0 + }, + { + "p": 0.1633920669555664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.4162408113479614, + "val_loss": 0.9164695143699646, + "acc": 68.51, + "time": 122.94595306599513, + "param": [ + { + "p": 0.12261435389518738, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21059304475784302, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007968402467668056, + "m": 1.0 + }, + { + "p": 0.031058160588145256, + "m": 1.0 + }, + { + "p": 0.03554115816950798, + "m": 1.0 + }, + { + "p": 0.09284575283527374, + "m": 1.0 + }, + { + "p": 0.05319537594914436, + "m": 1.0 + }, + { + "p": 0.1484280377626419, + "m": 1.0 + }, + { + "p": 0.0452178493142128, + "m": 1.0 + }, + { + "p": 0.07209601253271103, + "m": 1.0 + }, + { + "p": 0.18044184148311615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.6604760885238647, + "val_loss": 0.8613876104354858, + "acc": 68.95, + "time": 121.95759152015671, + "param": [ + { + "p": 0.12773877382278442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.224896639585495, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0005332854343578219, + "m": 1.0 + }, + { + "p": 0.020867127925157547, + "m": 1.0 + }, + { + "p": 0.024817971512675285, + "m": 1.0 + }, + { + "p": 0.08270157128572464, + "m": 1.0 + }, + { + "p": 0.057669684290885925, + "m": 1.0 + }, + { + "p": 0.16405078768730164, + "m": 1.0 + }, + { + "p": 0.03694210574030876, + "m": 1.0 + }, + { + "p": 0.06835433095693588, + "m": 1.0 + }, + { + "p": 0.19142775237560272, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.2118771076202393, + "val_loss": 0.7635038495063782, + "acc": 68.72, + "time": 123.76234533917159, + "param": [ + { + "p": 0.13177286088466644, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24329359829425812, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009715350344777107, + "m": 1.0 + }, + { + "p": 0.07626320421695709, + "m": 1.0 + }, + { + "p": 0.06594328582286835, + "m": 1.0 + }, + { + "p": 0.1729772984981537, + "m": 1.0 + }, + { + "p": 0.02980540506541729, + "m": 1.0 + }, + { + "p": 0.060667891055345535, + "m": 1.0 + }, + { + "p": 0.2095610648393631, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.2312660217285156, + "val_loss": 0.9186951518058777, + "acc": 68.3, + "time": 124.66183141293004, + "param": [ + { + "p": 0.13712339103221893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2773076295852661, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06464635580778122, + "m": 1.0 + }, + { + "p": 0.059991929680109024, + "m": 1.0 + }, + { + "p": 0.18362368643283844, + "m": 1.0 + }, + { + "p": 0.002125995932146907, + "m": 1.0 + }, + { + "p": 0.043670110404491425, + "m": 1.0 + }, + { + "p": 0.23151081800460815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.0432660579681396, + "val_loss": 1.018242597579956, + "acc": 67.47, + "time": 135.87844974780455, + "param": [ + { + "p": 0.12983401119709015, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2835186719894409, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009690666571259499, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0003041958261746913, + "m": 1.0 + }, + { + "p": 0.05686640366911888, + "m": 1.0 + }, + { + "p": 0.056831493973731995, + "m": 1.0 + }, + { + "p": 0.18237848579883575, + "m": 1.0 + }, + { + "p": 0.004350864794105291, + "m": 1.0 + }, + { + "p": 0.048002690076828, + "m": 1.0 + }, + { + "p": 0.22822247445583344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.2960379123687744, + "val_loss": 0.9522405862808228, + "acc": 69.94, + "time": 127.38225771533325, + "param": [ + { + "p": 0.1238313838839531, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2847535312175751, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013796676881611347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00025254383217543364, + "m": 1.0 + }, + { + "p": 0.04688110202550888, + "m": 1.0 + }, + { + "p": 0.05708025023341179, + "m": 1.0 + }, + { + "p": 0.1804894655942917, + "m": 1.0 + }, + { + "p": 0.0164931807667017, + "m": 1.0 + }, + { + "p": 0.058905184268951416, + "m": 1.0 + }, + { + "p": 0.2175167202949524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.2760417461395264, + "val_loss": 0.8831705451011658, + "acc": 69.08, + "time": 128.06091757584363, + "param": [ + { + "p": 0.12481804937124252, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.29120466113090515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019919630140066147, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.000522295362316072, + "m": 1.0 + }, + { + "p": 0.02985563315451145, + "m": 1.0 + }, + { + "p": 0.05052925646305084, + "m": 1.0 + }, + { + "p": 0.19638219475746155, + "m": 1.0 + }, + { + "p": 0.01352092158049345, + "m": 1.0 + }, + { + "p": 0.05770600587129593, + "m": 1.0 + }, + { + "p": 0.21554134786128998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.3461759090423584, + "val_loss": 0.9489666819572449, + "acc": 68.85, + "time": 138.85351281706244, + "param": [ + { + "p": 0.12629660964012146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.29607200622558594, + "m": 1.0 + }, + { + "p": 0.003453984623774886, + "m": 1.0 + }, + { + "p": 0.02037537656724453, + "m": 1.0 + }, + { + "p": 0.0005098499241285026, + "m": 1.0 + }, + { + "p": 0.0021267265547066927, + "m": 1.0 + }, + { + "p": 0.022086646407842636, + "m": 1.0 + }, + { + "p": 0.051975786685943604, + "m": 1.0 + }, + { + "p": 0.209880068898201, + "m": 1.0 + }, + { + "p": 0.002343519125133753, + "m": 1.0 + }, + { + "p": 0.06039780005812645, + "m": 1.0 + }, + { + "p": 0.2044815868139267, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.1368640661239624, + "val_loss": 0.7743754982948303, + "acc": 69.33, + "time": 124.89161450788379, + "param": [ + { + "p": 0.13234815001487732, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2845039367675781, + "m": 1.0 + }, + { + "p": 0.016718262806534767, + "m": 1.0 + }, + { + "p": 0.028013058006763458, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0006635230965912342, + "m": 1.0 + }, + { + "p": 0.012711085379123688, + "m": 1.0 + }, + { + "p": 0.060603067278862, + "m": 1.0 + }, + { + "p": 0.19970665872097015, + "m": 1.0 + }, + { + "p": 0.006146408151835203, + "m": 1.0 + }, + { + "p": 0.06236443668603897, + "m": 1.0 + }, + { + "p": 0.19622132182121277, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.3638219833374023, + "val_loss": 0.9154142141342163, + "acc": 69.02, + "time": 135.04714427003637, + "param": [ + { + "p": 0.13926959037780762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.29464563727378845, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02833138033747673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00125845056027174, + "m": 1.0 + }, + { + "p": 0.004326800350099802, + "m": 1.0 + }, + { + "p": 0.05892593413591385, + "m": 1.0 + }, + { + "p": 0.20046792924404144, + "m": 1.0 + }, + { + "p": 0.005482467357069254, + "m": 1.0 + }, + { + "p": 0.06839007139205933, + "m": 1.0 + }, + { + "p": 0.19890174269676208, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.1857203245162964, + "val_loss": 0.8253463506698608, + "acc": 68.82, + "time": 129.84425752190873, + "param": [ + { + "p": 0.1482989639043808, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.31991782784461975, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007195671554654837, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04762456193566322, + "m": 1.0 + }, + { + "p": 0.20617401599884033, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.061088889837265015, + "m": 1.0 + }, + { + "p": 0.2097000777721405, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.157898187637329, + "val_loss": 0.9162378907203674, + "acc": 68.85, + "time": 122.23751931311563, + "param": [ + { + "p": 0.14759992063045502, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3296404778957367, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0021720293443650007, + "m": 1.0 + }, + { + "p": 0.048387061804533005, + "m": 1.0 + }, + { + "p": 0.20818965137004852, + "m": 1.0 + }, + { + "p": 0.005931138060986996, + "m": 1.0 + }, + { + "p": 0.050191305577754974, + "m": 1.0 + }, + { + "p": 0.2078884392976761, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.9139315485954285, + "val_loss": 0.9937487840652466, + "acc": 68.64, + "time": 123.35476190131158, + "param": [ + { + "p": 0.1417711228132248, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3077322840690613, + "m": 1.0 + }, + { + "p": 0.00521274097263813, + "m": 1.0 + }, + { + "p": 0.005651662591844797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005544138140976429, + "m": 1.0 + }, + { + "p": 0.01762186363339424, + "m": 1.0 + }, + { + "p": 0.05367555096745491, + "m": 1.0 + }, + { + "p": 0.19788120687007904, + "m": 1.0 + }, + { + "p": 0.017371371388435364, + "m": 1.0 + }, + { + "p": 0.052597884088754654, + "m": 1.0 + }, + { + "p": 0.19494013488292694, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.312770962715149, + "val_loss": 0.8353157043457031, + "acc": 68.74, + "time": 123.25834997091442, + "param": [ + { + "p": 0.13898798823356628, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30313220620155334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009793464094400406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00706661818549037, + "m": 1.0 + }, + { + "p": 0.030937403440475464, + "m": 1.0 + }, + { + "p": 0.04163392260670662, + "m": 1.0 + }, + { + "p": 0.18953758478164673, + "m": 1.0 + }, + { + "p": 0.026999318972229958, + "m": 1.0 + }, + { + "p": 0.0601021833717823, + "m": 1.0 + }, + { + "p": 0.19180932641029358, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.9225159287452698, + "val_loss": 0.8479903936386108, + "acc": 67.94, + "time": 123.11607083212584, + "param": [ + { + "p": 0.13291051983833313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.31263288855552673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006432647351175547, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042060017585754395, + "m": 1.0 + }, + { + "p": 0.026336023584008217, + "m": 1.0 + }, + { + "p": 0.18652302026748657, + "m": 1.0 + }, + { + "p": 0.027347784489393234, + "m": 1.0 + }, + { + "p": 0.06998113542795181, + "m": 1.0 + }, + { + "p": 0.19577597081661224, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.068559169769287, + "val_loss": 0.8896278142929077, + "acc": 68.86, + "time": 133.0266862991266, + "param": [ + { + "p": 0.13220633566379547, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3437839150428772, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.034195177257061005, + "m": 1.0 + }, + { + "p": 0.02206438034772873, + "m": 1.0 + }, + { + "p": 0.1841261237859726, + "m": 1.0 + }, + { + "p": 0.010609705932438374, + "m": 1.0 + }, + { + "p": 0.06721831113100052, + "m": 1.0 + }, + { + "p": 0.20579616725444794, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.314538836479187, + "val_loss": 0.7613689303398132, + "acc": 70.05, + "time": 127.4629823192954, + "param": [ + { + "p": 0.12842442095279694, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.34279802441596985, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0016361806774511933, + "m": 1.0 + }, + { + "p": 0.0013056093594059348, + "m": 1.0 + }, + { + "p": 0.002089886227622628, + "m": 1.0 + }, + { + "p": 0.035516392439603806, + "m": 1.0 + }, + { + "p": 0.03668183460831642, + "m": 1.0 + }, + { + "p": 0.17614489793777466, + "m": 1.0 + }, + { + "p": 0.002881747903302312, + "m": 1.0 + }, + { + "p": 0.060987234115600586, + "m": 1.0 + }, + { + "p": 0.21153376996517181, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.076663613319397, + "val_loss": 0.8334664702415466, + "acc": 69.44, + "time": 120.62033818475902, + "param": [ + { + "p": 0.13711433112621307, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.33476483821868896, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001105381059460342, + "m": 1.0 + }, + { + "p": 0.001715540187433362, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.038720857352018356, + "m": 1.0 + }, + { + "p": 0.04167025163769722, + "m": 1.0 + }, + { + "p": 0.1694355010986328, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0588313452899456, + "m": 1.0 + }, + { + "p": 0.21664191782474518, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.2890549898147583, + "val_loss": 0.9280623197555542, + "acc": 69.39, + "time": 125.03291885508224, + "param": [ + { + "p": 0.13956856727600098, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.34007325768470764, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020267566666007042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033774979412555695, + "m": 1.0 + }, + { + "p": 0.03742873668670654, + "m": 1.0 + }, + { + "p": 0.15550491213798523, + "m": 1.0 + }, + { + "p": 0.00276688439771533, + "m": 1.0 + }, + { + "p": 0.05695135146379471, + "m": 1.0 + }, + { + "p": 0.213352769613266, + "m": 1.0 + }, + { + "p": 0.0003109291719738394, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.2027298212051392, + "val_loss": 0.7920694351196289, + "acc": 70.01, + "time": 132.55083231069148, + "param": [ + { + "p": 0.12881344556808472, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.33489590883255005, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04433485120534897, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03944156691431999, + "m": 1.0 + }, + { + "p": 0.028586633503437042, + "m": 1.0 + }, + { + "p": 0.14263497292995453, + "m": 1.0 + }, + { + "p": 0.01172695029526949, + "m": 1.0 + }, + { + "p": 0.055824242532253265, + "m": 1.0 + }, + { + "p": 0.21374139189720154, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.1309945583343506, + "val_loss": 0.8676557540893555, + "acc": 70.31, + "time": 123.17980590602383, + "param": [ + { + "p": 0.1201806366443634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.32012939453125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06012440100312233, + "m": 1.0 + }, + { + "p": 0.004376772325485945, + "m": 1.0 + }, + { + "p": 0.04532628878951073, + "m": 1.0 + }, + { + "p": 0.017770254984498024, + "m": 1.0 + }, + { + "p": 0.13062532246112823, + "m": 1.0 + }, + { + "p": 0.025202389806509018, + "m": 1.0 + }, + { + "p": 0.06161821261048317, + "m": 1.0 + }, + { + "p": 0.21464630961418152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.2402369976043701, + "val_loss": 0.9648913741111755, + "acc": 69.33, + "time": 134.93229373218492, + "param": [ + { + "p": 0.11083322763442993, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3106330931186676, + "m": 1.0 + }, + { + "p": 0.0032041887752711773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05501735582947731, + "m": 1.0 + }, + { + "p": 0.013466615229845047, + "m": 1.0 + }, + { + "p": 0.049911756068468094, + "m": 1.0 + }, + { + "p": 0.020737268030643463, + "m": 1.0 + }, + { + "p": 0.11670660227537155, + "m": 1.0 + }, + { + "p": 0.023766903206706047, + "m": 1.0 + }, + { + "p": 0.08090037107467651, + "m": 1.0 + }, + { + "p": 0.21482257544994354, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.396290898323059, + "val_loss": 0.7377505302429199, + "acc": 69.36, + "time": 128.60740767791867, + "param": [ + { + "p": 0.10953043401241302, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30858179926872253, + "m": 1.0 + }, + { + "p": 2.4686120013939217e-05, + "m": 1.0 + }, + { + "p": 0.0010411994298920035, + "m": 1.0 + }, + { + "p": 0.04588378593325615, + "m": 1.0 + }, + { + "p": 0.017621194943785667, + "m": 1.0 + }, + { + "p": 0.04511485621333122, + "m": 1.0 + }, + { + "p": 0.015788933262228966, + "m": 1.0 + }, + { + "p": 0.11778447031974792, + "m": 1.0 + }, + { + "p": 0.024142464622855186, + "m": 1.0 + }, + { + "p": 0.09302574396133423, + "m": 1.0 + }, + { + "p": 0.2214604616165161, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.4635833501815796, + "val_loss": 0.9275380373001099, + "acc": 69.65, + "time": 120.8366492097266, + "param": [ + { + "p": 0.10905727744102478, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2969728410243988, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007212752941995859, + "m": 1.0 + }, + { + "p": 0.03318462893366814, + "m": 1.0 + }, + { + "p": 0.029544418677687645, + "m": 1.0 + }, + { + "p": 0.04181932657957077, + "m": 1.0 + }, + { + "p": 0.013243285939097404, + "m": 1.0 + }, + { + "p": 0.12441018968820572, + "m": 1.0 + }, + { + "p": 0.02459084615111351, + "m": 1.0 + }, + { + "p": 0.10781718790531158, + "m": 1.0 + }, + { + "p": 0.21214726567268372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.311096429824829, + "val_loss": 0.8626075387001038, + "acc": 69.52, + "time": 130.32632185518742, + "param": [ + { + "p": 0.11833629012107849, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28677770495414734, + "m": 1.0 + }, + { + "p": 0.0013840930769219995, + "m": 1.0 + }, + { + "p": 0.0071725258603692055, + "m": 1.0 + }, + { + "p": 0.019660132005810738, + "m": 1.0 + }, + { + "p": 0.04176688939332962, + "m": 1.0 + }, + { + "p": 0.04341724514961243, + "m": 1.0 + }, + { + "p": 0.014293485321104527, + "m": 1.0 + }, + { + "p": 0.12204770743846893, + "m": 1.0 + }, + { + "p": 0.024547109380364418, + "m": 1.0 + }, + { + "p": 0.11725261062383652, + "m": 1.0 + }, + { + "p": 0.2018459439277649, + "m": 1.0 + }, + { + "p": 0.0014982670545578003, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.400640845298767, + "val_loss": 0.8874784111976624, + "acc": 69.88, + "time": 136.33787745889276, + "param": [ + { + "p": 0.1200752854347229, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2889695167541504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01559510175138712, + "m": 1.0 + }, + { + "p": 0.047209229320287704, + "m": 1.0 + }, + { + "p": 0.04122255742549896, + "m": 1.0 + }, + { + "p": 0.013835121877491474, + "m": 1.0 + }, + { + "p": 0.12597620487213135, + "m": 1.0 + }, + { + "p": 0.02610398828983307, + "m": 1.0 + }, + { + "p": 0.1283998042345047, + "m": 1.0 + }, + { + "p": 0.19261310994625092, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.1371363401412964, + "val_loss": 1.0026733875274658, + "acc": 71.1, + "time": 130.77122976910323, + "param": [ + { + "p": 0.11069853603839874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2780502736568451, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0017902376130223274, + "m": 1.0 + }, + { + "p": 0.025425264611840248, + "m": 1.0 + }, + { + "p": 0.04651188105344772, + "m": 1.0 + }, + { + "p": 0.05458298698067665, + "m": 1.0 + }, + { + "p": 0.010283679701387882, + "m": 1.0 + }, + { + "p": 0.13374173641204834, + "m": 1.0 + }, + { + "p": 0.02930450066924095, + "m": 1.0 + }, + { + "p": 0.13333548605442047, + "m": 1.0 + }, + { + "p": 0.17627544701099396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.1620210409164429, + "val_loss": 0.9946522116661072, + "acc": 70.52, + "time": 132.5367180700414, + "param": [ + { + "p": 0.11529853194952011, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2897220551967621, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.029285915195941925, + "m": 1.0 + }, + { + "p": 0.03872416913509369, + "m": 1.0 + }, + { + "p": 0.04952294006943703, + "m": 1.0 + }, + { + "p": 0.013059920631349087, + "m": 1.0 + }, + { + "p": 0.13319893181324005, + "m": 1.0 + }, + { + "p": 0.010556400753557682, + "m": 1.0 + }, + { + "p": 0.1403798758983612, + "m": 1.0 + }, + { + "p": 0.18025130033493042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.051438808441162, + "val_loss": 0.931426465511322, + "acc": 71.28, + "time": 131.58705563191324, + "param": [ + { + "p": 0.13564062118530273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.35650503635406494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0028950730338692665, + "m": 1.0 + }, + { + "p": 0.004495012108236551, + "m": 1.0 + }, + { + "p": 0.003950186539441347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1341933161020279, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15335869789123535, + "m": 1.0 + }, + { + "p": 0.2089620977640152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.2709712982177734, + "val_loss": 0.9358201026916504, + "acc": 70.01, + "time": 122.29846145026386, + "param": [ + { + "p": 0.13527294993400574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3597787618637085, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009662818047218025, + "m": 1.0 + }, + { + "p": 0.010903940536081791, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011131043545901775, + "m": 1.0 + }, + { + "p": 0.12488946318626404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14062966406345367, + "m": 1.0 + }, + { + "p": 0.21642792224884033, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.0684585571289062, + "val_loss": 0.9509907960891724, + "acc": 68.44, + "time": 121.04805610282347, + "param": [ + { + "p": 0.12918230891227722, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.34724345803260803, + "m": 1.0 + }, + { + "p": 0.0014483424602076411, + "m": 1.0 + }, + { + "p": 0.006343275774270296, + "m": 1.0 + }, + { + "p": 0.0241092462092638, + "m": 1.0 + }, + { + "p": 0.0005884413840249181, + "m": 1.0 + }, + { + "p": 0.000631956325378269, + "m": 1.0 + }, + { + "p": 0.030873479321599007, + "m": 1.0 + }, + { + "p": 0.11204145848751068, + "m": 1.0 + }, + { + "p": 0.001918057445436716, + "m": 1.0 + }, + { + "p": 0.1263129711151123, + "m": 1.0 + }, + { + "p": 0.21930696070194244, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.1451829671859741, + "val_loss": 0.7535748481750488, + "acc": 71.32, + "time": 124.54148523090407, + "param": [ + { + "p": 0.12360452860593796, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3450761139392853, + "m": 1.0 + }, + { + "p": 0.002776805078610778, + "m": 1.0 + }, + { + "p": 0.006057353224605322, + "m": 1.0 + }, + { + "p": 0.029452204704284668, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04164639860391617, + "m": 1.0 + }, + { + "p": 0.09731432795524597, + "m": 1.0 + }, + { + "p": 0.010969612747430801, + "m": 1.0 + }, + { + "p": 0.11774281412363052, + "m": 1.0 + }, + { + "p": 0.22535981237888336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.00052011013031, + "val_loss": 0.8598339557647705, + "acc": 70.44, + "time": 121.02343641594052, + "param": [ + { + "p": 0.12822067737579346, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3471556305885315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024138186126947403, + "m": 1.0 + }, + { + "p": 0.0057276408188045025, + "m": 1.0 + }, + { + "p": 0.0030186129733920097, + "m": 1.0 + }, + { + "p": 0.04685670882463455, + "m": 1.0 + }, + { + "p": 0.09649389982223511, + "m": 1.0 + }, + { + "p": 0.006621536798775196, + "m": 1.0 + }, + { + "p": 0.11263270676136017, + "m": 1.0 + }, + { + "p": 0.2291344553232193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.0325881242752075, + "val_loss": 0.7718834280967712, + "acc": 71.1, + "time": 123.34600345464423, + "param": [ + { + "p": 0.12824828922748566, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.36888206005096436, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006031052675098181, + "m": 1.0 + }, + { + "p": 0.002277001738548279, + "m": 1.0 + }, + { + "p": 0.0038541783578693867, + "m": 1.0 + }, + { + "p": 0.05602368712425232, + "m": 1.0 + }, + { + "p": 0.10044153034687042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10038893669843674, + "m": 1.0 + }, + { + "p": 0.23385325074195862, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.3498826026916504, + "val_loss": 0.870931088924408, + "acc": 70.19, + "time": 124.64699892280623, + "param": [ + { + "p": 0.12811307609081268, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.35415735840797424, + "m": 1.0 + }, + { + "p": 0.003618350951001048, + "m": 1.0 + }, + { + "p": 0.0033168396912515163, + "m": 1.0 + }, + { + "p": 0.012873020023107529, + "m": 1.0 + }, + { + "p": 0.006874842569231987, + "m": 1.0 + }, + { + "p": 0.00013797527935821563, + "m": 1.0 + }, + { + "p": 0.06190601363778114, + "m": 1.0 + }, + { + "p": 0.1047772690653801, + "m": 1.0 + }, + { + "p": 0.009502767585217953, + "m": 1.0 + }, + { + "p": 0.09538038820028305, + "m": 1.0 + }, + { + "p": 0.21934212744235992, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.2501988410949707, + "val_loss": 0.7396705150604248, + "acc": 70.93, + "time": 131.34076341614127, + "param": [ + { + "p": 0.11841946840286255, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3731372654438019, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016193553805351257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.051703400909900665, + "m": 1.0 + }, + { + "p": 0.1074184700846672, + "m": 1.0 + }, + { + "p": 0.005533656105399132, + "m": 1.0 + }, + { + "p": 0.09102056175470352, + "m": 1.0 + }, + { + "p": 0.23657351732254028, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.2015116214752197, + "val_loss": 0.9245510101318359, + "acc": 71.05, + "time": 125.21875374997035, + "param": [ + { + "p": 0.10962696373462677, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.37052103877067566, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00363056268543005, + "m": 1.0 + }, + { + "p": 0.02044966071844101, + "m": 1.0 + }, + { + "p": 0.006012881174683571, + "m": 1.0 + }, + { + "p": 0.0062038106843829155, + "m": 1.0 + }, + { + "p": 0.04753027856349945, + "m": 1.0 + }, + { + "p": 0.11342573910951614, + "m": 1.0 + }, + { + "p": 0.005766951944679022, + "m": 1.0 + }, + { + "p": 0.07904430478811264, + "m": 1.0 + }, + { + "p": 0.2375185787677765, + "m": 1.0 + }, + { + "p": 0.0002693069982342422, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.427477240562439, + "val_loss": 0.6410303711891174, + "acc": 71.16, + "time": 127.08350120997056, + "param": [ + { + "p": 0.0997544527053833, + "m": 1.0 + }, + { + "p": 0.001783709041774273, + "m": 1.0 + }, + { + "p": 0.31446316838264465, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012712346389889717, + "m": 1.0 + }, + { + "p": 0.03397494927048683, + "m": 1.0 + }, + { + "p": 0.02524205856025219, + "m": 1.0 + }, + { + "p": 0.0266068484634161, + "m": 1.0 + }, + { + "p": 0.05391966924071312, + "m": 1.0 + }, + { + "p": 0.1060464084148407, + "m": 1.0 + }, + { + "p": 0.0225170087069273, + "m": 1.0 + }, + { + "p": 0.07460866868495941, + "m": 1.0 + }, + { + "p": 0.2186405211687088, + "m": 1.0 + }, + { + "p": 0.009730089455842972, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.2100287675857544, + "val_loss": 0.864457368850708, + "acc": 72.15, + "time": 134.1400563167408, + "param": [ + { + "p": 0.09586921334266663, + "m": 1.0 + }, + { + "p": 0.0006746557774022222, + "m": 1.0 + }, + { + "p": 0.24767400324344635, + "m": 1.0 + }, + { + "p": 0.004645286127924919, + "m": 1.0 + }, + { + "p": 0.0341377854347229, + "m": 1.0 + }, + { + "p": 0.041849225759506226, + "m": 1.0 + }, + { + "p": 0.03115726262331009, + "m": 1.0 + }, + { + "p": 0.04881846159696579, + "m": 1.0 + }, + { + "p": 0.06241988390684128, + "m": 1.0 + }, + { + "p": 0.09916035830974579, + "m": 1.0 + }, + { + "p": 0.05029567331075668, + "m": 1.0 + }, + { + "p": 0.072261743247509, + "m": 1.0 + }, + { + "p": 0.1888415515422821, + "m": 1.0 + }, + { + "p": 0.022194979712367058, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.1943130493164062, + "val_loss": 0.8881843090057373, + "acc": 71.78, + "time": 132.2070541116409, + "param": [ + { + "p": 0.09612638503313065, + "m": 1.0 + }, + { + "p": 0.009755278937518597, + "m": 1.0 + }, + { + "p": 0.17325687408447266, + "m": 1.0 + }, + { + "p": 0.029987651854753494, + "m": 1.0 + }, + { + "p": 0.051682811230421066, + "m": 1.0 + }, + { + "p": 0.050529975444078445, + "m": 1.0 + }, + { + "p": 0.04577464237809181, + "m": 1.0 + }, + { + "p": 0.0725703164935112, + "m": 1.0 + }, + { + "p": 0.06163865327835083, + "m": 1.0 + }, + { + "p": 0.08888136595487595, + "m": 1.0 + }, + { + "p": 0.073902927339077, + "m": 1.0 + }, + { + "p": 0.0723961740732193, + "m": 1.0 + }, + { + "p": 0.1464805155992508, + "m": 1.0 + }, + { + "p": 0.027016418054699898, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.3343371152877808, + "val_loss": 0.844132125377655, + "acc": 71.25, + "time": 132.37206069985405, + "param": [ + { + "p": 0.10566946119070053, + "m": 1.0 + }, + { + "p": 0.0030313353054225445, + "m": 1.0 + }, + { + "p": 0.15353071689605713, + "m": 1.0 + }, + { + "p": 0.03782146796584129, + "m": 1.0 + }, + { + "p": 0.05870068445801735, + "m": 1.0 + }, + { + "p": 0.053564347326755524, + "m": 1.0 + }, + { + "p": 0.04845369979739189, + "m": 1.0 + }, + { + "p": 0.08222836256027222, + "m": 1.0 + }, + { + "p": 0.06621308624744415, + "m": 1.0 + }, + { + "p": 0.08918169140815735, + "m": 1.0 + }, + { + "p": 0.07815845310688019, + "m": 1.0 + }, + { + "p": 0.0756012499332428, + "m": 1.0 + }, + { + "p": 0.1341792792081833, + "m": 1.0 + }, + { + "p": 0.01366626936942339, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.2585492134094238, + "val_loss": 0.8737853169441223, + "acc": 70.9, + "time": 128.68409925932065, + "param": [ + { + "p": 0.12334772944450378, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15149278938770294, + "m": 1.0 + }, + { + "p": 0.03540586307644844, + "m": 1.0 + }, + { + "p": 0.05186755955219269, + "m": 1.0 + }, + { + "p": 0.0589924119412899, + "m": 1.0 + }, + { + "p": 0.055092111229896545, + "m": 1.0 + }, + { + "p": 0.08453573286533356, + "m": 1.0 + }, + { + "p": 0.06975146383047104, + "m": 1.0 + }, + { + "p": 0.0813906118273735, + "m": 1.0 + }, + { + "p": 0.07547765225172043, + "m": 1.0 + }, + { + "p": 0.08607050776481628, + "m": 1.0 + }, + { + "p": 0.11885103583335876, + "m": 1.0 + }, + { + "p": 0.007724601775407791, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.2215194702148438, + "val_loss": 0.8836832642555237, + "acc": 70.81, + "time": 122.68889938294888, + "param": [ + { + "p": 0.14203454554080963, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15556849539279938, + "m": 1.0 + }, + { + "p": 0.022693894803524017, + "m": 1.0 + }, + { + "p": 0.048113103955984116, + "m": 1.0 + }, + { + "p": 0.07374487072229385, + "m": 1.0 + }, + { + "p": 0.05281325429677963, + "m": 1.0 + }, + { + "p": 0.08804493397474289, + "m": 1.0 + }, + { + "p": 0.06887312233448029, + "m": 1.0 + }, + { + "p": 0.06793086975812912, + "m": 1.0 + }, + { + "p": 0.07883387058973312, + "m": 1.0 + }, + { + "p": 0.0913330689072609, + "m": 1.0 + }, + { + "p": 0.11001592874526978, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.236722707748413, + "val_loss": 0.8616491556167603, + "acc": 70.21, + "time": 121.01045221509412, + "param": [ + { + "p": 0.14868851006031036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15860648453235626, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04845697060227394, + "m": 1.0 + }, + { + "p": 0.08274438232183456, + "m": 1.0 + }, + { + "p": 0.06679343432188034, + "m": 1.0 + }, + { + "p": 0.07737239450216293, + "m": 1.0 + }, + { + "p": 0.06693974882364273, + "m": 1.0 + }, + { + "p": 0.06694555282592773, + "m": 1.0 + }, + { + "p": 0.08087664097547531, + "m": 1.0 + }, + { + "p": 0.09622413665056229, + "m": 1.0 + }, + { + "p": 0.1063518151640892, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.2263741493225098, + "val_loss": 0.7812772393226624, + "acc": 71.5, + "time": 121.24820761010051, + "param": [ + { + "p": 0.1506899744272232, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1605774164199829, + "m": 1.0 + }, + { + "p": 0.001044004107825458, + "m": 1.0 + }, + { + "p": 0.03547697514295578, + "m": 1.0 + }, + { + "p": 0.06974373757839203, + "m": 1.0 + }, + { + "p": 0.08115702867507935, + "m": 1.0 + }, + { + "p": 0.05916697531938553, + "m": 1.0 + }, + { + "p": 0.07191814482212067, + "m": 1.0 + }, + { + "p": 0.0697900801897049, + "m": 1.0 + }, + { + "p": 0.08612623065710068, + "m": 1.0 + }, + { + "p": 0.10288471728563309, + "m": 1.0 + }, + { + "p": 0.11142469197511673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.0086172819137573, + "val_loss": 0.8647961616516113, + "acc": 70.6, + "time": 121.03869295725599, + "param": [ + { + "p": 0.16680625081062317, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1677173227071762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06248478591442108, + "m": 1.0 + }, + { + "p": 0.08641722053289413, + "m": 1.0 + }, + { + "p": 0.05776001885533333, + "m": 1.0 + }, + { + "p": 0.07676911354064941, + "m": 1.0 + }, + { + "p": 0.06270472705364227, + "m": 1.0 + }, + { + "p": 0.08207665383815765, + "m": 1.0 + }, + { + "p": 0.11617986112833023, + "m": 1.0 + }, + { + "p": 0.12108396738767624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.1578288078308105, + "val_loss": 0.7491322755813599, + "acc": 72.07, + "time": 120.56501805689186, + "param": [ + { + "p": 0.18811668455600739, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1739598512649536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05409402400255203, + "m": 1.0 + }, + { + "p": 0.08246088773012161, + "m": 1.0 + }, + { + "p": 0.05001765862107277, + "m": 1.0 + }, + { + "p": 0.09538786113262177, + "m": 1.0 + }, + { + "p": 0.03694574534893036, + "m": 1.0 + }, + { + "p": 0.07357446104288101, + "m": 1.0 + }, + { + "p": 0.12200409919023514, + "m": 1.0 + }, + { + "p": 0.12343868613243103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.0339744091033936, + "val_loss": 0.7161645293235779, + "acc": 70.85, + "time": 122.55822949903086, + "param": [ + { + "p": 0.19997255504131317, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18247659504413605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052368152886629105, + "m": 1.0 + }, + { + "p": 0.07016842067241669, + "m": 1.0 + }, + { + "p": 0.03876759856939316, + "m": 1.0 + }, + { + "p": 0.10596846044063568, + "m": 1.0 + }, + { + "p": 0.032121166586875916, + "m": 1.0 + }, + { + "p": 0.06772515922784805, + "m": 1.0 + }, + { + "p": 0.11971674859523773, + "m": 1.0 + }, + { + "p": 0.13071520626544952, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.9802382588386536, + "val_loss": 0.7743090391159058, + "acc": 71.31, + "time": 122.91755087580532, + "param": [ + { + "p": 0.21457132697105408, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19074632227420807, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050663914531469345, + "m": 1.0 + }, + { + "p": 0.06158016249537468, + "m": 1.0 + }, + { + "p": 0.03929731994867325, + "m": 1.0 + }, + { + "p": 0.10915318131446838, + "m": 1.0 + }, + { + "p": 0.01797427050769329, + "m": 1.0 + }, + { + "p": 0.060593150556087494, + "m": 1.0 + }, + { + "p": 0.11073100566864014, + "m": 1.0 + }, + { + "p": 0.1446894109249115, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.2255146503448486, + "val_loss": 0.810818076133728, + "acc": 72.67, + "time": 122.51958356285468, + "param": [ + { + "p": 0.23767325282096863, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20705686509609222, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04773050174117088, + "m": 1.0 + }, + { + "p": 0.0597352497279644, + "m": 1.0 + }, + { + "p": 0.03535839170217514, + "m": 1.0 + }, + { + "p": 0.1178119108080864, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04489873722195625, + "m": 1.0 + }, + { + "p": 0.0980193093419075, + "m": 1.0 + }, + { + "p": 0.1517157405614853, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.2680566310882568, + "val_loss": 0.847173810005188, + "acc": 70.94, + "time": 126.72009511385113, + "param": [ + { + "p": 0.26517343521118164, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21799661219120026, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0448041632771492, + "m": 1.0 + }, + { + "p": 0.05871925130486488, + "m": 1.0 + }, + { + "p": 0.02202717214822769, + "m": 1.0 + }, + { + "p": 0.12147841602563858, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024723205715417862, + "m": 1.0 + }, + { + "p": 0.08393517881631851, + "m": 1.0 + }, + { + "p": 0.16057482361793518, + "m": 1.0 + }, + { + "p": 0.0005677242297679186, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.4258569478988647, + "val_loss": 0.7573548555374146, + "acc": 71.64, + "time": 124.6700130701065, + "param": [ + { + "p": 0.2931705415248871, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2271871268749237, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050270527601242065, + "m": 1.0 + }, + { + "p": 0.049980949610471725, + "m": 1.0 + }, + { + "p": 0.00796428695321083, + "m": 1.0 + }, + { + "p": 0.11897691339254379, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07157348096370697, + "m": 1.0 + }, + { + "p": 0.17818133533000946, + "m": 1.0 + }, + { + "p": 0.0026948177255690098, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.1799492835998535, + "val_loss": 0.7285522818565369, + "acc": 72.07, + "time": 129.9690798711963, + "param": [ + { + "p": 0.2767895460128784, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2083551436662674, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0014146817848086357, + "m": 1.0 + }, + { + "p": 0.05737025663256645, + "m": 1.0 + }, + { + "p": 0.04589245095849037, + "m": 1.0 + }, + { + "p": 0.01737401820719242, + "m": 1.0 + }, + { + "p": 0.10875941812992096, + "m": 1.0 + }, + { + "p": 0.012190251611173153, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07416316866874695, + "m": 1.0 + }, + { + "p": 0.18057259917259216, + "m": 1.0 + }, + { + "p": 0.01711857132613659, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.9017696976661682, + "val_loss": 0.7969261407852173, + "acc": 71.84, + "time": 120.93330078478903, + "param": [ + { + "p": 0.2698352336883545, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19775789976119995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0005201418534852564, + "m": 1.0 + }, + { + "p": 0.06966975331306458, + "m": 1.0 + }, + { + "p": 0.04423141106963158, + "m": 1.0 + }, + { + "p": 0.015838300809264183, + "m": 1.0 + }, + { + "p": 0.10627612471580505, + "m": 1.0 + }, + { + "p": 0.017096271738409996, + "m": 1.0 + }, + { + "p": 5.813343159388751e-05, + "m": 1.0 + }, + { + "p": 0.0813291072845459, + "m": 1.0 + }, + { + "p": 0.18120385706424713, + "m": 1.0 + }, + { + "p": 0.016183728352189064, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.3609992265701294, + "val_loss": 0.7168451547622681, + "acc": 71.98, + "time": 123.88307786406949, + "param": [ + { + "p": 0.2744545042514801, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19671118259429932, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06884533166885376, + "m": 1.0 + }, + { + "p": 0.031354017555713654, + "m": 1.0 + }, + { + "p": 0.0160873644053936, + "m": 1.0 + }, + { + "p": 0.10247989743947983, + "m": 1.0 + }, + { + "p": 0.014705433510243893, + "m": 1.0 + }, + { + "p": 0.005029220599681139, + "m": 1.0 + }, + { + "p": 0.09205112606287003, + "m": 1.0 + }, + { + "p": 0.19062434136867523, + "m": 1.0 + }, + { + "p": 0.007657583802938461, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.1720919609069824, + "val_loss": 0.7166736125946045, + "acc": 72.65, + "time": 122.259566036053, + "param": [ + { + "p": 0.2795562744140625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19629153609275818, + "m": 1.0 + }, + { + "p": 0.001082287635654211, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07228595018386841, + "m": 1.0 + }, + { + "p": 0.0177881121635437, + "m": 1.0 + }, + { + "p": 0.013436502777040005, + "m": 1.0 + }, + { + "p": 0.09578993171453476, + "m": 1.0 + }, + { + "p": 0.012331673875451088, + "m": 1.0 + }, + { + "p": 0.011008457280695438, + "m": 1.0 + }, + { + "p": 0.10160791873931885, + "m": 1.0 + }, + { + "p": 0.19882138073444366, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.0343893766403198, + "val_loss": 0.8893531560897827, + "acc": 71.49, + "time": 127.10265787923709, + "param": [ + { + "p": 0.23489025235176086, + "m": 1.0 + }, + { + "p": 0.002141479169949889, + "m": 1.0 + }, + { + "p": 0.16935254633426666, + "m": 1.0 + }, + { + "p": 0.020824316889047623, + "m": 1.0 + }, + { + "p": 0.00875712651759386, + "m": 1.0 + }, + { + "p": 0.0725775808095932, + "m": 1.0 + }, + { + "p": 0.025548230856657028, + "m": 1.0 + }, + { + "p": 0.031363677233457565, + "m": 1.0 + }, + { + "p": 0.09757731109857559, + "m": 1.0 + }, + { + "p": 0.03132622689008713, + "m": 1.0 + }, + { + "p": 0.022961881011724472, + "m": 1.0 + }, + { + "p": 0.09864401072263718, + "m": 1.0 + }, + { + "p": 0.16594348847866058, + "m": 1.0 + }, + { + "p": 0.018091892823576927, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.1201307773590088, + "val_loss": 0.6745595932006836, + "acc": 72.94, + "time": 135.78283081762493, + "param": [ + { + "p": 0.2318972647190094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.172781303524971, + "m": 1.0 + }, + { + "p": 0.029010074213147163, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07279854267835617, + "m": 1.0 + }, + { + "p": 0.020268481224775314, + "m": 1.0 + }, + { + "p": 0.03936875984072685, + "m": 1.0 + }, + { + "p": 0.11097577214241028, + "m": 1.0 + }, + { + "p": 0.03377394750714302, + "m": 1.0 + }, + { + "p": 0.02557055652141571, + "m": 1.0 + }, + { + "p": 0.08453693985939026, + "m": 1.0 + }, + { + "p": 0.16496187448501587, + "m": 1.0 + }, + { + "p": 0.014056434854865074, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.210418939590454, + "val_loss": 0.8099231719970703, + "acc": 72.92, + "time": 134.570859557949, + "param": [ + { + "p": 0.22965413331985474, + "m": 1.0 + }, + { + "p": 0.0006941732717677951, + "m": 1.0 + }, + { + "p": 0.1683981567621231, + "m": 1.0 + }, + { + "p": 0.03377796709537506, + "m": 1.0 + }, + { + "p": 0.008513422682881355, + "m": 1.0 + }, + { + "p": 0.07094389200210571, + "m": 1.0 + }, + { + "p": 0.01796846278011799, + "m": 1.0 + }, + { + "p": 0.0401688888669014, + "m": 1.0 + }, + { + "p": 0.10596670210361481, + "m": 1.0 + }, + { + "p": 0.02671135775744915, + "m": 1.0 + }, + { + "p": 0.03429111838340759, + "m": 1.0 + }, + { + "p": 0.0847756490111351, + "m": 1.0 + }, + { + "p": 0.16612066328525543, + "m": 1.0 + }, + { + "p": 0.012015456333756447, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.9851405620574951, + "val_loss": 0.737439751625061, + "acc": 72.14, + "time": 136.50603592209518, + "param": [ + { + "p": 0.21140816807746887, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16435880959033966, + "m": 1.0 + }, + { + "p": 0.03871176391839981, + "m": 1.0 + }, + { + "p": 0.006581009365618229, + "m": 1.0 + }, + { + "p": 0.07339628785848618, + "m": 1.0 + }, + { + "p": 0.01882174424827099, + "m": 1.0 + }, + { + "p": 0.04985034093260765, + "m": 1.0 + }, + { + "p": 0.09941781312227249, + "m": 1.0 + }, + { + "p": 0.027447840198874474, + "m": 1.0 + }, + { + "p": 0.04153021052479744, + "m": 1.0 + }, + { + "p": 0.09227422624826431, + "m": 1.0 + }, + { + "p": 0.15399710834026337, + "m": 1.0 + }, + { + "p": 0.022204704582691193, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.2977954149246216, + "val_loss": 0.8178536295890808, + "acc": 72.11, + "time": 125.35426333826035, + "param": [ + { + "p": 0.21971681714057922, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17954689264297485, + "m": 1.0 + }, + { + "p": 0.02445455826818943, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07235418260097504, + "m": 1.0 + }, + { + "p": 0.018340999260544777, + "m": 1.0 + }, + { + "p": 0.05327211320400238, + "m": 1.0 + }, + { + "p": 0.10151184350252151, + "m": 1.0 + }, + { + "p": 0.026368997991085052, + "m": 1.0 + }, + { + "p": 0.0393056757748127, + "m": 1.0 + }, + { + "p": 0.09222857654094696, + "m": 1.0 + }, + { + "p": 0.15451680123806, + "m": 1.0 + }, + { + "p": 0.018382597714662552, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.152243971824646, + "val_loss": 0.7706789374351501, + "acc": 72.39, + "time": 124.01166699780151, + "param": [ + { + "p": 0.21920640766620636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1695450246334076, + "m": 1.0 + }, + { + "p": 0.017752360552549362, + "m": 1.0 + }, + { + "p": 0.000250390381552279, + "m": 1.0 + }, + { + "p": 0.06731054931879044, + "m": 1.0 + }, + { + "p": 0.023608366027474403, + "m": 1.0 + }, + { + "p": 0.060659196227788925, + "m": 1.0 + }, + { + "p": 0.10990925133228302, + "m": 1.0 + }, + { + "p": 0.033924560993909836, + "m": 1.0 + }, + { + "p": 0.04386943578720093, + "m": 1.0 + }, + { + "p": 0.08525325357913971, + "m": 1.0 + }, + { + "p": 0.14348571002483368, + "m": 1.0 + }, + { + "p": 0.025225501507520676, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.1037929058074951, + "val_loss": 0.7887040376663208, + "acc": 72.57, + "time": 120.35197212267667, + "param": [ + { + "p": 0.2067963182926178, + "m": 1.0 + }, + { + "p": 0.0015284339897334576, + "m": 1.0 + }, + { + "p": 0.15305963158607483, + "m": 1.0 + }, + { + "p": 0.011792747303843498, + "m": 1.0 + }, + { + "p": 0.0006726516294293106, + "m": 1.0 + }, + { + "p": 0.07313571870326996, + "m": 1.0 + }, + { + "p": 0.030632149428129196, + "m": 1.0 + }, + { + "p": 0.06312142312526703, + "m": 1.0 + }, + { + "p": 0.11231538653373718, + "m": 1.0 + }, + { + "p": 0.04750785231590271, + "m": 1.0 + }, + { + "p": 0.055116817355155945, + "m": 1.0 + }, + { + "p": 0.08396448940038681, + "m": 1.0 + }, + { + "p": 0.13162581622600555, + "m": 1.0 + }, + { + "p": 0.028730478137731552, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.2712584733963013, + "val_loss": 0.9060792922973633, + "acc": 71.55, + "time": 129.1959366039373, + "param": [ + { + "p": 0.2077091485261917, + "m": 1.0 + }, + { + "p": 0.0004268583143129945, + "m": 1.0 + }, + { + "p": 0.14599013328552246, + "m": 1.0 + }, + { + "p": 0.02183467522263527, + "m": 1.0 + }, + { + "p": 0.003961621783673763, + "m": 1.0 + }, + { + "p": 0.079826720058918, + "m": 1.0 + }, + { + "p": 0.024097545072436333, + "m": 1.0 + }, + { + "p": 0.06179804354906082, + "m": 1.0 + }, + { + "p": 0.1121513620018959, + "m": 1.0 + }, + { + "p": 0.056837666779756546, + "m": 1.0 + }, + { + "p": 0.058473821729421616, + "m": 1.0 + }, + { + "p": 0.07799936830997467, + "m": 1.0 + }, + { + "p": 0.12367129325866699, + "m": 1.0 + }, + { + "p": 0.02522171661257744, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json new file mode 100644 index 0000000..1dee8b7 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 70.88, + "Time": [ + 235.72849135907677, + 2.841526869560972 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.256741523742676, + "val_loss": 2.256317377090454, + "acc": 17.77, + "time": 235.26677370094694, + "param": [ + { + "p": 0.07656996697187424, + "m": 1.0 + }, + { + "p": 0.05559317395091057, + "m": 1.0 + }, + { + "p": 0.07895433157682419, + "m": 1.0 + }, + { + "p": 0.06966501474380493, + "m": 0.9830875992774963 + }, + { + "p": 0.0669451579451561, + "m": 0.9371348023414612 + }, + { + "p": 0.0790160670876503, + "m": 0.963718831539154 + }, + { + "p": 0.06897934526205063, + "m": 0.9802840352058411 + }, + { + "p": 0.08126324415206909, + "m": 0.964120090007782 + }, + { + "p": 0.06694652885198593, + "m": 1.0 + }, + { + "p": 0.08030538260936737, + "m": 1.0 + }, + { + "p": 0.08424396067857742, + "m": 1.0 + }, + { + "p": 0.07090389728546143, + "m": 1.0 + }, + { + "p": 0.0707736536860466, + "m": 1.0 + }, + { + "p": 0.04984031245112419, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2947685718536377, + "val_loss": 2.055825710296631, + "acc": 22.23, + "time": 237.49922559200786, + "param": [ + { + "p": 0.09861968457698822, + "m": 1.0 + }, + { + "p": 0.03386965021491051, + "m": 1.0 + }, + { + "p": 0.11317245662212372, + "m": 1.0 + }, + { + "p": 0.046343907713890076, + "m": 0.9544321298599243 + }, + { + "p": 0.06746605783700943, + "m": 0.8924801349639893 + }, + { + "p": 0.08972692489624023, + "m": 0.9844192862510681 + }, + { + "p": 0.08194690942764282, + "m": 0.9688862562179565 + }, + { + "p": 0.09695456922054291, + "m": 0.9539865851402283 + }, + { + "p": 0.06540704518556595, + "m": 0.9797099828720093 + }, + { + "p": 0.06835243105888367, + "m": 0.9855886697769165 + }, + { + "p": 0.08254969120025635, + "m": 0.9868821501731873 + }, + { + "p": 0.07365872710943222, + "m": 0.9890497922897339 + }, + { + "p": 0.07191310077905655, + "m": 1.0 + }, + { + "p": 0.010018852539360523, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.129319906234741, + "val_loss": 2.0062692165374756, + "acc": 27.94, + "time": 235.82529941899702, + "param": [ + { + "p": 0.11452468484640121, + "m": 1.0 + }, + { + "p": 0.025883246213197708, + "m": 1.0 + }, + { + "p": 0.11766156554222107, + "m": 1.0 + }, + { + "p": 0.044063787907361984, + "m": 0.9206422567367554 + }, + { + "p": 0.08626842498779297, + "m": 0.8687785267829895 + }, + { + "p": 0.06738894432783127, + "m": 1.0 + }, + { + "p": 0.08459912240505219, + "m": 0.9481139183044434 + }, + { + "p": 0.0962047353386879, + "m": 0.9054958820343018 + }, + { + "p": 0.06006594002246857, + "m": 0.969436526298523 + }, + { + "p": 0.06728209555149078, + "m": 0.9499093890190125 + }, + { + "p": 0.06767552345991135, + "m": 0.9643107056617737 + }, + { + "p": 0.088200144469738, + "m": 0.9619693160057068 + }, + { + "p": 0.0801817774772644, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.0835750102996826, + "val_loss": 1.9027447700500488, + "acc": 33.01, + "time": 238.10848354292102, + "param": [ + { + "p": 0.14265576004981995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13759921491146088, + "m": 1.0 + }, + { + "p": 0.013394745998084545, + "m": 0.9017102122306824 + }, + { + "p": 0.1125190258026123, + "m": 0.8689559698104858 + }, + { + "p": 0.0496661402285099, + "m": 1.0 + }, + { + "p": 0.09386056661605835, + "m": 0.9599934816360474 + }, + { + "p": 0.10033389925956726, + "m": 0.8687095642089844 + }, + { + "p": 0.053260721266269684, + "m": 0.9388048052787781 + }, + { + "p": 0.06315169483423233, + "m": 0.9539799690246582 + }, + { + "p": 0.05965380370616913, + "m": 0.9212250709533691 + }, + { + "p": 0.09141147881746292, + "m": 0.9407883882522583 + }, + { + "p": 0.08249294012784958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.1251981258392334, + "val_loss": 1.8609410524368286, + "acc": 33.79, + "time": 237.0974260789808, + "param": [ + { + "p": 0.1588171124458313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1580912172794342, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8678240776062012 + }, + { + "p": 0.12950673699378967, + "m": 0.8986850380897522 + }, + { + "p": 0.01733425259590149, + "m": 1.0 + }, + { + "p": 0.09002789855003357, + "m": 0.9592767953872681 + }, + { + "p": 0.09460476785898209, + "m": 0.8498770594596863 + }, + { + "p": 0.04498014599084854, + "m": 0.9134894609451294 + }, + { + "p": 0.06532582640647888, + "m": 0.9446365833282471 + }, + { + "p": 0.06625894457101822, + "m": 0.8905282020568848 + }, + { + "p": 0.08059703558683395, + "m": 0.9461650848388672 + }, + { + "p": 0.09445607662200928, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.9935109615325928, + "val_loss": 1.7080296277999878, + "acc": 37.89, + "time": 238.2213630329352, + "param": [ + { + "p": 0.1593669354915619, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15311188995838165, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8575458526611328 + }, + { + "p": 0.13313136994838715, + "m": 0.9654511213302612 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07532110065221786, + "m": 0.9579390287399292 + }, + { + "p": 0.08036588877439499, + "m": 0.8627941012382507 + }, + { + "p": 0.030251435935497284, + "m": 0.8841692209243774 + }, + { + "p": 0.0711669772863388, + "m": 0.9453668594360352 + }, + { + "p": 0.09662610292434692, + "m": 0.8679364919662476 + }, + { + "p": 0.08248656988143921, + "m": 0.9576466679573059 + }, + { + "p": 0.11817166954278946, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.899227499961853, + "val_loss": 1.695386290550232, + "acc": 39.28, + "time": 236.74884260701947, + "param": [ + { + "p": 0.16825859248638153, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15884707868099213, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8407489061355591 + }, + { + "p": 0.12256772816181183, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0641239732503891, + "m": 0.9311482310295105 + }, + { + "p": 0.08730235695838928, + "m": 0.8649511337280273 + }, + { + "p": 0.0, + "m": 0.8502269387245178 + }, + { + "p": 0.052872493863105774, + "m": 0.9404773712158203 + }, + { + "p": 0.12297371029853821, + "m": 0.847652792930603 + }, + { + "p": 0.09267737716436386, + "m": 0.9221856594085693 + }, + { + "p": 0.1303766667842865, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.6247806549072266, + "val_loss": 1.6396273374557495, + "acc": 39.87, + "time": 236.27329441998154, + "param": [ + { + "p": 0.19621151685714722, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1738637238740921, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8018444180488586 + }, + { + "p": 0.10310189425945282, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0404525101184845, + "m": 0.9247885346412659 + }, + { + "p": 0.08593439310789108, + "m": 0.8405401110649109 + }, + { + "p": 0.0, + "m": 0.7925266623497009 + }, + { + "p": 0.014946401119232178, + "m": 0.9540992975234985 + }, + { + "p": 0.14153611660003662, + "m": 0.7995220422744751 + }, + { + "p": 0.10637068748474121, + "m": 0.8867852687835693 + }, + { + "p": 0.13758277893066406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.697523593902588, + "val_loss": 1.632739543914795, + "acc": 42.36, + "time": 238.89930882607587, + "param": [ + { + "p": 0.21551315486431122, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1730814427137375, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7515570521354675 + }, + { + "p": 0.08084695786237717, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03611082583665848, + "m": 0.8952428102493286 + }, + { + "p": 0.07464011013507843, + "m": 0.8389657735824585 + }, + { + "p": 0.0, + "m": 0.7407612800598145 + }, + { + "p": 0.0, + "m": 0.950253427028656 + }, + { + "p": 0.1444021463394165, + "m": 0.7300602197647095 + }, + { + "p": 0.1271609514951706, + "m": 0.8861517310142517 + }, + { + "p": 0.14824442565441132, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8632099628448486, + "val_loss": 1.5322953462600708, + "acc": 41.4, + "time": 238.0376404300332, + "param": [ + { + "p": 0.23757332563400269, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18192271888256073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6920819878578186 + }, + { + "p": 0.04453497380018234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.038028914481401443, + "m": 0.8783935904502869 + }, + { + "p": 0.060445576906204224, + "m": 0.8187515735626221 + }, + { + "p": 0.0, + "m": 0.7096888422966003 + }, + { + "p": 0.0, + "m": 0.9242560267448425 + }, + { + "p": 0.15330487489700317, + "m": 0.6835505366325378 + }, + { + "p": 0.13490715622901917, + "m": 0.8574605584144592 + }, + { + "p": 0.14928242564201355, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.5933763980865479, + "val_loss": 1.53786039352417, + "acc": 43.68, + "time": 232.80283341603354, + "param": [ + { + "p": 0.24625550210475922, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17964771389961243, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6195467710494995 + }, + { + "p": 0.0074487305246293545, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026015127077698708, + "m": 0.88694167137146 + }, + { + "p": 0.06391885131597519, + "m": 0.7849335670471191 + }, + { + "p": 0.009231035597622395, + "m": 0.6802449822425842 + }, + { + "p": 0.010600934736430645, + "m": 0.9025027751922607 + }, + { + "p": 0.16555918753147125, + "m": 0.6551372408866882 + }, + { + "p": 0.1427813470363617, + "m": 0.8435048460960388 + }, + { + "p": 0.14854146540164948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.7219457626342773, + "val_loss": 1.5615087747573853, + "acc": 44.73, + "time": 235.1950467559509, + "param": [ + { + "p": 0.24230225384235382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16143706440925598, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5343360900878906 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02439139410853386, + "m": 0.847690761089325 + }, + { + "p": 0.07216846197843552, + "m": 0.7307636737823486 + }, + { + "p": 0.007628635969012976, + "m": 0.6538581848144531 + }, + { + "p": 0.028168190270662308, + "m": 0.8737391829490662 + }, + { + "p": 0.1684066355228424, + "m": 0.6161192655563354 + }, + { + "p": 0.14585357904434204, + "m": 0.8078387975692749 + }, + { + "p": 0.14964380860328674, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.875783920288086, + "val_loss": 1.4382046461105347, + "acc": 46.94, + "time": 230.93918309896253, + "param": [ + { + "p": 0.22566968202590942, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15920065343379974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.48212626576423645 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01730361580848694, + "m": 0.8090738654136658 + }, + { + "p": 0.07478794455528259, + "m": 0.7228648662567139 + }, + { + "p": 0.005154021084308624, + "m": 0.6487630009651184 + }, + { + "p": 0.03951425477862358, + "m": 0.8480266332626343 + }, + { + "p": 0.1835896223783493, + "m": 0.6326550841331482 + }, + { + "p": 0.13807453215122223, + "m": 0.7949891090393066 + }, + { + "p": 0.15670566260814667, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.6205694675445557, + "val_loss": 1.3666502237319946, + "acc": 48.0, + "time": 235.97924223612063, + "param": [ + { + "p": 0.22834818065166473, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1580711007118225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4734776020050049 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8038588166236877 + }, + { + "p": 0.06399651616811752, + "m": 0.7599814534187317 + }, + { + "p": 0.0, + "m": 0.6307093501091003 + }, + { + "p": 0.030996456742286682, + "m": 0.850761353969574 + }, + { + "p": 0.1973021775484085, + "m": 0.6084515452384949 + }, + { + "p": 0.13185051083564758, + "m": 0.8516391515731812 + }, + { + "p": 0.18943504989147186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.5522031784057617, + "val_loss": 1.4277982711791992, + "acc": 46.8, + "time": 237.67679548310116, + "param": [ + { + "p": 0.22071975469589233, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13562750816345215, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.46630996465682983 + }, + { + "p": 0.0, + "m": 0.9951571822166443 + }, + { + "p": 0.009230231866240501, + "m": 0.998771607875824 + }, + { + "p": 0.002451671054586768, + "m": 0.768853485584259 + }, + { + "p": 0.062196284532547, + "m": 0.7694568634033203 + }, + { + "p": 0.000537493615411222, + "m": 0.6283021569252014 + }, + { + "p": 0.04309650883078575, + "m": 0.8427582383155823 + }, + { + "p": 0.19727496802806854, + "m": 0.5852495431900024 + }, + { + "p": 0.12733837962150574, + "m": 0.879301130771637 + }, + { + "p": 0.2015271931886673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.6055597066879272, + "val_loss": 1.403337001800537, + "acc": 48.22, + "time": 234.8118238921743, + "param": [ + { + "p": 0.22122912108898163, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12425488978624344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4665817320346832 + }, + { + "p": 0.0, + "m": 0.9862788319587708 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0026735938154160976, + "m": 0.7484345436096191 + }, + { + "p": 0.05747291073203087, + "m": 0.7676821947097778 + }, + { + "p": 0.0009459962020628154, + "m": 0.6178727149963379 + }, + { + "p": 0.054476238787174225, + "m": 0.8221020102500916 + }, + { + "p": 0.198993518948555, + "m": 0.5511434674263 + }, + { + "p": 0.1389971673488617, + "m": 0.9297657012939453 + }, + { + "p": 0.20095649361610413, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.5902146100997925, + "val_loss": 1.4873934984207153, + "acc": 50.71, + "time": 233.75541369710118, + "param": [ + { + "p": 0.18960395455360413, + "m": 1.0 + }, + { + "p": 0.0003902179596479982, + "m": 1.0 + }, + { + "p": 0.11853835731744766, + "m": 1.0 + }, + { + "p": 0.012895897030830383, + "m": 0.4657527804374695 + }, + { + "p": 0.005136934109032154, + "m": 0.993540346622467 + }, + { + "p": 0.017992591485381126, + "m": 1.0 + }, + { + "p": 0.022788481786847115, + "m": 0.7480849623680115 + }, + { + "p": 0.05678302049636841, + "m": 0.795168936252594 + }, + { + "p": 0.02306412346661091, + "m": 0.6343737244606018 + }, + { + "p": 0.06073951721191406, + "m": 0.7965152859687805 + }, + { + "p": 0.17399299144744873, + "m": 0.5436134338378906 + }, + { + "p": 0.13858923316001892, + "m": 0.9688246846199036 + }, + { + "p": 0.17108085751533508, + "m": 1.0 + }, + { + "p": 0.008403842337429523, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.5675750970840454, + "val_loss": 1.3770105838775635, + "acc": 51.51, + "time": 235.16181757999584, + "param": [ + { + "p": 0.1498882919549942, + "m": 1.0 + }, + { + "p": 0.009575513191521168, + "m": 1.0 + }, + { + "p": 0.1106584444642067, + "m": 1.0 + }, + { + "p": 0.03556841239333153, + "m": 0.4859359860420227 + }, + { + "p": 0.010477588512003422, + "m": 0.9868826866149902 + }, + { + "p": 0.040056779980659485, + "m": 0.9957476258277893 + }, + { + "p": 0.03529411554336548, + "m": 0.7545505166053772 + }, + { + "p": 0.05354540795087814, + "m": 0.8368467092514038 + }, + { + "p": 0.03427411615848541, + "m": 0.6503539681434631 + }, + { + "p": 0.07080955058336258, + "m": 0.7783787250518799 + }, + { + "p": 0.15169256925582886, + "m": 0.5603626370429993 + }, + { + "p": 0.12912604212760925, + "m": 1.0 + }, + { + "p": 0.14269359409809113, + "m": 1.0 + }, + { + "p": 0.026339704170823097, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.6568410396575928, + "val_loss": 1.284708023071289, + "acc": 52.51, + "time": 236.57471148390323, + "param": [ + { + "p": 0.15766441822052002, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11733748763799667, + "m": 1.0 + }, + { + "p": 0.04457230120897293, + "m": 0.4723794162273407 + }, + { + "p": 0.0, + "m": 0.9713879823684692 + }, + { + "p": 0.03200311213731766, + "m": 0.9852439165115356 + }, + { + "p": 0.03331254422664642, + "m": 0.7250674366950989 + }, + { + "p": 0.039531465619802475, + "m": 0.8658643364906311 + }, + { + "p": 0.02145397663116455, + "m": 0.6402587294578552 + }, + { + "p": 0.07992763072252274, + "m": 0.7658886313438416 + }, + { + "p": 0.16573172807693481, + "m": 0.554094672203064 + }, + { + "p": 0.14251641929149628, + "m": 1.0 + }, + { + "p": 0.14803257584571838, + "m": 1.0 + }, + { + "p": 0.017916403710842133, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.8920485973358154, + "val_loss": 1.3299133777618408, + "acc": 52.75, + "time": 238.0311404101085, + "param": [ + { + "p": 0.1858057826757431, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13379572331905365, + "m": 1.0 + }, + { + "p": 0.0459703765809536, + "m": 0.4254908859729767 + }, + { + "p": 0.0, + "m": 0.9469876885414124 + }, + { + "p": 0.0, + "m": 0.9889385104179382 + }, + { + "p": 0.020136108621954918, + "m": 0.7158079147338867 + }, + { + "p": 0.02434030920267105, + "m": 0.8669075965881348 + }, + { + "p": 0.0016401635948568583, + "m": 0.6358814239501953 + }, + { + "p": 0.08197024464607239, + "m": 0.768588662147522 + }, + { + "p": 0.18568001687526703, + "m": 0.5310419797897339 + }, + { + "p": 0.16104649007320404, + "m": 0.9959955811500549 + }, + { + "p": 0.15961484611034393, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.7100383043289185, + "val_loss": 1.3718194961547852, + "acc": 51.74, + "time": 231.3512714309618, + "param": [ + { + "p": 0.19207550585269928, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13730186223983765, + "m": 1.0 + }, + { + "p": 0.04662005603313446, + "m": 0.38228943943977356 + }, + { + "p": 0.0, + "m": 0.927644670009613 + }, + { + "p": 0.0, + "m": 0.9939587116241455 + }, + { + "p": 0.010218707844614983, + "m": 0.7183643579483032 + }, + { + "p": 0.012280366383492947, + "m": 0.8755905628204346 + }, + { + "p": 0.0, + "m": 0.6365163922309875 + }, + { + "p": 0.08511967211961746, + "m": 0.7643336653709412 + }, + { + "p": 0.18766626715660095, + "m": 0.5094454884529114 + }, + { + "p": 0.16794845461845398, + "m": 0.992877721786499 + }, + { + "p": 0.16076910495758057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.5847244262695312, + "val_loss": 1.301872968673706, + "acc": 53.36, + "time": 237.16789783304557, + "param": [ + { + "p": 0.18480128049850464, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14351065456867218, + "m": 1.0 + }, + { + "p": 0.04149915650486946, + "m": 0.3498782813549042 + }, + { + "p": 0.0, + "m": 0.8921510577201843 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007224991451948881, + "m": 0.6939970850944519 + }, + { + "p": 0.016273528337478638, + "m": 0.8790740370750427 + }, + { + "p": 0.0007273544906638563, + "m": 0.6355105042457581 + }, + { + "p": 0.08674521744251251, + "m": 0.775023877620697 + }, + { + "p": 0.18230576813220978, + "m": 0.5036749839782715 + }, + { + "p": 0.16944196820259094, + "m": 1.0 + }, + { + "p": 0.16747009754180908, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.4098148345947266, + "val_loss": 1.2624858617782593, + "acc": 55.2, + "time": 237.16062307101674, + "param": [ + { + "p": 0.17306676506996155, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13951720297336578, + "m": 1.0 + }, + { + "p": 0.04558495432138443, + "m": 0.3440473973751068 + }, + { + "p": 0.0, + "m": 0.8925808072090149 + }, + { + "p": 0.002960136393085122, + "m": 0.9739573001861572 + }, + { + "p": 0.0285407155752182, + "m": 0.6476990580558777 + }, + { + "p": 0.016686957329511642, + "m": 0.8766281604766846 + }, + { + "p": 0.008447223342955112, + "m": 0.6552947759628296 + }, + { + "p": 0.09494058042764664, + "m": 0.7795006632804871 + }, + { + "p": 0.16531860828399658, + "m": 0.5053313374519348 + }, + { + "p": 0.1597481667995453, + "m": 1.0 + }, + { + "p": 0.165188729763031, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.611968755722046, + "val_loss": 1.3096815347671509, + "acc": 55.92, + "time": 235.16348267998546, + "param": [ + { + "p": 0.16005949676036835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13927589356899261, + "m": 1.0 + }, + { + "p": 0.05276759713888168, + "m": 0.330641508102417 + }, + { + "p": 0.0, + "m": 0.9239038825035095 + }, + { + "p": 0.01331324316561222, + "m": 0.929817259311676 + }, + { + "p": 0.056123655289411545, + "m": 0.6120707988739014 + }, + { + "p": 0.015550886280834675, + "m": 0.8821964859962463 + }, + { + "p": 0.011494480073451996, + "m": 0.6693422794342041 + }, + { + "p": 0.09789684414863586, + "m": 0.7973185181617737 + }, + { + "p": 0.15080659091472626, + "m": 0.5149250626564026 + }, + { + "p": 0.14410796761512756, + "m": 1.0 + }, + { + "p": 0.15860332548618317, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.2716923952102661, + "val_loss": 1.3006367683410645, + "acc": 54.08, + "time": 237.00113780307584, + "param": [ + { + "p": 0.14729781448841095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1498284935951233, + "m": 1.0 + }, + { + "p": 0.045655034482479095, + "m": 0.30758967995643616 + }, + { + "p": 0.0, + "m": 0.9479590654373169 + }, + { + "p": 0.017238780856132507, + "m": 0.9257721900939941 + }, + { + "p": 0.07299752533435822, + "m": 0.5849729180335999 + }, + { + "p": 0.0026307429652661085, + "m": 0.8760043382644653 + }, + { + "p": 0.007783173117786646, + "m": 0.6661364436149597 + }, + { + "p": 0.09357398003339767, + "m": 0.8287725448608398 + }, + { + "p": 0.1501498967409134, + "m": 0.5012257695198059 + }, + { + "p": 0.1441650688648224, + "m": 1.0 + }, + { + "p": 0.16867950558662415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.6667619943618774, + "val_loss": 1.2548245191574097, + "acc": 55.28, + "time": 237.06087567517534, + "param": [ + { + "p": 0.12871116399765015, + "m": 1.0 + }, + { + "p": 0.0005175875267013907, + "m": 1.0 + }, + { + "p": 0.139924094080925, + "m": 1.0 + }, + { + "p": 0.04694944992661476, + "m": 0.2793985605239868 + }, + { + "p": 0.0, + "m": 0.9767541289329529 + }, + { + "p": 0.03230641037225723, + "m": 0.951847493648529 + }, + { + "p": 0.08060180395841599, + "m": 0.605750322341919 + }, + { + "p": 0.014677762985229492, + "m": 0.893216609954834 + }, + { + "p": 0.018521662801504135, + "m": 0.6738142967224121 + }, + { + "p": 0.08897718042135239, + "m": 0.8484438061714172 + }, + { + "p": 0.1429463028907776, + "m": 0.49151134490966797 + }, + { + "p": 0.1313495934009552, + "m": 1.0 + }, + { + "p": 0.16589456796646118, + "m": 1.0 + }, + { + "p": 0.008622498251497746, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.4073435068130493, + "val_loss": 1.2142809629440308, + "acc": 57.27, + "time": 238.45157797797583, + "param": [ + { + "p": 0.10950564593076706, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12635183334350586, + "m": 1.0 + }, + { + "p": 0.05717751756310463, + "m": 0.2586642801761627 + }, + { + "p": 0.002845749258995056, + "m": 1.0 + }, + { + "p": 0.04207374528050423, + "m": 0.9711663722991943 + }, + { + "p": 0.08680316805839539, + "m": 0.5874574184417725 + }, + { + "p": 0.035123810172080994, + "m": 0.8948838114738464 + }, + { + "p": 0.039946384727954865, + "m": 0.6997861266136169 + }, + { + "p": 0.08298918604850769, + "m": 0.849401593208313 + }, + { + "p": 0.13570702075958252, + "m": 0.5028128623962402 + }, + { + "p": 0.12172504514455795, + "m": 1.0 + }, + { + "p": 0.1438671499490738, + "m": 1.0 + }, + { + "p": 0.015883784741163254, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.663961410522461, + "val_loss": 1.2034159898757935, + "acc": 57.71, + "time": 235.0408109810669, + "param": [ + { + "p": 0.10123222321271896, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1269238144159317, + "m": 1.0 + }, + { + "p": 0.05183842405676842, + "m": 0.22395440936088562 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04086657240986824, + "m": 0.9645187258720398 + }, + { + "p": 0.08901742845773697, + "m": 0.5145941376686096 + }, + { + "p": 0.04666037857532501, + "m": 0.8990930318832397 + }, + { + "p": 0.05889225751161575, + "m": 0.7164238691329956 + }, + { + "p": 0.08048152178525925, + "m": 0.8618506789207458 + }, + { + "p": 0.1442968100309372, + "m": 0.499300092458725 + }, + { + "p": 0.11987544596195221, + "m": 1.0 + }, + { + "p": 0.1282399594783783, + "m": 1.0 + }, + { + "p": 0.011675093322992325, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.2855072021484375, + "val_loss": 1.1568964719772339, + "acc": 57.21, + "time": 228.50644171400927, + "param": [ + { + "p": 0.09223753213882446, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13403156399726868, + "m": 1.0 + }, + { + "p": 0.04711275175213814, + "m": 0.17721696197986603 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052137915045022964, + "m": 0.9724250435829163 + }, + { + "p": 0.09605104476213455, + "m": 0.4521951377391815 + }, + { + "p": 0.051451362669467926, + "m": 0.9347842335700989 + }, + { + "p": 0.06489144265651703, + "m": 0.7280563116073608 + }, + { + "p": 0.07785434275865555, + "m": 0.8628049492835999 + }, + { + "p": 0.15638798475265503, + "m": 0.5004515051841736 + }, + { + "p": 0.11075613647699356, + "m": 1.0 + }, + { + "p": 0.1170879527926445, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.3905178308486938, + "val_loss": 1.2265057563781738, + "acc": 58.77, + "time": 237.63939486606978, + "param": [ + { + "p": 0.09471572935581207, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13745853304862976, + "m": 1.0 + }, + { + "p": 0.05245574563741684, + "m": 0.15165391564369202 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.053420115262269974, + "m": 0.98176509141922 + }, + { + "p": 0.09532831609249115, + "m": 0.39273980259895325 + }, + { + "p": 0.060672055929899216, + "m": 0.9478344917297363 + }, + { + "p": 0.061099473387002945, + "m": 0.7372580170631409 + }, + { + "p": 0.07583699375391006, + "m": 0.869425356388092 + }, + { + "p": 0.15872351825237274, + "m": 0.5000627040863037 + }, + { + "p": 0.10247284919023514, + "m": 1.0 + }, + { + "p": 0.10781659185886383, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.3482325077056885, + "val_loss": 1.1539289951324463, + "acc": 58.1, + "time": 237.1394549140241, + "param": [ + { + "p": 0.09856488555669785, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1350187212228775, + "m": 1.0 + }, + { + "p": 0.050604693591594696, + "m": 0.14748449623584747 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04599970579147339, + "m": 0.9881304502487183 + }, + { + "p": 0.09682177752256393, + "m": 0.38211560249328613 + }, + { + "p": 0.07647164911031723, + "m": 0.9237567186355591 + }, + { + "p": 0.06588893383741379, + "m": 0.7458500266075134 + }, + { + "p": 0.0698360949754715, + "m": 0.8691046833992004 + }, + { + "p": 0.15400494635105133, + "m": 0.4872765839099884 + }, + { + "p": 0.09410519897937775, + "m": 1.0 + }, + { + "p": 0.11268343776464462, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.3923126459121704, + "val_loss": 1.1977437734603882, + "acc": 58.12, + "time": 238.28930173278786, + "param": [ + { + "p": 0.09760956466197968, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13032710552215576, + "m": 1.0 + }, + { + "p": 0.056153491139411926, + "m": 0.1619551181793213 + }, + { + "p": 0.0, + "m": 0.9971100687980652 + }, + { + "p": 0.04707493633031845, + "m": 0.9641098976135254 + }, + { + "p": 0.08770131319761276, + "m": 0.35486385226249695 + }, + { + "p": 0.08597380667924881, + "m": 0.9039788842201233 + }, + { + "p": 0.07934986054897308, + "m": 0.7563073039054871 + }, + { + "p": 0.06564873456954956, + "m": 0.8569959998130798 + }, + { + "p": 0.14598128199577332, + "m": 0.46391189098358154 + }, + { + "p": 0.0836096927523613, + "m": 1.0 + }, + { + "p": 0.12057024985551834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.3123509883880615, + "val_loss": 1.1696234941482544, + "acc": 57.27, + "time": 237.46356806904078, + "param": [ + { + "p": 0.10435249656438828, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13618870079517365, + "m": 1.0 + }, + { + "p": 0.05887012556195259, + "m": 0.1511351615190506 + }, + { + "p": 0.0, + "m": 0.992971658706665 + }, + { + "p": 0.05001194775104523, + "m": 0.9577121138572693 + }, + { + "p": 0.0762445479631424, + "m": 0.31274116039276123 + }, + { + "p": 0.08027470111846924, + "m": 0.9082892537117004 + }, + { + "p": 0.08854188024997711, + "m": 0.7606274485588074 + }, + { + "p": 0.06317616999149323, + "m": 0.8677745461463928 + }, + { + "p": 0.13516104221343994, + "m": 0.4338127672672272 + }, + { + "p": 0.07890458405017853, + "m": 1.0 + }, + { + "p": 0.12827378511428833, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.65559720993042, + "val_loss": 1.2613306045532227, + "acc": 59.78, + "time": 237.2892028670758, + "param": [ + { + "p": 0.11514019221067429, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1530316323041916, + "m": 1.0 + }, + { + "p": 0.05742396414279938, + "m": 0.1053401380777359 + }, + { + "p": 0.0, + "m": 0.9699668884277344 + }, + { + "p": 0.03974873945116997, + "m": 0.9721465110778809 + }, + { + "p": 0.0626397579908371, + "m": 0.27297264337539673 + }, + { + "p": 0.06819756329059601, + "m": 0.9206249713897705 + }, + { + "p": 0.10389207303524017, + "m": 0.7584089636802673 + }, + { + "p": 0.06090407073497772, + "m": 0.8868288993835449 + }, + { + "p": 0.12860137224197388, + "m": 0.40135499835014343 + }, + { + "p": 0.07592767477035522, + "m": 1.0 + }, + { + "p": 0.13449296355247498, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.713558316230774, + "val_loss": 1.0649642944335938, + "acc": 60.55, + "time": 234.72199210291728, + "param": [ + { + "p": 0.1158507913351059, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1571807861328125, + "m": 1.0 + }, + { + "p": 0.06021973863244057, + "m": 0.026996584609150887 + }, + { + "p": 0.0003413183439988643, + "m": 0.9517895579338074 + }, + { + "p": 0.04318728297948837, + "m": 0.9837573170661926 + }, + { + "p": 0.0620364174246788, + "m": 0.27754655480384827 + }, + { + "p": 0.06643259525299072, + "m": 0.9276056289672852 + }, + { + "p": 0.11781357228755951, + "m": 0.7719355225563049 + }, + { + "p": 0.060346975922584534, + "m": 0.8895053267478943 + }, + { + "p": 0.12086746096611023, + "m": 0.4068529009819031 + }, + { + "p": 0.06936678290367126, + "m": 1.0 + }, + { + "p": 0.12635624408721924, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.586721420288086, + "val_loss": 1.133071780204773, + "acc": 61.09, + "time": 232.66677279490978, + "param": [ + { + "p": 0.11572138220071793, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1586010903120041, + "m": 1.0 + }, + { + "p": 0.05511551722884178, + "m": 0.0 + }, + { + "p": 0.013349673710763454, + "m": 0.9702441096305847 + }, + { + "p": 0.05158340185880661, + "m": 1.0 + }, + { + "p": 0.06645679473876953, + "m": 0.27282315492630005 + }, + { + "p": 0.06684717535972595, + "m": 0.9439123272895813 + }, + { + "p": 0.12590298056602478, + "m": 0.7722105383872986 + }, + { + "p": 0.06886071711778641, + "m": 0.8915075063705444 + }, + { + "p": 0.10281825810670853, + "m": 0.4129011631011963 + }, + { + "p": 0.06203559786081314, + "m": 1.0 + }, + { + "p": 0.10768244415521622, + "m": 1.0 + }, + { + "p": 0.00502510042861104, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.3190157413482666, + "val_loss": 1.1375160217285156, + "acc": 60.98, + "time": 235.43506365502253, + "param": [ + { + "p": 0.12203498184680939, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17522604763507843, + "m": 1.0 + }, + { + "p": 0.047461770474910736, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9930328130722046 + }, + { + "p": 0.05828644707798958, + "m": 0.9991384148597717 + }, + { + "p": 0.07682489603757858, + "m": 0.24404487013816833 + }, + { + "p": 0.06110077351331711, + "m": 0.9417238235473633 + }, + { + "p": 0.13923294842243195, + "m": 0.7446069121360779 + }, + { + "p": 0.08252731710672379, + "m": 0.8741583824157715 + }, + { + "p": 0.07985354959964752, + "m": 0.3978220522403717 + }, + { + "p": 0.05392703041434288, + "m": 1.0 + }, + { + "p": 0.10352427512407303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.3806933164596558, + "val_loss": 1.1370723247528076, + "acc": 60.63, + "time": 237.37010596995242, + "param": [ + { + "p": 0.12788669764995575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19918355345726013, + "m": 1.0 + }, + { + "p": 0.037089888006448746, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05381396412849426, + "m": 0.9855525493621826 + }, + { + "p": 0.0825485810637474, + "m": 0.21647216379642487 + }, + { + "p": 0.04809584841132164, + "m": 0.9449834227561951 + }, + { + "p": 0.1554717719554901, + "m": 0.7196393609046936 + }, + { + "p": 0.08346935361623764, + "m": 0.8480896949768066 + }, + { + "p": 0.06449806690216064, + "m": 0.38190707564353943 + }, + { + "p": 0.042586471885442734, + "m": 1.0 + }, + { + "p": 0.10535580664873123, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.343640685081482, + "val_loss": 0.9384968876838684, + "acc": 61.38, + "time": 223.25044838897884, + "param": [ + { + "p": 0.1402413547039032, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20847484469413757, + "m": 1.0 + }, + { + "p": 0.024326320737600327, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9945230484008789 + }, + { + "p": 0.05096800997853279, + "m": 0.9965664744377136 + }, + { + "p": 0.08283648639917374, + "m": 0.1993342787027359 + }, + { + "p": 0.03700244799256325, + "m": 0.9474455118179321 + }, + { + "p": 0.15242734551429749, + "m": 0.6528846025466919 + }, + { + "p": 0.08738527446985245, + "m": 0.8375464081764221 + }, + { + "p": 0.06447967141866684, + "m": 0.3704645037651062 + }, + { + "p": 0.039742372930049896, + "m": 0.9990922808647156 + }, + { + "p": 0.11211584508419037, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.37223482131958, + "val_loss": 1.0324386358261108, + "acc": 60.67, + "time": 233.33421877305955, + "param": [ + { + "p": 0.1512891799211502, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22621677815914154, + "m": 1.0 + }, + { + "p": 0.012760385870933533, + "m": 0.010544940829277039 + }, + { + "p": 0.0018102850299328566, + "m": 1.0 + }, + { + "p": 0.04728714004158974, + "m": 1.0 + }, + { + "p": 0.08961012214422226, + "m": 0.19280734658241272 + }, + { + "p": 0.022233620285987854, + "m": 0.9264960289001465 + }, + { + "p": 0.14675220847129822, + "m": 0.5935423374176025 + }, + { + "p": 0.0879095122218132, + "m": 0.8334417939186096 + }, + { + "p": 0.04295729845762253, + "m": 0.35549771785736084 + }, + { + "p": 0.04823915287852287, + "m": 1.0 + }, + { + "p": 0.12293442338705063, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.3833361864089966, + "val_loss": 1.1494419574737549, + "acc": 60.78, + "time": 237.99726155912504, + "param": [ + { + "p": 0.16397227346897125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23528660833835602, + "m": 1.0 + }, + { + "p": 0.00358682032674551, + "m": 0.019466817378997803 + }, + { + "p": 0.0, + "m": 0.9977167248725891 + }, + { + "p": 0.04432060569524765, + "m": 1.0 + }, + { + "p": 0.09735545516014099, + "m": 0.16531099379062653 + }, + { + "p": 0.013418366201221943, + "m": 0.920551598072052 + }, + { + "p": 0.13892872631549835, + "m": 0.5606630444526672 + }, + { + "p": 0.08922023326158524, + "m": 0.8358504176139832 + }, + { + "p": 0.012280852533876896, + "m": 0.34271374344825745 + }, + { + "p": 0.06418116390705109, + "m": 1.0 + }, + { + "p": 0.13744884729385376, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.3674285411834717, + "val_loss": 1.1295037269592285, + "acc": 61.86, + "time": 234.21003777114674, + "param": [ + { + "p": 0.17362597584724426, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24127238988876343, + "m": 1.0 + }, + { + "p": 0.006552546285092831, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01685348153114319, + "m": 1.0 + }, + { + "p": 0.10475796461105347, + "m": 0.15867877006530762 + }, + { + "p": 0.0033016796223819256, + "m": 0.9253854155540466 + }, + { + "p": 0.12858901917934418, + "m": 0.5126983523368835 + }, + { + "p": 0.08891676366329193, + "m": 0.8222533464431763 + }, + { + "p": 0.0, + "m": 0.33953148126602173 + }, + { + "p": 0.08655982464551926, + "m": 1.0 + }, + { + "p": 0.14957037568092346, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.212005615234375, + "val_loss": 1.1727453470230103, + "acc": 62.48, + "time": 237.48012798302807, + "param": [ + { + "p": 0.17173461616039276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23660726845264435, + "m": 1.0 + }, + { + "p": 0.020656166598200798, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11202069371938705, + "m": 0.18345561623573303 + }, + { + "p": 0.002718650735914707, + "m": 0.9131594300270081 + }, + { + "p": 0.12411873042583466, + "m": 0.49251604080200195 + }, + { + "p": 0.09278978407382965, + "m": 0.8087775111198425 + }, + { + "p": 0.0, + "m": 0.33805182576179504 + }, + { + "p": 0.09197121858596802, + "m": 1.0 + }, + { + "p": 0.147382915019989, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.090304970741272, + "val_loss": 0.9817802309989929, + "acc": 62.76, + "time": 235.9549661569763, + "param": [ + { + "p": 0.1623501479625702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.222979336977005, + "m": 1.0 + }, + { + "p": 0.035424333065748215, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9963241815567017 + }, + { + "p": 0.004472418688237667, + "m": 1.0 + }, + { + "p": 0.10714693367481232, + "m": 0.17992834746837616 + }, + { + "p": 0.005688990466296673, + "m": 0.8991848230361938 + }, + { + "p": 0.12262960523366928, + "m": 0.489230751991272 + }, + { + "p": 0.09255412966012955, + "m": 0.8024855852127075 + }, + { + "p": 0.005545587278902531, + "m": 0.34581810235977173 + }, + { + "p": 0.0973314493894577, + "m": 1.0 + }, + { + "p": 0.14387698471546173, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.3604873418807983, + "val_loss": 1.0610556602478027, + "acc": 62.67, + "time": 237.31747692497447, + "param": [ + { + "p": 0.16237753629684448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22215265035629272, + "m": 1.0 + }, + { + "p": 0.04073183983564377, + "m": 0.01638169400393963 + }, + { + "p": 0.0, + "m": 0.9877679347991943 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10783667117357254, + "m": 0.20335200428962708 + }, + { + "p": 0.0, + "m": 0.8994302749633789 + }, + { + "p": 0.1170312911272049, + "m": 0.48204368352890015 + }, + { + "p": 0.09682825952768326, + "m": 0.8034741878509521 + }, + { + "p": 0.006106688175350428, + "m": 0.3580687940120697 + }, + { + "p": 0.09922395646572113, + "m": 0.999332845211029 + }, + { + "p": 0.14771106839179993, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.13985013961792, + "val_loss": 1.126427173614502, + "acc": 62.31, + "time": 237.4110458921641, + "param": [ + { + "p": 0.1693952977657318, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23379521071910858, + "m": 1.0 + }, + { + "p": 0.030844369903206825, + "m": 0.008419865742325783 + }, + { + "p": 9.844164014793932e-05, + "m": 0.9744664430618286 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10486014187335968, + "m": 0.20492620766162872 + }, + { + "p": 0.0, + "m": 0.8982383012771606 + }, + { + "p": 0.11662817746400833, + "m": 0.45244988799095154 + }, + { + "p": 0.10014316439628601, + "m": 0.8429203629493713 + }, + { + "p": 0.008311999961733818, + "m": 0.3631806969642639 + }, + { + "p": 0.0863291323184967, + "m": 1.0 + }, + { + "p": 0.14959418773651123, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.2928602695465088, + "val_loss": 1.0666568279266357, + "acc": 62.6, + "time": 227.6458332729526, + "param": [ + { + "p": 0.15873736143112183, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23046086728572845, + "m": 1.0 + }, + { + "p": 0.03630717471241951, + "m": 0.0 + }, + { + "p": 6.623879744438455e-05, + "m": 0.9473354816436768 + }, + { + "p": 0.0008212841930799186, + "m": 0.9920983910560608 + }, + { + "p": 0.10581524670124054, + "m": 0.21171817183494568 + }, + { + "p": 0.0, + "m": 0.8865535855293274 + }, + { + "p": 0.10825000703334808, + "m": 0.4290681779384613 + }, + { + "p": 0.11124574393033981, + "m": 0.86008220911026 + }, + { + "p": 0.021168842911720276, + "m": 0.3775234818458557 + }, + { + "p": 0.08676204830408096, + "m": 1.0 + }, + { + "p": 0.13928666710853577, + "m": 1.0 + }, + { + "p": 0.001078503904864192, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.2172298431396484, + "val_loss": 1.118324637413025, + "acc": 63.49, + "time": 236.7685699579306, + "param": [ + { + "p": 0.14551745355129242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22190304100513458, + "m": 1.0 + }, + { + "p": 0.04637208953499794, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9386207461357117 + }, + { + "p": 0.0057904599234461784, + "m": 1.0 + }, + { + "p": 0.11125464737415314, + "m": 0.23658210039138794 + }, + { + "p": 0.0, + "m": 0.8676804304122925 + }, + { + "p": 0.10913080722093582, + "m": 0.43703392148017883 + }, + { + "p": 0.11612338572740555, + "m": 0.8586734533309937 + }, + { + "p": 0.01768443174660206, + "m": 0.382549524307251 + }, + { + "p": 0.09596497565507889, + "m": 1.0 + }, + { + "p": 0.13025866448879242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.3825851678848267, + "val_loss": 1.0873209238052368, + "acc": 62.46, + "time": 235.81573496293277, + "param": [ + { + "p": 0.13088363409042358, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21635691821575165, + "m": 1.0 + }, + { + "p": 0.057100024074316025, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9613010883331299 + }, + { + "p": 0.0039681545458734035, + "m": 1.0 + }, + { + "p": 0.11636131256818771, + "m": 0.2421673685312271 + }, + { + "p": 0.006319372449070215, + "m": 0.8645737767219543 + }, + { + "p": 0.1098826453089714, + "m": 0.4323323667049408 + }, + { + "p": 0.11742841452360153, + "m": 0.8342782258987427 + }, + { + "p": 0.028639065101742744, + "m": 0.38661062717437744 + }, + { + "p": 0.09248180687427521, + "m": 1.0 + }, + { + "p": 0.12057873606681824, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.2792259454727173, + "val_loss": 1.1613538265228271, + "acc": 63.15, + "time": 238.85084561095573, + "param": [ + { + "p": 0.12161388993263245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20334695279598236, + "m": 1.0 + }, + { + "p": 0.06123975291848183, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9797027707099915 + }, + { + "p": 0.00820898823440075, + "m": 1.0 + }, + { + "p": 0.11180515587329865, + "m": 0.252568781375885 + }, + { + "p": 0.017372749745845795, + "m": 0.848914623260498 + }, + { + "p": 0.10644548386335373, + "m": 0.43254369497299194 + }, + { + "p": 0.10970011353492737, + "m": 0.840239942073822 + }, + { + "p": 0.023678705096244812, + "m": 0.39371389150619507 + }, + { + "p": 0.09158658981323242, + "m": 1.0 + }, + { + "p": 0.11940218508243561, + "m": 1.0 + }, + { + "p": 0.02559950388967991, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.222058653831482, + "val_loss": 0.9981432557106018, + "acc": 63.98, + "time": 237.18032558402047, + "param": [ + { + "p": 0.11220012605190277, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19024263322353363, + "m": 1.0 + }, + { + "p": 0.07309672981500626, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9807302355766296 + }, + { + "p": 0.015798810869455338, + "m": 1.0 + }, + { + "p": 0.10252713412046432, + "m": 0.2871823012828827 + }, + { + "p": 0.02420656383037567, + "m": 0.8512037992477417 + }, + { + "p": 0.09926118701696396, + "m": 0.4360465109348297 + }, + { + "p": 0.1074221208691597, + "m": 0.841834545135498 + }, + { + "p": 0.028095118701457977, + "m": 0.39273130893707275 + }, + { + "p": 0.08764354884624481, + "m": 1.0 + }, + { + "p": 0.1255100518465042, + "m": 1.0 + }, + { + "p": 0.03399588167667389, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.2947850227355957, + "val_loss": 0.9580589532852173, + "acc": 64.03, + "time": 237.4499426970724, + "param": [ + { + "p": 0.12560507655143738, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20821331441402435, + "m": 1.0 + }, + { + "p": 0.06798607110977173, + "m": 0.01909789629280567 + }, + { + "p": 0.0, + "m": 0.984731912612915 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10691697150468826, + "m": 0.34775394201278687 + }, + { + "p": 0.015132013708353043, + "m": 0.8443673849105835 + }, + { + "p": 0.10340632498264313, + "m": 0.42762815952301025 + }, + { + "p": 0.11464495211839676, + "m": 0.8510727882385254 + }, + { + "p": 0.018497809767723083, + "m": 0.3914700448513031 + }, + { + "p": 0.08487395197153091, + "m": 0.9994832277297974 + }, + { + "p": 0.15472351014614105, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.263914704322815, + "val_loss": 1.0559544563293457, + "acc": 63.07, + "time": 238.1973921591416, + "param": [ + { + "p": 0.12780064344406128, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2117011696100235, + "m": 1.0 + }, + { + "p": 0.0626150369644165, + "m": 0.01862371899187565 + }, + { + "p": 0.0036225239746272564, + "m": 1.0 + }, + { + "p": 0.0012146432418376207, + "m": 1.0 + }, + { + "p": 0.09483949095010757, + "m": 0.38730576634407043 + }, + { + "p": 0.0086973300203681, + "m": 0.8351501822471619 + }, + { + "p": 0.11229337751865387, + "m": 0.45093363523483276 + }, + { + "p": 0.11062146723270416, + "m": 0.8531228303909302 + }, + { + "p": 0.024211330339312553, + "m": 0.40088024735450745 + }, + { + "p": 0.0805424228310585, + "m": 1.0 + }, + { + "p": 0.16184060275554657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.5000487565994263, + "val_loss": 0.9799547791481018, + "acc": 64.76, + "time": 236.0997493979521, + "param": [ + { + "p": 0.1155293807387352, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21740229427814484, + "m": 1.0 + }, + { + "p": 0.060348451137542725, + "m": 0.0 + }, + { + "p": 0.019026288762688637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06712482124567032, + "m": 0.3962472975254059 + }, + { + "p": 0.009429162368178368, + "m": 0.8121066689491272 + }, + { + "p": 0.11868783831596375, + "m": 0.4733700454235077 + }, + { + "p": 0.10597451776266098, + "m": 0.8653389811515808 + }, + { + "p": 0.030556514859199524, + "m": 0.4180156886577606 + }, + { + "p": 0.09129871428012848, + "m": 1.0 + }, + { + "p": 0.1646219938993454, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.4349496364593506, + "val_loss": 1.1111918687820435, + "acc": 64.4, + "time": 236.1560004290659, + "param": [ + { + "p": 0.11542505025863647, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24358156323432922, + "m": 1.0 + }, + { + "p": 0.05739286541938782, + "m": 0.0 + }, + { + "p": 0.004636478144675493, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050283946096897125, + "m": 0.3863714337348938 + }, + { + "p": 0.0, + "m": 0.7945254445075989 + }, + { + "p": 0.13092681765556335, + "m": 0.4612528681755066 + }, + { + "p": 0.09949172288179398, + "m": 0.8898997902870178 + }, + { + "p": 0.011728200130164623, + "m": 0.4268108010292053 + }, + { + "p": 0.09866677224636078, + "m": 1.0 + }, + { + "p": 0.18786650896072388, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.193983793258667, + "val_loss": 1.1005011796951294, + "acc": 64.26, + "time": 235.69990905211307, + "param": [ + { + "p": 0.11184679716825485, + "m": 1.0 + }, + { + "p": 0.0010251624044030905, + "m": 1.0 + }, + { + "p": 0.2590165436267853, + "m": 1.0 + }, + { + "p": 0.056640151888132095, + "m": 0.0 + }, + { + "p": 0.001983915688470006, + "m": 1.0 + }, + { + "p": 0.00106776412576437, + "m": 1.0 + }, + { + "p": 0.04571421071887016, + "m": 0.3839949071407318 + }, + { + "p": 0.006171847693622112, + "m": 0.7823557257652283 + }, + { + "p": 0.13260051608085632, + "m": 0.4577498435974121 + }, + { + "p": 0.09453374892473221, + "m": 0.8929580450057983 + }, + { + "p": 0.009563072584569454, + "m": 0.42205679416656494 + }, + { + "p": 0.09541787952184677, + "m": 1.0 + }, + { + "p": 0.1842023879289627, + "m": 1.0 + }, + { + "p": 0.00021595449652522802, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.0827964544296265, + "val_loss": 0.9438426494598389, + "acc": 65.23, + "time": 235.97413556091487, + "param": [ + { + "p": 0.099774569272995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24839363992214203, + "m": 1.0 + }, + { + "p": 0.07196763902902603, + "m": 0.02608758769929409 + }, + { + "p": 0.009318208321928978, + "m": 0.9926794767379761 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04689784720540047, + "m": 0.359533429145813 + }, + { + "p": 0.015878908336162567, + "m": 0.8199166655540466 + }, + { + "p": 0.1263885647058487, + "m": 0.4626460373401642 + }, + { + "p": 0.0914020985364914, + "m": 0.903622567653656 + }, + { + "p": 0.029812833294272423, + "m": 0.4235464036464691 + }, + { + "p": 0.09509068727493286, + "m": 0.998923659324646 + }, + { + "p": 0.16507503390312195, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.1731679439544678, + "val_loss": 1.147086262702942, + "acc": 65.79, + "time": 236.478382343892, + "param": [ + { + "p": 0.09303726255893707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23530198633670807, + "m": 1.0 + }, + { + "p": 0.08312788605690002, + "m": 0.037349238991737366 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0019173427717760205, + "m": 0.9988399744033813 + }, + { + "p": 0.052526120096445084, + "m": 0.35561227798461914 + }, + { + "p": 0.016244525089859962, + "m": 0.8600493669509888 + }, + { + "p": 0.12201215326786041, + "m": 0.4498569965362549 + }, + { + "p": 0.09700800478458405, + "m": 0.8971555829048157 + }, + { + "p": 0.048365380614995956, + "m": 0.4422718286514282 + }, + { + "p": 0.09504660964012146, + "m": 1.0 + }, + { + "p": 0.15541274845600128, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.0834622383117676, + "val_loss": 1.0877985954284668, + "acc": 65.19, + "time": 234.1864506418351, + "param": [ + { + "p": 0.09242755174636841, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2389352172613144, + "m": 1.0 + }, + { + "p": 0.08239327371120453, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00018561468459665775, + "m": 0.9787909388542175 + }, + { + "p": 0.06632906198501587, + "m": 0.3521682918071747 + }, + { + "p": 0.013071977533400059, + "m": 0.8568474650382996 + }, + { + "p": 0.10695283859968185, + "m": 0.4437929093837738 + }, + { + "p": 0.10599056631326675, + "m": 0.8865299224853516 + }, + { + "p": 0.046755559742450714, + "m": 0.4527602791786194 + }, + { + "p": 0.09064863622188568, + "m": 1.0 + }, + { + "p": 0.15630978345870972, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.2567942142486572, + "val_loss": 0.9703426957130432, + "acc": 66.24, + "time": 231.65861846203916, + "param": [ + { + "p": 0.09364930540323257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24596333503723145, + "m": 1.0 + }, + { + "p": 0.09174156934022903, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.99192875623703 + }, + { + "p": 0.07025325298309326, + "m": 0.3588719069957733 + }, + { + "p": 0.009538383223116398, + "m": 0.8540780544281006 + }, + { + "p": 0.09272785484790802, + "m": 0.43372535705566406 + }, + { + "p": 0.11280027031898499, + "m": 0.8700344562530518 + }, + { + "p": 0.03947363793849945, + "m": 0.445909321308136 + }, + { + "p": 0.08456909656524658, + "m": 1.0 + }, + { + "p": 0.15899336338043213, + "m": 1.0 + }, + { + "p": 0.0002899219107348472, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.0630650520324707, + "val_loss": 1.0051746368408203, + "acc": 65.02, + "time": 238.94216049090028, + "param": [ + { + "p": 0.09652028232812881, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23785659670829773, + "m": 1.0 + }, + { + "p": 0.09063106030225754, + "m": 0.0 + }, + { + "p": 0.004847771022468805, + "m": 0.991026759147644 + }, + { + "p": 0.0062223076820373535, + "m": 1.0 + }, + { + "p": 0.08239449560642242, + "m": 0.3237616717815399 + }, + { + "p": 0.013719774782657623, + "m": 0.850964367389679 + }, + { + "p": 0.07718224078416824, + "m": 0.410631000995636 + }, + { + "p": 0.11737065762281418, + "m": 0.8520827293395996 + }, + { + "p": 0.03021015226840973, + "m": 0.4473050832748413 + }, + { + "p": 0.09003736823797226, + "m": 1.0 + }, + { + "p": 0.14906415343284607, + "m": 1.0 + }, + { + "p": 0.003943157382309437, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.1887805461883545, + "val_loss": 0.903449535369873, + "acc": 66.33, + "time": 236.91442393604666, + "param": [ + { + "p": 0.10502061992883682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21453967690467834, + "m": 1.0 + }, + { + "p": 0.08577817678451538, + "m": 0.0 + }, + { + "p": 0.013357659801840782, + "m": 0.9767516851425171 + }, + { + "p": 0.008912820369005203, + "m": 1.0 + }, + { + "p": 0.09634940326213837, + "m": 0.3138916492462158 + }, + { + "p": 0.020618639886379242, + "m": 0.8524261116981506 + }, + { + "p": 0.06599190831184387, + "m": 0.3855319619178772 + }, + { + "p": 0.11785043030977249, + "m": 0.8354177474975586 + }, + { + "p": 0.0333881601691246, + "m": 0.460065096616745 + }, + { + "p": 0.09625962376594543, + "m": 1.0 + }, + { + "p": 0.13476009666919708, + "m": 1.0 + }, + { + "p": 0.007172771729528904, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.0028979778289795, + "val_loss": 0.9712398648262024, + "acc": 66.94, + "time": 235.81718030106276, + "param": [ + { + "p": 0.10541070252656937, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20370841026306152, + "m": 1.0 + }, + { + "p": 0.08177057653665543, + "m": 0.0 + }, + { + "p": 0.00572416465729475, + "m": 0.9486233592033386 + }, + { + "p": 0.010157878510653973, + "m": 0.9979680776596069 + }, + { + "p": 0.1036321148276329, + "m": 0.3156545162200928 + }, + { + "p": 0.01882307603955269, + "m": 0.8278369307518005 + }, + { + "p": 0.06386719644069672, + "m": 0.3678509593009949 + }, + { + "p": 0.12234755605459213, + "m": 0.8301539421081543 + }, + { + "p": 0.048438820987939835, + "m": 0.4810318648815155 + }, + { + "p": 0.10326775163412094, + "m": 1.0 + }, + { + "p": 0.1328517198562622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.274475336074829, + "val_loss": 1.0233159065246582, + "acc": 66.38, + "time": 237.2666343629826, + "param": [ + { + "p": 0.10077525675296783, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1775599867105484, + "m": 1.0 + }, + { + "p": 0.08464575558900833, + "m": 0.0 + }, + { + "p": 0.005611335393041372, + "m": 0.9215260148048401 + }, + { + "p": 0.014739394187927246, + "m": 0.9896852970123291 + }, + { + "p": 0.10576789081096649, + "m": 0.3130730986595154 + }, + { + "p": 0.031605757772922516, + "m": 0.8002077341079712 + }, + { + "p": 0.06358301639556885, + "m": 0.3696683645248413 + }, + { + "p": 0.11661768704652786, + "m": 0.8270521759986877 + }, + { + "p": 0.06252339482307434, + "m": 0.50552898645401 + }, + { + "p": 0.10827746987342834, + "m": 1.0 + }, + { + "p": 0.12829314172267914, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.4275606870651245, + "val_loss": 0.919109046459198, + "acc": 66.43, + "time": 236.1076680170372, + "param": [ + { + "p": 0.09877051413059235, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15193307399749756, + "m": 1.0 + }, + { + "p": 0.09199941903352737, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9246367812156677 + }, + { + "p": 0.01788748987019062, + "m": 0.9935114979743958 + }, + { + "p": 0.10245173424482346, + "m": 0.293409138917923 + }, + { + "p": 0.05000872537493706, + "m": 0.8021174073219299 + }, + { + "p": 0.07350460439920425, + "m": 0.3847322463989258 + }, + { + "p": 0.10483166575431824, + "m": 0.8371880054473877 + }, + { + "p": 0.0737396851181984, + "m": 0.5105029940605164 + }, + { + "p": 0.10916949808597565, + "m": 1.0 + }, + { + "p": 0.12444133311510086, + "m": 1.0 + }, + { + "p": 0.0012622288195416331, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.1451374292373657, + "val_loss": 0.9848084449768066, + "acc": 65.86, + "time": 233.066965195816, + "param": [ + { + "p": 0.11547750979661942, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12563994526863098, + "m": 1.0 + }, + { + "p": 0.097690150141716, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8734868764877319 + }, + { + "p": 0.014122840948402882, + "m": 1.0 + }, + { + "p": 0.0993206650018692, + "m": 0.2613462805747986 + }, + { + "p": 0.059840694069862366, + "m": 0.8389522433280945 + }, + { + "p": 0.08305979520082474, + "m": 0.39619117975234985 + }, + { + "p": 0.10517435520887375, + "m": 0.8094175457954407 + }, + { + "p": 0.08397609740495682, + "m": 0.5201712846755981 + }, + { + "p": 0.09891999512910843, + "m": 1.0 + }, + { + "p": 0.10914181917905807, + "m": 1.0 + }, + { + "p": 0.0076361531391739845, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.0415362119674683, + "val_loss": 0.9675285220146179, + "acc": 66.86, + "time": 234.60577837284654, + "param": [ + { + "p": 0.12697547674179077, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10026311874389648, + "m": 1.0 + }, + { + "p": 0.1072700172662735, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.844659149646759 + }, + { + "p": 0.012511779554188251, + "m": 1.0 + }, + { + "p": 0.09131170809268951, + "m": 0.24262283742427826 + }, + { + "p": 0.06205242499709129, + "m": 0.8126330375671387 + }, + { + "p": 0.0893702507019043, + "m": 0.3956065773963928 + }, + { + "p": 0.11615905910730362, + "m": 0.7902951836585999 + }, + { + "p": 0.09393901377916336, + "m": 0.5253499746322632 + }, + { + "p": 0.09941447526216507, + "m": 1.0 + }, + { + "p": 0.0961628332734108, + "m": 1.0 + }, + { + "p": 0.004569803364574909, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.0399439334869385, + "val_loss": 0.9307253956794739, + "acc": 67.16, + "time": 227.32067836914212, + "param": [ + { + "p": 0.13773804903030396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08820986747741699, + "m": 1.0 + }, + { + "p": 0.1258808821439743, + "m": 0.003307058708742261 + }, + { + "p": 0.0, + "m": 0.8444315791130066 + }, + { + "p": 0.00817260704934597, + "m": 1.0 + }, + { + "p": 0.08815856277942657, + "m": 0.2617439329624176 + }, + { + "p": 0.051961638033390045, + "m": 0.7792541980743408 + }, + { + "p": 0.0933912917971611, + "m": 0.4032410979270935 + }, + { + "p": 0.12711101770401, + "m": 0.7728081345558167 + }, + { + "p": 0.09055054187774658, + "m": 0.51703941822052 + }, + { + "p": 0.10541108250617981, + "m": 1.0 + }, + { + "p": 0.08316097408533096, + "m": 1.0 + }, + { + "p": 0.0002534562663640827, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.2109661102294922, + "val_loss": 1.0183953046798706, + "acc": 66.74, + "time": 234.37506126402877, + "param": [ + { + "p": 0.14939363300800323, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06783252209424973, + "m": 1.0 + }, + { + "p": 0.13851022720336914, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8446468114852905 + }, + { + "p": 0.0, + "m": 0.9944337010383606 + }, + { + "p": 0.08376342058181763, + "m": 0.26134973764419556 + }, + { + "p": 0.04223973676562309, + "m": 0.7470627427101135 + }, + { + "p": 0.09792787581682205, + "m": 0.405132532119751 + }, + { + "p": 0.15302462875843048, + "m": 0.8113687634468079 + }, + { + "p": 0.08015192300081253, + "m": 0.5106090307235718 + }, + { + "p": 0.10815665125846863, + "m": 1.0 + }, + { + "p": 0.07899930328130722, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.2503585815429688, + "val_loss": 0.9239770770072937, + "acc": 67.04, + "time": 230.64453418087214, + "param": [ + { + "p": 0.16386529803276062, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045736026018857956, + "m": 1.0 + }, + { + "p": 0.13951878249645233, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8312556743621826 + }, + { + "p": 0.0, + "m": 0.9757218956947327 + }, + { + "p": 0.06181665137410164, + "m": 0.25911450386047363 + }, + { + "p": 0.044725287705659866, + "m": 0.7531549334526062 + }, + { + "p": 0.08238357305526733, + "m": 0.3847576379776001 + }, + { + "p": 0.18512915074825287, + "m": 0.8523741364479065 + }, + { + "p": 0.0695042833685875, + "m": 0.5185128450393677 + }, + { + "p": 0.11960842460393906, + "m": 1.0 + }, + { + "p": 0.08771251887083054, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.1766483783721924, + "val_loss": 0.9805293679237366, + "acc": 65.59, + "time": 230.08247554395348, + "param": [ + { + "p": 0.17322373390197754, + "m": 1.0 + }, + { + "p": 0.0002597264829091728, + "m": 1.0 + }, + { + "p": 0.03770442679524422, + "m": 1.0 + }, + { + "p": 0.13350167870521545, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8146497011184692 + }, + { + "p": 0.0, + "m": 0.9661182165145874 + }, + { + "p": 0.051381196826696396, + "m": 0.2507023513317108 + }, + { + "p": 0.042246412485837936, + "m": 0.7790429592132568 + }, + { + "p": 0.07066985219717026, + "m": 0.3592144250869751 + }, + { + "p": 0.1931212991476059, + "m": 0.8787130117416382 + }, + { + "p": 0.07797810435295105, + "m": 0.5404883623123169 + }, + { + "p": 0.12252902239561081, + "m": 1.0 + }, + { + "p": 0.0955999493598938, + "m": 1.0 + }, + { + "p": 0.0017845566617324948, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.1360704898834229, + "val_loss": 0.9979981780052185, + "acc": 67.14, + "time": 237.09329028381035, + "param": [ + { + "p": 0.1558423787355423, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.053506411612033844, + "m": 1.0 + }, + { + "p": 0.11932284384965897, + "m": 0.0 + }, + { + "p": 0.009296375326812267, + "m": 0.7901385426521301 + }, + { + "p": 0.0, + "m": 0.9532557725906372 + }, + { + "p": 0.05880642682313919, + "m": 0.27149316668510437 + }, + { + "p": 0.031176170334219933, + "m": 0.7930276989936829 + }, + { + "p": 0.0782129094004631, + "m": 0.3470538258552551 + }, + { + "p": 0.16177062690258026, + "m": 0.8805712461471558 + }, + { + "p": 0.09258618205785751, + "m": 0.5470054149627686 + }, + { + "p": 0.11819791793823242, + "m": 1.0 + }, + { + "p": 0.1072591096162796, + "m": 1.0 + }, + { + "p": 0.014022543095052242, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.1351805925369263, + "val_loss": 0.8135380148887634, + "acc": 68.47, + "time": 235.15596175915562, + "param": [ + { + "p": 0.1329827606678009, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07218360155820847, + "m": 1.0 + }, + { + "p": 0.11196020245552063, + "m": 0.0 + }, + { + "p": 0.02346128784120083, + "m": 0.8103185296058655 + }, + { + "p": 0.004522413946688175, + "m": 0.926193356513977 + }, + { + "p": 0.055338304489851, + "m": 0.27251365780830383 + }, + { + "p": 0.045691777020692825, + "m": 0.7914443016052246 + }, + { + "p": 0.081759974360466, + "m": 0.34827762842178345 + }, + { + "p": 0.13653716444969177, + "m": 0.8661785125732422 + }, + { + "p": 0.09149206429719925, + "m": 0.5522314310073853 + }, + { + "p": 0.10313618928194046, + "m": 1.0 + }, + { + "p": 0.10905837267637253, + "m": 1.0 + }, + { + "p": 0.03187587857246399, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.075048804283142, + "val_loss": 0.9373545050621033, + "acc": 68.89, + "time": 234.01925632590428, + "param": [ + { + "p": 0.13344693183898926, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08517888188362122, + "m": 1.0 + }, + { + "p": 0.10966605693101883, + "m": 0.0 + }, + { + "p": 0.04053249582648277, + "m": 0.8368813991546631 + }, + { + "p": 0.006713462062180042, + "m": 0.9223039150238037 + }, + { + "p": 0.053595345467329025, + "m": 0.27980300784111023 + }, + { + "p": 0.045979082584381104, + "m": 0.7466749548912048 + }, + { + "p": 0.06450232863426208, + "m": 0.343109667301178 + }, + { + "p": 0.13408751785755157, + "m": 0.8790811896324158 + }, + { + "p": 0.08415859937667847, + "m": 0.5529605150222778 + }, + { + "p": 0.10256358236074448, + "m": 1.0 + }, + { + "p": 0.10795658826828003, + "m": 1.0 + }, + { + "p": 0.031619004905223846, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 0.9986799955368042, + "val_loss": 0.8608610033988953, + "acc": 67.77, + "time": 236.34738776297309, + "param": [ + { + "p": 0.12765029072761536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10088461637496948, + "m": 1.0 + }, + { + "p": 0.10142484307289124, + "m": 0.0 + }, + { + "p": 0.05323302373290062, + "m": 0.8507941365242004 + }, + { + "p": 0.013914961367845535, + "m": 0.9145447611808777 + }, + { + "p": 0.051382653415203094, + "m": 0.2839811444282532 + }, + { + "p": 0.04511990025639534, + "m": 0.6899378299713135 + }, + { + "p": 0.051892220973968506, + "m": 0.33769547939300537 + }, + { + "p": 0.13788734376430511, + "m": 0.8912672400474548 + }, + { + "p": 0.07848306000232697, + "m": 0.559503436088562 + }, + { + "p": 0.09360690414905548, + "m": 1.0 + }, + { + "p": 0.11276091635227203, + "m": 1.0 + }, + { + "p": 0.03175927698612213, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.2779959440231323, + "val_loss": 0.9153834581375122, + "acc": 68.84, + "time": 237.86016730498523, + "param": [ + { + "p": 0.1468893438577652, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1253584772348404, + "m": 1.0 + }, + { + "p": 0.09984168410301208, + "m": 0.003658881178125739 + }, + { + "p": 0.043596044182777405, + "m": 0.7941390872001648 + }, + { + "p": 0.0028335866518318653, + "m": 0.9135051965713501 + }, + { + "p": 0.036900389939546585, + "m": 0.2752732038497925 + }, + { + "p": 0.04246842861175537, + "m": 0.6837034225463867 + }, + { + "p": 0.048227112740278244, + "m": 0.33967089653015137 + }, + { + "p": 0.1593349575996399, + "m": 0.8827311396598816 + }, + { + "p": 0.07313287258148193, + "m": 0.5472819805145264 + }, + { + "p": 0.08672995865345001, + "m": 1.0 + }, + { + "p": 0.12787163257598877, + "m": 1.0 + }, + { + "p": 0.006815541535615921, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.3246755599975586, + "val_loss": 1.0153957605361938, + "acc": 67.94, + "time": 236.03180608688854, + "param": [ + { + "p": 0.1505025327205658, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13722287118434906, + "m": 1.0 + }, + { + "p": 0.1053638681769371, + "m": 0.02146144211292267 + }, + { + "p": 0.02113201655447483, + "m": 0.7634893655776978 + }, + { + "p": 0.006456523202359676, + "m": 0.9148531556129456 + }, + { + "p": 0.029272248968482018, + "m": 0.2592504620552063 + }, + { + "p": 0.034016769379377365, + "m": 0.679512083530426 + }, + { + "p": 0.04587962478399277, + "m": 0.3427085876464844 + }, + { + "p": 0.170009046792984, + "m": 0.8549768328666687 + }, + { + "p": 0.06090906262397766, + "m": 0.5456357598304749 + }, + { + "p": 0.09165877103805542, + "m": 1.0 + }, + { + "p": 0.13284507393836975, + "m": 1.0 + }, + { + "p": 0.0147316325455904, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.1919738054275513, + "val_loss": 0.9006996750831604, + "acc": 67.95, + "time": 232.22838475904427, + "param": [ + { + "p": 0.14346107840538025, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14468355476856232, + "m": 1.0 + }, + { + "p": 0.12000573426485062, + "m": 0.01831609569489956 + }, + { + "p": 0.007183723151683807, + "m": 0.7404037714004517 + }, + { + "p": 0.015882860869169235, + "m": 0.9139574766159058 + }, + { + "p": 0.022504180669784546, + "m": 0.22655251622200012 + }, + { + "p": 0.023679865524172783, + "m": 0.698056697845459 + }, + { + "p": 0.03969160467386246, + "m": 0.3526085615158081 + }, + { + "p": 0.1742146760225296, + "m": 0.8435402512550354 + }, + { + "p": 0.052755456417798996, + "m": 0.5603262186050415 + }, + { + "p": 0.0966600701212883, + "m": 1.0 + }, + { + "p": 0.1277005970478058, + "m": 1.0 + }, + { + "p": 0.031576577574014664, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.0012961626052856, + "val_loss": 0.9082850217819214, + "acc": 69.01, + "time": 237.45301571208984, + "param": [ + { + "p": 0.12390932440757751, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14326897263526917, + "m": 1.0 + }, + { + "p": 0.14341838657855988, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.717723548412323 + }, + { + "p": 0.003671343671157956, + "m": 0.9258865714073181 + }, + { + "p": 0.020288966596126556, + "m": 0.23525960743427277 + }, + { + "p": 0.01384078711271286, + "m": 0.6881742477416992 + }, + { + "p": 0.04038308933377266, + "m": 0.350391149520874 + }, + { + "p": 0.17578735947608948, + "m": 0.8595460057258606 + }, + { + "p": 0.052188050001859665, + "m": 0.5789602398872375 + }, + { + "p": 0.10709600150585175, + "m": 1.0 + }, + { + "p": 0.13035577535629272, + "m": 1.0 + }, + { + "p": 0.045791927725076675, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.0442509651184082, + "val_loss": 0.9048792719841003, + "acc": 68.34, + "time": 238.04132123407908, + "param": [ + { + "p": 0.11175715178251266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14403384923934937, + "m": 1.0 + }, + { + "p": 0.15506340563297272, + "m": 0.0002445961581543088 + }, + { + "p": 0.0, + "m": 0.6956496834754944 + }, + { + "p": 0.0, + "m": 0.9226797819137573 + }, + { + "p": 0.010067472234368324, + "m": 0.26624244451522827 + }, + { + "p": 0.0004573367477860302, + "m": 0.6773766279220581 + }, + { + "p": 0.03822245076298714, + "m": 0.34571391344070435 + }, + { + "p": 0.17841333150863647, + "m": 0.8493821024894714 + }, + { + "p": 0.054189689457416534, + "m": 0.5905760526657104 + }, + { + "p": 0.11594178527593613, + "m": 1.0 + }, + { + "p": 0.1415558010339737, + "m": 1.0 + }, + { + "p": 0.05029771849513054, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.154462218284607, + "val_loss": 0.8983311057090759, + "acc": 68.33, + "time": 237.98485815594904, + "param": [ + { + "p": 0.11043093353509903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13747182488441467, + "m": 1.0 + }, + { + "p": 0.15710246562957764, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6792483329772949 + }, + { + "p": 0.001935372594743967, + "m": 0.9320355653762817 + }, + { + "p": 0.004779829643666744, + "m": 0.276359498500824 + }, + { + "p": 0.00892679300159216, + "m": 0.6491206884384155 + }, + { + "p": 0.04586968198418617, + "m": 0.3512957990169525 + }, + { + "p": 0.17095857858657837, + "m": 0.8422013521194458 + }, + { + "p": 0.05438804626464844, + "m": 0.6040500998497009 + }, + { + "p": 0.12011218816041946, + "m": 1.0 + }, + { + "p": 0.139704167842865, + "m": 1.0 + }, + { + "p": 0.048320211470127106, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.061349868774414, + "val_loss": 0.8122544288635254, + "acc": 68.95, + "time": 237.09186433185823, + "param": [ + { + "p": 0.09917031973600388, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13963201642036438, + "m": 1.0 + }, + { + "p": 0.14309769868850708, + "m": 0.0004459318006411195 + }, + { + "p": 0.0042894151993095875, + "m": 0.6447354555130005 + }, + { + "p": 0.018300477415323257, + "m": 0.9251487255096436 + }, + { + "p": 0.01157235074788332, + "m": 0.29145216941833496 + }, + { + "p": 0.021857062354683876, + "m": 0.6404841542243958 + }, + { + "p": 0.06035098433494568, + "m": 0.3591117560863495 + }, + { + "p": 0.15851017832756042, + "m": 0.8457171320915222 + }, + { + "p": 0.06285252422094345, + "m": 0.6318599581718445 + }, + { + "p": 0.12259384989738464, + "m": 1.0 + }, + { + "p": 0.11592262238264084, + "m": 1.0 + }, + { + "p": 0.041850458830595016, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.1363890171051025, + "val_loss": 0.8285015225410461, + "acc": 69.27, + "time": 233.54555384605192, + "param": [ + { + "p": 0.09928742796182632, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15170837938785553, + "m": 1.0 + }, + { + "p": 0.12916643917560577, + "m": 0.0 + }, + { + "p": 0.005268602166324854, + "m": 0.604789137840271 + }, + { + "p": 0.0, + "m": 0.9384397268295288 + }, + { + "p": 0.00496322987601161, + "m": 0.2589617669582367 + }, + { + "p": 0.02899438515305519, + "m": 0.6285548210144043 + }, + { + "p": 0.0684155747294426, + "m": 0.37657663226127625 + }, + { + "p": 0.15228202939033508, + "m": 0.8021739721298218 + }, + { + "p": 0.0822819173336029, + "m": 0.6416834592819214 + }, + { + "p": 0.12666845321655273, + "m": 1.0 + }, + { + "p": 0.1092245876789093, + "m": 1.0 + }, + { + "p": 0.041739050298929214, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.188896656036377, + "val_loss": 0.8968073725700378, + "acc": 68.54, + "time": 230.84772569406778, + "param": [ + { + "p": 0.10024845600128174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14548230171203613, + "m": 1.0 + }, + { + "p": 0.11516989022493362, + "m": 0.0 + }, + { + "p": 0.019613195210695267, + "m": 0.5925736427307129 + }, + { + "p": 0.0, + "m": 0.9389382004737854 + }, + { + "p": 0.0, + "m": 0.24679794907569885 + }, + { + "p": 0.03930363431572914, + "m": 0.6232836842536926 + }, + { + "p": 0.06848634779453278, + "m": 0.3912336826324463 + }, + { + "p": 0.14604830741882324, + "m": 0.8040240406990051 + }, + { + "p": 0.09697987884283066, + "m": 0.6461172103881836 + }, + { + "p": 0.12835083901882172, + "m": 1.0 + }, + { + "p": 0.09489822387695312, + "m": 1.0 + }, + { + "p": 0.04541897773742676, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.1949189901351929, + "val_loss": 0.9346747994422913, + "acc": 68.52, + "time": 232.84743878711015, + "param": [ + { + "p": 0.10571946948766708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1402389258146286, + "m": 1.0 + }, + { + "p": 0.10437833517789841, + "m": 0.0 + }, + { + "p": 0.026211226359009743, + "m": 0.5957386493682861 + }, + { + "p": 0.0, + "m": 0.9012208580970764 + }, + { + "p": 0.009781451895833015, + "m": 0.23559118807315826 + }, + { + "p": 0.0372566357254982, + "m": 0.6280606389045715 + }, + { + "p": 0.08455482125282288, + "m": 0.3960864543914795 + }, + { + "p": 0.1268855631351471, + "m": 0.8349835276603699 + }, + { + "p": 0.09930337220430374, + "m": 0.6332783699035645 + }, + { + "p": 0.11890393495559692, + "m": 1.0 + }, + { + "p": 0.08735857903957367, + "m": 1.0 + }, + { + "p": 0.059407711029052734, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 0.965702474117279, + "val_loss": 0.9562197327613831, + "acc": 68.87, + "time": 235.68077366496436, + "param": [ + { + "p": 0.10469620674848557, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1500466912984848, + "m": 1.0 + }, + { + "p": 0.10140157490968704, + "m": 0.0002183323522331193 + }, + { + "p": 0.00578371062874794, + "m": 0.5584313869476318 + }, + { + "p": 0.0, + "m": 0.9061289429664612 + }, + { + "p": 0.0011539971455931664, + "m": 0.21787260472774506 + }, + { + "p": 0.02416340634226799, + "m": 0.6417814493179321 + }, + { + "p": 0.11230403929948807, + "m": 0.38141512870788574 + }, + { + "p": 0.12425950169563293, + "m": 0.8320083022117615 + }, + { + "p": 0.1066037192940712, + "m": 0.6185135245323181 + }, + { + "p": 0.11346710473299026, + "m": 1.0 + }, + { + "p": 0.09440482407808304, + "m": 1.0 + }, + { + "p": 0.061715174466371536, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.1118501424789429, + "val_loss": 1.0099804401397705, + "acc": 69.95, + "time": 235.21399415284395, + "param": [ + { + "p": 0.11202091723680496, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16506673395633698, + "m": 1.0 + }, + { + "p": 0.10925116389989853, + "m": 0.041050586849451065 + }, + { + "p": 0.0, + "m": 0.5600957870483398 + }, + { + "p": 0.0008051654440350831, + "m": 0.9222254753112793 + }, + { + "p": 0.0, + "m": 0.24340999126434326 + }, + { + "p": 0.013992318883538246, + "m": 0.6410355567932129 + }, + { + "p": 0.12355465441942215, + "m": 0.3566741645336151 + }, + { + "p": 0.11554501205682755, + "m": 0.7988138794898987 + }, + { + "p": 0.10271219909191132, + "m": 0.60271817445755 + }, + { + "p": 0.11159026622772217, + "m": 1.0 + }, + { + "p": 0.09788471460342407, + "m": 1.0 + }, + { + "p": 0.04757685959339142, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.9473138451576233, + "val_loss": 0.8959475755691528, + "acc": 68.81, + "time": 238.84354854701087, + "param": [ + { + "p": 0.1264980584383011, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1799837052822113, + "m": 1.0 + }, + { + "p": 0.12624268233776093, + "m": 0.0023706848733127117 + }, + { + "p": 0.0, + "m": 0.5525293946266174 + }, + { + "p": 0.0, + "m": 0.8919891715049744 + }, + { + "p": 0.0, + "m": 0.25797125697135925 + }, + { + "p": 0.0, + "m": 0.6217977404594421 + }, + { + "p": 0.1205592080950737, + "m": 0.30932366847991943 + }, + { + "p": 0.11051524430513382, + "m": 0.7791974544525146 + }, + { + "p": 0.08836419880390167, + "m": 0.582581639289856 + }, + { + "p": 0.10883363336324692, + "m": 1.0 + }, + { + "p": 0.10747240483760834, + "m": 1.0 + }, + { + "p": 0.03153081610798836, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 0.9791993498802185, + "val_loss": 0.8760549426078796, + "acc": 69.37, + "time": 237.75152142392471, + "param": [ + { + "p": 0.12774041295051575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17372412979602814, + "m": 1.0 + }, + { + "p": 0.13386382162570953, + "m": 0.0 + }, + { + "p": 0.011364170350134373, + "m": 0.5458431839942932 + }, + { + "p": 0.004537586588412523, + "m": 0.8697564005851746 + }, + { + "p": 0.0007938430644571781, + "m": 0.28553909063339233 + }, + { + "p": 0.00042932649375870824, + "m": 0.614234209060669 + }, + { + "p": 0.1063094213604927, + "m": 0.30045822262763977 + }, + { + "p": 0.10096725821495056, + "m": 0.7598170638084412 + }, + { + "p": 0.08149374276399612, + "m": 0.588455319404602 + }, + { + "p": 0.10536541789770126, + "m": 1.0 + }, + { + "p": 0.12065023183822632, + "m": 1.0 + }, + { + "p": 0.03276060149073601, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.3183878660202026, + "val_loss": 0.7918775081634521, + "acc": 69.04, + "time": 231.34701316105202, + "param": [ + { + "p": 0.12643778324127197, + "m": 1.0 + }, + { + "p": 0.001674416707828641, + "m": 1.0 + }, + { + "p": 0.1619187593460083, + "m": 1.0 + }, + { + "p": 0.1324455738067627, + "m": 0.0 + }, + { + "p": 0.020207080990076065, + "m": 0.5433090925216675 + }, + { + "p": 0.010001087561249733, + "m": 0.8661274909973145 + }, + { + "p": 0.0036349219735711813, + "m": 0.288897842168808 + }, + { + "p": 0.007616609334945679, + "m": 0.5975543260574341 + }, + { + "p": 0.08383765816688538, + "m": 0.308356910943985 + }, + { + "p": 0.10053271055221558, + "m": 0.7473403215408325 + }, + { + "p": 0.06762354075908661, + "m": 0.6001600027084351 + }, + { + "p": 0.11502833664417267, + "m": 1.0 + }, + { + "p": 0.1291806399822235, + "m": 1.0 + }, + { + "p": 0.03986090049147606, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.0810502767562866, + "val_loss": 0.9906083345413208, + "acc": 68.84, + "time": 237.80885425489396, + "param": [ + { + "p": 0.11333700269460678, + "m": 1.0 + }, + { + "p": 0.012569938786327839, + "m": 1.0 + }, + { + "p": 0.14214211702346802, + "m": 1.0 + }, + { + "p": 0.1046990230679512, + "m": 0.0 + }, + { + "p": 0.038484085351228714, + "m": 0.5302950739860535 + }, + { + "p": 0.036111846566200256, + "m": 0.8383333086967468 + }, + { + "p": 0.015661537647247314, + "m": 0.30286905169487 + }, + { + "p": 0.02623869851231575, + "m": 0.5485013723373413 + }, + { + "p": 0.07732737064361572, + "m": 0.31329068541526794 + }, + { + "p": 0.08028140664100647, + "m": 0.7385938763618469 + }, + { + "p": 0.06276863813400269, + "m": 0.6052762269973755 + }, + { + "p": 0.11963377892971039, + "m": 1.0 + }, + { + "p": 0.114825539290905, + "m": 1.0 + }, + { + "p": 0.05591902881860733, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.267699956893921, + "val_loss": 1.0861339569091797, + "acc": 69.65, + "time": 237.6126551560592, + "param": [ + { + "p": 0.10371752828359604, + "m": 1.0 + }, + { + "p": 0.0011658059665933251, + "m": 1.0 + }, + { + "p": 0.14040648937225342, + "m": 1.0 + }, + { + "p": 0.083968885242939, + "m": 0.0030200884211808443 + }, + { + "p": 0.04127201810479164, + "m": 0.5082687139511108 + }, + { + "p": 0.05318582057952881, + "m": 0.816559374332428 + }, + { + "p": 0.020063159987330437, + "m": 0.32066604495048523 + }, + { + "p": 0.03498545289039612, + "m": 0.5178548693656921 + }, + { + "p": 0.08279217034578323, + "m": 0.29673266410827637 + }, + { + "p": 0.0758243203163147, + "m": 0.7346994280815125 + }, + { + "p": 0.06254015862941742, + "m": 0.6203908920288086 + }, + { + "p": 0.12638750672340393, + "m": 1.0 + }, + { + "p": 0.1244540885090828, + "m": 1.0 + }, + { + "p": 0.049236562103033066, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.0416096448898315, + "val_loss": 0.9143127202987671, + "acc": 69.98, + "time": 237.0720416358672, + "param": [ + { + "p": 0.09750180691480637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15969593822956085, + "m": 1.0 + }, + { + "p": 0.06408606469631195, + "m": 0.0 + }, + { + "p": 0.02872070111334324, + "m": 0.49951571226119995 + }, + { + "p": 0.05598084256052971, + "m": 0.8105525374412537 + }, + { + "p": 0.014404057525098324, + "m": 0.331432580947876 + }, + { + "p": 0.03726990520954132, + "m": 0.4851827919483185 + }, + { + "p": 0.08641595393419266, + "m": 0.28682342171669006 + }, + { + "p": 0.07517301291227341, + "m": 0.7177299857139587 + }, + { + "p": 0.059718988835811615, + "m": 0.6227129697799683 + }, + { + "p": 0.1401073932647705, + "m": 1.0 + }, + { + "p": 0.14219118654727936, + "m": 1.0 + }, + { + "p": 0.038734156638383865, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.1264265775680542, + "val_loss": 0.9270638823509216, + "acc": 69.54, + "time": 239.27466526883654, + "param": [ + { + "p": 0.108839251101017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15560226142406464, + "m": 1.0 + }, + { + "p": 0.043126191943883896, + "m": 0.0 + }, + { + "p": 0.022666050121188164, + "m": 0.4765614867210388 + }, + { + "p": 0.04940899834036827, + "m": 0.7917828559875488 + }, + { + "p": 0.02213982678949833, + "m": 0.3043229877948761 + }, + { + "p": 0.04966440796852112, + "m": 0.4746618866920471 + }, + { + "p": 0.08517127484083176, + "m": 0.2824021577835083 + }, + { + "p": 0.07710389792919159, + "m": 0.7135396599769592 + }, + { + "p": 0.05302179977297783, + "m": 0.621330201625824 + }, + { + "p": 0.15103955566883087, + "m": 1.0 + }, + { + "p": 0.14343300461769104, + "m": 1.0 + }, + { + "p": 0.038783393800258636, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 0.8585848808288574, + "val_loss": 0.9014559388160706, + "acc": 69.18, + "time": 236.17150582396425, + "param": [ + { + "p": 0.1459895223379135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1854860633611679, + "m": 1.0 + }, + { + "p": 0.04170648008584976, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.4499110281467438 + }, + { + "p": 0.014625439420342445, + "m": 0.7859423160552979 + }, + { + "p": 0.005683362018316984, + "m": 0.28922680020332336 + }, + { + "p": 0.07444995641708374, + "m": 0.5200167298316956 + }, + { + "p": 0.08437124639749527, + "m": 0.27388638257980347 + }, + { + "p": 0.06264536827802658, + "m": 0.7272226810455322 + }, + { + "p": 0.030983999371528625, + "m": 0.6167107820510864 + }, + { + "p": 0.17215456068515778, + "m": 1.0 + }, + { + "p": 0.16390778124332428, + "m": 1.0 + }, + { + "p": 0.01799630932509899, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.9092432856559753, + "val_loss": 0.9494598507881165, + "acc": 69.79, + "time": 237.59816044103354, + "param": [ + { + "p": 0.16846264898777008, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23766528069972992, + "m": 1.0 + }, + { + "p": 0.047945473343133926, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.4116458594799042 + }, + { + "p": 0.0, + "m": 0.7771432995796204 + }, + { + "p": 0.0, + "m": 0.3022041916847229 + }, + { + "p": 0.08146010339260101, + "m": 0.5126426219940186 + }, + { + "p": 0.07151366025209427, + "m": 0.24940051138401031 + }, + { + "p": 0.027925947681069374, + "m": 0.7740586400032043 + }, + { + "p": 0.0, + "m": 0.5799189209938049 + }, + { + "p": 0.18030638992786407, + "m": 1.0 + }, + { + "p": 0.1847204566001892, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.109639286994934, + "val_loss": 0.9798145294189453, + "acc": 69.63, + "time": 240.35741746099666, + "param": [ + { + "p": 0.17393596470355988, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2675832211971283, + "m": 1.0 + }, + { + "p": 0.04656830057501793, + "m": 0.0 + }, + { + "p": 0.0036208978854119778, + "m": 0.3626044988632202 + }, + { + "p": 0.0, + "m": 0.7321081757545471 + }, + { + "p": 0.0004878225445281714, + "m": 0.3025321662425995 + }, + { + "p": 0.06451106816530228, + "m": 0.4704696536064148 + }, + { + "p": 0.05852711573243141, + "m": 0.21391254663467407 + }, + { + "p": 0.0, + "m": 0.8168616890907288 + }, + { + "p": 0.0, + "m": 0.5546673536300659 + }, + { + "p": 0.1891995519399643, + "m": 1.0 + }, + { + "p": 0.19556601345539093, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 0.6542693972587585, + "val_loss": 0.977350115776062, + "acc": 69.43, + "time": 236.4075935909059, + "param": [ + { + "p": 0.16862761974334717, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2613523602485657, + "m": 1.0 + }, + { + "p": 0.06470778584480286, + "m": 0.0043801371939480305 + }, + { + "p": 0.016735469922423363, + "m": 0.3041260540485382 + }, + { + "p": 0.005160192493349314, + "m": 0.714004397392273 + }, + { + "p": 0.010454793460667133, + "m": 0.29185232520103455 + }, + { + "p": 0.05527506023645401, + "m": 0.4397847354412079 + }, + { + "p": 0.0497254841029644, + "m": 0.18081744015216827 + }, + { + "p": 0.0, + "m": 0.8420767188072205 + }, + { + "p": 0.0015071025118231773, + "m": 0.5557838082313538 + }, + { + "p": 0.177521750330925, + "m": 1.0 + }, + { + "p": 0.18806593120098114, + "m": 1.0 + }, + { + "p": 0.000866546353790909, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.8274058103561401, + "val_loss": 0.8609707951545715, + "acc": 69.92, + "time": 227.0634155299049, + "param": [ + { + "p": 0.17398615181446075, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25924381613731384, + "m": 1.0 + }, + { + "p": 0.07583054155111313, + "m": 0.0 + }, + { + "p": 0.011416393332183361, + "m": 0.2677333652973175 + }, + { + "p": 0.017326654866337776, + "m": 0.6895334720611572 + }, + { + "p": 0.017232302576303482, + "m": 0.27347609400749207 + }, + { + "p": 0.047423284500837326, + "m": 0.40924492478370667 + }, + { + "p": 0.03329108655452728, + "m": 0.13940061628818512 + }, + { + "p": 0.0006756745278835297, + "m": 0.8515822291374207 + }, + { + "p": 0.001837465912103653, + "m": 0.5597134232521057 + }, + { + "p": 0.166058748960495, + "m": 1.0 + }, + { + "p": 0.19087742269039154, + "m": 1.0 + }, + { + "p": 0.004800399299710989, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 0.9904687404632568, + "val_loss": 0.7526141405105591, + "acc": 70.09, + "time": 239.54410107713193, + "param": [ + { + "p": 0.15800735354423523, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21166068315505981, + "m": 1.0 + }, + { + "p": 0.07365421950817108, + "m": 0.002488454570993781 + }, + { + "p": 0.020302664488554, + "m": 0.2093248814344406 + }, + { + "p": 0.03919155150651932, + "m": 0.6219942569732666 + }, + { + "p": 0.030594561249017715, + "m": 0.28106704354286194 + }, + { + "p": 0.05367683246731758, + "m": 0.35808631777763367 + }, + { + "p": 0.046966273337602615, + "m": 0.11651747673749924 + }, + { + "p": 0.0173085555434227, + "m": 0.8532558679580688 + }, + { + "p": 0.01419281866401434, + "m": 0.5621641278266907 + }, + { + "p": 0.15071551501750946, + "m": 1.0 + }, + { + "p": 0.16446174681186676, + "m": 1.0 + }, + { + "p": 0.019267192110419273, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 0.9188922047615051, + "val_loss": 0.8382844924926758, + "acc": 70.58, + "time": 233.5412115631625, + "param": [ + { + "p": 0.14178183674812317, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18298004567623138, + "m": 1.0 + }, + { + "p": 0.07252483814954758, + "m": 0.0 + }, + { + "p": 0.02191605046391487, + "m": 0.154867485165596 + }, + { + "p": 0.06618374586105347, + "m": 0.5708852410316467 + }, + { + "p": 0.02713063545525074, + "m": 0.2716386318206787 + }, + { + "p": 0.05149151384830475, + "m": 0.28442755341529846 + }, + { + "p": 0.07344669848680496, + "m": 0.08353814482688904 + }, + { + "p": 0.030625395476818085, + "m": 0.858106255531311 + }, + { + "p": 0.03247331827878952, + "m": 0.5702508687973022 + }, + { + "p": 0.1410214602947235, + "m": 1.0 + }, + { + "p": 0.13129517436027527, + "m": 1.0 + }, + { + "p": 0.027129264548420906, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.0694314241409302, + "val_loss": 1.0029693841934204, + "acc": 70.88, + "time": 234.02301866095513, + "param": [ + { + "p": 0.1260419636964798, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15824605524539948, + "m": 1.0 + }, + { + "p": 0.07875180244445801, + "m": 0.0 + }, + { + "p": 0.03191607445478439, + "m": 0.09658100455999374 + }, + { + "p": 0.07911508530378342, + "m": 0.5542381405830383 + }, + { + "p": 0.009569570422172546, + "m": 0.25986504554748535 + }, + { + "p": 0.03480502963066101, + "m": 0.2124219387769699 + }, + { + "p": 0.09114990383386612, + "m": 0.03378208726644516 + }, + { + "p": 0.04568161442875862, + "m": 0.8644028306007385 + }, + { + "p": 0.05991354212164879, + "m": 0.5743472576141357 + }, + { + "p": 0.13496404886245728, + "m": 1.0 + }, + { + "p": 0.11450984328985214, + "m": 1.0 + }, + { + "p": 0.035335492342710495, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 0.9808294177055359, + "val_loss": 0.7934441566467285, + "acc": 70.36, + "time": 237.2011818329338, + "param": [ + { + "p": 0.10686085373163223, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12323996424674988, + "m": 1.0 + }, + { + "p": 0.07941994816064835, + "m": 0.0 + }, + { + "p": 0.0339466892182827, + "m": 0.05976533517241478 + }, + { + "p": 0.07554534077644348, + "m": 0.5354747772216797 + }, + { + "p": 0.0, + "m": 0.24137811362743378 + }, + { + "p": 0.028427070006728172, + "m": 0.1587771773338318 + }, + { + "p": 0.11814071238040924, + "m": 0.0 + }, + { + "p": 0.06360219419002533, + "m": 0.8432435989379883 + }, + { + "p": 0.0824909508228302, + "m": 0.5582910180091858 + }, + { + "p": 0.1349077820777893, + "m": 1.0 + }, + { + "p": 0.10398518294095993, + "m": 1.0 + }, + { + "p": 0.049433331936597824, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.3094476461410522, + "val_loss": 0.8935459852218628, + "acc": 69.56, + "time": 238.36420885287225, + "param": [ + { + "p": 0.10155788064002991, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10118719935417175, + "m": 1.0 + }, + { + "p": 0.07300566136837006, + "m": 0.0036447960883378983 + }, + { + "p": 0.016992922872304916, + "m": 0.06009502336382866 + }, + { + "p": 0.07434326410293579, + "m": 0.5227108001708984 + }, + { + "p": 0.0, + "m": 0.22950464487075806 + }, + { + "p": 0.030687596648931503, + "m": 0.1489955484867096 + }, + { + "p": 0.14116917550563812, + "m": 0.0 + }, + { + "p": 0.0686190128326416, + "m": 0.8493455648422241 + }, + { + "p": 0.10450287163257599, + "m": 0.5511234998703003 + }, + { + "p": 0.14031945168972015, + "m": 1.0 + }, + { + "p": 0.0946635976433754, + "m": 1.0 + }, + { + "p": 0.052951380610466, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.9079686999320984, + "val_loss": 0.7627423405647278, + "acc": 69.94, + "time": 236.94716912694275, + "param": [ + { + "p": 0.10143740475177765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09823758155107498, + "m": 1.0 + }, + { + "p": 0.06956374645233154, + "m": 0.0 + }, + { + "p": 0.009403473697602749, + "m": 0.09010469168424606 + }, + { + "p": 0.08397069573402405, + "m": 0.50447016954422 + }, + { + "p": 0.0, + "m": 0.21560417115688324 + }, + { + "p": 0.036356061697006226, + "m": 0.13304011523723602 + }, + { + "p": 0.13336807489395142, + "m": 0.08857739716768265 + }, + { + "p": 0.06344950944185257, + "m": 0.8567807078361511 + }, + { + "p": 0.1223791316151619, + "m": 0.5749368667602539 + }, + { + "p": 0.13922689855098724, + "m": 1.0 + }, + { + "p": 0.08610273152589798, + "m": 1.0 + }, + { + "p": 0.056504663079977036, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.2327539920806885, + "val_loss": 1.0551761388778687, + "acc": 69.33, + "time": 237.74874052591622, + "param": [ + { + "p": 0.09983685612678528, + "m": 1.0 + }, + { + "p": 0.004204012453556061, + "m": 1.0 + }, + { + "p": 0.09391633421182632, + "m": 1.0 + }, + { + "p": 0.06166593357920647, + "m": 0.0 + }, + { + "p": 0.01432443130761385, + "m": 0.10665357857942581 + }, + { + "p": 0.07903166115283966, + "m": 0.5002704858779907 + }, + { + "p": 0.0023945688735693693, + "m": 0.19017307460308075 + }, + { + "p": 0.037779301404953, + "m": 0.1364615112543106 + }, + { + "p": 0.1296852082014084, + "m": 0.13087023794651031 + }, + { + "p": 0.0691879391670227, + "m": 0.8623278141021729 + }, + { + "p": 0.13382117450237274, + "m": 0.587454080581665 + }, + { + "p": 0.14644289016723633, + "m": 1.0 + }, + { + "p": 0.07817000895738602, + "m": 1.0 + }, + { + "p": 0.04953964427113533, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.8213772177696228, + "val_loss": 1.0040017366409302, + "acc": 70.32, + "time": 238.1913981179241, + "param": [ + { + "p": 0.09216034412384033, + "m": 1.0 + }, + { + "p": 0.0215469840914011, + "m": 1.0 + }, + { + "p": 0.09342509508132935, + "m": 1.0 + }, + { + "p": 0.05387772619724274, + "m": 0.0 + }, + { + "p": 0.020842937752604485, + "m": 0.08736559748649597 + }, + { + "p": 0.0747363492846489, + "m": 0.4466347098350525 + }, + { + "p": 0.011931229382753372, + "m": 0.1533302664756775 + }, + { + "p": 0.04614909365773201, + "m": 0.12182778865098953 + }, + { + "p": 0.1218140572309494, + "m": 0.1407460719347 + }, + { + "p": 0.0607006661593914, + "m": 0.8467925190925598 + }, + { + "p": 0.13898798823356628, + "m": 0.583234429359436 + }, + { + "p": 0.1388690173625946, + "m": 1.0 + }, + { + "p": 0.09095880389213562, + "m": 1.0 + }, + { + "p": 0.033999692648649216, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.8912060856819153, + "val_loss": 0.9424576759338379, + "acc": 69.15, + "time": 232.71122637414373, + "param": [ + { + "p": 0.08477277308702469, + "m": 1.0 + }, + { + "p": 0.02467174455523491, + "m": 1.0 + }, + { + "p": 0.1094857007265091, + "m": 1.0 + }, + { + "p": 0.04618319496512413, + "m": 0.0 + }, + { + "p": 0.01603037118911743, + "m": 0.053087007254362106 + }, + { + "p": 0.0766531378030777, + "m": 0.4075313210487366 + }, + { + "p": 0.027001231908798218, + "m": 0.11613600701093674 + }, + { + "p": 0.05023923143744469, + "m": 0.09500527381896973 + }, + { + "p": 0.1089077815413475, + "m": 0.1608976572751999 + }, + { + "p": 0.05000626668334007, + "m": 0.8302667140960693 + }, + { + "p": 0.14224055409431458, + "m": 0.5543790459632874 + }, + { + "p": 0.13526169955730438, + "m": 1.0 + }, + { + "p": 0.10525070875883102, + "m": 1.0 + }, + { + "p": 0.02329571358859539, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.7274946570396423, + "val_loss": 0.9932482838630676, + "acc": 70.52, + "time": 236.71328143007122, + "param": [ + { + "p": 0.06801306456327438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1267988383769989, + "m": 1.0 + }, + { + "p": 0.04028162732720375, + "m": 0.0 + }, + { + "p": 0.006742406170815229, + "m": 0.02671877294778824 + }, + { + "p": 0.08212406933307648, + "m": 0.30325865745544434 + }, + { + "p": 0.02404656633734703, + "m": 0.09901384264230728 + }, + { + "p": 0.050309501588344574, + "m": 0.05512993782758713 + }, + { + "p": 0.12178634107112885, + "m": 0.16160404682159424 + }, + { + "p": 0.02945598028600216, + "m": 0.8571698665618896 + }, + { + "p": 0.17072519659996033, + "m": 0.5151492953300476 + }, + { + "p": 0.15300466120243073, + "m": 1.0 + }, + { + "p": 0.11428020149469376, + "m": 1.0 + }, + { + "p": 0.012431585229933262, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.7536002993583679, + "val_loss": 0.9483255743980408, + "acc": 70.54, + "time": 233.54572714399546, + "param": [ + { + "p": 0.05504065006971359, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14459124207496643, + "m": 1.0 + }, + { + "p": 0.03846508264541626, + "m": 0.0 + }, + { + "p": 0.009475014172494411, + "m": 0.0 + }, + { + "p": 0.08644983172416687, + "m": 0.18006949126720428 + }, + { + "p": 0.014031453058123589, + "m": 0.05042467638850212 + }, + { + "p": 0.05200611799955368, + "m": 0.016371576115489006 + }, + { + "p": 0.12656503915786743, + "m": 0.15582671761512756 + }, + { + "p": 0.02244134619832039, + "m": 0.8725215196609497 + }, + { + "p": 0.1943318396806717, + "m": 0.4754467010498047 + }, + { + "p": 0.15716452896595, + "m": 1.0 + }, + { + "p": 0.09943784773349762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.6843463182449341, + "val_loss": 1.1154810190200806, + "acc": 70.15, + "time": 237.35375502309762, + "param": [ + { + "p": 0.04757138714194298, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14522995054721832, + "m": 1.0 + }, + { + "p": 0.040431197732686996, + "m": 0.00366284535266459 + }, + { + "p": 0.006738412659615278, + "m": 0.0029108647722750902 + }, + { + "p": 0.08362792432308197, + "m": 0.1223474070429802 + }, + { + "p": 0.005672145634889603, + "m": 0.004078703932464123 + }, + { + "p": 0.05738111212849617, + "m": 0.0 + }, + { + "p": 0.11812840402126312, + "m": 0.16262823343276978 + }, + { + "p": 0.04414821416139603, + "m": 0.8659059405326843 + }, + { + "p": 0.20261260867118835, + "m": 0.45160165429115295 + }, + { + "p": 0.14540299773216248, + "m": 0.9887078404426575 + }, + { + "p": 0.08332677185535431, + "m": 1.0 + }, + { + "p": 0.019728830084204674, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.9336591958999634, + "val_loss": 1.0016202926635742, + "acc": 70.05, + "time": 235.94780653202906, + "param": [ + { + "p": 0.060064803808927536, + "m": 1.0 + }, + { + "p": 0.00877344235777855, + "m": 1.0 + }, + { + "p": 0.14494918286800385, + "m": 1.0 + }, + { + "p": 0.02918676845729351, + "m": 0.0 + }, + { + "p": 0.0008266288205049932, + "m": 0.0023325709626078606 + }, + { + "p": 0.08141973614692688, + "m": 0.09206879138946533 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.05796260014176369, + "m": 0.0 + }, + { + "p": 0.10977568477392197, + "m": 0.15137849748134613 + }, + { + "p": 0.054154012352228165, + "m": 0.8437997698783875 + }, + { + "p": 0.19133423268795013, + "m": 0.39719870686531067 + }, + { + "p": 0.12749381363391876, + "m": 0.9823192954063416 + }, + { + "p": 0.07974651455879211, + "m": 1.0 + }, + { + "p": 0.0543125718832016, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.789480447769165, + "val_loss": 1.0114781856536865, + "acc": 70.06, + "time": 234.91831143503077, + "param": [ + { + "p": 0.06147210672497749, + "m": 1.0 + }, + { + "p": 0.019072584807872772, + "m": 1.0 + }, + { + "p": 0.14297866821289062, + "m": 1.0 + }, + { + "p": 0.02200734242796898, + "m": 0.0050534517504274845 + }, + { + "p": 0.004594774451106787, + "m": 0.02430795505642891 + }, + { + "p": 0.0805918350815773, + "m": 0.0699944943189621 + }, + { + "p": 0.0, + "m": 0.031043441966176033 + }, + { + "p": 0.06236514821648598, + "m": 0.01378299668431282 + }, + { + "p": 0.11688012629747391, + "m": 0.13960061967372894 + }, + { + "p": 0.05465846136212349, + "m": 0.8387806415557861 + }, + { + "p": 0.16414028406143188, + "m": 0.33257338404655457 + }, + { + "p": 0.10358674824237823, + "m": 0.9600534439086914 + }, + { + "p": 0.0754210576415062, + "m": 1.0 + }, + { + "p": 0.09223081916570663, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.8590510487556458, + "val_loss": 1.0539376735687256, + "acc": 69.82, + "time": 227.47838105494156, + "param": [ + { + "p": 0.07056181132793427, + "m": 1.0 + }, + { + "p": 0.01780502125620842, + "m": 1.0 + }, + { + "p": 0.15127645432949066, + "m": 1.0 + }, + { + "p": 0.013817223720252514, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.07718370109796524, + "m": 0.05551154538989067 + }, + { + "p": 0.0, + "m": 0.018512487411499023 + }, + { + "p": 0.058640576899051666, + "m": 0.0003825673775281757 + }, + { + "p": 0.12023083865642548, + "m": 0.12346412241458893 + }, + { + "p": 0.06409097462892532, + "m": 0.8313148617744446 + }, + { + "p": 0.1421380639076233, + "m": 0.2955452799797058 + }, + { + "p": 0.0761771947145462, + "m": 0.9686540961265564 + }, + { + "p": 0.06774686276912689, + "m": 1.0 + }, + { + "p": 0.1403312385082245, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 0.6346837282180786, + "val_loss": 0.9746800065040588, + "acc": 69.04, + "time": 234.19063664996065, + "param": [ + { + "p": 0.07581856101751328, + "m": 1.0 + }, + { + "p": 0.014482743106782436, + "m": 1.0 + }, + { + "p": 0.1661205291748047, + "m": 1.0 + }, + { + "p": 0.0002718324540182948, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.05445374175906181, + "m": 0.04713759943842888 + }, + { + "p": 0.0011872797040268779, + "m": 0.0 + }, + { + "p": 0.047540295869112015, + "m": 0.01948348991572857 + }, + { + "p": 0.11610565334558487, + "m": 0.1434803009033203 + }, + { + "p": 0.06947837024927139, + "m": 0.8196492195129395 + }, + { + "p": 0.14340871572494507, + "m": 0.27950289845466614 + }, + { + "p": 0.07054056972265244, + "m": 1.0 + }, + { + "p": 0.07193700224161148, + "m": 1.0 + }, + { + "p": 0.16865471005439758, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.6190023422241211, + "val_loss": 1.0702629089355469, + "acc": 69.63, + "time": 234.07885969197378, + "param": [ + { + "p": 0.0686788335442543, + "m": 1.0 + }, + { + "p": 0.02138083428144455, + "m": 1.0 + }, + { + "p": 0.17222832143306732, + "m": 1.0 + }, + { + "p": 0.002045681467279792, + "m": 0.012233622372150421 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.049973081797361374, + "m": 0.003560529090464115 + }, + { + "p": 0.007049861829727888, + "m": 0.0 + }, + { + "p": 0.038486264646053314, + "m": 0.04660878702998161 + }, + { + "p": 0.09668108820915222, + "m": 0.18092398345470428 + }, + { + "p": 0.08523295819759369, + "m": 0.7921848297119141 + }, + { + "p": 0.14692765474319458, + "m": 0.29011961817741394 + }, + { + "p": 0.07307891547679901, + "m": 1.0 + }, + { + "p": 0.0643467977643013, + "m": 1.0 + }, + { + "p": 0.17388971149921417, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.026380181312561, + "val_loss": 0.8503941297531128, + "acc": 68.74, + "time": 237.5369540718384, + "param": [ + { + "p": 0.05955970659852028, + "m": 1.0 + }, + { + "p": 0.009711888618767262, + "m": 1.0 + }, + { + "p": 0.16990095376968384, + "m": 1.0 + }, + { + "p": 0.00014225419727154076, + "m": 0.0 + }, + { + "p": 0.001258794916793704, + "m": 0.0 + }, + { + "p": 0.049899086356163025, + "m": 0.0 + }, + { + "p": 0.006382342893630266, + "m": 0.0 + }, + { + "p": 0.0365690216422081, + "m": 0.04779597371816635 + }, + { + "p": 0.08618790656328201, + "m": 0.21320517361164093 + }, + { + "p": 0.1032903790473938, + "m": 0.7864022850990295 + }, + { + "p": 0.15609361231327057, + "m": 0.29450368881225586 + }, + { + "p": 0.08603940159082413, + "m": 1.0 + }, + { + "p": 0.052843350917100906, + "m": 1.0 + }, + { + "p": 0.18212127685546875, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.6794624328613281, + "val_loss": 0.8817702531814575, + "acc": 70.61, + "time": 237.98315320000984, + "param": [ + { + "p": 0.0545167401432991, + "m": 1.0 + }, + { + "p": 0.008486209437251091, + "m": 1.0 + }, + { + "p": 0.16069647669792175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0035997917875647545 + }, + { + "p": 0.0, + "m": 0.010333744809031487 + }, + { + "p": 0.051970403641462326, + "m": 0.0 + }, + { + "p": 0.010320105589926243, + "m": 0.0 + }, + { + "p": 0.037469107657670975, + "m": 0.0 + }, + { + "p": 0.07681500911712646, + "m": 0.22560004889965057 + }, + { + "p": 0.10421216487884521, + "m": 0.7678623795509338 + }, + { + "p": 0.1629045605659485, + "m": 0.3000166416168213 + }, + { + "p": 0.09091201424598694, + "m": 1.0 + }, + { + "p": 0.05941374972462654, + "m": 1.0 + }, + { + "p": 0.18228349089622498, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.7157566547393799, + "val_loss": 1.0015811920166016, + "acc": 70.24, + "time": 232.64870512997732, + "param": [ + { + "p": 0.04293501377105713, + "m": 1.0 + }, + { + "p": 0.006011820398271084, + "m": 1.0 + }, + { + "p": 0.16287225484848022, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.050430264323949814, + "m": 0.0 + }, + { + "p": 0.007297893054783344, + "m": 0.0 + }, + { + "p": 0.03324921056628227, + "m": 0.0 + }, + { + "p": 0.07395927608013153, + "m": 0.22957274317741394 + }, + { + "p": 0.10222272574901581, + "m": 0.7364150285720825 + }, + { + "p": 0.1781587153673172, + "m": 0.28542637825012207 + }, + { + "p": 0.08354326337575912, + "m": 1.0 + }, + { + "p": 0.05022202804684639, + "m": 1.0 + }, + { + "p": 0.20909754931926727, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.8986213207244873, + "val_loss": 1.0418963432312012, + "acc": 69.64, + "time": 234.3657960249111, + "param": [ + { + "p": 0.03402416780591011, + "m": 1.0 + }, + { + "p": 0.016911692917346954, + "m": 1.0 + }, + { + "p": 0.17223231494426727, + "m": 1.0 + }, + { + "p": 0.0046987938694655895, + "m": 0.0 + }, + { + "p": 0.0008705135551281273, + "m": 0.0 + }, + { + "p": 0.05360347032546997, + "m": 0.0 + }, + { + "p": 0.004410912748426199, + "m": 0.0033426920417696238 + }, + { + "p": 0.05464208126068115, + "m": 0.0 + }, + { + "p": 0.04689011350274086, + "m": 0.24399501085281372 + }, + { + "p": 0.09773588180541992, + "m": 0.7350443601608276 + }, + { + "p": 0.17196087539196014, + "m": 0.32278159260749817 + }, + { + "p": 0.08566857129335403, + "m": 0.9983800053596497 + }, + { + "p": 0.03385363146662712, + "m": 1.0 + }, + { + "p": 0.22249695658683777, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.802396297454834, + "val_loss": 1.0195107460021973, + "acc": 68.99, + "time": 233.06547696702182, + "param": [ + { + "p": 0.03589367866516113, + "m": 1.0 + }, + { + "p": 0.03467624634504318, + "m": 1.0 + }, + { + "p": 0.16830086708068848, + "m": 1.0 + }, + { + "p": 0.006483685690909624, + "m": 0.0 + }, + { + "p": 0.00942378118634224, + "m": 0.0 + }, + { + "p": 0.0426410548388958, + "m": 0.0 + }, + { + "p": 0.007744792383164167, + "m": 0.0 + }, + { + "p": 0.07853028923273087, + "m": 0.0 + }, + { + "p": 0.046062447130680084, + "m": 0.2431640475988388 + }, + { + "p": 0.081543929874897, + "m": 0.739630937576294 + }, + { + "p": 0.15889669954776764, + "m": 0.3180513381958008 + }, + { + "p": 0.08851685374975204, + "m": 0.9977104663848877 + }, + { + "p": 0.02180035226047039, + "m": 1.0 + }, + { + "p": 0.21948525309562683, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.764365017414093, + "val_loss": 0.9012317061424255, + "acc": 69.92, + "time": 231.9713427950628, + "param": [ + { + "p": 0.03537523001432419, + "m": 1.0 + }, + { + "p": 0.04335616156458855, + "m": 1.0 + }, + { + "p": 0.17647959291934967, + "m": 1.0 + }, + { + "p": 0.003320166375488043, + "m": 0.0 + }, + { + "p": 0.00043882030877284706, + "m": 0.0 + }, + { + "p": 0.034105248749256134, + "m": 0.0047441087663173676 + }, + { + "p": 0.004445887636393309, + "m": 0.0 + }, + { + "p": 0.08939306437969208, + "m": 0.003074994310736656 + }, + { + "p": 0.05624888092279434, + "m": 0.23684953153133392 + }, + { + "p": 0.07003241777420044, + "m": 0.7545584440231323 + }, + { + "p": 0.16035279631614685, + "m": 0.2660139501094818 + }, + { + "p": 0.08350308984518051, + "m": 0.9745500087738037 + }, + { + "p": 0.021677616983652115, + "m": 1.0 + }, + { + "p": 0.22127099335193634, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.7971205115318298, + "val_loss": 1.0174471139907837, + "acc": 69.15, + "time": 231.00374640803784, + "param": [ + { + "p": 0.03137056902050972, + "m": 1.0 + }, + { + "p": 0.04999251663684845, + "m": 1.0 + }, + { + "p": 0.17634642124176025, + "m": 1.0 + }, + { + "p": 0.008749892003834248, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0228737685829401, + "m": 0.010594384744763374 + }, + { + "p": 0.015868864953517914, + "m": 0.017313720658421516 + }, + { + "p": 0.08976070582866669, + "m": 0.0016927857650443912 + }, + { + "p": 0.0713300034403801, + "m": 0.23271097242832184 + }, + { + "p": 0.06524015963077545, + "m": 0.7623245716094971 + }, + { + "p": 0.16087530553340912, + "m": 0.2338966280221939 + }, + { + "p": 0.08126498758792877, + "m": 0.9742013216018677 + }, + { + "p": 0.027722535654902458, + "m": 1.0 + }, + { + "p": 0.19860422611236572, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.7338717579841614, + "val_loss": 0.9546021223068237, + "acc": 69.05, + "time": 238.26960868900642, + "param": [ + { + "p": 0.024693474173545837, + "m": 1.0 + }, + { + "p": 0.046382639557123184, + "m": 1.0 + }, + { + "p": 0.17449581623077393, + "m": 1.0 + }, + { + "p": 0.016602221876382828, + "m": 0.02627897635102272 + }, + { + "p": 0.009836848825216293, + "m": 0.0 + }, + { + "p": 0.028886565938591957, + "m": 0.032404668629169464 + }, + { + "p": 0.029891615733504295, + "m": 0.0006936879944987595 + }, + { + "p": 0.09000346064567566, + "m": 0.032534029334783554 + }, + { + "p": 0.07371886074542999, + "m": 0.22135601937770844 + }, + { + "p": 0.05393996462225914, + "m": 0.7383298277854919 + }, + { + "p": 0.16714349389076233, + "m": 0.2114219218492508 + }, + { + "p": 0.08279206603765488, + "m": 0.9965708255767822 + }, + { + "p": 0.025055786594748497, + "m": 1.0 + }, + { + "p": 0.1765572428703308, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.9859089255332947, + "val_loss": 1.141324520111084, + "acc": 69.13, + "time": 238.866982530104, + "param": [ + { + "p": 0.01760917529463768, + "m": 1.0 + }, + { + "p": 0.04653787240386009, + "m": 1.0 + }, + { + "p": 0.17102940380573273, + "m": 1.0 + }, + { + "p": 0.013949552550911903, + "m": 0.035680901259183884 + }, + { + "p": 0.010284675285220146, + "m": 0.025378677994012833 + }, + { + "p": 0.040496937930583954, + "m": 0.056112758815288544 + }, + { + "p": 0.029299594461917877, + "m": 0.0 + }, + { + "p": 0.09674052149057388, + "m": 0.05598500370979309 + }, + { + "p": 0.09062951803207397, + "m": 0.20036697387695312 + }, + { + "p": 0.04701373353600502, + "m": 0.7493451237678528 + }, + { + "p": 0.1678667813539505, + "m": 0.16389736533164978 + }, + { + "p": 0.09392216801643372, + "m": 1.0 + }, + { + "p": 0.010065466165542603, + "m": 1.0 + }, + { + "p": 0.1645546406507492, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.7822626829147339, + "val_loss": 1.0825177431106567, + "acc": 70.23, + "time": 238.61515075690113, + "param": [ + { + "p": 0.021994777023792267, + "m": 1.0 + }, + { + "p": 0.04557821527123451, + "m": 1.0 + }, + { + "p": 0.16336697340011597, + "m": 1.0 + }, + { + "p": 0.02091575227677822, + "m": 0.04107944294810295 + }, + { + "p": 0.024853697046637535, + "m": 0.03184991329908371 + }, + { + "p": 0.040526799857616425, + "m": 0.06749168038368225 + }, + { + "p": 0.030549511313438416, + "m": 0.0 + }, + { + "p": 0.08107878267765045, + "m": 0.03222363814711571 + }, + { + "p": 0.10509521514177322, + "m": 0.18298256397247314 + }, + { + "p": 0.0534353107213974, + "m": 0.7624276876449585 + }, + { + "p": 0.1706780046224594, + "m": 0.16656829416751862 + }, + { + "p": 0.08553405851125717, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15639285743236542, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.8187651038169861, + "val_loss": 0.9115546941757202, + "acc": 69.71, + "time": 238.52111830795184, + "param": [ + { + "p": 0.02364492416381836, + "m": 1.0 + }, + { + "p": 0.05557636544108391, + "m": 1.0 + }, + { + "p": 0.14998947083950043, + "m": 1.0 + }, + { + "p": 0.029975874349474907, + "m": 0.024494323879480362 + }, + { + "p": 0.02929791621863842, + "m": 0.0 + }, + { + "p": 0.03376533091068268, + "m": 0.08622605353593826 + }, + { + "p": 0.03864268586039543, + "m": 0.0 + }, + { + "p": 0.05764245614409447, + "m": 0.0 + }, + { + "p": 0.11797656863927841, + "m": 0.16133631765842438 + }, + { + "p": 0.062735415995121, + "m": 0.7721710801124573 + }, + { + "p": 0.16643549501895905, + "m": 0.2059672623872757 + }, + { + "p": 0.07427890598773956, + "m": 0.9995689988136292 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16003860533237457, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.9058549404144287, + "val_loss": 1.0768941640853882, + "acc": 68.65, + "time": 236.35793157014996, + "param": [ + { + "p": 0.025568626821041107, + "m": 1.0 + }, + { + "p": 0.05464441701769829, + "m": 1.0 + }, + { + "p": 0.14850881695747375, + "m": 1.0 + }, + { + "p": 0.026588426902890205, + "m": 0.0 + }, + { + "p": 0.020845459774136543, + "m": 0.0 + }, + { + "p": 0.03294161334633827, + "m": 0.10643503814935684 + }, + { + "p": 0.049054838716983795, + "m": 0.0 + }, + { + "p": 0.043235279619693756, + "m": 0.0 + }, + { + "p": 0.13631854951381683, + "m": 0.14437641203403473 + }, + { + "p": 0.06429384648799896, + "m": 0.7914709448814392 + }, + { + "p": 0.16836054623126984, + "m": 0.19063186645507812 + }, + { + "p": 0.05892914533615112, + "m": 0.9982072114944458 + }, + { + "p": 0.006705429870635271, + "m": 1.0 + }, + { + "p": 0.1640051007270813, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.2262427806854248, + "val_loss": 1.0830081701278687, + "acc": 67.78, + "time": 238.02554348111153, + "param": [ + { + "p": 0.020541151985526085, + "m": 1.0 + }, + { + "p": 0.06402260810136795, + "m": 1.0 + }, + { + "p": 0.14669770002365112, + "m": 1.0 + }, + { + "p": 0.025895152240991592, + "m": 0.00039116197149269283 + }, + { + "p": 0.0031142623629420996, + "m": 0.0 + }, + { + "p": 0.02408497780561447, + "m": 0.1509094387292862 + }, + { + "p": 0.05920463800430298, + "m": 0.0 + }, + { + "p": 0.04191944748163223, + "m": 0.0 + }, + { + "p": 0.1637410819530487, + "m": 0.10320670902729034 + }, + { + "p": 0.05627372860908508, + "m": 0.8072138428688049 + }, + { + "p": 0.19583269953727722, + "m": 0.11303774267435074 + }, + { + "p": 0.026435282081365585, + "m": 1.0 + }, + { + "p": 0.0032719806768000126, + "m": 1.0 + }, + { + "p": 0.16896529495716095, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.0548713207244873, + "val_loss": 1.0586575269699097, + "acc": 69.95, + "time": 236.54156710696407, + "param": [ + { + "p": 0.020987091585993767, + "m": 1.0 + }, + { + "p": 0.07912546396255493, + "m": 1.0 + }, + { + "p": 0.1372346580028534, + "m": 1.0 + }, + { + "p": 0.02543002739548683, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.03963569924235344, + "m": 0.1715930700302124 + }, + { + "p": 0.05004573613405228, + "m": 0.0525948591530323 + }, + { + "p": 0.032110799103975296, + "m": 0.009168596938252449 + }, + { + "p": 0.16405223309993744, + "m": 0.07528721541166306 + }, + { + "p": 0.06020452454686165, + "m": 0.8024020791053772 + }, + { + "p": 0.20160429179668427, + "m": 0.05557793006300926 + }, + { + "p": 0.02534150332212448, + "m": 0.9986409544944763 + }, + { + "p": 0.004301873967051506, + "m": 1.0 + }, + { + "p": 0.15992605686187744, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.3533272743225098, + "val_loss": 1.0845574140548706, + "acc": 68.71, + "time": 237.68932332005352, + "param": [ + { + "p": 0.02017218992114067, + "m": 1.0 + }, + { + "p": 0.10880250483751297, + "m": 1.0 + }, + { + "p": 0.11264324933290482, + "m": 1.0 + }, + { + "p": 0.038098204880952835, + "m": 0.0 + }, + { + "p": 0.0199944619089365, + "m": 0.0 + }, + { + "p": 0.03670317679643631, + "m": 0.052301060408353806 + }, + { + "p": 0.046365562826395035, + "m": 0.05826356261968613 + }, + { + "p": 0.04171416535973549, + "m": 0.019724007695913315 + }, + { + "p": 0.14749504625797272, + "m": 0.029001742601394653 + }, + { + "p": 0.05185512825846672, + "m": 0.7973492741584778 + }, + { + "p": 0.1818142980337143, + "m": 0.0 + }, + { + "p": 0.033843349665403366, + "m": 1.0 + }, + { + "p": 0.017139827832579613, + "m": 1.0 + }, + { + "p": 0.14335882663726807, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.0523498058319092, + "val_loss": 1.209987998008728, + "acc": 68.19, + "time": 238.23718636506237, + "param": [ + { + "p": 0.008347622118890285, + "m": 1.0 + }, + { + "p": 0.1245545819401741, + "m": 1.0 + }, + { + "p": 0.10634920001029968, + "m": 1.0 + }, + { + "p": 0.03546593338251114, + "m": 0.002829581033438444 + }, + { + "p": 0.025886792689561844, + "m": 0.0 + }, + { + "p": 0.01844671368598938, + "m": 0.0 + }, + { + "p": 0.039902932941913605, + "m": 0.0038524956908077 + }, + { + "p": 0.05247172340750694, + "m": 0.0 + }, + { + "p": 0.1401473879814148, + "m": 0.03712756931781769 + }, + { + "p": 0.04311024770140648, + "m": 0.8262485861778259 + }, + { + "p": 0.18768556416034698, + "m": 0.0 + }, + { + "p": 0.0410686731338501, + "m": 1.0 + }, + { + "p": 0.023421047255396843, + "m": 1.0 + }, + { + "p": 0.15314149856567383, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.2128338813781738, + "val_loss": 1.0203733444213867, + "acc": 68.71, + "time": 236.22748332400806, + "param": [ + { + "p": 0.008436992764472961, + "m": 1.0 + }, + { + "p": 0.14810748398303986, + "m": 1.0 + }, + { + "p": 0.10166703164577484, + "m": 1.0 + }, + { + "p": 0.007625991012901068, + "m": 0.015063581056892872 + }, + { + "p": 0.03538704663515091, + "m": 0.0 + }, + { + "p": 0.012024147436022758, + "m": 0.0 + }, + { + "p": 0.028843827545642853, + "m": 0.0 + }, + { + "p": 0.06275002658367157, + "m": 0.0 + }, + { + "p": 0.1403774917125702, + "m": 0.0 + }, + { + "p": 0.03163369745016098, + "m": 0.8255317807197571 + }, + { + "p": 0.19805903732776642, + "m": 0.0 + }, + { + "p": 0.04041554033756256, + "m": 0.9983031153678894 + }, + { + "p": 0.024849064648151398, + "m": 1.0 + }, + { + "p": 0.15982259809970856, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.3908783197402954, + "val_loss": 1.0777541399002075, + "acc": 68.31, + "time": 239.0078975709621, + "param": [ + { + "p": 0.017055105417966843, + "m": 1.0 + }, + { + "p": 0.16047488152980804, + "m": 1.0 + }, + { + "p": 0.10148095339536667, + "m": 1.0 + }, + { + "p": 0.014734393917024136, + "m": 0.05265744775533676 + }, + { + "p": 0.04181743785738945, + "m": 0.0 + }, + { + "p": 0.013944354839622974, + "m": 0.0 + }, + { + "p": 0.032183486968278885, + "m": 0.0 + }, + { + "p": 0.05832257494330406, + "m": 0.0 + }, + { + "p": 0.13106876611709595, + "m": 0.0 + }, + { + "p": 0.01990545354783535, + "m": 0.7959104180335999 + }, + { + "p": 0.18668290972709656, + "m": 0.0 + }, + { + "p": 0.04832113906741142, + "m": 1.0 + }, + { + "p": 0.00742138409987092, + "m": 1.0 + }, + { + "p": 0.16658709943294525, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.9883061051368713, + "val_loss": 1.0387226343154907, + "acc": 68.24, + "time": 236.749124458991, + "param": [ + { + "p": 0.002132798545062542, + "m": 1.0 + }, + { + "p": 0.1729891002178192, + "m": 1.0 + }, + { + "p": 0.10254289209842682, + "m": 1.0 + }, + { + "p": 0.005935392342507839, + "m": 0.04466066509485245 + }, + { + "p": 0.03789833188056946, + "m": 0.0 + }, + { + "p": 0.0067494697868824005, + "m": 0.0 + }, + { + "p": 0.028194645419716835, + "m": 0.0 + }, + { + "p": 0.044835165143013, + "m": 0.01631951704621315 + }, + { + "p": 0.1474367082118988, + "m": 0.006811197381466627 + }, + { + "p": 0.013936344534158707, + "m": 0.7693160772323608 + }, + { + "p": 0.20527367293834686, + "m": 0.037596285343170166 + }, + { + "p": 0.046882111579179764, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18519335985183716, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.2758145332336426, + "val_loss": 1.0031174421310425, + "acc": 68.57, + "time": 238.10355030698702, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20267024636268616, + "m": 1.0 + }, + { + "p": 0.11723989248275757, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.025344479829072952 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.00432322733104229 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.18395428359508514, + "m": 0.0145274568349123 + }, + { + "p": 0.0, + "m": 0.7605641484260559 + }, + { + "p": 0.2585945129394531, + "m": 0.10155365616083145 + }, + { + "p": 0.020055068656802177, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21748602390289307, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.1666287183761597, + "val_loss": 0.8945524096488953, + "acc": 67.64, + "time": 228.93403109908104, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20431441068649292, + "m": 1.0 + }, + { + "p": 0.10724803805351257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0015029594069346786 + }, + { + "p": 0.0, + "m": 0.014679687097668648 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0006609315169043839, + "m": 0.006175315473228693 + }, + { + "p": 0.19028021395206451, + "m": 0.02661922387778759 + }, + { + "p": 2.066240085696336e-06, + "m": 0.7496525049209595 + }, + { + "p": 0.2667832672595978, + "m": 0.12514963746070862 + }, + { + "p": 0.001731197931803763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22897975146770477, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.8196215629577637, + "val_loss": 1.2742388248443604, + "acc": 67.43, + "time": 238.96705058286898, + "param": [ + { + "p": 0.017007185146212578, + "m": 1.0 + }, + { + "p": 0.18608899414539337, + "m": 1.0 + }, + { + "p": 0.11621096730232239, + "m": 1.0 + }, + { + "p": 0.0045724352821707726, + "m": 0.0 + }, + { + "p": 0.0017998660914599895, + "m": 0.0 + }, + { + "p": 0.017194880172610283, + "m": 0.0 + }, + { + "p": 0.01254257746040821, + "m": 0.002574724843725562 + }, + { + "p": 0.014947155490517616, + "m": 0.02166799269616604 + }, + { + "p": 0.16437454521656036, + "m": 0.03237586095929146 + }, + { + "p": 0.011643819510936737, + "m": 0.7531719207763672 + }, + { + "p": 0.24279999732971191, + "m": 0.13649041950702667 + }, + { + "p": 0.0008628552313894033, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20995476841926575, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.7828213572502136, + "val_loss": 1.0131407976150513, + "acc": 67.13, + "time": 236.14910727203824, + "param": [ + { + "p": 0.039278656244277954, + "m": 1.0 + }, + { + "p": 0.16570207476615906, + "m": 1.0 + }, + { + "p": 0.11026398092508316, + "m": 1.0 + }, + { + "p": 0.017848651856184006, + "m": 0.010882114991545677 + }, + { + "p": 0.011355075053870678, + "m": 0.0 + }, + { + "p": 0.04059968516230583, + "m": 0.008268735371530056 + }, + { + "p": 0.01967933587729931, + "m": 0.007024213206022978 + }, + { + "p": 0.03101370483636856, + "m": 0.024351032450795174 + }, + { + "p": 0.14386507868766785, + "m": 0.051476527005434036 + }, + { + "p": 0.023228082805871964, + "m": 0.7484439611434937 + }, + { + "p": 0.20526327192783356, + "m": 0.13898292183876038 + }, + { + "p": 0.011615128256380558, + "m": 0.9913405776023865 + }, + { + "p": 0.00045084880548529327, + "m": 1.0 + }, + { + "p": 0.17983639240264893, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.8176467418670654, + "val_loss": 1.2966043949127197, + "acc": 68.59, + "time": 236.08927315589972, + "param": [ + { + "p": 0.043552249670028687, + "m": 1.0 + }, + { + "p": 0.16547490656375885, + "m": 1.0 + }, + { + "p": 0.1112150251865387, + "m": 1.0 + }, + { + "p": 0.02052961476147175, + "m": 0.03144689276814461 + }, + { + "p": 0.0054732454009354115, + "m": 0.0 + }, + { + "p": 0.05138285458087921, + "m": 0.0457427091896534 + }, + { + "p": 0.0005139863933436573, + "m": 0.007134567014873028 + }, + { + "p": 0.034503623843193054, + "m": 0.03500700369477272 + }, + { + "p": 0.14051689207553864, + "m": 0.06718358397483826 + }, + { + "p": 0.026597386226058006, + "m": 0.7655213475227356 + }, + { + "p": 0.18373934924602509, + "m": 0.148420050740242 + }, + { + "p": 0.019869446754455566, + "m": 0.9595445990562439 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19663147628307343, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.0438868999481201, + "val_loss": 1.0980377197265625, + "acc": 67.81, + "time": 236.17273367778398, + "param": [ + { + "p": 0.02901408262550831, + "m": 1.0 + }, + { + "p": 0.1616249531507492, + "m": 1.0 + }, + { + "p": 0.11337365210056305, + "m": 1.0 + }, + { + "p": 0.025307515636086464, + "m": 0.01615389995276928 + }, + { + "p": 0.01364985667169094, + "m": 0.0 + }, + { + "p": 0.05418965592980385, + "m": 0.031482797116041183 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.014265922829508781, + "m": 0.07182570546865463 + }, + { + "p": 0.14638136327266693, + "m": 0.07111334055662155 + }, + { + "p": 0.02818547561764717, + "m": 0.7884202003479004 + }, + { + "p": 0.1674652248620987, + "m": 0.14995282888412476 + }, + { + "p": 0.030114561319351196, + "m": 0.9480182528495789 + }, + { + "p": 7.309416105272248e-05, + "m": 1.0 + }, + { + "p": 0.2163546085357666, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.2210549116134644, + "val_loss": 1.1161937713623047, + "acc": 67.43, + "time": 239.78824801719747, + "param": [ + { + "p": 0.03225133940577507, + "m": 1.0 + }, + { + "p": 0.1525207906961441, + "m": 1.0 + }, + { + "p": 0.10320618003606796, + "m": 1.0 + }, + { + "p": 0.023457475006580353, + "m": 0.0 + }, + { + "p": 0.021993018686771393, + "m": 0.0 + }, + { + "p": 0.05896860733628273, + "m": 0.0016459261532872915 + }, + { + "p": 0.0011771480785682797, + "m": 0.0024122679606080055 + }, + { + "p": 0.0026389851700514555, + "m": 0.08244863897562027 + }, + { + "p": 0.12463966757059097, + "m": 0.08950591832399368 + }, + { + "p": 0.0475371852517128, + "m": 0.8129019737243652 + }, + { + "p": 0.14898498356342316, + "m": 0.16905446350574493 + }, + { + "p": 0.04302237555384636, + "m": 0.9578623175621033 + }, + { + "p": 0.010133897885680199, + "m": 1.0 + }, + { + "p": 0.22946833074092865, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.5727697014808655, + "val_loss": 1.2008119821548462, + "acc": 67.23, + "time": 237.24817932303995, + "param": [ + { + "p": 0.03444807976484299, + "m": 1.0 + }, + { + "p": 0.1468496024608612, + "m": 1.0 + }, + { + "p": 0.10763458162546158, + "m": 1.0 + }, + { + "p": 0.014926151372492313, + "m": 0.0 + }, + { + "p": 0.019652802497148514, + "m": 0.0 + }, + { + "p": 0.07337382435798645, + "m": 0.017616059631109238 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.000704913109075278, + "m": 0.05746914818882942 + }, + { + "p": 0.09976860880851746, + "m": 0.11352884769439697 + }, + { + "p": 0.0407048799097538, + "m": 0.8173343539237976 + }, + { + "p": 0.1490626484155655, + "m": 0.19378288090229034 + }, + { + "p": 0.03832811862230301, + "m": 0.9599102139472961 + }, + { + "p": 0.00888038706034422, + "m": 1.0 + }, + { + "p": 0.2656654715538025, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.9551485776901245, + "val_loss": 1.0946884155273438, + "acc": 67.78, + "time": 234.97922094282694, + "param": [ + { + "p": 0.03307997062802315, + "m": 1.0 + }, + { + "p": 0.14122098684310913, + "m": 1.0 + }, + { + "p": 0.132314071059227, + "m": 1.0 + }, + { + "p": 0.007371071260422468, + "m": 0.0 + }, + { + "p": 0.010880043730139732, + "m": 0.0 + }, + { + "p": 0.0867752730846405, + "m": 0.06750117987394333 + }, + { + "p": 0.0, + "m": 0.005119540262967348 + }, + { + "p": 0.0016618507215753198, + "m": 0.05249747633934021 + }, + { + "p": 0.09381814301013947, + "m": 0.1257239431142807 + }, + { + "p": 0.031206581741571426, + "m": 0.8214027881622314 + }, + { + "p": 0.1477523148059845, + "m": 0.18171800673007965 + }, + { + "p": 0.04352680593729019, + "m": 0.9681318998336792 + }, + { + "p": 0.002539144828915596, + "m": 1.0 + }, + { + "p": 0.2678537964820862, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.106338620185852, + "val_loss": 1.1643284559249878, + "acc": 67.67, + "time": 237.41248641209677, + "param": [ + { + "p": 0.04000511392951012, + "m": 1.0 + }, + { + "p": 0.13557226955890656, + "m": 1.0 + }, + { + "p": 0.16031353175640106, + "m": 1.0 + }, + { + "p": 0.0004527743731159717, + "m": 0.00014973322686273605 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.09652477502822876, + "m": 0.08661983907222748 + }, + { + "p": 0.0019186161225661635, + "m": 0.0032864450477063656 + }, + { + "p": 0.0008992717484943569, + "m": 0.06753458827733994 + }, + { + "p": 0.09436670690774918, + "m": 0.1331985890865326 + }, + { + "p": 0.016647115349769592, + "m": 0.8320857882499695 + }, + { + "p": 0.15380467474460602, + "m": 0.18341778218746185 + }, + { + "p": 0.030696792528033257, + "m": 0.982236921787262 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2687983512878418, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.7945322394371033, + "val_loss": 1.0917248725891113, + "acc": 68.31, + "time": 235.90963270282373, + "param": [ + { + "p": 0.04571203142404556, + "m": 1.0 + }, + { + "p": 0.12386150658130646, + "m": 1.0 + }, + { + "p": 0.1559707224369049, + "m": 1.0 + }, + { + "p": 0.009180136024951935, + "m": 0.0029737765435129404 + }, + { + "p": 0.010533330030739307, + "m": 0.007358113303780556 + }, + { + "p": 0.11543768644332886, + "m": 0.0880189910531044 + }, + { + "p": 0.012643956579267979, + "m": 0.0 + }, + { + "p": 0.011025733314454556, + "m": 0.07775092124938965 + }, + { + "p": 0.09741563349962234, + "m": 0.14602386951446533 + }, + { + "p": 0.031086118891835213, + "m": 0.8383535742759705 + }, + { + "p": 0.13936485350131989, + "m": 0.187447652220726 + }, + { + "p": 0.02616605907678604, + "m": 0.9681284427642822 + }, + { + "p": 0.00025784765603020787, + "m": 1.0 + }, + { + "p": 0.22134439647197723, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.8831992745399475, + "val_loss": 1.0362900495529175, + "acc": 66.43, + "time": 235.3816924819257, + "param": [ + { + "p": 0.04136156663298607, + "m": 1.0 + }, + { + "p": 0.12962549924850464, + "m": 1.0 + }, + { + "p": 0.1591651886701584, + "m": 1.0 + }, + { + "p": 0.02333647385239601, + "m": 0.0 + }, + { + "p": 0.011803239583969116, + "m": 0.0 + }, + { + "p": 0.11100693792104721, + "m": 0.06061017885804176 + }, + { + "p": 0.016577329486608505, + "m": 0.0 + }, + { + "p": 0.014818788506090641, + "m": 0.09666942059993744 + }, + { + "p": 0.09940608590841293, + "m": 0.15758013725280762 + }, + { + "p": 0.04788471758365631, + "m": 0.844232439994812 + }, + { + "p": 0.13582660257816315, + "m": 0.18406257033348083 + }, + { + "p": 0.014831009320914745, + "m": 0.9504551887512207 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19435647130012512, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.1498349905014038, + "val_loss": 1.148816704750061, + "acc": 68.11, + "time": 235.7436651911121, + "param": [ + { + "p": 0.04066602513194084, + "m": 1.0 + }, + { + "p": 0.13164100050926208, + "m": 1.0 + }, + { + "p": 0.1662774235010147, + "m": 1.0 + }, + { + "p": 0.03066694177687168, + "m": 0.0 + }, + { + "p": 0.002377943368628621, + "m": 0.0 + }, + { + "p": 0.09461947530508041, + "m": 0.02245590277016163 + }, + { + "p": 0.02861146628856659, + "m": 0.01092194952070713 + }, + { + "p": 0.0022169097792357206, + "m": 0.09724047780036926 + }, + { + "p": 0.11323980987071991, + "m": 0.1649712473154068 + }, + { + "p": 0.0519975945353508, + "m": 0.8541472554206848 + }, + { + "p": 0.14710845053195953, + "m": 0.1846010982990265 + }, + { + "p": 0.0, + "m": 0.9599007368087769 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19057704508304596, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.7522662878036499, + "val_loss": 0.8291545510292053, + "acc": 68.25, + "time": 235.00807423400693, + "param": [ + { + "p": 0.04506028816103935, + "m": 1.0 + }, + { + "p": 0.14460547268390656, + "m": 1.0 + }, + { + "p": 0.15329845249652863, + "m": 1.0 + }, + { + "p": 0.035017386078834534, + "m": 0.018986446782946587 + }, + { + "p": 0.002754812128841877, + "m": 0.0 + }, + { + "p": 0.06535240262746811, + "m": 0.006627319846302271 + }, + { + "p": 0.023585394024848938, + "m": 0.0 + }, + { + "p": 0.0067907157354056835, + "m": 0.10785002261400223 + }, + { + "p": 0.11371684074401855, + "m": 0.1781848967075348 + }, + { + "p": 0.05253996700048447, + "m": 0.8399882316589355 + }, + { + "p": 0.1603851616382599, + "m": 0.19439080357551575 + }, + { + "p": 0.0, + "m": 0.9722921848297119 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19689323008060455, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.7119035124778748, + "val_loss": 1.107492446899414, + "acc": 68.83, + "time": 236.3667836759705, + "param": [ + { + "p": 0.03326264023780823, + "m": 1.0 + }, + { + "p": 0.1720321923494339, + "m": 1.0 + }, + { + "p": 0.16261012852191925, + "m": 1.0 + }, + { + "p": 0.02367209456861019, + "m": 0.02529507502913475 + }, + { + "p": 0.000466836936539039, + "m": 0.0 + }, + { + "p": 0.044760823249816895, + "m": 0.0012998997699469328 + }, + { + "p": 0.005172155797481537, + "m": 0.00015659349446650594 + }, + { + "p": 0.0019413649570196867, + "m": 0.129562646150589 + }, + { + "p": 0.11997485160827637, + "m": 0.19624091684818268 + }, + { + "p": 0.03066401369869709, + "m": 0.8199968338012695 + }, + { + "p": 0.18583591282367706, + "m": 0.2073020488023758 + }, + { + "p": 0.0, + "m": 0.9960225224494934 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21960699558258057, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json new file mode 100644 index 0000000..9a02527 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 67.95, + "Time": [ + 236.4876130361343, + 2.4347875678476503 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.298110008239746, + "val_loss": 2.287217140197754, + "acc": 17.56, + "time": 233.6436080718413, + "param": [ + { + "p": 0.07379157096147537, + "m": 1.0 + }, + { + "p": 0.03971550986170769, + "m": 1.0 + }, + { + "p": 0.09056609869003296, + "m": 1.0 + }, + { + "p": 0.08637133240699768, + "m": 0.9904923439025879 + }, + { + "p": 0.06845090538263321, + "m": 0.9741626381874084 + }, + { + "p": 0.06754297763109207, + "m": 0.9898011684417725 + }, + { + "p": 0.06831425428390503, + "m": 0.9846788644790649 + }, + { + "p": 0.08186251670122147, + "m": 0.9847585558891296 + }, + { + "p": 0.07029060274362564, + "m": 0.9776746034622192 + }, + { + "p": 0.08290619403123856, + "m": 1.0 + }, + { + "p": 0.07953068614006042, + "m": 0.9916437268257141 + }, + { + "p": 0.0646398738026619, + "m": 0.9787312746047974 + }, + { + "p": 0.08317259699106216, + "m": 1.0 + }, + { + "p": 0.04284489154815674, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.115950345993042, + "val_loss": 2.072866201400757, + "acc": 23.04, + "time": 238.18915491807275, + "param": [ + { + "p": 0.07475634664297104, + "m": 1.0 + }, + { + "p": 0.05924559012055397, + "m": 1.0 + }, + { + "p": 0.08604400604963303, + "m": 1.0 + }, + { + "p": 0.08308955281972885, + "m": 0.9464023113250732 + }, + { + "p": 0.08218873292207718, + "m": 0.9121562838554382 + }, + { + "p": 0.07819689810276031, + "m": 0.9248973727226257 + }, + { + "p": 0.07415478676557541, + "m": 0.972973108291626 + }, + { + "p": 0.07548565417528152, + "m": 0.9586434960365295 + }, + { + "p": 0.07610759884119034, + "m": 0.9962624907493591 + }, + { + "p": 0.06840638071298599, + "m": 1.0 + }, + { + "p": 0.06770975887775421, + "m": 0.9698511362075806 + }, + { + "p": 0.06341534107923508, + "m": 0.9871875047683716 + }, + { + "p": 0.08815013617277145, + "m": 1.0 + }, + { + "p": 0.023049239069223404, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.074195623397827, + "val_loss": 1.991337776184082, + "acc": 29.15, + "time": 237.5134588640649, + "param": [ + { + "p": 0.07091761380434036, + "m": 1.0 + }, + { + "p": 0.06543320417404175, + "m": 1.0 + }, + { + "p": 0.08880805224180222, + "m": 1.0 + }, + { + "p": 0.08605433255434036, + "m": 0.9465229511260986 + }, + { + "p": 0.09791384637355804, + "m": 0.8761916160583496 + }, + { + "p": 0.0660729706287384, + "m": 0.8892683386802673 + }, + { + "p": 0.08204959332942963, + "m": 0.9433832764625549 + }, + { + "p": 0.08551587164402008, + "m": 0.9635807275772095 + }, + { + "p": 0.07440745830535889, + "m": 0.9987630844116211 + }, + { + "p": 0.051589660346508026, + "m": 0.9701465368270874 + }, + { + "p": 0.07504033297300339, + "m": 1.0 + }, + { + "p": 0.07243680953979492, + "m": 0.9985548257827759 + }, + { + "p": 0.08376020938158035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.1607556343078613, + "val_loss": 1.879899501800537, + "acc": 32.15, + "time": 237.72257336694747, + "param": [ + { + "p": 0.07101843506097794, + "m": 1.0 + }, + { + "p": 0.05921657383441925, + "m": 1.0 + }, + { + "p": 0.09117946028709412, + "m": 1.0 + }, + { + "p": 0.09897322952747345, + "m": 0.9534439444541931 + }, + { + "p": 0.09343121945858002, + "m": 0.8643030524253845 + }, + { + "p": 0.04771893844008446, + "m": 0.8722952008247375 + }, + { + "p": 0.08235247433185577, + "m": 0.9141942858695984 + }, + { + "p": 0.10077274590730667, + "m": 0.9425591826438904 + }, + { + "p": 0.07448700070381165, + "m": 1.0 + }, + { + "p": 0.046309128403663635, + "m": 0.943142294883728 + }, + { + "p": 0.07743165642023087, + "m": 1.0 + }, + { + "p": 0.08288625627756119, + "m": 0.9786807298660278 + }, + { + "p": 0.07422296702861786, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.938507318496704, + "val_loss": 1.8466520309448242, + "acc": 37.45, + "time": 239.53800144908018, + "param": [ + { + "p": 0.08552557975053787, + "m": 1.0 + }, + { + "p": 0.04995063319802284, + "m": 1.0 + }, + { + "p": 0.07393376529216766, + "m": 1.0 + }, + { + "p": 0.12765853106975555, + "m": 0.9262455105781555 + }, + { + "p": 0.096371591091156, + "m": 0.829896867275238 + }, + { + "p": 0.024301620200276375, + "m": 0.8420930504798889 + }, + { + "p": 0.07824145257472992, + "m": 0.9211596250534058 + }, + { + "p": 0.0824633538722992, + "m": 0.9281339049339294 + }, + { + "p": 0.08224014937877655, + "m": 0.9985180497169495 + }, + { + "p": 0.04973377287387848, + "m": 0.9175000786781311 + }, + { + "p": 0.07826333492994308, + "m": 0.9926233887672424 + }, + { + "p": 0.09334122389554977, + "m": 0.9801815152168274 + }, + { + "p": 0.07797496765851974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.911810278892517, + "val_loss": 1.7180627584457397, + "acc": 38.93, + "time": 237.658683369169, + "param": [ + { + "p": 0.08788081258535385, + "m": 1.0 + }, + { + "p": 0.016297880560159683, + "m": 1.0 + }, + { + "p": 0.08068417012691498, + "m": 1.0 + }, + { + "p": 0.1653362363576889, + "m": 0.9204325675964355 + }, + { + "p": 0.09236102551221848, + "m": 0.840531587600708 + }, + { + "p": 0.0, + "m": 0.8633155226707458 + }, + { + "p": 0.08309642225503922, + "m": 0.9365044236183167 + }, + { + "p": 0.06331418454647064, + "m": 0.851381242275238 + }, + { + "p": 0.08902483433485031, + "m": 0.991183876991272 + }, + { + "p": 0.056551240384578705, + "m": 0.895361602306366 + }, + { + "p": 0.06467611342668533, + "m": 0.9650329351425171 + }, + { + "p": 0.09556195884943008, + "m": 0.9884306192398071 + }, + { + "p": 0.10521513968706131, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.9345922470092773, + "val_loss": 1.6730138063430786, + "acc": 41.61, + "time": 239.53729962999932, + "param": [ + { + "p": 0.061890192329883575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1013246700167656, + "m": 1.0 + }, + { + "p": 0.19531682133674622, + "m": 0.9195606708526611 + }, + { + "p": 0.06250492483377457, + "m": 0.8334019184112549 + }, + { + "p": 0.0, + "m": 0.8986311554908752 + }, + { + "p": 0.08842501789331436, + "m": 0.9221253991127014 + }, + { + "p": 0.05350324138998985, + "m": 0.8140752911567688 + }, + { + "p": 0.09283919632434845, + "m": 0.9671398401260376 + }, + { + "p": 0.06881260871887207, + "m": 0.8674401044845581 + }, + { + "p": 0.06100139394402504, + "m": 0.9284110069274902 + }, + { + "p": 0.08277066797018051, + "m": 0.9880859851837158 + }, + { + "p": 0.13161125779151917, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.7032389640808105, + "val_loss": 1.8422861099243164, + "acc": 37.91, + "time": 236.9604522071313, + "param": [ + { + "p": 0.05279100686311722, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10837733000516891, + "m": 1.0 + }, + { + "p": 0.2007589191198349, + "m": 0.9132702946662903 + }, + { + "p": 0.032277580350637436, + "m": 0.8266162276268005 + }, + { + "p": 0.0, + "m": 0.9238389134407043 + }, + { + "p": 0.07675844430923462, + "m": 0.8601894974708557 + }, + { + "p": 0.06828031688928604, + "m": 0.7996888160705566 + }, + { + "p": 0.08251531422138214, + "m": 0.9385995268821716 + }, + { + "p": 0.0791463851928711, + "m": 0.8284794092178345 + }, + { + "p": 0.06555864959955215, + "m": 0.9038156867027283 + }, + { + "p": 0.09221584349870682, + "m": 0.9962528347969055 + }, + { + "p": 0.14132018387317657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.618943691253662, + "val_loss": 1.56685471534729, + "acc": 44.78, + "time": 238.9088410709519, + "param": [ + { + "p": 0.06193941831588745, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1155584305524826, + "m": 1.0 + }, + { + "p": 0.17627352476119995, + "m": 0.8598299026489258 + }, + { + "p": 0.006700961384922266, + "m": 0.8458407521247864 + }, + { + "p": 0.0, + "m": 0.9380369782447815 + }, + { + "p": 0.06628222018480301, + "m": 0.763063907623291 + }, + { + "p": 0.07816930115222931, + "m": 0.7575302124023438 + }, + { + "p": 0.0939355418086052, + "m": 0.9521198868751526 + }, + { + "p": 0.08819235116243362, + "m": 0.7818315029144287 + }, + { + "p": 0.06289125233888626, + "m": 0.8993257284164429 + }, + { + "p": 0.10889523476362228, + "m": 0.9694615602493286 + }, + { + "p": 0.14116179943084717, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8120598793029785, + "val_loss": 1.5732284784317017, + "acc": 44.45, + "time": 234.33107672212645, + "param": [ + { + "p": 0.06047167629003525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12389746308326721, + "m": 1.0 + }, + { + "p": 0.17811156809329987, + "m": 0.8371843695640564 + }, + { + "p": 0.0, + "m": 0.8497213125228882 + }, + { + "p": 0.0, + "m": 0.9489889740943909 + }, + { + "p": 0.0483478419482708, + "m": 0.7109062671661377 + }, + { + "p": 0.06151560693979263, + "m": 0.7407742142677307 + }, + { + "p": 0.11794649809598923, + "m": 0.9337793588638306 + }, + { + "p": 0.08378901332616806, + "m": 0.7637825012207031 + }, + { + "p": 0.06021088361740112, + "m": 0.8730659484863281 + }, + { + "p": 0.12804816663265228, + "m": 0.9707706570625305 + }, + { + "p": 0.13766127824783325, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8057661056518555, + "val_loss": 1.532772183418274, + "acc": 46.46, + "time": 239.18805106612854, + "param": [ + { + "p": 0.06593964993953705, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13013173639774323, + "m": 1.0 + }, + { + "p": 0.18831349909305573, + "m": 0.7889735102653503 + }, + { + "p": 0.0, + "m": 0.8587977290153503 + }, + { + "p": 0.0, + "m": 0.9675847887992859 + }, + { + "p": 0.016436686739325523, + "m": 0.6770391464233398 + }, + { + "p": 0.04470627009868622, + "m": 0.7117480635643005 + }, + { + "p": 0.14082053303718567, + "m": 0.9024516940116882 + }, + { + "p": 0.08831759542226791, + "m": 0.7590066194534302 + }, + { + "p": 0.05060398951172829, + "m": 0.8378037810325623 + }, + { + "p": 0.14449650049209595, + "m": 0.9683538675308228 + }, + { + "p": 0.130233496427536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.8780996799468994, + "val_loss": 1.534345030784607, + "acc": 45.28, + "time": 234.54834952997044, + "param": [ + { + "p": 0.07064826041460037, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12774480879306793, + "m": 1.0 + }, + { + "p": 0.20197026431560516, + "m": 0.7717033624649048 + }, + { + "p": 0.0, + "m": 0.8593080639839172 + }, + { + "p": 0.00013981788652017713, + "m": 0.9967325925827026 + }, + { + "p": 0.0, + "m": 0.6621056795120239 + }, + { + "p": 0.03422226011753082, + "m": 0.6911303400993347 + }, + { + "p": 0.16843672096729279, + "m": 0.8757873177528381 + }, + { + "p": 0.08401031792163849, + "m": 0.7572994828224182 + }, + { + "p": 0.03816273435950279, + "m": 0.7990632057189941 + }, + { + "p": 0.14996753633022308, + "m": 0.9676989316940308 + }, + { + "p": 0.12469734251499176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.7387869358062744, + "val_loss": 1.4641087055206299, + "acc": 47.36, + "time": 239.64692308893427, + "param": [ + { + "p": 0.060218892991542816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13548335433006287, + "m": 1.0 + }, + { + "p": 0.2310737818479538, + "m": 0.7802881002426147 + }, + { + "p": 0.0, + "m": 0.8453482389450073 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6547972559928894 + }, + { + "p": 0.02422650158405304, + "m": 0.6974870562553406 + }, + { + "p": 0.1864447444677353, + "m": 0.8462197780609131 + }, + { + "p": 0.07355162501335144, + "m": 0.768674373626709 + }, + { + "p": 0.02710685320198536, + "m": 0.7640668153762817 + }, + { + "p": 0.14348895847797394, + "m": 0.9804306626319885 + }, + { + "p": 0.11840535700321198, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.844988465309143, + "val_loss": 1.4338263273239136, + "acc": 48.35, + "time": 238.80590273509733, + "param": [ + { + "p": 0.04937957972288132, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.144378662109375, + "m": 1.0 + }, + { + "p": 0.2763572931289673, + "m": 0.7609495520591736 + }, + { + "p": 0.0, + "m": 0.8492384552955627 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6449172496795654 + }, + { + "p": 0.0, + "m": 0.7184939980506897 + }, + { + "p": 0.21654754877090454, + "m": 0.8169391751289368 + }, + { + "p": 0.0655616968870163, + "m": 0.7846032977104187 + }, + { + "p": 0.0, + "m": 0.7313083410263062 + }, + { + "p": 0.1516822725534439, + "m": 1.0 + }, + { + "p": 0.09609296917915344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.6158361434936523, + "val_loss": 1.4526164531707764, + "acc": 50.38, + "time": 238.17634807899594, + "param": [ + { + "p": 0.0385441929101944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14375653862953186, + "m": 1.0 + }, + { + "p": 0.28435149788856506, + "m": 0.7211007475852966 + }, + { + "p": 0.0, + "m": 0.8772533535957336 + }, + { + "p": 0.0, + "m": 0.9983820915222168 + }, + { + "p": 0.0, + "m": 0.6355970501899719 + }, + { + "p": 0.0, + "m": 0.7362235188484192 + }, + { + "p": 0.2330240160226822, + "m": 0.7739768028259277 + }, + { + "p": 0.057217057794332504, + "m": 0.8050335049629211 + }, + { + "p": 0.0, + "m": 0.694506824016571 + }, + { + "p": 0.15043795108795166, + "m": 1.0 + }, + { + "p": 0.09266877174377441, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.7761033773422241, + "val_loss": 1.322081446647644, + "acc": 49.51, + "time": 238.87574998801574, + "param": [ + { + "p": 0.027496688067913055, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14036226272583008, + "m": 1.0 + }, + { + "p": 0.2755674123764038, + "m": 0.6851431727409363 + }, + { + "p": 0.0, + "m": 0.9000592231750488 + }, + { + "p": 0.00036393917980603874, + "m": 1.0 + }, + { + "p": 0.0026693542022258043, + "m": 0.6152371168136597 + }, + { + "p": 0.0015582817140966654, + "m": 0.7722542881965637 + }, + { + "p": 0.23999115824699402, + "m": 0.7484117746353149 + }, + { + "p": 0.05098677799105644, + "m": 0.8202758431434631 + }, + { + "p": 0.0, + "m": 0.6706849336624146 + }, + { + "p": 0.15520280599594116, + "m": 1.0 + }, + { + "p": 0.1058012917637825, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.7861586809158325, + "val_loss": 1.3336392641067505, + "acc": 49.26, + "time": 236.61119264084846, + "param": [ + { + "p": 0.03337067738175392, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13554702699184418, + "m": 1.0 + }, + { + "p": 0.2568407356739044, + "m": 0.6440402865409851 + }, + { + "p": 0.0, + "m": 0.9153190851211548 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5822418928146362 + }, + { + "p": 0.0011421836679801345, + "m": 0.7758485674858093 + }, + { + "p": 0.2472640573978424, + "m": 0.7137889266014099 + }, + { + "p": 0.04941747337579727, + "m": 0.8443726897239685 + }, + { + "p": 0.00010205878788838163, + "m": 0.6519636511802673 + }, + { + "p": 0.15821433067321777, + "m": 1.0 + }, + { + "p": 0.11810147017240524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.6545361280441284, + "val_loss": 1.331233024597168, + "acc": 50.69, + "time": 236.53528313012794, + "param": [ + { + "p": 0.018392834812402725, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12570306658744812, + "m": 1.0 + }, + { + "p": 0.2525407671928406, + "m": 0.5962034463882446 + }, + { + "p": 0.0, + "m": 0.9360774755477905 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004050069022923708, + "m": 0.5530127882957458 + }, + { + "p": 0.009597557596862316, + "m": 0.7550938725471497 + }, + { + "p": 0.273261696100235, + "m": 0.6848161220550537 + }, + { + "p": 0.039424341171979904, + "m": 0.8529238104820251 + }, + { + "p": 0.0019680205732584, + "m": 0.6316436529159546 + }, + { + "p": 0.1511467695236206, + "m": 1.0 + }, + { + "p": 0.12375374138355255, + "m": 1.0 + }, + { + "p": 0.00016108088311739266, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.605663776397705, + "val_loss": 1.2014282941818237, + "acc": 52.62, + "time": 235.50557915493846, + "param": [ + { + "p": 0.030419841408729553, + "m": 1.0 + }, + { + "p": 0.002893218770623207, + "m": 1.0 + }, + { + "p": 0.12089338153600693, + "m": 1.0 + }, + { + "p": 0.22010160982608795, + "m": 0.5609999895095825 + }, + { + "p": 0.0, + "m": 0.9550164937973022 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027503805235028267, + "m": 0.49458077549934387 + }, + { + "p": 0.03294564038515091, + "m": 0.763174831867218 + }, + { + "p": 0.25384950637817383, + "m": 0.6663946509361267 + }, + { + "p": 0.0392255000770092, + "m": 0.8419073224067688 + }, + { + "p": 0.015160102397203445, + "m": 0.6382961273193359 + }, + { + "p": 0.13014541566371918, + "m": 1.0 + }, + { + "p": 0.11585061997175217, + "m": 1.0 + }, + { + "p": 0.011011345311999321, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.3090392351150513, + "val_loss": 1.290311336517334, + "acc": 53.65, + "time": 233.560567694949, + "param": [ + { + "p": 0.051484882831573486, + "m": 1.0 + }, + { + "p": 0.0050846547819674015, + "m": 1.0 + }, + { + "p": 0.12090131640434265, + "m": 1.0 + }, + { + "p": 0.1841312050819397, + "m": 0.5535353422164917 + }, + { + "p": 0.01475768256932497, + "m": 0.9622864723205566 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.044602155685424805, + "m": 0.46087977290153503 + }, + { + "p": 0.04039338603615761, + "m": 0.7823517918586731 + }, + { + "p": 0.21468104422092438, + "m": 0.6371200084686279 + }, + { + "p": 0.061029061675071716, + "m": 0.8345886468887329 + }, + { + "p": 0.03200572356581688, + "m": 0.6574316620826721 + }, + { + "p": 0.1063852310180664, + "m": 0.9938609004020691 + }, + { + "p": 0.11941149830818176, + "m": 1.0 + }, + { + "p": 0.005132125690579414, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.6625040769577026, + "val_loss": 1.3163610696792603, + "acc": 53.04, + "time": 238.2596592688933, + "param": [ + { + "p": 0.061298102140426636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12068568915128708, + "m": 1.0 + }, + { + "p": 0.17157430946826935, + "m": 0.5444464683532715 + }, + { + "p": 0.019900642335414886, + "m": 0.9608042240142822 + }, + { + "p": 5.9817873989231884e-05, + "m": 0.9945046901702881 + }, + { + "p": 0.05032673105597496, + "m": 0.4306596517562866 + }, + { + "p": 0.04863661527633667, + "m": 0.7989774346351624 + }, + { + "p": 0.19804096221923828, + "m": 0.6140918135643005 + }, + { + "p": 0.07235788553953171, + "m": 0.8395158648490906 + }, + { + "p": 0.039835721254348755, + "m": 0.6675214171409607 + }, + { + "p": 0.08963536471128464, + "m": 0.9897792339324951 + }, + { + "p": 0.12764814496040344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.6846815347671509, + "val_loss": 1.3221182823181152, + "acc": 54.32, + "time": 237.0831160931848, + "param": [ + { + "p": 0.06922741234302521, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11315225809812546, + "m": 1.0 + }, + { + "p": 0.15450626611709595, + "m": 0.5329075455665588 + }, + { + "p": 0.018844539299607277, + "m": 0.9494117498397827 + }, + { + "p": 0.002462029457092285, + "m": 0.9633001685142517 + }, + { + "p": 0.06472577899694443, + "m": 0.40538135170936584 + }, + { + "p": 0.05307215824723244, + "m": 0.8497495651245117 + }, + { + "p": 0.18678729236125946, + "m": 0.5965291857719421 + }, + { + "p": 0.08492644131183624, + "m": 0.8452877998352051 + }, + { + "p": 0.0518287792801857, + "m": 0.6743044257164001 + }, + { + "p": 0.06226855888962746, + "m": 0.9924486875534058 + }, + { + "p": 0.13819852471351624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.3272985219955444, + "val_loss": 1.3442579507827759, + "acc": 55.23, + "time": 237.592397589935, + "param": [ + { + "p": 0.08163367956876755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09743659198284149, + "m": 1.0 + }, + { + "p": 0.14220669865608215, + "m": 0.5227077603340149 + }, + { + "p": 0.0, + "m": 0.9281089305877686 + }, + { + "p": 0.002272679703310132, + "m": 0.9435766935348511 + }, + { + "p": 0.07791741192340851, + "m": 0.34752875566482544 + }, + { + "p": 0.03997597098350525, + "m": 0.8736740350723267 + }, + { + "p": 0.1977863907814026, + "m": 0.5840616226196289 + }, + { + "p": 0.11253691464662552, + "m": 0.8479292392730713 + }, + { + "p": 0.06038497015833855, + "m": 0.6759751439094543 + }, + { + "p": 0.043355509638786316, + "m": 1.0 + }, + { + "p": 0.14449313282966614, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.2835423946380615, + "val_loss": 1.302668809890747, + "acc": 56.37, + "time": 234.8280216869898, + "param": [ + { + "p": 0.08847092092037201, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0896260216832161, + "m": 1.0 + }, + { + "p": 0.1215348020195961, + "m": 0.5043976306915283 + }, + { + "p": 0.0, + "m": 0.9360111355781555 + }, + { + "p": 0.0, + "m": 0.9433885216712952 + }, + { + "p": 0.08289070427417755, + "m": 0.29935505986213684 + }, + { + "p": 0.004020822234451771, + "m": 0.8596867918968201 + }, + { + "p": 0.22946804761886597, + "m": 0.5634791851043701 + }, + { + "p": 0.1357404887676239, + "m": 0.8752063512802124 + }, + { + "p": 0.05383170396089554, + "m": 0.6625456809997559 + }, + { + "p": 0.03183199092745781, + "m": 1.0 + }, + { + "p": 0.16258445382118225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.3651974201202393, + "val_loss": 1.3620612621307373, + "acc": 54.5, + "time": 234.55545292794704, + "param": [ + { + "p": 0.08239738643169403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08072391152381897, + "m": 1.0 + }, + { + "p": 0.11043182015419006, + "m": 0.49655917286872864 + }, + { + "p": 0.0, + "m": 0.9374209046363831 + }, + { + "p": 0.0, + "m": 0.931355893611908 + }, + { + "p": 0.08440780639648438, + "m": 0.25976553559303284 + }, + { + "p": 0.0, + "m": 0.8379550576210022 + }, + { + "p": 0.2552952468395233, + "m": 0.5343123078346252 + }, + { + "p": 0.1447198987007141, + "m": 0.9089373350143433 + }, + { + "p": 0.05118193104863167, + "m": 0.6571859121322632 + }, + { + "p": 0.020700274035334587, + "m": 1.0 + }, + { + "p": 0.17014171183109283, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.3474291563034058, + "val_loss": 1.2023142576217651, + "acc": 55.72, + "time": 235.45421288604848, + "param": [ + { + "p": 0.08221270143985748, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07677622139453888, + "m": 1.0 + }, + { + "p": 0.10256171971559525, + "m": 0.4977930784225464 + }, + { + "p": 0.0, + "m": 0.9270232915878296 + }, + { + "p": 0.0, + "m": 0.9370971918106079 + }, + { + "p": 0.07667851448059082, + "m": 0.21989475190639496 + }, + { + "p": 0.001481898594647646, + "m": 0.8249149322509766 + }, + { + "p": 0.2807154357433319, + "m": 0.5097582936286926 + }, + { + "p": 0.14502254128456116, + "m": 0.9730847477912903 + }, + { + "p": 0.04378955438733101, + "m": 0.6562040448188782 + }, + { + "p": 0.008658943697810173, + "m": 1.0 + }, + { + "p": 0.18210236728191376, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.2305234670639038, + "val_loss": 1.1524512767791748, + "acc": 56.64, + "time": 232.95245658396743, + "param": [ + { + "p": 0.07641244679689407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07176297903060913, + "m": 1.0 + }, + { + "p": 0.09160111844539642, + "m": 0.49100446701049805 + }, + { + "p": 0.003987894393503666, + "m": 0.9405221343040466 + }, + { + "p": 0.0008818082278594375, + "m": 0.9146208763122559 + }, + { + "p": 0.07080545276403427, + "m": 0.2038179486989975 + }, + { + "p": 0.023120930418372154, + "m": 0.8547195792198181 + }, + { + "p": 0.26922598481178284, + "m": 0.5133339762687683 + }, + { + "p": 0.13165435194969177, + "m": 0.9908220767974854 + }, + { + "p": 0.05294835567474365, + "m": 0.6618241667747498 + }, + { + "p": 0.020160671323537827, + "m": 1.0 + }, + { + "p": 0.18546642363071442, + "m": 1.0 + }, + { + "p": 0.001971585676074028, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.5726853609085083, + "val_loss": 1.2759774923324585, + "acc": 57.18, + "time": 231.72410532692447, + "param": [ + { + "p": 0.07824760675430298, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06492774188518524, + "m": 1.0 + }, + { + "p": 0.08165811002254486, + "m": 0.47730323672294617 + }, + { + "p": 0.005735104903578758, + "m": 0.9302499890327454 + }, + { + "p": 0.0, + "m": 0.8953476548194885 + }, + { + "p": 0.0700184553861618, + "m": 0.19282203912734985 + }, + { + "p": 0.037580493837594986, + "m": 0.866392970085144 + }, + { + "p": 0.25949960947036743, + "m": 0.5018875598907471 + }, + { + "p": 0.12189959734678268, + "m": 0.9978709816932678 + }, + { + "p": 0.06468465924263, + "m": 0.6770083904266357 + }, + { + "p": 0.0341661274433136, + "m": 1.0 + }, + { + "p": 0.17991842329502106, + "m": 1.0 + }, + { + "p": 0.0016640321118757129, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.3890430927276611, + "val_loss": 1.2116127014160156, + "acc": 57.52, + "time": 236.30863629002124, + "param": [ + { + "p": 0.07524564117193222, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07150395214557648, + "m": 1.0 + }, + { + "p": 0.06859444081783295, + "m": 0.4496392607688904 + }, + { + "p": 0.007316216826438904, + "m": 0.9158753752708435 + }, + { + "p": 0.003944476135075092, + "m": 0.890181839466095 + }, + { + "p": 0.06632021069526672, + "m": 0.17983713746070862 + }, + { + "p": 0.0493420846760273, + "m": 0.8353420495986938 + }, + { + "p": 0.24420253932476044, + "m": 0.4697117209434509 + }, + { + "p": 0.11134444922208786, + "m": 0.9980080723762512 + }, + { + "p": 0.07059697061777115, + "m": 0.683014988899231 + }, + { + "p": 0.04286554828286171, + "m": 1.0 + }, + { + "p": 0.17466935515403748, + "m": 1.0 + }, + { + "p": 0.014054080471396446, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.4582805633544922, + "val_loss": 1.1639628410339355, + "acc": 58.88, + "time": 235.42057664389722, + "param": [ + { + "p": 0.0601281002163887, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0755019262433052, + "m": 1.0 + }, + { + "p": 0.059614893049001694, + "m": 0.43357765674591064 + }, + { + "p": 0.0011874238261952996, + "m": 0.9242973923683167 + }, + { + "p": 0.011784743517637253, + "m": 0.8818473815917969 + }, + { + "p": 0.07895014435052872, + "m": 0.19122901558876038 + }, + { + "p": 0.05815386772155762, + "m": 0.8289107084274292 + }, + { + "p": 0.2267971932888031, + "m": 0.45138996839523315 + }, + { + "p": 0.11203978210687637, + "m": 1.0 + }, + { + "p": 0.07119175791740417, + "m": 0.679208517074585 + }, + { + "p": 0.06917832046747208, + "m": 1.0 + }, + { + "p": 0.14888599514961243, + "m": 1.0 + }, + { + "p": 0.02658580057322979, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.3288679122924805, + "val_loss": 1.2352662086486816, + "acc": 58.3, + "time": 237.4838417849969, + "param": [ + { + "p": 0.06661438941955566, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07068438082933426, + "m": 1.0 + }, + { + "p": 0.05274735391139984, + "m": 0.4195754826068878 + }, + { + "p": 0.00022103899391368032, + "m": 0.9412492513656616 + }, + { + "p": 0.0, + "m": 0.8897603750228882 + }, + { + "p": 0.08950130641460419, + "m": 0.20234845578670502 + }, + { + "p": 0.06454965472221375, + "m": 0.8253188729286194 + }, + { + "p": 0.24096070230007172, + "m": 0.4312046468257904 + }, + { + "p": 0.12511730194091797, + "m": 0.9993919134140015 + }, + { + "p": 0.0684102326631546, + "m": 0.667993426322937 + }, + { + "p": 0.08058084547519684, + "m": 0.9994171857833862 + }, + { + "p": 0.13287770748138428, + "m": 1.0 + }, + { + "p": 0.007735160179436207, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.4425402879714966, + "val_loss": 1.1474764347076416, + "acc": 59.34, + "time": 237.24634818197228, + "param": [ + { + "p": 0.08368069678544998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06967095285654068, + "m": 1.0 + }, + { + "p": 0.04252173751592636, + "m": 0.4082084894180298 + }, + { + "p": 0.0, + "m": 0.9799444675445557 + }, + { + "p": 0.0, + "m": 0.9036369919776917 + }, + { + "p": 0.09649480134248734, + "m": 0.22232994437217712 + }, + { + "p": 0.0632653683423996, + "m": 0.8047268390655518 + }, + { + "p": 0.25618094205856323, + "m": 0.38229599595069885 + }, + { + "p": 0.12064743787050247, + "m": 0.9851099252700806 + }, + { + "p": 0.06732982397079468, + "m": 0.6652713418006897 + }, + { + "p": 0.07678323984146118, + "m": 1.0 + }, + { + "p": 0.12342491000890732, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.6131701469421387, + "val_loss": 1.202044129371643, + "acc": 59.37, + "time": 233.08504081098363, + "param": [ + { + "p": 0.09456980973482132, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06739173829555511, + "m": 1.0 + }, + { + "p": 0.02062365785241127, + "m": 0.38855260610580444 + }, + { + "p": 0.0, + "m": 0.9997386932373047 + }, + { + "p": 0.0, + "m": 0.9245012402534485 + }, + { + "p": 0.10282156616449356, + "m": 0.1881936937570572 + }, + { + "p": 0.04356073960661888, + "m": 0.7727502584457397 + }, + { + "p": 0.3171580731868744, + "m": 0.33438172936439514 + }, + { + "p": 0.13062535226345062, + "m": 0.9762395024299622 + }, + { + "p": 0.04579707980155945, + "m": 0.6630483865737915 + }, + { + "p": 0.057164959609508514, + "m": 1.0 + }, + { + "p": 0.12028702348470688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.3381112813949585, + "val_loss": 1.0635842084884644, + "acc": 59.94, + "time": 231.98658907203935, + "param": [ + { + "p": 0.10027025640010834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07314702868461609, + "m": 1.0 + }, + { + "p": 0.020313596352934837, + "m": 0.37542545795440674 + }, + { + "p": 0.003306127618998289, + "m": 0.9971800446510315 + }, + { + "p": 0.0, + "m": 0.9299007058143616 + }, + { + "p": 0.10659509897232056, + "m": 0.18626828491687775 + }, + { + "p": 0.04313195124268532, + "m": 0.7380874752998352 + }, + { + "p": 0.30396825075149536, + "m": 0.27900341153144836 + }, + { + "p": 0.130784809589386, + "m": 0.9616626501083374 + }, + { + "p": 0.03673577681183815, + "m": 0.6766813397407532 + }, + { + "p": 0.06064010038971901, + "m": 1.0 + }, + { + "p": 0.1201103925704956, + "m": 1.0 + }, + { + "p": 0.0009965203935280442, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.5217782258987427, + "val_loss": 1.1349189281463623, + "acc": 60.33, + "time": 238.37476606899872, + "param": [ + { + "p": 0.11205104738473892, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0847749412059784, + "m": 1.0 + }, + { + "p": 0.022593602538108826, + "m": 0.3654715418815613 + }, + { + "p": 0.00043616065522655845, + "m": 0.9781391024589539 + }, + { + "p": 0.0, + "m": 0.9358311891555786 + }, + { + "p": 0.10261895507574081, + "m": 0.20393863320350647 + }, + { + "p": 0.053462907671928406, + "m": 0.7257948517799377 + }, + { + "p": 0.27274179458618164, + "m": 0.20061427354812622 + }, + { + "p": 0.12574751675128937, + "m": 0.9591711163520813 + }, + { + "p": 0.03955318406224251, + "m": 0.6845654249191284 + }, + { + "p": 0.06793560832738876, + "m": 1.0 + }, + { + "p": 0.11455009877681732, + "m": 1.0 + }, + { + "p": 0.0035342101473361254, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.5939193964004517, + "val_loss": 1.133396029472351, + "acc": 60.4, + "time": 237.04851923091337, + "param": [ + { + "p": 0.11582592874765396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0894802138209343, + "m": 1.0 + }, + { + "p": 0.018433120101690292, + "m": 0.3642702102661133 + }, + { + "p": 0.0, + "m": 0.9812867641448975 + }, + { + "p": 0.0, + "m": 0.9681107997894287 + }, + { + "p": 0.10695786029100418, + "m": 0.25080761313438416 + }, + { + "p": 0.06431012600660324, + "m": 0.7484034299850464 + }, + { + "p": 0.25875362753868103, + "m": 0.0939035639166832 + }, + { + "p": 0.11779583245515823, + "m": 0.9593692421913147 + }, + { + "p": 0.05046335235238075, + "m": 0.6778191328048706 + }, + { + "p": 0.0670253112912178, + "m": 1.0 + }, + { + "p": 0.11095467954874039, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.6725382804870605, + "val_loss": 1.1179790496826172, + "acc": 59.93, + "time": 237.82000767695718, + "param": [ + { + "p": 0.11589398980140686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0971909686923027, + "m": 1.0 + }, + { + "p": 0.021411659196019173, + "m": 0.356149822473526 + }, + { + "p": 0.0, + "m": 0.9868229031562805 + }, + { + "p": 0.0011995685053989291, + "m": 1.0 + }, + { + "p": 0.1063728779554367, + "m": 0.27174726128578186 + }, + { + "p": 0.07014176994562149, + "m": 0.7697150707244873 + }, + { + "p": 0.2558216452598572, + "m": 0.0 + }, + { + "p": 0.09791232645511627, + "m": 0.9533044695854187 + }, + { + "p": 0.06990671902894974, + "m": 0.6754599809646606 + }, + { + "p": 0.06177239120006561, + "m": 1.0 + }, + { + "p": 0.1023760437965393, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.6190528869628906, + "val_loss": 1.0066677331924438, + "acc": 60.58, + "time": 236.8108826780226, + "param": [ + { + "p": 0.10646528005599976, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1023508757352829, + "m": 1.0 + }, + { + "p": 0.030264709144830704, + "m": 0.3565702736377716 + }, + { + "p": 0.005185724701732397, + "m": 1.0 + }, + { + "p": 0.00843404233455658, + "m": 1.0 + }, + { + "p": 0.09703189134597778, + "m": 0.29294154047966003 + }, + { + "p": 0.08236920088529587, + "m": 0.8180339932441711 + }, + { + "p": 0.25098079442977905, + "m": 0.0 + }, + { + "p": 0.07622941583395004, + "m": 0.9411066770553589 + }, + { + "p": 0.08075366914272308, + "m": 0.6750497817993164 + }, + { + "p": 0.06291162222623825, + "m": 1.0 + }, + { + "p": 0.09702284634113312, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.6653398275375366, + "val_loss": 1.0565286874771118, + "acc": 61.08, + "time": 236.28427444398403, + "param": [ + { + "p": 0.10452350229024887, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10674378275871277, + "m": 1.0 + }, + { + "p": 0.027907226234674454, + "m": 0.360611230134964 + }, + { + "p": 0.0, + "m": 0.9994956851005554 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08392048627138138, + "m": 0.30638667941093445 + }, + { + "p": 0.07400146126747131, + "m": 0.8298385143280029 + }, + { + "p": 0.2888544797897339, + "m": 0.0 + }, + { + "p": 0.07505998760461807, + "m": 0.9432471990585327 + }, + { + "p": 0.09007268399000168, + "m": 0.6765722036361694 + }, + { + "p": 0.04652762785553932, + "m": 1.0 + }, + { + "p": 0.10238882154226303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.3962255716323853, + "val_loss": 1.1597970724105835, + "acc": 61.0, + "time": 231.67963631893508, + "param": [ + { + "p": 0.10349828749895096, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09863687306642532, + "m": 1.0 + }, + { + "p": 0.024474356323480606, + "m": 0.37092313170433044 + }, + { + "p": 0.0, + "m": 0.994116485118866 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08057254552841187, + "m": 0.29478082060813904 + }, + { + "p": 0.05686917528510094, + "m": 0.8192706108093262 + }, + { + "p": 0.32561832666397095, + "m": 0.0 + }, + { + "p": 0.06398788839578629, + "m": 0.9504287838935852 + }, + { + "p": 0.09592990577220917, + "m": 0.6788126230239868 + }, + { + "p": 0.03699067234992981, + "m": 1.0 + }, + { + "p": 0.11342194676399231, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.5655508041381836, + "val_loss": 0.9781617522239685, + "acc": 61.3, + "time": 238.42773426300846, + "param": [ + { + "p": 0.1054975613951683, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08483961969614029, + "m": 1.0 + }, + { + "p": 0.021685509011149406, + "m": 0.38432401418685913 + }, + { + "p": 0.0, + "m": 0.9845946431159973 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08668375015258789, + "m": 0.31472665071487427 + }, + { + "p": 0.048125263303518295, + "m": 0.8174481987953186 + }, + { + "p": 0.3378232717514038, + "m": 0.0002237691660411656 + }, + { + "p": 0.049107734113931656, + "m": 0.9639540314674377 + }, + { + "p": 0.1036662757396698, + "m": 0.6991897225379944 + }, + { + "p": 0.04491657018661499, + "m": 1.0 + }, + { + "p": 0.11765445023775101, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.6834841966629028, + "val_loss": 0.9981932044029236, + "acc": 61.84, + "time": 237.20829556090757, + "param": [ + { + "p": 0.09574399143457413, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07195287197828293, + "m": 1.0 + }, + { + "p": 0.020289413630962372, + "m": 0.3943966031074524 + }, + { + "p": 0.0, + "m": 0.9795533418655396 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09070177376270294, + "m": 0.3333885073661804 + }, + { + "p": 0.03849363327026367, + "m": 0.8300595283508301 + }, + { + "p": 0.3462493419647217, + "m": 0.0 + }, + { + "p": 0.03881732001900673, + "m": 0.9615151882171631 + }, + { + "p": 0.11061789095401764, + "m": 0.7035104632377625 + }, + { + "p": 0.056506119668483734, + "m": 0.9999987483024597 + }, + { + "p": 0.13062770664691925, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 2.2286763191223145, + "val_loss": 1.1490038633346558, + "acc": 61.69, + "time": 235.93052605888806, + "param": [ + { + "p": 0.09224019944667816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06494241952896118, + "m": 1.0 + }, + { + "p": 0.008924821391701698, + "m": 0.4132659435272217 + }, + { + "p": 0.0, + "m": 0.9685224294662476 + }, + { + "p": 0.0028658921364694834, + "m": 1.0 + }, + { + "p": 0.08524671941995621, + "m": 0.3213450014591217 + }, + { + "p": 0.02541995793581009, + "m": 0.8587011694908142 + }, + { + "p": 0.36505845189094543, + "m": 0.0 + }, + { + "p": 0.029142051935195923, + "m": 0.9649812579154968 + }, + { + "p": 0.12401437759399414, + "m": 0.7209740281105042 + }, + { + "p": 0.07191082090139389, + "m": 1.0 + }, + { + "p": 0.13023431599140167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.5552188158035278, + "val_loss": 1.044682264328003, + "acc": 60.97, + "time": 236.71544510894455, + "param": [ + { + "p": 0.09398586302995682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0702831968665123, + "m": 1.0 + }, + { + "p": 0.011307045817375183, + "m": 0.4040278494358063 + }, + { + "p": 0.0, + "m": 0.9503915309906006 + }, + { + "p": 0.015251286327838898, + "m": 1.0 + }, + { + "p": 0.07335716485977173, + "m": 0.29434293508529663 + }, + { + "p": 0.016820918768644333, + "m": 0.8910581469535828 + }, + { + "p": 0.37147629261016846, + "m": 0.0 + }, + { + "p": 0.01025377307087183, + "m": 0.9722940921783447 + }, + { + "p": 0.1302245557308197, + "m": 0.7515036463737488 + }, + { + "p": 0.08428150415420532, + "m": 1.0 + }, + { + "p": 0.1227584257721901, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.8030240535736084, + "val_loss": 1.0130510330200195, + "acc": 62.36, + "time": 234.22195653081872, + "param": [ + { + "p": 0.08541376888751984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06570655852556229, + "m": 1.0 + }, + { + "p": 0.002273495774716139, + "m": 0.4012673795223236 + }, + { + "p": 0.0, + "m": 0.9453887343406677 + }, + { + "p": 0.02250838838517666, + "m": 1.0 + }, + { + "p": 0.06994322687387466, + "m": 0.27055174112319946 + }, + { + "p": 0.020152278244495392, + "m": 0.8773951530456543 + }, + { + "p": 0.4131738841533661, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9765185713768005 + }, + { + "p": 0.13671943545341492, + "m": 0.7721198797225952 + }, + { + "p": 0.08052802085876465, + "m": 1.0 + }, + { + "p": 0.10358089208602905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.664782166481018, + "val_loss": 1.1286338567733765, + "acc": 62.2, + "time": 233.19346808013506, + "param": [ + { + "p": 0.06954608112573624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04940120503306389, + "m": 1.0 + }, + { + "p": 0.0037916398141533136, + "m": 0.3837904632091522 + }, + { + "p": 0.0, + "m": 0.9433606863021851 + }, + { + "p": 0.03743308037519455, + "m": 1.0 + }, + { + "p": 0.06466244906187057, + "m": 0.2711343467235565 + }, + { + "p": 0.028104914352297783, + "m": 0.8530079126358032 + }, + { + "p": 0.43717485666275024, + "m": 0.0 + }, + { + "p": 0.007216984871774912, + "m": 0.981498658657074 + }, + { + "p": 0.1286967694759369, + "m": 0.7585831880569458 + }, + { + "p": 0.08532306551933289, + "m": 1.0 + }, + { + "p": 0.08864892274141312, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.5474462509155273, + "val_loss": 1.2337359189987183, + "acc": 61.77, + "time": 238.77357472199947, + "param": [ + { + "p": 0.06380189955234528, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03550068289041519, + "m": 1.0 + }, + { + "p": 0.009402775205671787, + "m": 0.3555687367916107 + }, + { + "p": 0.0, + "m": 0.943385124206543 + }, + { + "p": 0.04080668464303017, + "m": 1.0 + }, + { + "p": 0.05414001643657684, + "m": 0.24341155588626862 + }, + { + "p": 0.037240419536828995, + "m": 0.8486010432243347 + }, + { + "p": 0.4408392608165741, + "m": 0.0 + }, + { + "p": 0.027341855689883232, + "m": 0.9736079573631287 + }, + { + "p": 0.11615470796823502, + "m": 0.7554115653038025 + }, + { + "p": 0.09260452538728714, + "m": 1.0 + }, + { + "p": 0.08216710388660431, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.519010305404663, + "val_loss": 1.1272599697113037, + "acc": 61.16, + "time": 237.85516290692613, + "param": [ + { + "p": 0.0648525059223175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02817479893565178, + "m": 1.0 + }, + { + "p": 0.010381537489593029, + "m": 0.3377279043197632 + }, + { + "p": 0.00311250239610672, + "m": 0.9327740669250488 + }, + { + "p": 0.044480081647634506, + "m": 1.0 + }, + { + "p": 0.0511377789080143, + "m": 0.19314947724342346 + }, + { + "p": 0.047213152050971985, + "m": 0.8302299976348877 + }, + { + "p": 0.4365816116333008, + "m": 0.0 + }, + { + "p": 0.04431869089603424, + "m": 0.9815794825553894 + }, + { + "p": 0.09643638134002686, + "m": 0.7515978813171387 + }, + { + "p": 0.08380850404500961, + "m": 1.0 + }, + { + "p": 0.08252394944429398, + "m": 1.0 + }, + { + "p": 0.006978577934205532, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 2.0571532249450684, + "val_loss": 1.1263632774353027, + "acc": 62.37, + "time": 238.4174685550388, + "param": [ + { + "p": 0.05692928656935692, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033619459718465805, + "m": 1.0 + }, + { + "p": 0.015501594170928001, + "m": 0.32246115803718567 + }, + { + "p": 0.0, + "m": 0.9126446843147278 + }, + { + "p": 0.0454833097755909, + "m": 1.0 + }, + { + "p": 0.06242100149393082, + "m": 0.18357816338539124 + }, + { + "p": 0.058258771896362305, + "m": 0.8017222285270691 + }, + { + "p": 0.410981148481369, + "m": 0.0 + }, + { + "p": 0.06414995342493057, + "m": 0.9970636367797852 + }, + { + "p": 0.08133965730667114, + "m": 0.7442950010299683 + }, + { + "p": 0.07714926451444626, + "m": 1.0 + }, + { + "p": 0.09298075735569, + "m": 1.0 + }, + { + "p": 0.0011857771314680576, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.6748995780944824, + "val_loss": 0.9827376008033752, + "acc": 62.16, + "time": 236.72198513988405, + "param": [ + { + "p": 0.05361884459853172, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04586039111018181, + "m": 1.0 + }, + { + "p": 0.018882090225815773, + "m": 0.32592394948005676 + }, + { + "p": 0.0, + "m": 0.8867426514625549 + }, + { + "p": 0.027918605133891106, + "m": 0.9869730472564697 + }, + { + "p": 0.05957186967134476, + "m": 0.17377153038978577 + }, + { + "p": 0.05993717163801193, + "m": 0.7519146800041199 + }, + { + "p": 0.41596177220344543, + "m": 0.0 + }, + { + "p": 0.08108223229646683, + "m": 1.0 + }, + { + "p": 0.06644083559513092, + "m": 0.7292520403862 + }, + { + "p": 0.06923715770244598, + "m": 1.0 + }, + { + "p": 0.10148904472589493, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.7113884687423706, + "val_loss": 1.2316443920135498, + "acc": 60.49, + "time": 237.8706084880978, + "param": [ + { + "p": 0.05465920269489288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05609598010778427, + "m": 1.0 + }, + { + "p": 0.0017858082428574562, + "m": 0.32218170166015625 + }, + { + "p": 0.003565810387954116, + "m": 0.8621408343315125 + }, + { + "p": 0.027981961145997047, + "m": 0.9836169481277466 + }, + { + "p": 0.03820827230811119, + "m": 0.16269271075725555 + }, + { + "p": 0.06032922491431236, + "m": 0.7229071855545044 + }, + { + "p": 0.45135509967803955, + "m": 0.006218594498932362 + }, + { + "p": 0.08466741442680359, + "m": 1.0 + }, + { + "p": 0.05545146018266678, + "m": 0.722977340221405 + }, + { + "p": 0.054764777421951294, + "m": 1.0 + }, + { + "p": 0.10679629445075989, + "m": 1.0 + }, + { + "p": 0.004338690545409918, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 2.1906449794769287, + "val_loss": 1.0245434045791626, + "acc": 62.65, + "time": 235.84394633490592, + "param": [ + { + "p": 0.05497438460588455, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05009405314922333, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.335833340883255 + }, + { + "p": 0.0, + "m": 0.8462170958518982 + }, + { + "p": 0.044950373470783234, + "m": 0.9864611029624939 + }, + { + "p": 0.029333407059311867, + "m": 0.16700716316699982 + }, + { + "p": 0.05756404623389244, + "m": 0.6979794502258301 + }, + { + "p": 0.48145008087158203, + "m": 0.0 + }, + { + "p": 0.07496917992830276, + "m": 1.0 + }, + { + "p": 0.047527920454740524, + "m": 0.7205473780632019 + }, + { + "p": 0.040098339319229126, + "m": 1.0 + }, + { + "p": 0.11243434995412827, + "m": 1.0 + }, + { + "p": 0.0066039371304214, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.712724208831787, + "val_loss": 1.171789526939392, + "acc": 63.45, + "time": 238.28116731485352, + "param": [ + { + "p": 0.04501178115606308, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03770900517702103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.34626227617263794 + }, + { + "p": 0.0, + "m": 0.8352693319320679 + }, + { + "p": 0.06091582402586937, + "m": 0.9623663425445557 + }, + { + "p": 0.04043782874941826, + "m": 0.16141308844089508 + }, + { + "p": 0.05421819910407066, + "m": 0.6595082879066467 + }, + { + "p": 0.4988606572151184, + "m": 0.0016762377927079797 + }, + { + "p": 0.06287699937820435, + "m": 0.9992141127586365 + }, + { + "p": 0.03933096304535866, + "m": 0.729410707950592 + }, + { + "p": 0.03435809910297394, + "m": 1.0 + }, + { + "p": 0.12548714876174927, + "m": 1.0 + }, + { + "p": 0.0007934607565402985, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.3945516347885132, + "val_loss": 1.0945695638656616, + "acc": 62.49, + "time": 238.5613650341984, + "param": [ + { + "p": 0.022434012964367867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03237290307879448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3351213037967682 + }, + { + "p": 0.0, + "m": 0.855983316898346 + }, + { + "p": 0.09208275377750397, + "m": 0.9339170455932617 + }, + { + "p": 0.05111312121152878, + "m": 0.17532163858413696 + }, + { + "p": 0.046996623277664185, + "m": 0.6242507100105286 + }, + { + "p": 0.4962688684463501, + "m": 0.03893686458468437 + }, + { + "p": 0.05405279994010925, + "m": 1.0 + }, + { + "p": 0.03990493714809418, + "m": 0.7405065298080444 + }, + { + "p": 0.03032376430928707, + "m": 1.0 + }, + { + "p": 0.1344502568244934, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.199776530265808, + "val_loss": 1.093637228012085, + "acc": 63.06, + "time": 239.14917607908137, + "param": [ + { + "p": 0.0289066880941391, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03750575706362724, + "m": 1.0 + }, + { + "p": 0.0004979736404493451, + "m": 0.3217118978500366 + }, + { + "p": 0.008537574671208858, + "m": 0.8496413826942444 + }, + { + "p": 0.10927392542362213, + "m": 0.9330649971961975 + }, + { + "p": 0.061144955456256866, + "m": 0.17234693467617035 + }, + { + "p": 0.038839589804410934, + "m": 0.6134466528892517 + }, + { + "p": 0.4693715274333954, + "m": 0.06613461673259735 + }, + { + "p": 0.038454268127679825, + "m": 1.0 + }, + { + "p": 0.045715246349573135, + "m": 0.7591145634651184 + }, + { + "p": 0.035972222685813904, + "m": 1.0 + }, + { + "p": 0.12578023970127106, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.2105830907821655, + "val_loss": 1.0160084962844849, + "acc": 63.39, + "time": 238.66953747416846, + "param": [ + { + "p": 0.03829924389719963, + "m": 1.0 + }, + { + "p": 0.0002955242816824466, + "m": 1.0 + }, + { + "p": 0.04570412635803223, + "m": 1.0 + }, + { + "p": 0.007991881109774113, + "m": 0.3113006353378296 + }, + { + "p": 0.014094319194555283, + "m": 0.8439970016479492 + }, + { + "p": 0.11057808995246887, + "m": 0.9422087669372559 + }, + { + "p": 0.06495678424835205, + "m": 0.16463389992713928 + }, + { + "p": 0.045158494263887405, + "m": 0.6181665658950806 + }, + { + "p": 0.42353224754333496, + "m": 0.07008130848407745 + }, + { + "p": 0.040184713900089264, + "m": 1.0 + }, + { + "p": 0.06198590248823166, + "m": 0.7731426954269409 + }, + { + "p": 0.04438452422618866, + "m": 1.0 + }, + { + "p": 0.10283420979976654, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.2703979015350342, + "val_loss": 1.040019154548645, + "acc": 62.88, + "time": 237.2358642378822, + "param": [ + { + "p": 0.03694475069642067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06366588920354843, + "m": 1.0 + }, + { + "p": 0.006100669968873262, + "m": 0.3035646080970764 + }, + { + "p": 0.0061248294077813625, + "m": 0.8402284383773804 + }, + { + "p": 0.11190959066152573, + "m": 0.9569313526153564 + }, + { + "p": 0.05481305345892906, + "m": 0.15688058733940125 + }, + { + "p": 0.04264140874147415, + "m": 0.613149106502533 + }, + { + "p": 0.41278138756752014, + "m": 0.0592215321958065 + }, + { + "p": 0.04263222590088844, + "m": 1.0 + }, + { + "p": 0.0712968036532402, + "m": 0.7854318022727966 + }, + { + "p": 0.056462936103343964, + "m": 1.0 + }, + { + "p": 0.09366024285554886, + "m": 1.0 + }, + { + "p": 0.0009662833181209862, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.5288598537445068, + "val_loss": 1.0264333486557007, + "acc": 61.2, + "time": 237.3187958439812, + "param": [ + { + "p": 0.042139578610658646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08300648629665375, + "m": 1.0 + }, + { + "p": 0.0038656319957226515, + "m": 0.2942807972431183 + }, + { + "p": 0.012692075222730637, + "m": 0.8139389753341675 + }, + { + "p": 0.10284776240587234, + "m": 0.9288395643234253 + }, + { + "p": 0.05653148889541626, + "m": 0.15135981142520905 + }, + { + "p": 0.0472596250474453, + "m": 0.5996688604354858 + }, + { + "p": 0.3880396783351898, + "m": 0.03640415519475937 + }, + { + "p": 0.043213650584220886, + "m": 1.0 + }, + { + "p": 0.06507644057273865, + "m": 0.7966837882995605 + }, + { + "p": 0.06457171589136124, + "m": 1.0 + }, + { + "p": 0.08058051764965057, + "m": 1.0 + }, + { + "p": 0.010175340808928013, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.3868013620376587, + "val_loss": 1.0257281064987183, + "acc": 64.6, + "time": 236.40144916297868, + "param": [ + { + "p": 0.05239485576748848, + "m": 1.0 + }, + { + "p": 0.0022817105054855347, + "m": 1.0 + }, + { + "p": 0.09494540095329285, + "m": 1.0 + }, + { + "p": 0.009000125341117382, + "m": 0.28571704030036926 + }, + { + "p": 0.02316715009510517, + "m": 0.8120162487030029 + }, + { + "p": 0.0811561644077301, + "m": 0.8994550108909607 + }, + { + "p": 0.06450854241847992, + "m": 0.16599982976913452 + }, + { + "p": 0.07008415460586548, + "m": 0.5864223837852478 + }, + { + "p": 0.34710758924484253, + "m": 0.00183474353980273 + }, + { + "p": 0.04710892587900162, + "m": 1.0 + }, + { + "p": 0.05000050365924835, + "m": 0.8006169199943542 + }, + { + "p": 0.07721967250108719, + "m": 1.0 + }, + { + "p": 0.06533394008874893, + "m": 1.0 + }, + { + "p": 0.015691297128796577, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.5130283832550049, + "val_loss": 1.047777771949768, + "acc": 62.39, + "time": 238.6278390570078, + "param": [ + { + "p": 0.05664735659956932, + "m": 1.0 + }, + { + "p": 0.01203619409352541, + "m": 1.0 + }, + { + "p": 0.09132516384124756, + "m": 1.0 + }, + { + "p": 0.03116948902606964, + "m": 0.25882890820503235 + }, + { + "p": 0.02176312543451786, + "m": 0.8077820539474487 + }, + { + "p": 0.07090039551258087, + "m": 0.8442292809486389 + }, + { + "p": 0.0717814490199089, + "m": 0.16144779324531555 + }, + { + "p": 0.07635992020368576, + "m": 0.5762879848480225 + }, + { + "p": 0.28213661909103394, + "m": 0.0 + }, + { + "p": 0.06226839870214462, + "m": 0.9953920245170593 + }, + { + "p": 0.05752982944250107, + "m": 0.8278218507766724 + }, + { + "p": 0.08604035526514053, + "m": 1.0 + }, + { + "p": 0.059891343116760254, + "m": 1.0 + }, + { + "p": 0.020150287076830864, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.328136920928955, + "val_loss": 1.0221948623657227, + "acc": 63.78, + "time": 234.47304650908336, + "param": [ + { + "p": 0.06285697966814041, + "m": 1.0 + }, + { + "p": 0.0024815157521516085, + "m": 1.0 + }, + { + "p": 0.0963146835565567, + "m": 1.0 + }, + { + "p": 0.04812607169151306, + "m": 0.2403557300567627 + }, + { + "p": 0.014269751496613026, + "m": 0.8131502270698547 + }, + { + "p": 0.055904570966959, + "m": 0.8057520985603333 + }, + { + "p": 0.08261122554540634, + "m": 0.18905261158943176 + }, + { + "p": 0.08065798878669739, + "m": 0.5514081120491028 + }, + { + "p": 0.25215768814086914, + "m": 0.0 + }, + { + "p": 0.07634225487709045, + "m": 1.0 + }, + { + "p": 0.053571078926324844, + "m": 0.8394621014595032 + }, + { + "p": 0.09777916967868805, + "m": 1.0 + }, + { + "p": 0.06347832083702087, + "m": 1.0 + }, + { + "p": 0.01344858855009079, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.3685811758041382, + "val_loss": 1.1264370679855347, + "acc": 64.08, + "time": 237.70899601699784, + "param": [ + { + "p": 0.07442563772201538, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10373474657535553, + "m": 1.0 + }, + { + "p": 0.04644184559583664, + "m": 0.23635870218276978 + }, + { + "p": 0.0, + "m": 0.7980666756629944 + }, + { + "p": 0.03987111896276474, + "m": 0.7573961019515991 + }, + { + "p": 0.10680938512086868, + "m": 0.22085054218769073 + }, + { + "p": 0.07902694493532181, + "m": 0.5150077939033508 + }, + { + "p": 0.2679503858089447, + "m": 0.02215946651995182 + }, + { + "p": 0.07325398176908493, + "m": 1.0 + }, + { + "p": 0.03905253857374191, + "m": 0.8304877877235413 + }, + { + "p": 0.10739047825336456, + "m": 1.0 + }, + { + "p": 0.06204302981495857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.275713324546814, + "val_loss": 1.0110342502593994, + "acc": 64.18, + "time": 238.72898151702248, + "param": [ + { + "p": 0.08193548023700714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1045105904340744, + "m": 1.0 + }, + { + "p": 0.05491867661476135, + "m": 0.2396290898323059 + }, + { + "p": 0.007226206827908754, + "m": 0.7991788387298584 + }, + { + "p": 0.027906663715839386, + "m": 0.7141593098640442 + }, + { + "p": 0.1048259511590004, + "m": 0.24012839794158936 + }, + { + "p": 0.07843382656574249, + "m": 0.5120654106140137 + }, + { + "p": 0.26470670104026794, + "m": 0.023643435910344124 + }, + { + "p": 0.061693016439676285, + "m": 1.0 + }, + { + "p": 0.04574383795261383, + "m": 0.84614497423172 + }, + { + "p": 0.10321959853172302, + "m": 1.0 + }, + { + "p": 0.06412895023822784, + "m": 1.0 + }, + { + "p": 0.000750530743971467, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.3049594163894653, + "val_loss": 1.0135440826416016, + "acc": 65.1, + "time": 231.45844226586632, + "param": [ + { + "p": 0.08729685842990875, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10788683593273163, + "m": 1.0 + }, + { + "p": 0.059124741703271866, + "m": 0.25346794724464417 + }, + { + "p": 0.013405450619757175, + "m": 0.8255980014801025 + }, + { + "p": 0.025477802380919456, + "m": 0.6929612159729004 + }, + { + "p": 0.08990421146154404, + "m": 0.2715490460395813 + }, + { + "p": 0.07557130604982376, + "m": 0.49940383434295654 + }, + { + "p": 0.2699776291847229, + "m": 0.0037088722456246614 + }, + { + "p": 0.053314149379730225, + "m": 1.0 + }, + { + "p": 0.047666482627391815, + "m": 0.8465738892555237 + }, + { + "p": 0.09375858306884766, + "m": 1.0 + }, + { + "p": 0.07485271245241165, + "m": 1.0 + }, + { + "p": 0.0017632251838222146, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.5694605112075806, + "val_loss": 1.0098439455032349, + "acc": 63.89, + "time": 235.42337963497266, + "param": [ + { + "p": 0.08252967894077301, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10416119545698166, + "m": 1.0 + }, + { + "p": 0.06106331944465637, + "m": 0.24099478125572205 + }, + { + "p": 0.015070823021233082, + "m": 0.8431470394134521 + }, + { + "p": 0.02354687824845314, + "m": 0.686554491519928 + }, + { + "p": 0.08142295479774475, + "m": 0.2783854305744171 + }, + { + "p": 0.07317370921373367, + "m": 0.5104307532310486 + }, + { + "p": 0.27974733710289, + "m": 0.0 + }, + { + "p": 0.05286860838532448, + "m": 1.0 + }, + { + "p": 0.04990195482969284, + "m": 0.8296171426773071 + }, + { + "p": 0.08110027015209198, + "m": 1.0 + }, + { + "p": 0.08863509446382523, + "m": 1.0 + }, + { + "p": 0.006778194103389978, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.5592643022537231, + "val_loss": 1.0423016548156738, + "acc": 65.03, + "time": 235.59858684893698, + "param": [ + { + "p": 0.07332194596529007, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08827096968889236, + "m": 1.0 + }, + { + "p": 0.05934950336813927, + "m": 0.2199612557888031 + }, + { + "p": 0.01818474568426609, + "m": 0.8458446264266968 + }, + { + "p": 0.032392438501119614, + "m": 0.6908659934997559 + }, + { + "p": 0.057709336280822754, + "m": 0.2741798460483551 + }, + { + "p": 0.08018127083778381, + "m": 0.5278227925300598 + }, + { + "p": 0.2973265051841736, + "m": 0.0 + }, + { + "p": 0.06241106614470482, + "m": 1.0 + }, + { + "p": 0.057595450431108475, + "m": 0.8164584040641785 + }, + { + "p": 0.06806221604347229, + "m": 1.0 + }, + { + "p": 0.10032285004854202, + "m": 1.0 + }, + { + "p": 0.004871692042797804, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.4519134759902954, + "val_loss": 1.057910680770874, + "acc": 64.64, + "time": 237.56015087012202, + "param": [ + { + "p": 0.061784062534570694, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07393713295459747, + "m": 1.0 + }, + { + "p": 0.04603523015975952, + "m": 0.18642635643482208 + }, + { + "p": 0.0092473104596138, + "m": 0.8367762565612793 + }, + { + "p": 0.03513685613870621, + "m": 0.7238365411758423 + }, + { + "p": 0.037576302886009216, + "m": 0.2333705574274063 + }, + { + "p": 0.09963735193014145, + "m": 0.5614691376686096 + }, + { + "p": 0.33536297082901, + "m": 0.005211708601564169 + }, + { + "p": 0.06719106435775757, + "m": 1.0 + }, + { + "p": 0.06680714339017868, + "m": 0.804000735282898 + }, + { + "p": 0.05661678686738014, + "m": 1.0 + }, + { + "p": 0.10741331428289413, + "m": 1.0 + }, + { + "p": 0.003254474373534322, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.2945287227630615, + "val_loss": 0.9388695955276489, + "acc": 65.68, + "time": 230.69881027401425, + "param": [ + { + "p": 0.06033600494265556, + "m": 1.0 + }, + { + "p": 0.0038969595916569233, + "m": 1.0 + }, + { + "p": 0.06506528705358505, + "m": 1.0 + }, + { + "p": 0.045846447348594666, + "m": 0.1669967621564865 + }, + { + "p": 0.0063141267746686935, + "m": 0.8446731567382812 + }, + { + "p": 0.0334860160946846, + "m": 0.7465039491653442 + }, + { + "p": 0.03040269762277603, + "m": 0.22738875448703766 + }, + { + "p": 0.11240553855895996, + "m": 0.5792134404182434 + }, + { + "p": 0.3373125195503235, + "m": 0.019047394394874573 + }, + { + "p": 0.057635001838207245, + "m": 0.993313193321228 + }, + { + "p": 0.06373235583305359, + "m": 0.8032745122909546 + }, + { + "p": 0.05190783739089966, + "m": 1.0 + }, + { + "p": 0.11777832359075546, + "m": 1.0 + }, + { + "p": 0.013880901038646698, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.2960342168807983, + "val_loss": 0.9857710599899292, + "acc": 64.22, + "time": 239.46374977892265, + "param": [ + { + "p": 0.06293698400259018, + "m": 1.0 + }, + { + "p": 0.0024114588741213083, + "m": 1.0 + }, + { + "p": 0.06526210159063339, + "m": 1.0 + }, + { + "p": 0.04692315310239792, + "m": 0.13160429894924164 + }, + { + "p": 0.018547678366303444, + "m": 0.854425847530365 + }, + { + "p": 0.04208741337060928, + "m": 0.7477464079856873 + }, + { + "p": 0.0348004586994648, + "m": 0.24067436158657074 + }, + { + "p": 0.10882525891065598, + "m": 0.5446428656578064 + }, + { + "p": 0.3128243386745453, + "m": 0.038034919649362564 + }, + { + "p": 0.06006917357444763, + "m": 0.978144109249115 + }, + { + "p": 0.06827054917812347, + "m": 0.8067860007286072 + }, + { + "p": 0.048670701682567596, + "m": 1.0 + }, + { + "p": 0.11245197057723999, + "m": 1.0 + }, + { + "p": 0.015918804332613945, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.2842741012573242, + "val_loss": 1.0582960844039917, + "acc": 64.81, + "time": 234.17867857287638, + "param": [ + { + "p": 0.06247332692146301, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06618531793355942, + "m": 1.0 + }, + { + "p": 0.02663297764956951, + "m": 0.089082270860672 + }, + { + "p": 0.03872475028038025, + "m": 0.8557649254798889 + }, + { + "p": 0.04734081029891968, + "m": 0.7226373553276062 + }, + { + "p": 0.044893842190504074, + "m": 0.2361111342906952 + }, + { + "p": 0.11429868638515472, + "m": 0.5078176856040955 + }, + { + "p": 0.2924768328666687, + "m": 0.05154929310083389 + }, + { + "p": 0.05988078564405441, + "m": 0.9727663397789001 + }, + { + "p": 0.06536209583282471, + "m": 0.8010212182998657 + }, + { + "p": 0.0531010776758194, + "m": 1.0 + }, + { + "p": 0.116871178150177, + "m": 1.0 + }, + { + "p": 0.011758286505937576, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.302870750427246, + "val_loss": 0.9488911032676697, + "acc": 65.75, + "time": 231.10884649399668, + "param": [ + { + "p": 0.06574225425720215, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0771910548210144, + "m": 1.0 + }, + { + "p": 0.022235751152038574, + "m": 0.022761018946766853 + }, + { + "p": 0.03999221324920654, + "m": 0.8468840718269348 + }, + { + "p": 0.05614401027560234, + "m": 0.686092734336853 + }, + { + "p": 0.05981654301285744, + "m": 0.21560223400592804 + }, + { + "p": 0.10495561361312866, + "m": 0.4818541407585144 + }, + { + "p": 0.2657430171966553, + "m": 0.06849867850542068 + }, + { + "p": 0.06335881352424622, + "m": 0.9831081628799438 + }, + { + "p": 0.06402771174907684, + "m": 0.8052260875701904 + }, + { + "p": 0.05387825146317482, + "m": 1.0 + }, + { + "p": 0.12368306517601013, + "m": 1.0 + }, + { + "p": 0.0032316234428435564, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.3203496932983398, + "val_loss": 0.9961493015289307, + "acc": 65.62, + "time": 234.90968917310238, + "param": [ + { + "p": 0.06865996867418289, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07443159818649292, + "m": 1.0 + }, + { + "p": 0.033522829413414, + "m": 0.0 + }, + { + "p": 0.029003290459513664, + "m": 0.8259515166282654 + }, + { + "p": 0.06604292243719101, + "m": 0.6828407645225525 + }, + { + "p": 0.0642407014966011, + "m": 0.19560399651527405 + }, + { + "p": 0.09716813266277313, + "m": 0.4832783043384552 + }, + { + "p": 0.2539077401161194, + "m": 0.07263247668743134 + }, + { + "p": 0.07385040074586868, + "m": 1.0 + }, + { + "p": 0.06065600365400314, + "m": 0.8183913230895996 + }, + { + "p": 0.05891621112823486, + "m": 1.0 + }, + { + "p": 0.11960022151470184, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.2036664485931396, + "val_loss": 1.0442975759506226, + "acc": 65.43, + "time": 235.37576981890015, + "param": [ + { + "p": 0.0700913593173027, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07088670879602432, + "m": 1.0 + }, + { + "p": 0.043401945382356644, + "m": 0.005793842952698469 + }, + { + "p": 0.020036892965435982, + "m": 0.8089123964309692 + }, + { + "p": 0.06625504791736603, + "m": 0.6752660274505615 + }, + { + "p": 0.0551670603454113, + "m": 0.14722180366516113 + }, + { + "p": 0.08624406903982162, + "m": 0.4669215977191925 + }, + { + "p": 0.2664245367050171, + "m": 0.07376929372549057 + }, + { + "p": 0.0830342173576355, + "m": 0.9978770613670349 + }, + { + "p": 0.06116718798875809, + "m": 0.8237196803092957 + }, + { + "p": 0.06351236999034882, + "m": 1.0 + }, + { + "p": 0.11377862095832825, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.087568759918213, + "val_loss": 0.9192361235618591, + "acc": 64.63, + "time": 237.0391273361165, + "param": [ + { + "p": 0.07216957211494446, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0762207955121994, + "m": 1.0 + }, + { + "p": 0.057711321860551834, + "m": 0.0042577399872243404 + }, + { + "p": 0.008188602514564991, + "m": 0.795113205909729 + }, + { + "p": 0.062049999833106995, + "m": 0.6537117958068848 + }, + { + "p": 0.057064689695835114, + "m": 0.14677564799785614 + }, + { + "p": 0.08174338936805725, + "m": 0.4370037615299225 + }, + { + "p": 0.24192827939987183, + "m": 0.07659146189689636 + }, + { + "p": 0.09476906806230545, + "m": 1.0 + }, + { + "p": 0.07132761925458908, + "m": 0.8318596482276917 + }, + { + "p": 0.0667775571346283, + "m": 1.0 + }, + { + "p": 0.10956424474716187, + "m": 1.0 + }, + { + "p": 0.00048473902279511094, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 0.8623428344726562, + "val_loss": 0.9883638620376587, + "acc": 65.5, + "time": 238.34452473907731, + "param": [ + { + "p": 0.07236851751804352, + "m": 1.0 + }, + { + "p": 0.0017017725622281432, + "m": 1.0 + }, + { + "p": 0.07048282772302628, + "m": 1.0 + }, + { + "p": 0.07255284488201141, + "m": 0.0 + }, + { + "p": 0.0030985744670033455, + "m": 0.7753722667694092 + }, + { + "p": 0.052469559013843536, + "m": 0.6065816879272461 + }, + { + "p": 0.07596586644649506, + "m": 0.14678820967674255 + }, + { + "p": 0.08313273638486862, + "m": 0.3853950500488281 + }, + { + "p": 0.20331652462482452, + "m": 0.07355436682701111 + }, + { + "p": 0.09462560713291168, + "m": 1.0 + }, + { + "p": 0.07710173726081848, + "m": 0.8565560579299927 + }, + { + "p": 0.06280030310153961, + "m": 0.9980014562606812 + }, + { + "p": 0.09915472567081451, + "m": 1.0 + }, + { + "p": 0.03122834302484989, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.3909411430358887, + "val_loss": 0.9192669987678528, + "acc": 66.37, + "time": 237.8956952621229, + "param": [ + { + "p": 0.06398855894804001, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06716720759868622, + "m": 1.0 + }, + { + "p": 0.08771971613168716, + "m": 0.0 + }, + { + "p": 0.01772073283791542, + "m": 0.7901011109352112 + }, + { + "p": 0.057397693395614624, + "m": 0.5951464176177979 + }, + { + "p": 0.08106575906276703, + "m": 0.12056434899568558 + }, + { + "p": 0.09315267205238342, + "m": 0.32149437069892883 + }, + { + "p": 0.1754809021949768, + "m": 0.07328679412603378 + }, + { + "p": 0.08328256756067276, + "m": 1.0 + }, + { + "p": 0.05784308910369873, + "m": 0.8602294921875 + }, + { + "p": 0.05812552571296692, + "m": 0.9881865978240967 + }, + { + "p": 0.10256629437208176, + "m": 1.0 + }, + { + "p": 0.05448934808373451, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.158930778503418, + "val_loss": 1.0947357416152954, + "acc": 66.71, + "time": 239.51758938701823, + "param": [ + { + "p": 0.06112220510840416, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06803566962480545, + "m": 1.0 + }, + { + "p": 0.09219835698604584, + "m": 0.0 + }, + { + "p": 0.02905016951262951, + "m": 0.831539511680603 + }, + { + "p": 0.07528592646121979, + "m": 0.6013146042823792 + }, + { + "p": 0.07097595930099487, + "m": 0.07745668292045593 + }, + { + "p": 0.09740586578845978, + "m": 0.2805396020412445 + }, + { + "p": 0.15493351221084595, + "m": 0.07214908301830292 + }, + { + "p": 0.07608234137296677, + "m": 1.0 + }, + { + "p": 0.046621888875961304, + "m": 0.8691920042037964 + }, + { + "p": 0.06342361122369766, + "m": 0.988201379776001 + }, + { + "p": 0.10062863677740097, + "m": 1.0 + }, + { + "p": 0.0642358586192131, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.37549889087677, + "val_loss": 0.9531586766242981, + "acc": 66.3, + "time": 236.2260016829241, + "param": [ + { + "p": 0.05705751106142998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.059219878166913986, + "m": 1.0 + }, + { + "p": 0.09635571390390396, + "m": 0.0 + }, + { + "p": 0.033798106014728546, + "m": 0.8453187942504883 + }, + { + "p": 0.09161914139986038, + "m": 0.5696685910224915 + }, + { + "p": 0.05350881069898605, + "m": 0.0013422659831121564 + }, + { + "p": 0.08615882694721222, + "m": 0.25169944763183594 + }, + { + "p": 0.1612519919872284, + "m": 0.07296694815158844 + }, + { + "p": 0.07300917059183121, + "m": 1.0 + }, + { + "p": 0.04119892045855522, + "m": 0.8611432909965515 + }, + { + "p": 0.07726876437664032, + "m": 0.9994081258773804 + }, + { + "p": 0.0936765968799591, + "m": 1.0 + }, + { + "p": 0.07587645947933197, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.097481608390808, + "val_loss": 0.9102108478546143, + "acc": 64.32, + "time": 236.5153780868277, + "param": [ + { + "p": 0.05329368636012077, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06413194537162781, + "m": 1.0 + }, + { + "p": 0.11708466708660126, + "m": 0.0 + }, + { + "p": 0.026257865130901337, + "m": 0.8269690275192261 + }, + { + "p": 0.09610985219478607, + "m": 0.5198361873626709 + }, + { + "p": 0.03966053947806358, + "m": 0.0 + }, + { + "p": 0.07872198522090912, + "m": 0.21824975311756134 + }, + { + "p": 0.17857065796852112, + "m": 0.0714736208319664 + }, + { + "p": 0.060915689915418625, + "m": 1.0 + }, + { + "p": 0.04368795081973076, + "m": 0.851057767868042 + }, + { + "p": 0.08565676957368851, + "m": 1.0 + }, + { + "p": 0.08562668412923813, + "m": 1.0 + }, + { + "p": 0.0702817365527153, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.0860358476638794, + "val_loss": 1.0083986520767212, + "acc": 65.83, + "time": 233.1175658761058, + "param": [ + { + "p": 0.061056796461343765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07128892838954926, + "m": 1.0 + }, + { + "p": 0.14164391160011292, + "m": 0.0 + }, + { + "p": 0.026333952322602272, + "m": 0.8055902123451233 + }, + { + "p": 0.0909414142370224, + "m": 0.48144567012786865 + }, + { + "p": 0.02787637524306774, + "m": 0.0 + }, + { + "p": 0.06738383322954178, + "m": 0.20627687871456146 + }, + { + "p": 0.18513064086437225, + "m": 0.07111027091741562 + }, + { + "p": 0.06712307780981064, + "m": 1.0 + }, + { + "p": 0.029996221885085106, + "m": 0.8259769082069397 + }, + { + "p": 0.09452434629201889, + "m": 1.0 + }, + { + "p": 0.08485794067382812, + "m": 1.0 + }, + { + "p": 0.05184263363480568, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.161062240600586, + "val_loss": 1.0182480812072754, + "acc": 66.05, + "time": 236.83681050105952, + "param": [ + { + "p": 0.06115186586976051, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07825618982315063, + "m": 1.0 + }, + { + "p": 0.16295315325260162, + "m": 0.0 + }, + { + "p": 0.030012819916009903, + "m": 0.7920254468917847 + }, + { + "p": 0.08819428831338882, + "m": 0.46557843685150146 + }, + { + "p": 0.022579293698072433, + "m": 0.0024653461296111345 + }, + { + "p": 0.051097892224788666, + "m": 0.19235435128211975 + }, + { + "p": 0.20809853076934814, + "m": 0.0720989927649498 + }, + { + "p": 0.06548988074064255, + "m": 0.9971233010292053 + }, + { + "p": 0.018330201506614685, + "m": 0.801304042339325 + }, + { + "p": 0.08979346603155136, + "m": 1.0 + }, + { + "p": 0.08430929481983185, + "m": 1.0 + }, + { + "p": 0.03973308205604553, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.2314565181732178, + "val_loss": 1.0044898986816406, + "acc": 66.01, + "time": 237.07971805892885, + "param": [ + { + "p": 0.05489608272910118, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0720100924372673, + "m": 1.0 + }, + { + "p": 0.15992942452430725, + "m": 0.0 + }, + { + "p": 0.03902837261557579, + "m": 0.8133997917175293 + }, + { + "p": 0.08125660568475723, + "m": 0.4500574469566345 + }, + { + "p": 0.02287226915359497, + "m": 0.03390015289187431 + }, + { + "p": 0.04128476604819298, + "m": 0.17072166502475739 + }, + { + "p": 0.22657479345798492, + "m": 0.06905811280012131 + }, + { + "p": 0.059492990374565125, + "m": 0.9862991571426392 + }, + { + "p": 0.023089775815606117, + "m": 0.7912531495094299 + }, + { + "p": 0.08638996630907059, + "m": 1.0 + }, + { + "p": 0.0936218723654747, + "m": 1.0 + }, + { + "p": 0.039553020149469376, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.000885248184204, + "val_loss": 0.9535168409347534, + "acc": 66.68, + "time": 238.27197489095852, + "param": [ + { + "p": 0.048411350697278976, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07380527257919312, + "m": 1.0 + }, + { + "p": 0.14155028760433197, + "m": 0.0 + }, + { + "p": 0.03691242262721062, + "m": 0.7939584851264954 + }, + { + "p": 0.07574639469385147, + "m": 0.4321590065956116 + }, + { + "p": 0.029222387820482254, + "m": 0.0 + }, + { + "p": 0.04662228003144264, + "m": 0.15466617047786713 + }, + { + "p": 0.2014928162097931, + "m": 0.07468506693840027 + }, + { + "p": 0.061458490788936615, + "m": 0.9839511513710022 + }, + { + "p": 0.04683433100581169, + "m": 0.7958024740219116 + }, + { + "p": 0.09074528515338898, + "m": 1.0 + }, + { + "p": 0.10522457212209702, + "m": 1.0 + }, + { + "p": 0.04197410121560097, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.1343590021133423, + "val_loss": 1.0385520458221436, + "acc": 67.38, + "time": 229.76659767702222, + "param": [ + { + "p": 0.0384458564221859, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07709698379039764, + "m": 1.0 + }, + { + "p": 0.1440126597881317, + "m": 0.0 + }, + { + "p": 0.025293245911598206, + "m": 0.7654650211334229 + }, + { + "p": 0.06857949495315552, + "m": 0.414985716342926 + }, + { + "p": 0.02217664197087288, + "m": 0.0009494859841652215 + }, + { + "p": 0.03422199562191963, + "m": 0.11625128984451294 + }, + { + "p": 0.1905777007341385, + "m": 0.07740764319896698 + }, + { + "p": 0.06266613304615021, + "m": 0.9768751859664917 + }, + { + "p": 0.06897202879190445, + "m": 0.7919221520423889 + }, + { + "p": 0.09595178067684174, + "m": 1.0 + }, + { + "p": 0.12396498024463654, + "m": 1.0 + }, + { + "p": 0.04804058000445366, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.1035478115081787, + "val_loss": 1.0552936792373657, + "acc": 66.23, + "time": 235.87845154409297, + "param": [ + { + "p": 0.017660776153206825, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08188313990831375, + "m": 1.0 + }, + { + "p": 0.15265227854251862, + "m": 0.0 + }, + { + "p": 0.0071849096566438675, + "m": 0.7404128909111023 + }, + { + "p": 0.06167033687233925, + "m": 0.4274948537349701 + }, + { + "p": 0.018027842044830322, + "m": 0.045172519981861115 + }, + { + "p": 0.015460193157196045, + "m": 0.06552767753601074 + }, + { + "p": 0.1979738175868988, + "m": 0.0776381716132164 + }, + { + "p": 0.06573078781366348, + "m": 0.9938010573387146 + }, + { + "p": 0.08563640713691711, + "m": 0.7842838168144226 + }, + { + "p": 0.09305137395858765, + "m": 1.0 + }, + { + "p": 0.1415201872587204, + "m": 1.0 + }, + { + "p": 0.06154801696538925, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.1246522665023804, + "val_loss": 0.9101159572601318, + "acc": 67.71, + "time": 237.02726538688876, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08262103796005249, + "m": 1.0 + }, + { + "p": 0.17241661250591278, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.732379674911499 + }, + { + "p": 0.044519346207380295, + "m": 0.43687695264816284 + }, + { + "p": 0.008766707964241505, + "m": 0.007868672721087933 + }, + { + "p": 0.013076038099825382, + "m": 0.02675514854490757 + }, + { + "p": 0.22510728240013123, + "m": 0.07920487970113754 + }, + { + "p": 0.06384430080652237, + "m": 1.0 + }, + { + "p": 0.09967779368162155, + "m": 0.7766398787498474 + }, + { + "p": 0.08001090586185455, + "m": 1.0 + }, + { + "p": 0.1533493846654892, + "m": 1.0 + }, + { + "p": 0.056610558182001114, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.146508812904358, + "val_loss": 0.8943726420402527, + "acc": 67.07, + "time": 237.46874699089676, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001659775385633111, + "m": 1.0 + }, + { + "p": 0.06559053063392639, + "m": 1.0 + }, + { + "p": 0.17615438997745514, + "m": 0.011345996521413326 + }, + { + "p": 0.0026683828327804804, + "m": 0.7250218391418457 + }, + { + "p": 0.04948057234287262, + "m": 0.4034355580806732 + }, + { + "p": 0.00810795184224844, + "m": 0.0 + }, + { + "p": 0.0178212970495224, + "m": 0.0 + }, + { + "p": 0.23878532648086548, + "m": 0.07966790348291397 + }, + { + "p": 0.05779634788632393, + "m": 1.0 + }, + { + "p": 0.10507480800151825, + "m": 0.7606275081634521 + }, + { + "p": 0.05946105718612671, + "m": 1.0 + }, + { + "p": 0.15000738203525543, + "m": 1.0 + }, + { + "p": 0.06739223003387451, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.3630465269088745, + "val_loss": 1.0752280950546265, + "acc": 67.13, + "time": 237.58997298497707, + "param": [ + { + "p": 0.0009607651736587286, + "m": 1.0 + }, + { + "p": 0.009655858390033245, + "m": 1.0 + }, + { + "p": 0.055635061115026474, + "m": 1.0 + }, + { + "p": 0.16721907258033752, + "m": 0.0 + }, + { + "p": 0.016470391303300858, + "m": 0.6970323324203491 + }, + { + "p": 0.060964860022068024, + "m": 0.37330594658851624 + }, + { + "p": 0.017291000112891197, + "m": 0.0 + }, + { + "p": 0.025817332789301872, + "m": 0.0 + }, + { + "p": 0.2276584506034851, + "m": 0.08190815895795822 + }, + { + "p": 0.05099894851446152, + "m": 0.9999841451644897 + }, + { + "p": 0.10252667963504791, + "m": 0.7680801749229431 + }, + { + "p": 0.046330928802490234, + "m": 1.0 + }, + { + "p": 0.1380070447921753, + "m": 1.0 + }, + { + "p": 0.08046358823776245, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.2714736461639404, + "val_loss": 0.9420629143714905, + "acc": 67.21, + "time": 237.3573241038248, + "param": [ + { + "p": 0.00895498227328062, + "m": 1.0 + }, + { + "p": 0.013704460114240646, + "m": 1.0 + }, + { + "p": 0.05624401196837425, + "m": 1.0 + }, + { + "p": 0.15307219326496124, + "m": 0.010921670123934746 + }, + { + "p": 0.02570039965212345, + "m": 0.7045435309410095 + }, + { + "p": 0.06182190030813217, + "m": 0.31434690952301025 + }, + { + "p": 0.031233401969075203, + "m": 0.0 + }, + { + "p": 0.02762388065457344, + "m": 0.0 + }, + { + "p": 0.20660515129566193, + "m": 0.07805203646421432 + }, + { + "p": 0.0394255593419075, + "m": 1.0 + }, + { + "p": 0.10546310245990753, + "m": 0.7831316590309143 + }, + { + "p": 0.04322505742311478, + "m": 1.0 + }, + { + "p": 0.1376202255487442, + "m": 1.0 + }, + { + "p": 0.08930573612451553, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.0733776092529297, + "val_loss": 1.0143482685089111, + "acc": 66.46, + "time": 238.96174217597581, + "param": [ + { + "p": 0.012627804651856422, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.055719830095767975, + "m": 1.0 + }, + { + "p": 0.1540592908859253, + "m": 0.0 + }, + { + "p": 0.023927433416247368, + "m": 0.735542356967926 + }, + { + "p": 0.04979840666055679, + "m": 0.26853132247924805 + }, + { + "p": 0.04240107908844948, + "m": 0.0026291157118976116 + }, + { + "p": 0.016844570636749268, + "m": 0.0 + }, + { + "p": 0.2209043800830841, + "m": 0.06720530986785889 + }, + { + "p": 0.029118511825799942, + "m": 0.999823808670044 + }, + { + "p": 0.10038047283887863, + "m": 0.7723814249038696 + }, + { + "p": 0.039853230118751526, + "m": 1.0 + }, + { + "p": 0.14774417877197266, + "m": 1.0 + }, + { + "p": 0.10662073642015457, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.0159621238708496, + "val_loss": 1.0124107599258423, + "acc": 67.01, + "time": 233.66585221304558, + "param": [ + { + "p": 0.004044106230139732, + "m": 1.0 + }, + { + "p": 0.0007199857500381768, + "m": 1.0 + }, + { + "p": 0.029635142534971237, + "m": 1.0 + }, + { + "p": 0.1668211817741394, + "m": 0.0 + }, + { + "p": 0.014013069681823254, + "m": 0.7686247825622559 + }, + { + "p": 0.02382984757423401, + "m": 0.24468138813972473 + }, + { + "p": 0.04449199512600899, + "m": 0.0 + }, + { + "p": 0.001439631450921297, + "m": 0.0 + }, + { + "p": 0.26067525148391724, + "m": 0.04010149836540222 + }, + { + "p": 0.04016701132059097, + "m": 1.0 + }, + { + "p": 0.09951481968164444, + "m": 0.7557743787765503 + }, + { + "p": 0.04396091774106026, + "m": 1.0 + }, + { + "p": 0.15388132631778717, + "m": 1.0 + }, + { + "p": 0.11680570244789124, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.0780826807022095, + "val_loss": 0.9571771025657654, + "acc": 67.6, + "time": 237.46138455183245, + "param": [ + { + "p": 0.0030857545789331198, + "m": 1.0 + }, + { + "p": 0.020308949053287506, + "m": 1.0 + }, + { + "p": 0.02727840095758438, + "m": 1.0 + }, + { + "p": 0.15957379341125488, + "m": 0.0 + }, + { + "p": 0.020294122397899628, + "m": 0.7755785584449768 + }, + { + "p": 0.0015025268075987697, + "m": 0.23719125986099243 + }, + { + "p": 0.05241855978965759, + "m": 0.012005794793367386 + }, + { + "p": 0.016138367354869843, + "m": 0.0 + }, + { + "p": 0.2545831501483917, + "m": 0.0 + }, + { + "p": 0.059129152446985245, + "m": 0.9996131062507629 + }, + { + "p": 0.08746582269668579, + "m": 0.7113428115844727 + }, + { + "p": 0.055630289018154144, + "m": 1.0 + }, + { + "p": 0.1393345296382904, + "m": 1.0 + }, + { + "p": 0.10325668752193451, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.1394096612930298, + "val_loss": 1.0404284000396729, + "acc": 67.5, + "time": 236.35397135606036, + "param": [ + { + "p": 0.005657093599438667, + "m": 1.0 + }, + { + "p": 0.023593896999955177, + "m": 1.0 + }, + { + "p": 0.048549845814704895, + "m": 1.0 + }, + { + "p": 0.15129098296165466, + "m": 0.0 + }, + { + "p": 0.020243432372808456, + "m": 0.7634787559509277 + }, + { + "p": 0.0, + "m": 0.19012482464313507 + }, + { + "p": 0.06644049286842346, + "m": 0.0 + }, + { + "p": 0.033498574048280716, + "m": 0.0019826176576316357 + }, + { + "p": 0.23115286231040955, + "m": 0.0 + }, + { + "p": 0.06996568292379379, + "m": 1.0 + }, + { + "p": 0.08011326938867569, + "m": 0.7038947343826294 + }, + { + "p": 0.06482946127653122, + "m": 1.0 + }, + { + "p": 0.11671626567840576, + "m": 1.0 + }, + { + "p": 0.08794817328453064, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.294731855392456, + "val_loss": 0.8576691746711731, + "acc": 67.63, + "time": 231.37604380003177, + "param": [ + { + "p": 0.015048240311443806, + "m": 1.0 + }, + { + "p": 0.02118363417685032, + "m": 1.0 + }, + { + "p": 0.07242422550916672, + "m": 1.0 + }, + { + "p": 0.13815096020698547, + "m": 0.0 + }, + { + "p": 0.010419796220958233, + "m": 0.7664760947227478 + }, + { + "p": 0.0, + "m": 0.11509542167186737 + }, + { + "p": 0.07666537165641785, + "m": 0.0 + }, + { + "p": 0.0526583231985569, + "m": 0.0 + }, + { + "p": 0.21951083838939667, + "m": 0.0 + }, + { + "p": 0.08366834372282028, + "m": 1.0 + }, + { + "p": 0.07980038225650787, + "m": 0.6799251437187195 + }, + { + "p": 0.06277540326118469, + "m": 1.0 + }, + { + "p": 0.09735438227653503, + "m": 1.0 + }, + { + "p": 0.07034008204936981, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.0908597707748413, + "val_loss": 0.9786888360977173, + "acc": 67.67, + "time": 237.47619021707214, + "param": [ + { + "p": 0.023428214713931084, + "m": 1.0 + }, + { + "p": 0.020768282935023308, + "m": 1.0 + }, + { + "p": 0.07132872194051743, + "m": 1.0 + }, + { + "p": 0.12877030670642853, + "m": 0.0 + }, + { + "p": 0.011705312877893448, + "m": 0.7842347621917725 + }, + { + "p": 0.00985188502818346, + "m": 0.044480618089437485 + }, + { + "p": 0.07342754304409027, + "m": 0.006442653015255928 + }, + { + "p": 0.06626401096582413, + "m": 0.0 + }, + { + "p": 0.2118152529001236, + "m": 0.0032429848797619343 + }, + { + "p": 0.09209500253200531, + "m": 0.997256338596344 + }, + { + "p": 0.0792199969291687, + "m": 0.6638132929801941 + }, + { + "p": 0.05786817520856857, + "m": 1.0 + }, + { + "p": 0.08966507017612457, + "m": 1.0 + }, + { + "p": 0.06379226595163345, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.2464048862457275, + "val_loss": 0.9767208695411682, + "acc": 67.52, + "time": 239.63610784499906, + "param": [ + { + "p": 0.028978176414966583, + "m": 1.0 + }, + { + "p": 0.0045232330448925495, + "m": 1.0 + }, + { + "p": 0.06739690899848938, + "m": 1.0 + }, + { + "p": 0.12429843097925186, + "m": 0.0 + }, + { + "p": 0.011464239098131657, + "m": 0.7491458654403687 + }, + { + "p": 0.016734398901462555, + "m": 0.013324887491762638 + }, + { + "p": 0.06703552603721619, + "m": 0.00663014966994524 + }, + { + "p": 0.08005654811859131, + "m": 0.0 + }, + { + "p": 0.22819487750530243, + "m": 0.0 + }, + { + "p": 0.08128390461206436, + "m": 0.9852930903434753 + }, + { + "p": 0.07236460596323013, + "m": 0.6210042834281921 + }, + { + "p": 0.06240682676434517, + "m": 1.0 + }, + { + "p": 0.08576588332653046, + "m": 1.0 + }, + { + "p": 0.06949647516012192, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.087052345275879, + "val_loss": 1.0370408296585083, + "acc": 67.71, + "time": 236.10544462199323, + "param": [ + { + "p": 0.030913447961211205, + "m": 1.0 + }, + { + "p": 0.0035051500890403986, + "m": 1.0 + }, + { + "p": 0.07615526020526886, + "m": 1.0 + }, + { + "p": 0.10200931131839752, + "m": 0.0 + }, + { + "p": 0.024668630212545395, + "m": 0.6769273281097412 + }, + { + "p": 0.020284874364733696, + "m": 0.0 + }, + { + "p": 0.06863299757242203, + "m": 0.0 + }, + { + "p": 0.08750953525304794, + "m": 0.00718145165592432 + }, + { + "p": 0.2465178519487381, + "m": 0.0 + }, + { + "p": 0.07032957673072815, + "m": 0.9656411409378052 + }, + { + "p": 0.06550008803606033, + "m": 0.5836409330368042 + }, + { + "p": 0.051933806389570236, + "m": 1.0 + }, + { + "p": 0.07438641041517258, + "m": 1.0 + }, + { + "p": 0.07765309512615204, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.2346019744873047, + "val_loss": 0.882205605506897, + "acc": 67.29, + "time": 238.74463187600486, + "param": [ + { + "p": 0.03746860846877098, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07799491286277771, + "m": 1.0 + }, + { + "p": 0.0856926217675209, + "m": 0.0 + }, + { + "p": 0.03413630276918411, + "m": 0.5900229811668396 + }, + { + "p": 0.03748498857021332, + "m": 0.0006388984620571136 + }, + { + "p": 0.0836932510137558, + "m": 0.007584923878312111 + }, + { + "p": 0.09726712107658386, + "m": 0.0 + }, + { + "p": 0.26278045773506165, + "m": 0.0 + }, + { + "p": 0.047443993389606476, + "m": 0.9381570816040039 + }, + { + "p": 0.06379176676273346, + "m": 0.5877692699432373 + }, + { + "p": 0.03164013475179672, + "m": 1.0 + }, + { + "p": 0.06389304250478745, + "m": 1.0 + }, + { + "p": 0.07671283930540085, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.2567260265350342, + "val_loss": 0.855786919593811, + "acc": 67.74, + "time": 234.285106590949, + "param": [ + { + "p": 0.028727715834975243, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0733235701918602, + "m": 1.0 + }, + { + "p": 0.08799921721220016, + "m": 7.562049722764641e-05 + }, + { + "p": 0.036765776574611664, + "m": 0.4768863916397095 + }, + { + "p": 0.04071313887834549, + "m": 0.0 + }, + { + "p": 0.09349992126226425, + "m": 0.040092919021844864 + }, + { + "p": 0.08590909093618393, + "m": 0.02843526564538479 + }, + { + "p": 0.3198186457157135, + "m": 0.0 + }, + { + "p": 0.024301888421177864, + "m": 0.9187309741973877 + }, + { + "p": 0.06096072867512703, + "m": 0.5858883857727051 + }, + { + "p": 0.008918028324842453, + "m": 0.9987970590591431 + }, + { + "p": 0.06118084117770195, + "m": 1.0 + }, + { + "p": 0.07788150012493134, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.3915205001831055, + "val_loss": 1.0737553834915161, + "acc": 66.73, + "time": 238.23018117714673, + "param": [ + { + "p": 0.04036051779985428, + "m": 1.0 + }, + { + "p": 0.006721069570630789, + "m": 1.0 + }, + { + "p": 0.06475835293531418, + "m": 1.0 + }, + { + "p": 0.08298324048519135, + "m": 0.0006738571682944894 + }, + { + "p": 0.04511292278766632, + "m": 0.39634138345718384 + }, + { + "p": 0.04399755597114563, + "m": 0.0 + }, + { + "p": 0.08097830414772034, + "m": 0.03293777257204056 + }, + { + "p": 0.06548761576414108, + "m": 0.06567742675542831 + }, + { + "p": 0.34105032682418823, + "m": 0.0 + }, + { + "p": 0.016092641279101372, + "m": 0.8921663165092468 + }, + { + "p": 0.05386806279420853, + "m": 0.566647469997406 + }, + { + "p": 0.010069143958389759, + "m": 0.9993450045585632 + }, + { + "p": 0.06824963539838791, + "m": 1.0 + }, + { + "p": 0.08027055114507675, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.0316181182861328, + "val_loss": 1.0267412662506104, + "acc": 67.95, + "time": 236.84817773196846, + "param": [ + { + "p": 0.05950057879090309, + "m": 1.0 + }, + { + "p": 0.028026366606354713, + "m": 1.0 + }, + { + "p": 0.06626247614622116, + "m": 1.0 + }, + { + "p": 0.07307369261980057, + "m": 0.0 + }, + { + "p": 0.05289287120103836, + "m": 0.3173246383666992 + }, + { + "p": 0.05185578390955925, + "m": 0.0 + }, + { + "p": 0.07305359840393066, + "m": 0.020691299811005592 + }, + { + "p": 0.044458720833063126, + "m": 0.05047613009810448 + }, + { + "p": 0.2942218780517578, + "m": 0.0 + }, + { + "p": 0.03600867837667465, + "m": 0.8927328586578369 + }, + { + "p": 0.04845526069402695, + "m": 0.5500432848930359 + }, + { + "p": 0.029176466166973114, + "m": 1.0 + }, + { + "p": 0.07374662160873413, + "m": 1.0 + }, + { + "p": 0.06926696002483368, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.9516664147377014, + "val_loss": 0.9475831985473633, + "acc": 66.29, + "time": 238.4030361569021, + "param": [ + { + "p": 0.06663349270820618, + "m": 1.0 + }, + { + "p": 0.019156254827976227, + "m": 1.0 + }, + { + "p": 0.06326985359191895, + "m": 1.0 + }, + { + "p": 0.07689664512872696, + "m": 0.0 + }, + { + "p": 0.05159136280417442, + "m": 0.26260650157928467 + }, + { + "p": 0.04793162643909454, + "m": 0.04359148442745209 + }, + { + "p": 0.06969579309225082, + "m": 0.019459092989563942 + }, + { + "p": 0.04305216297507286, + "m": 0.005278576631098986 + }, + { + "p": 0.28264638781547546, + "m": 0.0 + }, + { + "p": 0.05699443444609642, + "m": 0.9249579310417175 + }, + { + "p": 0.04464968666434288, + "m": 0.5624105334281921 + }, + { + "p": 0.04426397755742073, + "m": 1.0 + }, + { + "p": 0.07189057767391205, + "m": 1.0 + }, + { + "p": 0.06132768094539642, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.2561451196670532, + "val_loss": 1.013999104499817, + "acc": 67.49, + "time": 237.2387927218806, + "param": [ + { + "p": 0.06495561450719833, + "m": 1.0 + }, + { + "p": 0.001105015748180449, + "m": 1.0 + }, + { + "p": 0.06063558906316757, + "m": 1.0 + }, + { + "p": 0.08178042620420456, + "m": 0.017579032108187675 + }, + { + "p": 0.053064100444316864, + "m": 0.23699630796909332 + }, + { + "p": 0.028900891542434692, + "m": 0.07814686745405197 + }, + { + "p": 0.061425890773534775, + "m": 0.04157886654138565 + }, + { + "p": 0.04044868424534798, + "m": 0.0 + }, + { + "p": 0.3368630111217499, + "m": 0.0 + }, + { + "p": 0.07735738158226013, + "m": 0.9437419772148132 + }, + { + "p": 0.04849733039736748, + "m": 0.5860628485679626 + }, + { + "p": 0.055113259702920914, + "m": 1.0 + }, + { + "p": 0.05067704990506172, + "m": 1.0 + }, + { + "p": 0.03917568549513817, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.2305233478546143, + "val_loss": 0.8284695148468018, + "acc": 67.21, + "time": 236.54431950696744, + "param": [ + { + "p": 0.04199136048555374, + "m": 1.0 + }, + { + "p": 9.934922854881734e-05, + "m": 1.0 + }, + { + "p": 0.06376416981220245, + "m": 1.0 + }, + { + "p": 0.07289717346429825, + "m": 0.0 + }, + { + "p": 0.04831594601273537, + "m": 0.18467393517494202 + }, + { + "p": 0.020599404349923134, + "m": 0.0705142617225647 + }, + { + "p": 0.040059544146060944, + "m": 0.028094828128814697 + }, + { + "p": 0.04082925617694855, + "m": 0.0 + }, + { + "p": 0.4089799225330353, + "m": 0.02824990265071392 + }, + { + "p": 0.08684026449918747, + "m": 0.9560762047767639 + }, + { + "p": 0.04799799248576164, + "m": 0.617041289806366 + }, + { + "p": 0.04983530193567276, + "m": 1.0 + }, + { + "p": 0.03011932410299778, + "m": 1.0 + }, + { + "p": 0.047670893371105194, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.8521983027458191, + "val_loss": 1.1004866361618042, + "acc": 66.07, + "time": 237.65087833604775, + "param": [ + { + "p": 0.03702253848314285, + "m": 1.0 + }, + { + "p": 0.023360058665275574, + "m": 1.0 + }, + { + "p": 0.05125723034143448, + "m": 1.0 + }, + { + "p": 0.06982772052288055, + "m": 0.0 + }, + { + "p": 0.011621675454080105, + "m": 0.07511000335216522 + }, + { + "p": 0.0, + "m": 0.03878910467028618 + }, + { + "p": 0.01915193907916546, + "m": 0.002133827656507492 + }, + { + "p": 0.04504590481519699, + "m": 0.00014241840108297765 + }, + { + "p": 0.4776080250740051, + "m": 0.05413631349802017 + }, + { + "p": 0.0940222218632698, + "m": 0.9515477418899536 + }, + { + "p": 0.02497510425746441, + "m": 0.6226652264595032 + }, + { + "p": 0.06115071102976799, + "m": 1.0 + }, + { + "p": 0.010089809074997902, + "m": 1.0 + }, + { + "p": 0.07486701011657715, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.211667776107788, + "val_loss": 1.0541139841079712, + "acc": 66.45, + "time": 238.29273352585733, + "param": [ + { + "p": 0.02672957070171833, + "m": 1.0 + }, + { + "p": 0.05061841011047363, + "m": 1.0 + }, + { + "p": 0.05773170292377472, + "m": 1.0 + }, + { + "p": 0.06359726190567017, + "m": 0.002256083069369197 + }, + { + "p": 0.0, + "m": 0.00858917273581028 + }, + { + "p": 0.001793587813153863, + "m": 0.021229473873972893 + }, + { + "p": 0.006519460119307041, + "m": 0.0 + }, + { + "p": 0.043230608105659485, + "m": 0.0 + }, + { + "p": 0.44694170355796814, + "m": 0.06520678848028183 + }, + { + "p": 0.09525949507951736, + "m": 0.9586645364761353 + }, + { + "p": 0.017946461215615273, + "m": 0.6240242719650269 + }, + { + "p": 0.070037342607975, + "m": 1.0 + }, + { + "p": 0.020167773589491844, + "m": 1.0 + }, + { + "p": 0.09942661970853806, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.8749091625213623, + "val_loss": 1.0654551982879639, + "acc": 66.85, + "time": 239.40037583303638, + "param": [ + { + "p": 0.01638246513903141, + "m": 1.0 + }, + { + "p": 0.07174860686063766, + "m": 1.0 + }, + { + "p": 0.07341153919696808, + "m": 1.0 + }, + { + "p": 0.060688335448503494, + "m": 0.06867729872465134 + }, + { + "p": 0.011826759204268456, + "m": 0.0 + }, + { + "p": 0.006589625030755997, + "m": 0.033719368278980255 + }, + { + "p": 0.01432567834854126, + "m": 0.0 + }, + { + "p": 0.04325444623827934, + "m": 0.0 + }, + { + "p": 0.3800746500492096, + "m": 0.06601682305335999 + }, + { + "p": 0.08562064915895462, + "m": 0.9706533551216125 + }, + { + "p": 0.02501176856458187, + "m": 0.6320192813873291 + }, + { + "p": 0.062898650765419, + "m": 1.0 + }, + { + "p": 0.038884636014699936, + "m": 1.0 + }, + { + "p": 0.10928219556808472, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.9967197775840759, + "val_loss": 1.105721116065979, + "acc": 66.01, + "time": 238.69650169205852, + "param": [ + { + "p": 0.01946604810655117, + "m": 1.0 + }, + { + "p": 0.08359906077384949, + "m": 1.0 + }, + { + "p": 0.09366518259048462, + "m": 1.0 + }, + { + "p": 0.06668782979249954, + "m": 0.09131518751382828 + }, + { + "p": 0.02695111744105816, + "m": 0.0 + }, + { + "p": 0.025140849873423576, + "m": 0.02905351109802723 + }, + { + "p": 0.019598644226789474, + "m": 0.0 + }, + { + "p": 0.05114325135946274, + "m": 0.021886585280299187 + }, + { + "p": 0.33327123522758484, + "m": 0.04995610937476158 + }, + { + "p": 0.0730927512049675, + "m": 0.9727529883384705 + }, + { + "p": 0.02656446397304535, + "m": 0.6217025518417358 + }, + { + "p": 0.050908252596855164, + "m": 0.9938532710075378 + }, + { + "p": 0.029197825118899345, + "m": 1.0 + }, + { + "p": 0.10071340203285217, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.0054987668991089, + "val_loss": 1.1294679641723633, + "acc": 67.3, + "time": 237.90077700605616, + "param": [ + { + "p": 0.0277482271194458, + "m": 1.0 + }, + { + "p": 0.0969441756606102, + "m": 1.0 + }, + { + "p": 0.11183647066354752, + "m": 1.0 + }, + { + "p": 0.06129306182265282, + "m": 0.0737910345196724 + }, + { + "p": 0.01622493378818035, + "m": 0.0 + }, + { + "p": 0.030926479026675224, + "m": 0.027794048190116882 + }, + { + "p": 0.019864777103066444, + "m": 0.0 + }, + { + "p": 0.05997646600008011, + "m": 0.02557491511106491 + }, + { + "p": 0.3061063885688782, + "m": 0.034358806908130646 + }, + { + "p": 0.06799416244029999, + "m": 0.941537082195282 + }, + { + "p": 0.02777690999209881, + "m": 0.6038722395896912 + }, + { + "p": 0.04357261210680008, + "m": 0.9829408526420593 + }, + { + "p": 0.03210344538092613, + "m": 1.0 + }, + { + "p": 0.09763181954622269, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.0701960325241089, + "val_loss": 1.1466079950332642, + "acc": 67.08, + "time": 236.38090083608404, + "param": [ + { + "p": 0.041797637939453125, + "m": 1.0 + }, + { + "p": 0.1000019833445549, + "m": 1.0 + }, + { + "p": 0.13058537244796753, + "m": 1.0 + }, + { + "p": 0.04430944100022316, + "m": 0.034473735839128494 + }, + { + "p": 0.020082801580429077, + "m": 0.0 + }, + { + "p": 0.030480770394206047, + "m": 0.031701236963272095 + }, + { + "p": 0.005627667997032404, + "m": 0.0 + }, + { + "p": 0.07280651479959488, + "m": 0.04051843658089638 + }, + { + "p": 0.305194228887558, + "m": 0.02085188589990139 + }, + { + "p": 0.05890350416302681, + "m": 0.9551052451133728 + }, + { + "p": 0.033105991780757904, + "m": 0.5759744048118591 + }, + { + "p": 0.03431803360581398, + "m": 0.9909543395042419 + }, + { + "p": 0.04162443056702614, + "m": 1.0 + }, + { + "p": 0.08116164803504944, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.286548376083374, + "val_loss": 1.0910826921463013, + "acc": 66.71, + "time": 236.82991742808372, + "param": [ + { + "p": 0.027985643595457077, + "m": 1.0 + }, + { + "p": 0.12338653206825256, + "m": 1.0 + }, + { + "p": 0.15433800220489502, + "m": 1.0 + }, + { + "p": 0.023495998233556747, + "m": 0.019694482907652855 + }, + { + "p": 0.00042919279076159, + "m": 0.0006562924245372415 + }, + { + "p": 0.019412340596318245, + "m": 0.045647066086530685 + }, + { + "p": 0.005511510651558638, + "m": 0.0 + }, + { + "p": 0.0664144828915596, + "m": 0.013765348121523857 + }, + { + "p": 0.34411701560020447, + "m": 0.0025777805130928755 + }, + { + "p": 0.05922042578458786, + "m": 0.9554672241210938 + }, + { + "p": 0.0331498384475708, + "m": 0.5513415932655334 + }, + { + "p": 0.01977219246327877, + "m": 0.9999205470085144 + }, + { + "p": 0.04255932569503784, + "m": 1.0 + }, + { + "p": 0.0802074670791626, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.162713646888733, + "val_loss": 1.076635718345642, + "acc": 66.88, + "time": 238.70919423596933, + "param": [ + { + "p": 0.035070572048425674, + "m": 1.0 + }, + { + "p": 0.11788418143987656, + "m": 1.0 + }, + { + "p": 0.13301753997802734, + "m": 1.0 + }, + { + "p": 0.02338802069425583, + "m": 0.0 + }, + { + "p": 0.010820860974490643, + "m": 0.0 + }, + { + "p": 0.023396670818328857, + "m": 0.028020132333040237 + }, + { + "p": 0.03233986347913742, + "m": 0.0 + }, + { + "p": 0.06416992843151093, + "m": 0.027306729927659035 + }, + { + "p": 0.281134694814682, + "m": 0.0 + }, + { + "p": 0.05448148772120476, + "m": 0.9550371170043945 + }, + { + "p": 0.04204058274626732, + "m": 0.5574455261230469 + }, + { + "p": 0.03320953622460365, + "m": 1.0 + }, + { + "p": 0.06727385520935059, + "m": 1.0 + }, + { + "p": 0.08177225291728973, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.8761240243911743, + "val_loss": 1.118582010269165, + "acc": 67.28, + "time": 238.62176750414073, + "param": [ + { + "p": 0.02120504155755043, + "m": 1.0 + }, + { + "p": 0.11742706596851349, + "m": 1.0 + }, + { + "p": 0.12365825474262238, + "m": 1.0 + }, + { + "p": 0.019673246890306473, + "m": 0.007323117461055517 + }, + { + "p": 0.017164308577775955, + "m": 0.0 + }, + { + "p": 0.0136073287576437, + "m": 0.0 + }, + { + "p": 0.04425612464547157, + "m": 0.0 + }, + { + "p": 0.06035833805799484, + "m": 0.013910186477005482 + }, + { + "p": 0.26674166321754456, + "m": 0.007535524200648069 + }, + { + "p": 0.05951140820980072, + "m": 0.9736899733543396 + }, + { + "p": 0.03100055456161499, + "m": 0.573329508304596 + }, + { + "p": 0.046544089913368225, + "m": 1.0 + }, + { + "p": 0.06792964041233063, + "m": 1.0 + }, + { + "p": 0.11092282086610794, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.0640825033187866, + "val_loss": 1.0619646310806274, + "acc": 66.76, + "time": 237.1043234700337, + "param": [ + { + "p": 0.0008883748669177294, + "m": 1.0 + }, + { + "p": 0.14055386185646057, + "m": 1.0 + }, + { + "p": 0.12328112870454788, + "m": 1.0 + }, + { + "p": 0.011378323659300804, + "m": 0.008578618988394737 + }, + { + "p": 0.0017480490496382117, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.053638119250535965, + "m": 0.0 + }, + { + "p": 0.057177405804395676, + "m": 0.02753421477973461 + }, + { + "p": 0.298793226480484, + "m": 0.0 + }, + { + "p": 0.05254719778895378, + "m": 0.9791949391365051 + }, + { + "p": 0.007121105678379536, + "m": 0.5691518187522888 + }, + { + "p": 0.04672953486442566, + "m": 1.0 + }, + { + "p": 0.048627763986587524, + "m": 1.0 + }, + { + "p": 0.15751589834690094, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.2036333084106445, + "val_loss": 1.0825414657592773, + "acc": 65.49, + "time": 228.25876101199538, + "param": [ + { + "p": 0.01033296063542366, + "m": 1.0 + }, + { + "p": 0.1462470293045044, + "m": 1.0 + }, + { + "p": 0.11043058335781097, + "m": 1.0 + }, + { + "p": 0.015989938750863075, + "m": 0.021241016685962677 + }, + { + "p": 0.00978425145149231, + "m": 0.012630670331418514 + }, + { + "p": 0.00032314221607521176, + "m": 0.005498170852661133 + }, + { + "p": 0.061454012989997864, + "m": 0.0 + }, + { + "p": 0.04584526643157005, + "m": 0.0 + }, + { + "p": 0.3072238266468048, + "m": 0.0 + }, + { + "p": 0.03451324999332428, + "m": 0.9645293354988098 + }, + { + "p": 0.0, + "m": 0.563130259513855 + }, + { + "p": 0.041310735046863556, + "m": 1.0 + }, + { + "p": 0.027764037251472473, + "m": 1.0 + }, + { + "p": 0.18878106772899628, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.2725281715393066, + "val_loss": 1.1699872016906738, + "acc": 65.61, + "time": 238.42276871996, + "param": [ + { + "p": 0.02147522009909153, + "m": 1.0 + }, + { + "p": 0.14220315217971802, + "m": 1.0 + }, + { + "p": 0.0929049476981163, + "m": 1.0 + }, + { + "p": 0.026213612407445908, + "m": 0.06701414287090302 + }, + { + "p": 0.0, + "m": 0.03341401740908623 + }, + { + "p": 0.0024873102083802223, + "m": 0.00032578897662460804 + }, + { + "p": 0.06769406050443649, + "m": 0.013811188749969006 + }, + { + "p": 0.04165307432413101, + "m": 0.003041256219148636 + }, + { + "p": 0.3134908676147461, + "m": 0.0008526346064172685 + }, + { + "p": 0.03294382616877556, + "m": 0.9395071864128113 + }, + { + "p": 0.0, + "m": 0.5436198115348816 + }, + { + "p": 0.04778486117720604, + "m": 0.9848459959030151 + }, + { + "p": 0.0076949018985033035, + "m": 1.0 + }, + { + "p": 0.2034541815519333, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.9461071491241455, + "val_loss": 1.2683566808700562, + "acc": 66.3, + "time": 240.05167940398678, + "param": [ + { + "p": 0.02430330030620098, + "m": 1.0 + }, + { + "p": 0.1417984813451767, + "m": 1.0 + }, + { + "p": 0.08056902885437012, + "m": 1.0 + }, + { + "p": 0.03872205689549446, + "m": 0.0682605504989624 + }, + { + "p": 0.006391772534698248, + "m": 0.029665978625416756 + }, + { + "p": 0.001448109745979309, + "m": 0.007547162007540464 + }, + { + "p": 0.06378322839736938, + "m": 0.04226461052894592 + }, + { + "p": 0.04508929327130318, + "m": 0.0 + }, + { + "p": 0.28022804856300354, + "m": 0.0 + }, + { + "p": 0.04884765297174454, + "m": 0.9279420375823975 + }, + { + "p": 0.007123118732124567, + "m": 0.5539989471435547 + }, + { + "p": 0.06399121135473251, + "m": 0.9916197061538696 + }, + { + "p": 0.004134960472583771, + "m": 1.0 + }, + { + "p": 0.19356980919837952, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.9773991107940674, + "val_loss": 1.0847618579864502, + "acc": 66.57, + "time": 237.23621120816097, + "param": [ + { + "p": 0.008329574018716812, + "m": 1.0 + }, + { + "p": 0.1521843522787094, + "m": 1.0 + }, + { + "p": 0.08950099349021912, + "m": 1.0 + }, + { + "p": 0.027125032618641853, + "m": 0.06939300894737244 + }, + { + "p": 0.0, + "m": 0.01682911440730095 + }, + { + "p": 0.013344119302928448, + "m": 0.028201736509799957 + }, + { + "p": 0.04151121526956558, + "m": 0.06183876469731331 + }, + { + "p": 0.04666826128959656, + "m": 0.0039186603389680386 + }, + { + "p": 0.28592079877853394, + "m": 0.0 + }, + { + "p": 0.0417158342897892, + "m": 0.9076802730560303 + }, + { + "p": 0.02277681790292263, + "m": 0.5487719774246216 + }, + { + "p": 0.07233849167823792, + "m": 0.9838118553161621 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19858448207378387, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.1380207538604736, + "val_loss": 1.0577059984207153, + "acc": 65.58, + "time": 233.49453559610993, + "param": [ + { + "p": 0.006262877490371466, + "m": 1.0 + }, + { + "p": 0.15669278800487518, + "m": 1.0 + }, + { + "p": 0.10612518340349197, + "m": 1.0 + }, + { + "p": 0.0010078343329951167, + "m": 0.06421416252851486 + }, + { + "p": 0.0009513400727882981, + "m": 0.0 + }, + { + "p": 0.014937970787286758, + "m": 0.023372720927000046 + }, + { + "p": 0.019375324249267578, + "m": 0.08683868497610092 + }, + { + "p": 0.03745799511671066, + "m": 0.033522285521030426 + }, + { + "p": 0.3227390944957733, + "m": 0.0011114808730781078 + }, + { + "p": 0.035406194627285004, + "m": 0.9184798002243042 + }, + { + "p": 0.03357319533824921, + "m": 0.5548025965690613 + }, + { + "p": 0.06835407018661499, + "m": 0.959651529788971 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19711609184741974, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.2190721035003662, + "val_loss": 1.2660512924194336, + "acc": 66.82, + "time": 233.16267028497532, + "param": [ + { + "p": 0.021892819553613663, + "m": 1.0 + }, + { + "p": 0.14571809768676758, + "m": 1.0 + }, + { + "p": 0.12272834777832031, + "m": 1.0 + }, + { + "p": 0.0009959660237655044, + "m": 0.04796290770173073 + }, + { + "p": 0.012222920544445515, + "m": 0.0 + }, + { + "p": 0.01883002556860447, + "m": 0.01347372867166996 + }, + { + "p": 0.003882352262735367, + "m": 0.08481034636497498 + }, + { + "p": 0.03835202381014824, + "m": 0.054600782692432404 + }, + { + "p": 0.3150009214878082, + "m": 0.0 + }, + { + "p": 0.04086047410964966, + "m": 0.924465000629425 + }, + { + "p": 0.0363495759665966, + "m": 0.5794360637664795 + }, + { + "p": 0.057648077607154846, + "m": 0.9724448323249817 + }, + { + "p": 0.005038420204073191, + "m": 1.0 + }, + { + "p": 0.1804800182580948, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.9991764426231384, + "val_loss": 1.1043003797531128, + "acc": 65.47, + "time": 238.64531109808013, + "param": [ + { + "p": 0.03552275523543358, + "m": 1.0 + }, + { + "p": 0.1248483881354332, + "m": 1.0 + }, + { + "p": 0.13163956999778748, + "m": 1.0 + }, + { + "p": 0.00455913320183754, + "m": 0.046885114163160324 + }, + { + "p": 0.0178083349019289, + "m": 0.0 + }, + { + "p": 0.015879344195127487, + "m": 0.028695041313767433 + }, + { + "p": 0.0013168670702725649, + "m": 0.05404913052916527 + }, + { + "p": 0.05087234452366829, + "m": 0.0393192432820797 + }, + { + "p": 0.31931161880493164, + "m": 0.0 + }, + { + "p": 0.05106270685791969, + "m": 0.9150115251541138 + }, + { + "p": 0.0350533202290535, + "m": 0.585440993309021 + }, + { + "p": 0.04344937950372696, + "m": 0.9825591444969177 + }, + { + "p": 0.014015560038387775, + "m": 1.0 + }, + { + "p": 0.15466071665287018, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.9474936723709106, + "val_loss": 1.0841903686523438, + "acc": 66.95, + "time": 236.34788187104277, + "param": [ + { + "p": 0.0345475859940052, + "m": 1.0 + }, + { + "p": 0.08116892725229263, + "m": 1.0 + }, + { + "p": 0.12513208389282227, + "m": 1.0 + }, + { + "p": 0.015030991286039352, + "m": 0.04135897010564804 + }, + { + "p": 0.04029674828052521, + "m": 0.0 + }, + { + "p": 0.04759091138839722, + "m": 0.040036480873823166 + }, + { + "p": 0.012171202339231968, + "m": 0.04947203770279884 + }, + { + "p": 0.06257452070713043, + "m": 0.027890192344784737 + }, + { + "p": 0.2657387852668762, + "m": 0.0 + }, + { + "p": 0.07286343723535538, + "m": 0.9225795865058899 + }, + { + "p": 0.0391237735748291, + "m": 0.6043252348899841 + }, + { + "p": 0.04265211895108223, + "m": 1.0 + }, + { + "p": 0.027251916006207466, + "m": 1.0 + }, + { + "p": 0.13385695219039917, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.9876258373260498, + "val_loss": 1.2727385759353638, + "acc": 66.67, + "time": 239.27438035001978, + "param": [ + { + "p": 0.02221282571554184, + "m": 1.0 + }, + { + "p": 0.05673590674996376, + "m": 1.0 + }, + { + "p": 0.1282457560300827, + "m": 1.0 + }, + { + "p": 0.01871052384376526, + "m": 0.029121752828359604 + }, + { + "p": 0.03975919261574745, + "m": 0.0 + }, + { + "p": 0.05613641440868378, + "m": 0.00909412745386362 + }, + { + "p": 0.0, + "m": 0.033361826092004776 + }, + { + "p": 0.05196867883205414, + "m": 0.004982451908290386 + }, + { + "p": 0.25792649388313293, + "m": 0.0 + }, + { + "p": 0.08898337185382843, + "m": 0.9572319388389587 + }, + { + "p": 0.04199184849858284, + "m": 0.6180616617202759 + }, + { + "p": 0.042457420378923416, + "m": 0.9995896220207214 + }, + { + "p": 0.0345272496342659, + "m": 1.0 + }, + { + "p": 0.16034427285194397, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.0559426546096802, + "val_loss": 0.9843284487724304, + "acc": 67.54, + "time": 236.12245047395118, + "param": [ + { + "p": 0.010922654531896114, + "m": 1.0 + }, + { + "p": 0.051516611129045486, + "m": 1.0 + }, + { + "p": 0.12656882405281067, + "m": 1.0 + }, + { + "p": 0.010229470208287239, + "m": 0.04865067079663277 + }, + { + "p": 0.020545249804854393, + "m": 0.0 + }, + { + "p": 0.06970401108264923, + "m": 0.03687194362282753 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.04341619834303856, + "m": 0.017924567684531212 + }, + { + "p": 0.26899316906929016, + "m": 0.0 + }, + { + "p": 0.11299118399620056, + "m": 0.9620134830474854 + }, + { + "p": 0.023834774270653725, + "m": 0.5974534749984741 + }, + { + "p": 0.040883272886276245, + "m": 1.0 + }, + { + "p": 0.039054907858371735, + "m": 1.0 + }, + { + "p": 0.18133960664272308, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.0847400426864624, + "val_loss": 0.9021688103675842, + "acc": 66.95, + "time": 237.80008622189052, + "param": [ + { + "p": 0.0015156494919210672, + "m": 1.0 + }, + { + "p": 0.06782206147909164, + "m": 1.0 + }, + { + "p": 0.11281489580869675, + "m": 1.0 + }, + { + "p": 0.007218619342893362, + "m": 0.0273530762642622 + }, + { + "p": 0.0019219344248995185, + "m": 0.01519345585256815 + }, + { + "p": 0.07479295134544373, + "m": 0.028742527589201927 + }, + { + "p": 0.0007805866189301014, + "m": 0.002654365496709943 + }, + { + "p": 0.04046344384551048, + "m": 0.016467157751321793 + }, + { + "p": 0.2813379764556885, + "m": 0.0 + }, + { + "p": 0.1264573484659195, + "m": 0.9370319247245789 + }, + { + "p": 0.026571962982416153, + "m": 0.5827910900115967 + }, + { + "p": 0.04318267107009888, + "m": 0.9989477396011353 + }, + { + "p": 0.04757656902074814, + "m": 1.0 + }, + { + "p": 0.16754326224327087, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.0842145681381226, + "val_loss": 1.2408705949783325, + "acc": 66.61, + "time": 236.8784213529434, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0892404168844223, + "m": 1.0 + }, + { + "p": 0.09764648228883743, + "m": 1.0 + }, + { + "p": 0.007108666002750397, + "m": 0.02481149509549141 + }, + { + "p": 0.0023804116062819958, + "m": 0.03782837092876434 + }, + { + "p": 0.08776367455720901, + "m": 0.007027731277048588 + }, + { + "p": 0.008592958562076092, + "m": 0.03184746205806732 + }, + { + "p": 0.037307512015104294, + "m": 0.0017427951097488403 + }, + { + "p": 0.28726184368133545, + "m": 0.0 + }, + { + "p": 0.1164545938372612, + "m": 0.9115312099456787 + }, + { + "p": 0.02940486930310726, + "m": 0.5825762152671814 + }, + { + "p": 0.037781886756420135, + "m": 0.9945384860038757 + }, + { + "p": 0.04353844374418259, + "m": 1.0 + }, + { + "p": 0.15551809966564178, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.0888320207595825, + "val_loss": 1.1117340326309204, + "acc": 65.68, + "time": 239.6474443441257, + "param": [ + { + "p": 0.0018786209402605891, + "m": 1.0 + }, + { + "p": 0.10923442989587784, + "m": 1.0 + }, + { + "p": 0.09920289367437363, + "m": 1.0 + }, + { + "p": 0.0005409650621004403, + "m": 0.028194354847073555 + }, + { + "p": 0.010709261521697044, + "m": 0.0515664778649807 + }, + { + "p": 0.09457634389400482, + "m": 0.002547056879848242 + }, + { + "p": 0.008851108141243458, + "m": 0.03321011736989021 + }, + { + "p": 0.04058128967881203, + "m": 0.0 + }, + { + "p": 0.3085055649280548, + "m": 0.0 + }, + { + "p": 0.09809321910142899, + "m": 0.9168312549591064 + }, + { + "p": 0.017290392890572548, + "m": 0.5711140036582947 + }, + { + "p": 0.029496124014258385, + "m": 0.9950326085090637 + }, + { + "p": 0.026921702548861504, + "m": 1.0 + }, + { + "p": 0.15411816537380219, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.7401418089866638, + "val_loss": 0.9735223054885864, + "acc": 66.85, + "time": 234.71179897198454, + "param": [ + { + "p": 0.023034431040287018, + "m": 1.0 + }, + { + "p": 0.11686570197343826, + "m": 1.0 + }, + { + "p": 0.11481450498104095, + "m": 1.0 + }, + { + "p": 0.015602212399244308, + "m": 0.03191549703478813 + }, + { + "p": 0.01819821447134018, + "m": 0.05497521907091141 + }, + { + "p": 0.07306802272796631, + "m": 0.014302919618785381 + }, + { + "p": 0.026185056194663048, + "m": 0.0018918686546385288 + }, + { + "p": 0.05082204192876816, + "m": 0.0 + }, + { + "p": 0.28984305262565613, + "m": 0.0 + }, + { + "p": 0.07033180445432663, + "m": 0.9013439416885376 + }, + { + "p": 0.010845276527106762, + "m": 0.5567165017127991 + }, + { + "p": 0.02896258421242237, + "m": 0.9884924292564392 + }, + { + "p": 0.02592618018388748, + "m": 1.0 + }, + { + "p": 0.13550087809562683, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.0786569118499756, + "val_loss": 1.1921892166137695, + "acc": 67.19, + "time": 236.30810701590963, + "param": [ + { + "p": 0.02883606031537056, + "m": 1.0 + }, + { + "p": 0.12574701011180878, + "m": 1.0 + }, + { + "p": 0.11470798403024673, + "m": 1.0 + }, + { + "p": 0.014451182447373867, + "m": 0.026389770209789276 + }, + { + "p": 0.02777126617729664, + "m": 0.01645452156662941 + }, + { + "p": 0.059439223259687424, + "m": 0.0 + }, + { + "p": 0.01727309077978134, + "m": 0.0 + }, + { + "p": 0.05645594373345375, + "m": 0.0 + }, + { + "p": 0.29979994893074036, + "m": 0.001434710226021707 + }, + { + "p": 0.04282509535551071, + "m": 0.8569375872612 + }, + { + "p": 0.014476312324404716, + "m": 0.5397136211395264 + }, + { + "p": 0.024761749431490898, + "m": 0.9903201460838318 + }, + { + "p": 0.02974102646112442, + "m": 1.0 + }, + { + "p": 0.1437140554189682, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.099247694015503, + "val_loss": 1.2175904512405396, + "acc": 65.11, + "time": 239.34740865882486, + "param": [ + { + "p": 0.03262731805443764, + "m": 1.0 + }, + { + "p": 0.1316542625427246, + "m": 1.0 + }, + { + "p": 0.11483965814113617, + "m": 1.0 + }, + { + "p": 0.018897168338298798, + "m": 0.008963573724031448 + }, + { + "p": 0.026099132373929024, + "m": 0.0 + }, + { + "p": 0.0440591536462307, + "m": 0.0 + }, + { + "p": 0.019031012430787086, + "m": 0.02003505267202854 + }, + { + "p": 0.05276617407798767, + "m": 0.0160928126424551 + }, + { + "p": 0.27060678601264954, + "m": 0.02188161388039589 + }, + { + "p": 0.03704283386468887, + "m": 0.8390277624130249 + }, + { + "p": 0.028125805780291557, + "m": 0.5371710658073425 + }, + { + "p": 0.02842031978070736, + "m": 0.9734227657318115 + }, + { + "p": 0.0397711917757988, + "m": 1.0 + }, + { + "p": 0.15605922043323517, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.8186689615249634, + "val_loss": 1.1168180704116821, + "acc": 65.73, + "time": 236.18723985785618, + "param": [ + { + "p": 0.016681784763932228, + "m": 1.0 + }, + { + "p": 0.14688152074813843, + "m": 1.0 + }, + { + "p": 0.1335143893957138, + "m": 1.0 + }, + { + "p": 0.00906399730592966, + "m": 0.028497440740466118 + }, + { + "p": 0.013239067979156971, + "m": 0.0 + }, + { + "p": 0.024874895811080933, + "m": 0.0 + }, + { + "p": 0.010707062669098377, + "m": 0.03267034515738487 + }, + { + "p": 0.04643216356635094, + "m": 0.024004429578781128 + }, + { + "p": 0.2807486653327942, + "m": 0.039576128125190735 + }, + { + "p": 0.04319120571017265, + "m": 0.8357821106910706 + }, + { + "p": 0.021356021985411644, + "m": 0.5255562663078308 + }, + { + "p": 0.03014839068055153, + "m": 0.9470688104629517 + }, + { + "p": 0.03312226012349129, + "m": 1.0 + }, + { + "p": 0.1900385469198227, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.2742863893508911, + "val_loss": 1.1899341344833374, + "acc": 65.8, + "time": 237.635349154938, + "param": [ + { + "p": 0.0002784065727610141, + "m": 1.0 + }, + { + "p": 0.15827956795692444, + "m": 1.0 + }, + { + "p": 0.13192686438560486, + "m": 1.0 + }, + { + "p": 0.01751188561320305, + "m": 0.0559237077832222 + }, + { + "p": 0.007233047857880592, + "m": 0.022624589502811432 + }, + { + "p": 0.023279590532183647, + "m": 0.003138433676213026 + }, + { + "p": 0.01220583077520132, + "m": 0.03184163570404053 + }, + { + "p": 0.03409445285797119, + "m": 0.03447984158992767 + }, + { + "p": 0.26866257190704346, + "m": 0.04840283840894699 + }, + { + "p": 0.06834181398153305, + "m": 0.8224557042121887 + }, + { + "p": 0.01377902552485466, + "m": 0.5156554579734802 + }, + { + "p": 0.04504847526550293, + "m": 0.9289734959602356 + }, + { + "p": 0.02467251569032669, + "m": 1.0 + }, + { + "p": 0.19468596577644348, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.9747312664985657, + "val_loss": 1.0935412645339966, + "acc": 64.88, + "time": 238.09287130995654, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1661081612110138, + "m": 1.0 + }, + { + "p": 0.13975133001804352, + "m": 1.0 + }, + { + "p": 0.01445491798222065, + "m": 0.08229504525661469 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.014463032595813274, + "m": 0.03811141476035118 + }, + { + "p": 0.0, + "m": 0.009222807362675667 + }, + { + "p": 0.019794778898358345, + "m": 0.08268029242753983 + }, + { + "p": 0.29414787888526917, + "m": 0.04858263209462166 + }, + { + "p": 0.0832580104470253, + "m": 0.8064841032028198 + }, + { + "p": 0.007559387478977442, + "m": 0.47812986373901367 + }, + { + "p": 0.051768865436315536, + "m": 0.9020746350288391 + }, + { + "p": 0.009823177009820938, + "m": 1.0 + }, + { + "p": 0.19887034595012665, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.4155477285385132, + "val_loss": 1.3785432577133179, + "acc": 64.86, + "time": 233.92258868017234, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17911948263645172, + "m": 1.0 + }, + { + "p": 0.15020152926445007, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.05737563967704773 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.06919516623020172 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.003019908210262656, + "m": 0.06493628770112991 + }, + { + "p": 0.3313363194465637, + "m": 0.04875684157013893 + }, + { + "p": 0.07326353341341019, + "m": 0.8207616806030273 + }, + { + "p": 0.0, + "m": 0.4399402439594269 + }, + { + "p": 0.06679078191518784, + "m": 0.9044321775436401 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19626840949058533, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.8013375401496887, + "val_loss": 1.1391547918319702, + "acc": 64.92, + "time": 238.82690568407997, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16464433073997498, + "m": 1.0 + }, + { + "p": 0.15328001976013184, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.029696986079216003 + }, + { + "p": 0.003965080250054598, + "m": 0.00611549336463213 + }, + { + "p": 0.0, + "m": 0.06892374902963638 + }, + { + "p": 0.0, + "m": 0.0017693937988951802 + }, + { + "p": 0.0, + "m": 0.03728377819061279 + }, + { + "p": 0.35072678327560425, + "m": 0.04432399198412895 + }, + { + "p": 0.05854274332523346, + "m": 0.831017792224884 + }, + { + "p": 0.002015994628891349, + "m": 0.41522276401519775 + }, + { + "p": 0.07234781235456467, + "m": 0.8933679461479187 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19447726011276245, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.0027799606323242, + "val_loss": 1.1389011144638062, + "acc": 64.6, + "time": 237.7810545009561, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14576667547225952, + "m": 1.0 + }, + { + "p": 0.16926196217536926, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.012739717960357666 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0050138793885707855, + "m": 0.060819897800683975 + }, + { + "p": 0.0, + "m": 0.009894192218780518 + }, + { + "p": 0.0, + "m": 0.010248462669551373 + }, + { + "p": 0.3784438669681549, + "m": 0.03488559275865555 + }, + { + "p": 0.048349928110837936, + "m": 0.8442680239677429 + }, + { + "p": 0.000669731991365552, + "m": 0.4030422568321228 + }, + { + "p": 0.049707941710948944, + "m": 0.8847510814666748 + }, + { + "p": 9.600827615940943e-05, + "m": 1.0 + }, + { + "p": 0.2026900202035904, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.0812931060791016, + "val_loss": 1.2470554113388062, + "acc": 63.76, + "time": 234.76639808597974, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11207756400108337, + "m": 1.0 + }, + { + "p": 0.17326238751411438, + "m": 1.0 + }, + { + "p": 0.0014860582305118442, + "m": 0.0 + }, + { + "p": 0.00773760536685586, + "m": 0.005605882965028286 + }, + { + "p": 0.03487054631114006, + "m": 0.034019604325294495 + }, + { + "p": 0.0045697963796556, + "m": 0.021583901718258858 + }, + { + "p": 0.008240842260420322, + "m": 0.0 + }, + { + "p": 0.3704986274242401, + "m": 0.020045533776283264 + }, + { + "p": 0.048031002283096313, + "m": 0.8528335094451904 + }, + { + "p": 0.0075323451310396194, + "m": 0.3864739239215851 + }, + { + "p": 0.03177257254719734, + "m": 0.869753360748291 + }, + { + "p": 0.002579272724688053, + "m": 1.0 + }, + { + "p": 0.19734136760234833, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.8057429790496826, + "val_loss": 1.07168710231781, + "acc": 65.72, + "time": 233.9087013551034, + "param": [ + { + "p": 0.0006317849038168788, + "m": 1.0 + }, + { + "p": 0.0909234955906868, + "m": 1.0 + }, + { + "p": 0.18048737943172455, + "m": 1.0 + }, + { + "p": 0.001511451555415988, + "m": 0.0 + }, + { + "p": 0.023078283295035362, + "m": 0.0330749973654747 + }, + { + "p": 0.052105654031038284, + "m": 0.007354154717177153 + }, + { + "p": 0.011638308875262737, + "m": 0.052466824650764465 + }, + { + "p": 0.018042752519249916, + "m": 0.015335708856582642 + }, + { + "p": 0.3618861436843872, + "m": 0.0024239690974354744 + }, + { + "p": 0.038357459008693695, + "m": 0.8548923134803772 + }, + { + "p": 0.0, + "m": 0.3434702754020691 + }, + { + "p": 0.01105682086199522, + "m": 0.8484864234924316 + }, + { + "p": 0.004201165400445461, + "m": 1.0 + }, + { + "p": 0.20607930421829224, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.8767858743667603, + "val_loss": 1.0820525884628296, + "acc": 64.79, + "time": 234.32870973087847, + "param": [ + { + "p": 0.01863725669682026, + "m": 1.0 + }, + { + "p": 0.08668739348649979, + "m": 1.0 + }, + { + "p": 0.16730277240276337, + "m": 1.0 + }, + { + "p": 0.01857546716928482, + "m": 0.0 + }, + { + "p": 0.04732130840420723, + "m": 0.026907818391919136 + }, + { + "p": 0.05807563662528992, + "m": 0.028962288051843643 + }, + { + "p": 0.003884040517732501, + "m": 0.04832744598388672 + }, + { + "p": 0.03174532204866409, + "m": 0.05814018100500107 + }, + { + "p": 0.3194713890552521, + "m": 0.012033862993121147 + }, + { + "p": 0.039205051958560944, + "m": 0.8482071757316589 + }, + { + "p": 0.010413657873868942, + "m": 0.32752111554145813 + }, + { + "p": 0.02715480513870716, + "m": 0.8027461767196655 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17152585089206696, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.8971860408782959, + "val_loss": 1.107533574104309, + "acc": 65.76, + "time": 238.12845773994923, + "param": [ + { + "p": 0.028813032433390617, + "m": 1.0 + }, + { + "p": 0.08878954499959946, + "m": 1.0 + }, + { + "p": 0.16661874949932098, + "m": 1.0 + }, + { + "p": 0.019682003185153008, + "m": 0.0 + }, + { + "p": 0.05020049586892128, + "m": 0.0 + }, + { + "p": 0.06787658482789993, + "m": 0.015584454871714115 + }, + { + "p": 0.0, + "m": 0.021495692431926727 + }, + { + "p": 0.03367988020181656, + "m": 0.08818698674440384 + }, + { + "p": 0.3131030201911926, + "m": 0.03371187299489975 + }, + { + "p": 0.02203976735472679, + "m": 0.8614218235015869 + }, + { + "p": 0.01106138713657856, + "m": 0.31730860471725464 + }, + { + "p": 0.03100428357720375, + "m": 0.7733513712882996 + }, + { + "p": 0.0012963725021108985, + "m": 1.0 + }, + { + "p": 0.16583488881587982, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.8610996007919312, + "val_loss": 1.3166414499282837, + "acc": 65.42, + "time": 238.5397195490077, + "param": [ + { + "p": 0.0438021682202816, + "m": 1.0 + }, + { + "p": 0.0926789790391922, + "m": 1.0 + }, + { + "p": 0.1814090460538864, + "m": 1.0 + }, + { + "p": 0.013221431523561478, + "m": 0.023903826251626015 + }, + { + "p": 0.03806786239147186, + "m": 0.011142636649310589 + }, + { + "p": 0.049747318029403687, + "m": 0.0 + }, + { + "p": 0.004327005706727505, + "m": 0.026524050161242485 + }, + { + "p": 0.029895639047026634, + "m": 0.08991896361112595 + }, + { + "p": 0.31935107707977295, + "m": 0.03228021785616875 + }, + { + "p": 0.01227664202451706, + "m": 0.8745077848434448 + }, + { + "p": 0.01086556725203991, + "m": 0.3263992369174957 + }, + { + "p": 0.03521162271499634, + "m": 0.7621945738792419 + }, + { + "p": 0.0022652328480035067, + "m": 1.0 + }, + { + "p": 0.16688032448291779, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.161165475845337, + "val_loss": 1.1321653127670288, + "acc": 65.88, + "time": 235.29358357097954, + "param": [ + { + "p": 0.061186499893665314, + "m": 1.0 + }, + { + "p": 0.1066746637225151, + "m": 1.0 + }, + { + "p": 0.18243147432804108, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.05872350186109543 + }, + { + "p": 0.026889584958553314, + "m": 0.05874989554286003 + }, + { + "p": 0.037617698311805725, + "m": 0.0 + }, + { + "p": 0.015246251598000526, + "m": 0.06470265984535217 + }, + { + "p": 0.02899252064526081, + "m": 0.09197419136762619 + }, + { + "p": 0.308350533246994, + "m": 0.027985187247395515 + }, + { + "p": 0.017628025263547897, + "m": 0.8922818899154663 + }, + { + "p": 0.017115779221057892, + "m": 0.3400253355503082 + }, + { + "p": 0.031461458653211594, + "m": 0.7415663599967957 + }, + { + "p": 0.002058697398751974, + "m": 1.0 + }, + { + "p": 0.16434679925441742, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.8669149875640869, + "val_loss": 1.2510656118392944, + "acc": 65.68, + "time": 236.9957052769605, + "param": [ + { + "p": 0.0798180103302002, + "m": 1.0 + }, + { + "p": 0.112515889108181, + "m": 1.0 + }, + { + "p": 0.1739894449710846, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.05232904851436615 + }, + { + "p": 0.029651504009962082, + "m": 0.035718146711587906 + }, + { + "p": 0.03963945060968399, + "m": 0.003835429437458515 + }, + { + "p": 0.012335186824202538, + "m": 0.11680133640766144 + }, + { + "p": 0.009142528288066387, + "m": 0.11366729438304901 + }, + { + "p": 0.3092336058616638, + "m": 0.010310559533536434 + }, + { + "p": 0.006917148362845182, + "m": 0.9093851447105408 + }, + { + "p": 0.021048985421657562, + "m": 0.3415609300136566 + }, + { + "p": 0.04012877494096756, + "m": 0.7495224475860596 + }, + { + "p": 0.0102155776694417, + "m": 1.0 + }, + { + "p": 0.15536391735076904, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.9819185137748718, + "val_loss": 0.8151270747184753, + "acc": 66.22, + "time": 234.17948329402134, + "param": [ + { + "p": 0.07641453295946121, + "m": 1.0 + }, + { + "p": 0.1101851761341095, + "m": 1.0 + }, + { + "p": 0.1749226301908493, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.04288005456328392 + }, + { + "p": 0.031910885125398636, + "m": 0.0 + }, + { + "p": 0.03439530357718468, + "m": 0.04750953987240791 + }, + { + "p": 0.014069771394133568, + "m": 0.170480877161026 + }, + { + "p": 0.008139901794493198, + "m": 0.1476932317018509 + }, + { + "p": 0.31650546193122864, + "m": 0.010786187835037708 + }, + { + "p": 0.002095147967338562, + "m": 0.9041612148284912 + }, + { + "p": 0.012992152944207191, + "m": 0.3602858781814575 + }, + { + "p": 0.04933836683630943, + "m": 0.7580450773239136 + }, + { + "p": 0.010843738913536072, + "m": 1.0 + }, + { + "p": 0.1581868678331375, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.03224778175354, + "val_loss": 1.2348560094833374, + "acc": 65.8, + "time": 228.36610265099443, + "param": [ + { + "p": 0.06346269696950912, + "m": 1.0 + }, + { + "p": 0.11279646307229996, + "m": 1.0 + }, + { + "p": 0.16201743483543396, + "m": 1.0 + }, + { + "p": 0.02223479002714157, + "m": 0.027645859867334366 + }, + { + "p": 0.021134208887815475, + "m": 0.009800009429454803 + }, + { + "p": 0.027649622410535812, + "m": 0.028149135410785675 + }, + { + "p": 0.035300612449645996, + "m": 0.1680288165807724 + }, + { + "p": 0.008211706764996052, + "m": 0.14789894223213196 + }, + { + "p": 0.3065999746322632, + "m": 0.0 + }, + { + "p": 0.002055848715826869, + "m": 0.909774899482727 + }, + { + "p": 0.022026129066944122, + "m": 0.3532295227050781 + }, + { + "p": 0.06489259749650955, + "m": 0.7593985795974731 + }, + { + "p": 0.0052030072547495365, + "m": 1.0 + }, + { + "p": 0.1464148610830307, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.4654662609100342, + "val_loss": 1.0876522064208984, + "acc": 65.68, + "time": 235.6484231108334, + "param": [ + { + "p": 0.0472402349114418, + "m": 1.0 + }, + { + "p": 0.11108694225549698, + "m": 1.0 + }, + { + "p": 0.17645663022994995, + "m": 1.0 + }, + { + "p": 0.023027190938591957, + "m": 0.0 + }, + { + "p": 0.02411068044602871, + "m": 0.0 + }, + { + "p": 0.009112195111811161, + "m": 0.0059130010195076466 + }, + { + "p": 0.04879548400640488, + "m": 0.14892078936100006 + }, + { + "p": 0.011369115673005581, + "m": 0.1410342901945114 + }, + { + "p": 0.2977999448776245, + "m": 0.0 + }, + { + "p": 0.0016388793010264635, + "m": 0.9098551273345947 + }, + { + "p": 0.017750203609466553, + "m": 0.3280886113643646 + }, + { + "p": 0.08148077875375748, + "m": 0.8150709271430969 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15013176202774048, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.5848547220230103, + "val_loss": 1.1403424739837646, + "acc": 65.76, + "time": 236.8838645380456, + "param": [ + { + "p": 0.03833169490098953, + "m": 1.0 + }, + { + "p": 0.1252705454826355, + "m": 1.0 + }, + { + "p": 0.18417850136756897, + "m": 1.0 + }, + { + "p": 0.013477967120707035, + "m": 0.0 + }, + { + "p": 0.003016664180904627, + "m": 0.00030041413265280426 + }, + { + "p": 0.0, + "m": 0.010259369388222694 + }, + { + "p": 0.03242940083146095, + "m": 0.13513602316379547 + }, + { + "p": 0.009287242777645588, + "m": 0.1284855753183365 + }, + { + "p": 0.3143447935581207, + "m": 0.0 + }, + { + "p": 0.014322280883789062, + "m": 0.901378870010376 + }, + { + "p": 0.016374414786696434, + "m": 0.2887325584888458 + }, + { + "p": 0.08527866750955582, + "m": 0.8473241329193115 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1636877954006195, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.3354008197784424, + "val_loss": 1.2340871095657349, + "acc": 65.44, + "time": 236.65651825000532, + "param": [ + { + "p": 0.03483465686440468, + "m": 1.0 + }, + { + "p": 0.15326441824436188, + "m": 1.0 + }, + { + "p": 0.16628830134868622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.010303025133907795 + }, + { + "p": 0.0, + "m": 0.013929881155490875 + }, + { + "p": 0.008403378538787365, + "m": 0.12338215857744217 + }, + { + "p": 0.014815150760114193, + "m": 0.11506488919258118 + }, + { + "p": 0.31101489067077637, + "m": 0.0 + }, + { + "p": 0.010863345116376877, + "m": 0.9070829153060913 + }, + { + "p": 0.021665196865797043, + "m": 0.2924998104572296 + }, + { + "p": 0.10237705707550049, + "m": 0.9057449102401733 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17647361755371094, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.6051534414291382, + "val_loss": 1.1608309745788574, + "acc": 65.79, + "time": 227.6011127938982, + "param": [ + { + "p": 0.025645965710282326, + "m": 1.0 + }, + { + "p": 0.1439373791217804, + "m": 1.0 + }, + { + "p": 0.1569037288427353, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.024722257629036903 + }, + { + "p": 0.002929569222033024, + "m": 0.04104693979024887 + }, + { + "p": 0.000306716508930549, + "m": 0.13219623267650604 + }, + { + "p": 0.024084655568003654, + "m": 0.11607122421264648 + }, + { + "p": 0.3080134689807892, + "m": 0.0 + }, + { + "p": 0.004069776739925146, + "m": 0.9028605222702026 + }, + { + "p": 0.024925628677010536, + "m": 0.3127272427082062 + }, + { + "p": 0.10628625005483627, + "m": 0.9022229313850403 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20289692282676697, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.1502230167388916, + "val_loss": 1.3389917612075806, + "acc": 66.25, + "time": 237.27002071100287, + "param": [ + { + "p": 0.027538560330867767, + "m": 1.0 + }, + { + "p": 0.1256186068058014, + "m": 1.0 + }, + { + "p": 0.14495491981506348, + "m": 1.0 + }, + { + "p": 0.01965235359966755, + "m": 0.0003162227803841233 + }, + { + "p": 0.0, + "m": 0.04490923881530762 + }, + { + "p": 0.0065621258690953255, + "m": 0.03373991698026657 + }, + { + "p": 0.004442683421075344, + "m": 0.13766250014305115 + }, + { + "p": 0.03793152794241905, + "m": 0.12226533144712448 + }, + { + "p": 0.2974068522453308, + "m": 0.0 + }, + { + "p": 0.006746257655322552, + "m": 0.8948847055435181 + }, + { + "p": 0.034421395510435104, + "m": 0.3472627103328705 + }, + { + "p": 0.09811818599700928, + "m": 0.8674947023391724 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19660650193691254, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json new file mode 100644 index 0000000..309a85e --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 70.47, + "Time": [ + 236.22924292669632, + 3.0672784059203204 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2558434009552, + "val_loss": 2.2867093086242676, + "acc": 14.79, + "time": 239.16941225901246, + "param": [ + { + "p": 0.04464901238679886, + "m": 1.0 + }, + { + "p": 0.03527626022696495, + "m": 1.0 + }, + { + "p": 0.07756981253623962, + "m": 1.0 + }, + { + "p": 0.10461221635341644, + "m": 0.9962425827980042 + }, + { + "p": 0.11652132868766785, + "m": 0.9850117564201355 + }, + { + "p": 0.0679289922118187, + "m": 0.9954362511634827 + }, + { + "p": 0.10073770582675934, + "m": 0.9917777180671692 + }, + { + "p": 0.10215099900960922, + "m": 0.9634493589401245 + }, + { + "p": 0.09571373462677002, + "m": 0.9954478740692139 + }, + { + "p": 0.05659337714314461, + "m": 1.0 + }, + { + "p": 0.06395865231752396, + "m": 0.9926461577415466 + }, + { + "p": 0.06350421160459518, + "m": 0.9985638856887817 + }, + { + "p": 0.041702110320329666, + "m": 1.0 + }, + { + "p": 0.02908148057758808, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.150897741317749, + "val_loss": 2.1433029174804688, + "acc": 20.47, + "time": 235.9982823249884, + "param": [ + { + "p": 0.04113110154867172, + "m": 1.0 + }, + { + "p": 0.05189002677798271, + "m": 1.0 + }, + { + "p": 0.05884880945086479, + "m": 1.0 + }, + { + "p": 0.10821936279535294, + "m": 0.9537467956542969 + }, + { + "p": 0.11481784284114838, + "m": 0.9258438944816589 + }, + { + "p": 0.08627944439649582, + "m": 0.9590696692466736 + }, + { + "p": 0.10124976933002472, + "m": 0.9900109171867371 + }, + { + "p": 0.09874545782804489, + "m": 0.9259950518608093 + }, + { + "p": 0.09687578678131104, + "m": 0.965019941329956 + }, + { + "p": 0.061845339834690094, + "m": 1.0 + }, + { + "p": 0.06090594083070755, + "m": 0.9614975452423096 + }, + { + "p": 0.07407766580581665, + "m": 0.9652500748634338 + }, + { + "p": 0.045113455504179, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1570286750793457, + "val_loss": 1.9853898286819458, + "acc": 28.12, + "time": 238.87220085808076, + "param": [ + { + "p": 0.027048509567975998, + "m": 1.0 + }, + { + "p": 0.029282886534929276, + "m": 1.0 + }, + { + "p": 0.03694486618041992, + "m": 1.0 + }, + { + "p": 0.12906132638454437, + "m": 0.9190946817398071 + }, + { + "p": 0.14209461212158203, + "m": 0.920189380645752 + }, + { + "p": 0.09270918369293213, + "m": 0.9376246929168701 + }, + { + "p": 0.11037661880254745, + "m": 0.9795342087745667 + }, + { + "p": 0.0869484394788742, + "m": 0.8738473653793335 + }, + { + "p": 0.10940737277269363, + "m": 0.9546685814857483 + }, + { + "p": 0.054864611476659775, + "m": 1.0 + }, + { + "p": 0.05506621673703194, + "m": 0.9513320326805115 + }, + { + "p": 0.0780792161822319, + "m": 0.9726369976997375 + }, + { + "p": 0.04811611771583557, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.038195848464966, + "val_loss": 1.920715570449829, + "acc": 31.33, + "time": 237.64608074491844, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016069797798991203, + "m": 1.0 + }, + { + "p": 0.17742976546287537, + "m": 0.927671492099762 + }, + { + "p": 0.17444266378879547, + "m": 0.9719017148017883 + }, + { + "p": 0.07925686985254288, + "m": 0.9328263401985168 + }, + { + "p": 0.13189104199409485, + "m": 1.0 + }, + { + "p": 0.07668094336986542, + "m": 0.8379510045051575 + }, + { + "p": 0.1351734697818756, + "m": 0.9121500253677368 + }, + { + "p": 0.03792314603924751, + "m": 1.0 + }, + { + "p": 0.03369094803929329, + "m": 0.9002522826194763 + }, + { + "p": 0.09411806613206863, + "m": 0.9471356272697449 + }, + { + "p": 0.0433233305811882, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.2557661533355713, + "val_loss": 1.8301222324371338, + "acc": 34.8, + "time": 233.12634598789737, + "param": [ + { + "p": 0.0016089933924376965, + "m": 1.0 + }, + { + "p": 0.0050424570217728615, + "m": 1.0 + }, + { + "p": 0.01488576177507639, + "m": 1.0 + }, + { + "p": 0.21046191453933716, + "m": 0.8786385655403137 + }, + { + "p": 0.17355507612228394, + "m": 0.9962775111198425 + }, + { + "p": 0.03425136208534241, + "m": 0.9712041020393372 + }, + { + "p": 0.14358030259609222, + "m": 1.0 + }, + { + "p": 0.09023360162973404, + "m": 0.8218370079994202 + }, + { + "p": 0.15377244353294373, + "m": 0.8924793601036072 + }, + { + "p": 0.026935478672385216, + "m": 0.9847276210784912 + }, + { + "p": 0.004712734371423721, + "m": 0.8632391691207886 + }, + { + "p": 0.11223334074020386, + "m": 0.9953777194023132 + }, + { + "p": 0.02872655540704727, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.9345824718475342, + "val_loss": 1.7223349809646606, + "acc": 37.53, + "time": 237.9999328169506, + "param": [ + { + "p": 0.0001779806916601956, + "m": 1.0 + }, + { + "p": 0.005407422780990601, + "m": 1.0 + }, + { + "p": 0.04592762887477875, + "m": 1.0 + }, + { + "p": 0.19070838391780853, + "m": 0.8507483005523682 + }, + { + "p": 0.15419749915599823, + "m": 0.9843742251396179 + }, + { + "p": 0.0, + "m": 0.9920322299003601 + }, + { + "p": 0.13512644171714783, + "m": 0.9922261834144592 + }, + { + "p": 0.10956589132547379, + "m": 0.8020678162574768 + }, + { + "p": 0.1381480097770691, + "m": 0.8677703738212585 + }, + { + "p": 0.03180574253201485, + "m": 0.9422734975814819 + }, + { + "p": 0.020030781626701355, + "m": 0.8525445461273193 + }, + { + "p": 0.12277129292488098, + "m": 0.9735382199287415 + }, + { + "p": 0.046132855117321014, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 2.2075843811035156, + "val_loss": 1.7563722133636475, + "acc": 39.83, + "time": 237.15569696505554, + "param": [ + { + "p": 0.019134795293211937, + "m": 1.0 + }, + { + "p": 0.004921071231365204, + "m": 1.0 + }, + { + "p": 0.07737791538238525, + "m": 1.0 + }, + { + "p": 0.15833596885204315, + "m": 0.813681960105896 + }, + { + "p": 0.12768352031707764, + "m": 0.9728264212608337 + }, + { + "p": 0.0, + "m": 0.997373640537262 + }, + { + "p": 0.11266433447599411, + "m": 0.962134599685669 + }, + { + "p": 0.10329705476760864, + "m": 0.7887390851974487 + }, + { + "p": 0.10865619033575058, + "m": 0.8479076623916626 + }, + { + "p": 0.05498632788658142, + "m": 0.9281405210494995 + }, + { + "p": 0.05831202119588852, + "m": 0.8663370013237 + }, + { + "p": 0.1034609004855156, + "m": 0.9832976460456848 + }, + { + "p": 0.07073744386434555, + "m": 1.0 + }, + { + "p": 0.0004324871697463095, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.7633984088897705, + "val_loss": 1.6325504779815674, + "acc": 40.27, + "time": 235.75085811014287, + "param": [ + { + "p": 0.04521983489394188, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08492239564657211, + "m": 1.0 + }, + { + "p": 0.14328888058662415, + "m": 0.7705111503601074 + }, + { + "p": 0.11046908795833588, + "m": 0.9701017737388611 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1053164154291153, + "m": 0.920067548751831 + }, + { + "p": 0.09294812381267548, + "m": 0.7480103969573975 + }, + { + "p": 0.0942501425743103, + "m": 0.827915370464325 + }, + { + "p": 0.06986275315284729, + "m": 0.928110659122467 + }, + { + "p": 0.08393390476703644, + "m": 0.8695842623710632 + }, + { + "p": 0.09426035732030869, + "m": 0.9724516272544861 + }, + { + "p": 0.07552804052829742, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.8451539278030396, + "val_loss": 1.6618075370788574, + "acc": 41.38, + "time": 238.77320405002683, + "param": [ + { + "p": 0.05982455238699913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07511996477842331, + "m": 1.0 + }, + { + "p": 0.15914711356163025, + "m": 0.7504073977470398 + }, + { + "p": 0.10891188681125641, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10981965810060501, + "m": 0.8820370435714722 + }, + { + "p": 0.06650872528553009, + "m": 0.7146963477134705 + }, + { + "p": 0.08997321128845215, + "m": 0.7882230281829834 + }, + { + "p": 0.06661221385002136, + "m": 0.9227433800697327 + }, + { + "p": 0.08786854147911072, + "m": 0.8191007971763611 + }, + { + "p": 0.10212112218141556, + "m": 0.9581983089447021 + }, + { + "p": 0.0740930512547493, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8532562255859375, + "val_loss": 1.4810155630111694, + "acc": 43.57, + "time": 238.40006515500136, + "param": [ + { + "p": 0.06435595452785492, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07520405948162079, + "m": 1.0 + }, + { + "p": 0.16839759051799774, + "m": 0.7662265300750732 + }, + { + "p": 0.0987623780965805, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.107025146484375, + "m": 0.8929003477096558 + }, + { + "p": 0.051185887306928635, + "m": 0.7180054783821106 + }, + { + "p": 0.0925339087843895, + "m": 0.7606913447380066 + }, + { + "p": 0.06946895271539688, + "m": 0.9143403172492981 + }, + { + "p": 0.08466736972332001, + "m": 0.7972766757011414 + }, + { + "p": 0.09624224156141281, + "m": 0.9434075951576233 + }, + { + "p": 0.09215647727251053, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.8464946746826172, + "val_loss": 1.5956071615219116, + "acc": 42.97, + "time": 236.9453616437968, + "param": [ + { + "p": 0.05260990560054779, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08465433865785599, + "m": 1.0 + }, + { + "p": 0.17284947633743286, + "m": 0.8001207113265991 + }, + { + "p": 0.07502396404743195, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9931842088699341 + }, + { + "p": 0.10393745452165604, + "m": 0.8948874473571777 + }, + { + "p": 0.03664470836520195, + "m": 0.6949851512908936 + }, + { + "p": 0.08759856224060059, + "m": 0.7356865406036377 + }, + { + "p": 0.08076465874910355, + "m": 0.8911812901496887 + }, + { + "p": 0.09476108103990555, + "m": 0.7760326862335205 + }, + { + "p": 0.09338757395744324, + "m": 0.9489918351173401 + }, + { + "p": 0.11776827275753021, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 2.2258944511413574, + "val_loss": 1.670128345489502, + "acc": 42.23, + "time": 236.40683786803856, + "param": [ + { + "p": 0.05530382692813873, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09251625090837479, + "m": 1.0 + }, + { + "p": 0.17041251063346863, + "m": 0.7714172005653381 + }, + { + "p": 0.04937548562884331, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0851462110877037, + "m": 0.8526449799537659 + }, + { + "p": 0.021385252475738525, + "m": 0.6456732749938965 + }, + { + "p": 0.09018251299858093, + "m": 0.7093561291694641 + }, + { + "p": 0.08556502312421799, + "m": 0.8891658782958984 + }, + { + "p": 0.10249336063861847, + "m": 0.754154622554779 + }, + { + "p": 0.09340384602546692, + "m": 0.9468745589256287 + }, + { + "p": 0.15208201110363007, + "m": 1.0 + }, + { + "p": 0.0021337855141609907, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.7304433584213257, + "val_loss": 1.4254798889160156, + "acc": 47.35, + "time": 230.34031622111797, + "param": [ + { + "p": 0.08175747096538544, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10414180904626846, + "m": 1.0 + }, + { + "p": 0.16510820388793945, + "m": 0.6949587464332581 + }, + { + "p": 0.042982764542102814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.057417962700128555, + "m": 0.8143406510353088 + }, + { + "p": 0.017318936064839363, + "m": 0.6192535758018494 + }, + { + "p": 0.10005386173725128, + "m": 0.7001929879188538 + }, + { + "p": 0.08289554715156555, + "m": 0.861136794090271 + }, + { + "p": 0.10234519094228745, + "m": 0.7308798432350159 + }, + { + "p": 0.09488790482282639, + "m": 0.9502270817756653 + }, + { + "p": 0.1510903239250183, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7510583400726318, + "val_loss": 1.4204249382019043, + "acc": 46.93, + "time": 238.1507962490432, + "param": [ + { + "p": 0.1029963493347168, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11789906769990921, + "m": 1.0 + }, + { + "p": 0.16739368438720703, + "m": 0.6666622757911682 + }, + { + "p": 0.02945084124803543, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05064820125699043, + "m": 0.7908177971839905 + }, + { + "p": 0.010212483815848827, + "m": 0.6106234192848206 + }, + { + "p": 0.10987205058336258, + "m": 0.6839626431465149 + }, + { + "p": 0.07515837997198105, + "m": 0.8410300016403198 + }, + { + "p": 0.10092511773109436, + "m": 0.7142590880393982 + }, + { + "p": 0.09703878313302994, + "m": 0.9462606310844421 + }, + { + "p": 0.13840505480766296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.7022525072097778, + "val_loss": 1.5132163763046265, + "acc": 48.78, + "time": 237.34198189992458, + "param": [ + { + "p": 0.12098995596170425, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12403348088264465, + "m": 1.0 + }, + { + "p": 0.17790329456329346, + "m": 0.6705899238586426 + }, + { + "p": 0.012448528781533241, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03386835381388664, + "m": 0.8001009225845337 + }, + { + "p": 0.0036862054839730263, + "m": 0.6283284425735474 + }, + { + "p": 0.10522544384002686, + "m": 0.6701145172119141 + }, + { + "p": 0.07204575091600418, + "m": 0.8173156380653381 + }, + { + "p": 0.10094353556632996, + "m": 0.7060117125511169 + }, + { + "p": 0.10112656652927399, + "m": 0.9380956292152405 + }, + { + "p": 0.14772886037826538, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.7599101066589355, + "val_loss": 1.506289005279541, + "acc": 47.72, + "time": 238.4956265001092, + "param": [ + { + "p": 0.13821941614151, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10282016545534134, + "m": 1.0 + }, + { + "p": 0.17705079913139343, + "m": 0.669935941696167 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018908660858869553, + "m": 0.8150475025177002 + }, + { + "p": 0.0028352586086839437, + "m": 0.6533685326576233 + }, + { + "p": 0.0958048403263092, + "m": 0.6619467735290527 + }, + { + "p": 0.08772589266300201, + "m": 0.8110652565956116 + }, + { + "p": 0.10592658817768097, + "m": 0.7115280628204346 + }, + { + "p": 0.1253838688135147, + "m": 0.9589688181877136 + }, + { + "p": 0.1453244686126709, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.6095385551452637, + "val_loss": 1.416408896446228, + "acc": 50.93, + "time": 237.20610675704665, + "param": [ + { + "p": 0.15621164441108704, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08690918236970901, + "m": 1.0 + }, + { + "p": 0.17353487014770508, + "m": 0.6362484693527222 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8163872361183167 + }, + { + "p": 0.00180402013938874, + "m": 0.6475483775138855 + }, + { + "p": 0.08874214440584183, + "m": 0.6451768279075623 + }, + { + "p": 0.08546426147222519, + "m": 0.8103587031364441 + }, + { + "p": 0.10919397324323654, + "m": 0.7070974111557007 + }, + { + "p": 0.15175528824329376, + "m": 0.99285888671875 + }, + { + "p": 0.14638464152812958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.6284939050674438, + "val_loss": 1.3536121845245361, + "acc": 51.22, + "time": 225.55127873108722, + "param": [ + { + "p": 0.1592518538236618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08302893489599228, + "m": 1.0 + }, + { + "p": 0.15648217499256134, + "m": 0.6057340502738953 + }, + { + "p": 0.0, + "m": 0.981491208076477 + }, + { + "p": 0.0, + "m": 0.9837190508842468 + }, + { + "p": 0.0, + "m": 0.8224917054176331 + }, + { + "p": 0.006099020130932331, + "m": 0.666416585445404 + }, + { + "p": 0.08601102232933044, + "m": 0.643464207649231 + }, + { + "p": 0.09265291690826416, + "m": 0.7923328876495361 + }, + { + "p": 0.11297598481178284, + "m": 0.7154479622840881 + }, + { + "p": 0.14938336610794067, + "m": 1.0 + }, + { + "p": 0.15411481261253357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.960227608680725, + "val_loss": 1.408614158630371, + "acc": 50.14, + "time": 236.70585142588243, + "param": [ + { + "p": 0.1544056385755539, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08837312459945679, + "m": 1.0 + }, + { + "p": 0.1313384771347046, + "m": 0.5964444875717163 + }, + { + "p": 0.0, + "m": 0.9977412819862366 + }, + { + "p": 0.0032348460517823696, + "m": 0.9723163843154907 + }, + { + "p": 0.0008526694728061557, + "m": 0.8209437727928162 + }, + { + "p": 0.007448563817888498, + "m": 0.6809380054473877 + }, + { + "p": 0.08197580277919769, + "m": 0.6334177255630493 + }, + { + "p": 0.09677755832672119, + "m": 0.7619416117668152 + }, + { + "p": 0.11592032015323639, + "m": 0.7125080227851868 + }, + { + "p": 0.1522778570652008, + "m": 1.0 + }, + { + "p": 0.16739512979984283, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.483110785484314, + "val_loss": 1.3432446718215942, + "acc": 51.86, + "time": 240.23073754413053, + "param": [ + { + "p": 0.15590372681617737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08367827534675598, + "m": 1.0 + }, + { + "p": 0.11292145401239395, + "m": 0.6012040972709656 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9494107961654663 + }, + { + "p": 0.0, + "m": 0.7968624830245972 + }, + { + "p": 0.0, + "m": 0.6935911178588867 + }, + { + "p": 0.07898534834384918, + "m": 0.6158684492111206 + }, + { + "p": 0.09081517159938812, + "m": 0.7437735795974731 + }, + { + "p": 0.13338477909564972, + "m": 0.704176127910614 + }, + { + "p": 0.15887534618377686, + "m": 1.0 + }, + { + "p": 0.18543589115142822, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.583626627922058, + "val_loss": 1.3616433143615723, + "acc": 52.84, + "time": 237.8311178588774, + "param": [ + { + "p": 0.14736704528331757, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08034460246562958, + "m": 1.0 + }, + { + "p": 0.10678864270448685, + "m": 0.5835630893707275 + }, + { + "p": 0.0, + "m": 0.9957495927810669 + }, + { + "p": 0.0013180958339944482, + "m": 0.9430524706840515 + }, + { + "p": 0.003308856626972556, + "m": 0.7450129985809326 + }, + { + "p": 0.00135988334659487, + "m": 0.7030249238014221 + }, + { + "p": 0.08740978688001633, + "m": 0.604677140712738 + }, + { + "p": 0.08629010617733002, + "m": 0.7519324421882629 + }, + { + "p": 0.14278273284435272, + "m": 0.6888157725334167 + }, + { + "p": 0.16366375982761383, + "m": 0.9999337792396545 + }, + { + "p": 0.17936652898788452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.6537914276123047, + "val_loss": 1.3614522218704224, + "acc": 54.1, + "time": 236.99450216302648, + "param": [ + { + "p": 0.1293228715658188, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08937331289052963, + "m": 1.0 + }, + { + "p": 0.09068027138710022, + "m": 0.5669054388999939 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00634631235152483, + "m": 0.9464166164398193 + }, + { + "p": 0.0, + "m": 0.7072794437408447 + }, + { + "p": 0.0012967662187293172, + "m": 0.7138414978981018 + }, + { + "p": 0.0985768660902977, + "m": 0.6012397408485413 + }, + { + "p": 0.08465679734945297, + "m": 0.7739040851593018 + }, + { + "p": 0.1517297625541687, + "m": 0.6855133771896362 + }, + { + "p": 0.17723757028579712, + "m": 1.0 + }, + { + "p": 0.17077946662902832, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.578479290008545, + "val_loss": 1.3640244007110596, + "acc": 54.95, + "time": 235.41394509701058, + "param": [ + { + "p": 0.11916223168373108, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1069842129945755, + "m": 1.0 + }, + { + "p": 0.07354442030191422, + "m": 0.5467507243156433 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9253449440002441 + }, + { + "p": 0.0, + "m": 0.6883081793785095 + }, + { + "p": 0.005214067175984383, + "m": 0.6975792646408081 + }, + { + "p": 0.11094792932271957, + "m": 0.5990744233131409 + }, + { + "p": 0.08471956849098206, + "m": 0.7906307578086853 + }, + { + "p": 0.1500636488199234, + "m": 0.6645286083221436 + }, + { + "p": 0.18979743123054504, + "m": 1.0 + }, + { + "p": 0.1595664918422699, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.3747668266296387, + "val_loss": 1.2465516328811646, + "acc": 55.43, + "time": 230.85722053493373, + "param": [ + { + "p": 0.12346243858337402, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11282762140035629, + "m": 1.0 + }, + { + "p": 0.05429032817482948, + "m": 0.5378801226615906 + }, + { + "p": 0.0, + "m": 0.9995055794715881 + }, + { + "p": 0.0, + "m": 0.9434940814971924 + }, + { + "p": 0.0, + "m": 0.6650487184524536 + }, + { + "p": 0.011370199732482433, + "m": 0.6655905842781067 + }, + { + "p": 0.12963545322418213, + "m": 0.604459822177887 + }, + { + "p": 0.08242715150117874, + "m": 0.8207671046257019 + }, + { + "p": 0.1432417631149292, + "m": 0.6388444304466248 + }, + { + "p": 0.19504548609256744, + "m": 0.9990251660346985 + }, + { + "p": 0.14769962430000305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.6150121688842773, + "val_loss": 1.2499234676361084, + "acc": 56.4, + "time": 237.0945673591923, + "param": [ + { + "p": 0.12401095032691956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11053109169006348, + "m": 1.0 + }, + { + "p": 0.05081229656934738, + "m": 0.5503526329994202 + }, + { + "p": 0.0017250757664442062, + "m": 0.9818971753120422 + }, + { + "p": 0.00966839212924242, + "m": 0.9517055749893188 + }, + { + "p": 0.012646163813769817, + "m": 0.6507288217544556 + }, + { + "p": 0.01775600202381611, + "m": 0.6542890071868896 + }, + { + "p": 0.13798734545707703, + "m": 0.6095262765884399 + }, + { + "p": 0.07876450568437576, + "m": 0.8363414406776428 + }, + { + "p": 0.13224954903125763, + "m": 0.6237695217132568 + }, + { + "p": 0.18156610429286957, + "m": 1.0 + }, + { + "p": 0.14228254556655884, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.4701210260391235, + "val_loss": 1.3952977657318115, + "acc": 54.94, + "time": 238.60800050292164, + "param": [ + { + "p": 0.1319420039653778, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11330591887235641, + "m": 1.0 + }, + { + "p": 0.051564134657382965, + "m": 0.5466498136520386 + }, + { + "p": 0.0, + "m": 0.984538197517395 + }, + { + "p": 0.0, + "m": 0.9367520809173584 + }, + { + "p": 0.021840320900082588, + "m": 0.592007040977478 + }, + { + "p": 0.008155775256454945, + "m": 0.6610292792320251 + }, + { + "p": 0.14444014430046082, + "m": 0.5944876670837402 + }, + { + "p": 0.08139745891094208, + "m": 0.8539898991584778 + }, + { + "p": 0.12675264477729797, + "m": 0.5914908051490784 + }, + { + "p": 0.18498855829238892, + "m": 1.0 + }, + { + "p": 0.13561305403709412, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.18894362449646, + "val_loss": 1.2584973573684692, + "acc": 56.38, + "time": 235.73017110000364, + "param": [ + { + "p": 0.1323019564151764, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11790090054273605, + "m": 1.0 + }, + { + "p": 0.05918179079890251, + "m": 0.5466649532318115 + }, + { + "p": 0.0, + "m": 0.99416184425354 + }, + { + "p": 0.010042342357337475, + "m": 0.9321801066398621 + }, + { + "p": 0.03319428488612175, + "m": 0.5557186007499695 + }, + { + "p": 0.022839665412902832, + "m": 0.6506231427192688 + }, + { + "p": 0.12432806193828583, + "m": 0.5774950981140137 + }, + { + "p": 0.0786716416478157, + "m": 0.8407930135726929 + }, + { + "p": 0.12143068015575409, + "m": 0.6035712957382202 + }, + { + "p": 0.1782941073179245, + "m": 1.0 + }, + { + "p": 0.12181463092565536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.4294953346252441, + "val_loss": 1.1151131391525269, + "acc": 57.41, + "time": 234.66947884089313, + "param": [ + { + "p": 0.1325778216123581, + "m": 1.0 + }, + { + "p": 0.0007386915967799723, + "m": 1.0 + }, + { + "p": 0.14259366691112518, + "m": 1.0 + }, + { + "p": 0.050030048936605453, + "m": 0.5386823415756226 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00939295906573534, + "m": 0.9169639348983765 + }, + { + "p": 0.036642007529735565, + "m": 0.5483241677284241 + }, + { + "p": 0.03030179627239704, + "m": 0.6660983562469482 + }, + { + "p": 0.11789089441299438, + "m": 0.566529393196106 + }, + { + "p": 0.06649717688560486, + "m": 0.8405069708824158 + }, + { + "p": 0.1311992108821869, + "m": 0.6145551800727844 + }, + { + "p": 0.16416113078594208, + "m": 1.0 + }, + { + "p": 0.1179746612906456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.4970595836639404, + "val_loss": 1.1597974300384521, + "acc": 58.49, + "time": 233.9551889949944, + "param": [ + { + "p": 0.1284259855747223, + "m": 1.0 + }, + { + "p": 0.00013912233407609165, + "m": 1.0 + }, + { + "p": 0.146830752491951, + "m": 1.0 + }, + { + "p": 0.04987301677465439, + "m": 0.5074403882026672 + }, + { + "p": 0.001485526910983026, + "m": 1.0 + }, + { + "p": 0.017815664410591125, + "m": 0.8915403485298157 + }, + { + "p": 0.04583336412906647, + "m": 0.507339358329773 + }, + { + "p": 0.053316354751586914, + "m": 0.7018836736679077 + }, + { + "p": 0.11222808063030243, + "m": 0.5837976336479187 + }, + { + "p": 0.059109967201948166, + "m": 0.831337034702301 + }, + { + "p": 0.12140622735023499, + "m": 0.6235207915306091 + }, + { + "p": 0.15232647955417633, + "m": 1.0 + }, + { + "p": 0.11120946705341339, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.6884100437164307, + "val_loss": 1.2112274169921875, + "acc": 58.12, + "time": 236.09965254599229, + "param": [ + { + "p": 0.11692095547914505, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14549188315868378, + "m": 1.0 + }, + { + "p": 0.05554991587996483, + "m": 0.4927713871002197 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023075541481375694, + "m": 0.8923395276069641 + }, + { + "p": 0.054033342748880386, + "m": 0.5011640787124634 + }, + { + "p": 0.06498696655035019, + "m": 0.7475420832633972 + }, + { + "p": 0.10815846920013428, + "m": 0.6130168437957764 + }, + { + "p": 0.06704938411712646, + "m": 0.8223703503608704 + }, + { + "p": 0.11485911160707474, + "m": 0.6411034464836121 + }, + { + "p": 0.1419791877269745, + "m": 1.0 + }, + { + "p": 0.10517570376396179, + "m": 1.0 + }, + { + "p": 0.0027195466682314873, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.4574624300003052, + "val_loss": 1.146420955657959, + "acc": 58.39, + "time": 239.4523094398901, + "param": [ + { + "p": 0.11400070041418076, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15443044900894165, + "m": 1.0 + }, + { + "p": 0.05207573622465134, + "m": 0.48684051632881165 + }, + { + "p": 0.0008877905202098191, + "m": 1.0 + }, + { + "p": 0.012025109492242336, + "m": 0.907612681388855 + }, + { + "p": 0.055335160344839096, + "m": 0.4963790774345398 + }, + { + "p": 0.060274310410022736, + "m": 0.7477962374687195 + }, + { + "p": 0.11254611611366272, + "m": 0.6134153008460999 + }, + { + "p": 0.08006519824266434, + "m": 0.8153557181358337 + }, + { + "p": 0.12481480091810226, + "m": 0.6490959525108337 + }, + { + "p": 0.14243926107883453, + "m": 1.0 + }, + { + "p": 0.09110534191131592, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.6215755939483643, + "val_loss": 1.170371651649475, + "acc": 59.11, + "time": 234.70972802792676, + "param": [ + { + "p": 0.10762228071689606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15539243817329407, + "m": 1.0 + }, + { + "p": 0.06173179671168327, + "m": 0.5065730214118958 + }, + { + "p": 0.0004562319372780621, + "m": 0.994745135307312 + }, + { + "p": 0.01010161079466343, + "m": 0.904395341873169 + }, + { + "p": 0.054154712706804276, + "m": 0.5221362709999084 + }, + { + "p": 0.047215089201927185, + "m": 0.7351213097572327 + }, + { + "p": 0.10095403343439102, + "m": 0.6067034602165222 + }, + { + "p": 0.09820646792650223, + "m": 0.8076465725898743 + }, + { + "p": 0.12999889254570007, + "m": 0.6599141359329224 + }, + { + "p": 0.13610510528087616, + "m": 1.0 + }, + { + "p": 0.09806131571531296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.512316346168518, + "val_loss": 1.0500330924987793, + "acc": 59.39, + "time": 238.32686021411791, + "param": [ + { + "p": 0.11255158483982086, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14060871303081512, + "m": 1.0 + }, + { + "p": 0.06353510171175003, + "m": 0.5147973895072937 + }, + { + "p": 0.007688354235142469, + "m": 0.9743868112564087 + }, + { + "p": 0.0048918952234089375, + "m": 0.9307209849357605 + }, + { + "p": 0.05477336794137955, + "m": 0.5271334052085876 + }, + { + "p": 0.046072255820035934, + "m": 0.6862334609031677 + }, + { + "p": 0.09924091398715973, + "m": 0.6107288599014282 + }, + { + "p": 0.10835647583007812, + "m": 0.7943312525749207 + }, + { + "p": 0.1295490860939026, + "m": 0.6668765544891357 + }, + { + "p": 0.12549236416816711, + "m": 1.0 + }, + { + "p": 0.10484708845615387, + "m": 1.0 + }, + { + "p": 0.002392834285274148, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.3598988056182861, + "val_loss": 1.187254548072815, + "acc": 59.88, + "time": 236.67797606019303, + "param": [ + { + "p": 0.11128810793161392, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1389533132314682, + "m": 1.0 + }, + { + "p": 0.06078784912824631, + "m": 0.514249324798584 + }, + { + "p": 0.01979013904929161, + "m": 0.9506919384002686 + }, + { + "p": 0.0, + "m": 0.954257071018219 + }, + { + "p": 0.058335080742836, + "m": 0.5348156690597534 + }, + { + "p": 0.046740081161260605, + "m": 0.6436381340026855 + }, + { + "p": 0.09680306166410446, + "m": 0.6030992269515991 + }, + { + "p": 0.10103797167539597, + "m": 0.8186033964157104 + }, + { + "p": 0.13994593918323517, + "m": 0.68024742603302 + }, + { + "p": 0.11844184249639511, + "m": 1.0 + }, + { + "p": 0.10787665098905563, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.2992892265319824, + "val_loss": 1.0594065189361572, + "acc": 60.21, + "time": 238.6845667839516, + "param": [ + { + "p": 0.11234812438488007, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1386609524488449, + "m": 1.0 + }, + { + "p": 0.0496075414121151, + "m": 0.5058144330978394 + }, + { + "p": 0.02162989415228367, + "m": 0.9407466053962708 + }, + { + "p": 0.0, + "m": 0.9780539870262146 + }, + { + "p": 0.050885070115327835, + "m": 0.5262858867645264 + }, + { + "p": 0.052519433200359344, + "m": 0.6023176908493042 + }, + { + "p": 0.09585683792829514, + "m": 0.5890978574752808 + }, + { + "p": 0.10316430032253265, + "m": 0.8344635963439941 + }, + { + "p": 0.15187595784664154, + "m": 0.6828098893165588 + }, + { + "p": 0.10336706042289734, + "m": 0.9952242970466614 + }, + { + "p": 0.12008485943078995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.3178248405456543, + "val_loss": 1.0871151685714722, + "acc": 61.26, + "time": 236.49243921996094, + "param": [ + { + "p": 0.12206601351499557, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1500846892595291, + "m": 1.0 + }, + { + "p": 0.031239327043294907, + "m": 0.5014805197715759 + }, + { + "p": 0.004042481072247028, + "m": 0.9388801455497742 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03533811867237091, + "m": 0.4977089464664459 + }, + { + "p": 0.0566326268017292, + "m": 0.573194682598114 + }, + { + "p": 0.10433642566204071, + "m": 0.5654061436653137 + }, + { + "p": 0.11318600922822952, + "m": 0.8412044048309326 + }, + { + "p": 0.16237354278564453, + "m": 0.6628222465515137 + }, + { + "p": 0.09693248569965363, + "m": 1.0 + }, + { + "p": 0.12376825511455536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.3158951997756958, + "val_loss": 1.1074718236923218, + "acc": 59.73, + "time": 237.62446807906963, + "param": [ + { + "p": 0.12763366103172302, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15598829090595245, + "m": 1.0 + }, + { + "p": 0.009955399669706821, + "m": 0.505026638507843 + }, + { + "p": 0.0, + "m": 0.9493407607078552 + }, + { + "p": 0.002419818891212344, + "m": 1.0 + }, + { + "p": 0.014160418882966042, + "m": 0.4690125584602356 + }, + { + "p": 0.04676346108317375, + "m": 0.5603978633880615 + }, + { + "p": 0.11019522696733475, + "m": 0.5462793707847595 + }, + { + "p": 0.12974055111408234, + "m": 0.8444023728370667 + }, + { + "p": 0.17138871550559998, + "m": 0.6354801654815674 + }, + { + "p": 0.09146332740783691, + "m": 1.0 + }, + { + "p": 0.14029116928577423, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.4023314714431763, + "val_loss": 1.1806097030639648, + "acc": 62.48, + "time": 238.30419620405883, + "param": [ + { + "p": 0.14265508949756622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16192187368869781, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5096510648727417 + }, + { + "p": 0.0, + "m": 0.9534076452255249 + }, + { + "p": 0.0012451069196686149, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4765282869338989 + }, + { + "p": 0.040636096149683, + "m": 0.575367271900177 + }, + { + "p": 0.1090913861989975, + "m": 0.5389693975448608 + }, + { + "p": 0.13030478358268738, + "m": 0.8489927053451538 + }, + { + "p": 0.16320157051086426, + "m": 0.6073704361915588 + }, + { + "p": 0.09038812667131424, + "m": 1.0 + }, + { + "p": 0.16055597364902496, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.3839199542999268, + "val_loss": 1.0602328777313232, + "acc": 61.89, + "time": 237.76350910309702, + "param": [ + { + "p": 0.1466517448425293, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16232512891292572, + "m": 1.0 + }, + { + "p": 0.00449536694213748, + "m": 0.5029820799827576 + }, + { + "p": 0.00081451958976686, + "m": 0.9510393738746643 + }, + { + "p": 0.006229367107152939, + "m": 1.0 + }, + { + "p": 0.005080146715044975, + "m": 0.5062450170516968 + }, + { + "p": 0.04063206911087036, + "m": 0.5942730903625488 + }, + { + "p": 0.10840006917715073, + "m": 0.5481463670730591 + }, + { + "p": 0.12670786678791046, + "m": 0.8502295613288879 + }, + { + "p": 0.15533486008644104, + "m": 0.5989030003547668 + }, + { + "p": 0.08812868595123291, + "m": 1.0 + }, + { + "p": 0.1547003537416458, + "m": 1.0 + }, + { + "p": 0.0004999150987714529, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.3030635118484497, + "val_loss": 1.0571123361587524, + "acc": 62.03, + "time": 237.77997505106032, + "param": [ + { + "p": 0.16036175191402435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15721841156482697, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4821821451187134 + }, + { + "p": 1.6657695596222766e-06, + "m": 0.9335926175117493 + }, + { + "p": 0.0006199036142788827, + "m": 1.0 + }, + { + "p": 0.006215942557901144, + "m": 0.48070916533470154 + }, + { + "p": 0.026228580623865128, + "m": 0.5868847370147705 + }, + { + "p": 0.1163371354341507, + "m": 0.5512629151344299 + }, + { + "p": 0.11765603721141815, + "m": 0.8724978566169739 + }, + { + "p": 0.16298992931842804, + "m": 0.5708409547805786 + }, + { + "p": 0.09799156337976456, + "m": 1.0 + }, + { + "p": 0.15437911450862885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.5143392086029053, + "val_loss": 1.0620893239974976, + "acc": 59.46, + "time": 238.53426986606792, + "param": [ + { + "p": 0.1739884912967682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13793456554412842, + "m": 1.0 + }, + { + "p": 0.0027922613080590963, + "m": 0.47085997462272644 + }, + { + "p": 0.0, + "m": 0.911620020866394 + }, + { + "p": 0.001622235868126154, + "m": 1.0 + }, + { + "p": 0.0034116858150810003, + "m": 0.4590355455875397 + }, + { + "p": 0.008669928647577763, + "m": 0.5710126161575317 + }, + { + "p": 0.1295488029718399, + "m": 0.563133955001831 + }, + { + "p": 0.11626545339822769, + "m": 0.8902692198753357 + }, + { + "p": 0.1639227718114853, + "m": 0.5434551239013672 + }, + { + "p": 0.10138289630413055, + "m": 1.0 + }, + { + "p": 0.1574801355600357, + "m": 1.0 + }, + { + "p": 0.0029808753170073032, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.2893825769424438, + "val_loss": 1.031457781791687, + "acc": 61.32, + "time": 239.39001944079064, + "param": [ + { + "p": 0.16139695048332214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10697419941425323, + "m": 1.0 + }, + { + "p": 0.020566822960972786, + "m": 0.4344877302646637 + }, + { + "p": 0.00024623959325253963, + "m": 0.8898816108703613 + }, + { + "p": 0.018256619572639465, + "m": 1.0 + }, + { + "p": 0.029462626203894615, + "m": 0.44303053617477417 + }, + { + "p": 0.027211416512727737, + "m": 0.5913773775100708 + }, + { + "p": 0.12375207990407944, + "m": 0.5871313214302063 + }, + { + "p": 0.10427919775247574, + "m": 0.8961463570594788 + }, + { + "p": 0.15105944871902466, + "m": 0.5444201827049255 + }, + { + "p": 0.09626305848360062, + "m": 1.0 + }, + { + "p": 0.14508967101573944, + "m": 1.0 + }, + { + "p": 0.015441718511283398, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.2253267765045166, + "val_loss": 1.0525034666061401, + "acc": 63.42, + "time": 236.96325440099463, + "param": [ + { + "p": 0.17509987950325012, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09224013984203339, + "m": 1.0 + }, + { + "p": 0.011568428948521614, + "m": 0.3807331621646881 + }, + { + "p": 0.0, + "m": 0.8739793300628662 + }, + { + "p": 0.008032775484025478, + "m": 0.9982220530509949 + }, + { + "p": 0.04227414354681969, + "m": 0.467610627412796 + }, + { + "p": 0.0246175117790699, + "m": 0.6142674684524536 + }, + { + "p": 0.12685032188892365, + "m": 0.5994723439216614 + }, + { + "p": 0.10864957422018051, + "m": 0.892150342464447 + }, + { + "p": 0.148977592587471, + "m": 0.5146748423576355 + }, + { + "p": 0.09053947776556015, + "m": 1.0 + }, + { + "p": 0.16238030791282654, + "m": 1.0 + }, + { + "p": 0.008769862353801727, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.2699123620986938, + "val_loss": 1.0843101739883423, + "acc": 62.97, + "time": 237.39767042500898, + "param": [ + { + "p": 0.181251659989357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0707177221775055, + "m": 1.0 + }, + { + "p": 0.013433567248284817, + "m": 0.3470982015132904 + }, + { + "p": 0.0, + "m": 0.8817437887191772 + }, + { + "p": 0.0032256385311484337, + "m": 1.0 + }, + { + "p": 0.05661381408572197, + "m": 0.4850142002105713 + }, + { + "p": 0.026733115315437317, + "m": 0.6392264366149902 + }, + { + "p": 0.132462278008461, + "m": 0.6167685389518738 + }, + { + "p": 0.11437363177537918, + "m": 0.8912652134895325 + }, + { + "p": 0.15757589042186737, + "m": 0.5158053040504456 + }, + { + "p": 0.08429238945245743, + "m": 1.0 + }, + { + "p": 0.15932029485702515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.294911503791809, + "val_loss": 1.0072910785675049, + "acc": 62.97, + "time": 233.72622620593756, + "param": [ + { + "p": 0.1861354261636734, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.062212374061346054, + "m": 1.0 + }, + { + "p": 0.014859353192150593, + "m": 0.3178415596485138 + }, + { + "p": 0.0, + "m": 0.8560968637466431 + }, + { + "p": 0.002182251075282693, + "m": 0.9931502938270569 + }, + { + "p": 0.06290272623300552, + "m": 0.48345834016799927 + }, + { + "p": 0.024063659831881523, + "m": 0.6404687166213989 + }, + { + "p": 0.1278117597103119, + "m": 0.6148409843444824 + }, + { + "p": 0.11251433938741684, + "m": 0.885847806930542 + }, + { + "p": 0.16828909516334534, + "m": 0.5097401738166809 + }, + { + "p": 0.08091490715742111, + "m": 1.0 + }, + { + "p": 0.15811409056186676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.2359293699264526, + "val_loss": 0.9693186283111572, + "acc": 63.98, + "time": 238.57272075209767, + "param": [ + { + "p": 0.17845667898654938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06968120485544205, + "m": 1.0 + }, + { + "p": 0.032858315855264664, + "m": 0.302641898393631 + }, + { + "p": 0.0, + "m": 0.879632294178009 + }, + { + "p": 0.011894195340573788, + "m": 1.0 + }, + { + "p": 0.06122845411300659, + "m": 0.491451621055603 + }, + { + "p": 0.021920692175626755, + "m": 0.6219876408576965 + }, + { + "p": 0.11036519706249237, + "m": 0.609015941619873 + }, + { + "p": 0.11530403047800064, + "m": 0.9049476981163025 + }, + { + "p": 0.15417994558811188, + "m": 0.49953174591064453 + }, + { + "p": 0.08045128732919693, + "m": 1.0 + }, + { + "p": 0.15214242041110992, + "m": 1.0 + }, + { + "p": 0.011517593637108803, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.3736053705215454, + "val_loss": 1.0283687114715576, + "acc": 64.11, + "time": 230.19421461201273, + "param": [ + { + "p": 0.17644935846328735, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06836015731096268, + "m": 1.0 + }, + { + "p": 0.0460955947637558, + "m": 0.30766287446022034 + }, + { + "p": 0.0, + "m": 0.8859578967094421 + }, + { + "p": 0.020928403362631798, + "m": 1.0 + }, + { + "p": 0.05401870980858803, + "m": 0.48084020614624023 + }, + { + "p": 0.026120197027921677, + "m": 0.6315855979919434 + }, + { + "p": 0.09706936776638031, + "m": 0.5947306156158447 + }, + { + "p": 0.11858092248439789, + "m": 0.9119799137115479 + }, + { + "p": 0.14144770801067352, + "m": 0.487212598323822 + }, + { + "p": 0.08278897404670715, + "m": 1.0 + }, + { + "p": 0.1544872373342514, + "m": 1.0 + }, + { + "p": 0.01365329697728157, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.1686763763427734, + "val_loss": 1.036092758178711, + "acc": 63.26, + "time": 239.07129487092607, + "param": [ + { + "p": 0.17051397264003754, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07708035409450531, + "m": 1.0 + }, + { + "p": 0.05645842105150223, + "m": 0.32001107931137085 + }, + { + "p": 0.003335913410410285, + "m": 0.8905231952667236 + }, + { + "p": 0.018481116741895676, + "m": 0.9867322444915771 + }, + { + "p": 0.04561564698815346, + "m": 0.4609765410423279 + }, + { + "p": 0.047972895205020905, + "m": 0.6515143513679504 + }, + { + "p": 0.08935932070016861, + "m": 0.592037558555603 + }, + { + "p": 0.12001480907201767, + "m": 0.9174761176109314 + }, + { + "p": 0.1282694786787033, + "m": 0.4917066693305969 + }, + { + "p": 0.0771741047501564, + "m": 1.0 + }, + { + "p": 0.15079978108406067, + "m": 1.0 + }, + { + "p": 0.014924178831279278, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.3067138195037842, + "val_loss": 1.0464533567428589, + "acc": 64.36, + "time": 237.78041785606183, + "param": [ + { + "p": 0.170670747756958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07374431192874908, + "m": 1.0 + }, + { + "p": 0.06739331781864166, + "m": 0.2948981821537018 + }, + { + "p": 0.0, + "m": 0.8994470238685608 + }, + { + "p": 0.024005966261029243, + "m": 0.9967359900474548 + }, + { + "p": 0.033185720443725586, + "m": 0.45638903975486755 + }, + { + "p": 0.05428173020482063, + "m": 0.6209008693695068 + }, + { + "p": 0.09608272463083267, + "m": 0.589023768901825 + }, + { + "p": 0.1215987429022789, + "m": 0.915972888469696 + }, + { + "p": 0.12449827790260315, + "m": 0.49335458874702454 + }, + { + "p": 0.0726771280169487, + "m": 1.0 + }, + { + "p": 0.1597243994474411, + "m": 1.0 + }, + { + "p": 0.002136919181793928, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.436320424079895, + "val_loss": 1.0624572038650513, + "acc": 63.71, + "time": 238.2001558560878, + "param": [ + { + "p": 0.16213861107826233, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07592100650072098, + "m": 1.0 + }, + { + "p": 0.06528168171644211, + "m": 0.2809459865093231 + }, + { + "p": 0.0, + "m": 0.898886501789093 + }, + { + "p": 0.03138526901602745, + "m": 0.9803972840309143 + }, + { + "p": 0.031598154455423355, + "m": 0.4734666645526886 + }, + { + "p": 0.046566855162382126, + "m": 0.576698899269104 + }, + { + "p": 0.10505329817533493, + "m": 0.5855156183242798 + }, + { + "p": 0.11659367382526398, + "m": 0.8982078433036804 + }, + { + "p": 0.12690165638923645, + "m": 0.48014214634895325 + }, + { + "p": 0.06786751747131348, + "m": 1.0 + }, + { + "p": 0.16851872205734253, + "m": 1.0 + }, + { + "p": 0.0021735243499279022, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.256502389907837, + "val_loss": 1.1082426309585571, + "acc": 64.24, + "time": 239.40314901294187, + "param": [ + { + "p": 0.17233090102672577, + "m": 1.0 + }, + { + "p": 0.0011278428137302399, + "m": 1.0 + }, + { + "p": 0.08086135983467102, + "m": 1.0 + }, + { + "p": 0.05121177062392235, + "m": 0.26288700103759766 + }, + { + "p": 0.0012009639758616686, + "m": 0.9015251994132996 + }, + { + "p": 0.02566422149538994, + "m": 0.9610065221786499 + }, + { + "p": 0.02130998484790325, + "m": 0.48536935448646545 + }, + { + "p": 0.034210361540317535, + "m": 0.5266985297203064 + }, + { + "p": 0.11443283408880234, + "m": 0.5683054327964783 + }, + { + "p": 0.11735557019710541, + "m": 0.8971333503723145 + }, + { + "p": 0.13204458355903625, + "m": 0.4463866949081421 + }, + { + "p": 0.06595946103334427, + "m": 1.0 + }, + { + "p": 0.18136289715766907, + "m": 1.0 + }, + { + "p": 0.0009271902963519096, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.2710626125335693, + "val_loss": 1.0517348051071167, + "acc": 64.9, + "time": 233.71801675995812, + "param": [ + { + "p": 0.18068283796310425, + "m": 1.0 + }, + { + "p": 0.0026490266900509596, + "m": 1.0 + }, + { + "p": 0.0765199214220047, + "m": 1.0 + }, + { + "p": 0.03934091702103615, + "m": 0.22870805859565735 + }, + { + "p": 0.0012852257350459695, + "m": 0.8930572271347046 + }, + { + "p": 0.04161183908581734, + "m": 0.9637453556060791 + }, + { + "p": 0.02070712484419346, + "m": 0.4853402078151703 + }, + { + "p": 0.027833014726638794, + "m": 0.5007010102272034 + }, + { + "p": 0.12457562983036041, + "m": 0.5547500848770142 + }, + { + "p": 0.10736561566591263, + "m": 0.9075825214385986 + }, + { + "p": 0.12836621701717377, + "m": 0.4132150709629059 + }, + { + "p": 0.07269098609685898, + "m": 1.0 + }, + { + "p": 0.17556160688400269, + "m": 1.0 + }, + { + "p": 0.0008100015693344176, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.3685842752456665, + "val_loss": 1.127301573753357, + "acc": 63.91, + "time": 231.2939053659793, + "param": [ + { + "p": 0.21993809938430786, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.061006151139736176, + "m": 1.0 + }, + { + "p": 0.014187571592628956, + "m": 0.21964409947395325 + }, + { + "p": 0.0, + "m": 0.874112069606781 + }, + { + "p": 0.03636983409523964, + "m": 0.9632513523101807 + }, + { + "p": 0.01258878968656063, + "m": 0.48001828789711 + }, + { + "p": 0.00641672732308507, + "m": 0.45705732703208923 + }, + { + "p": 0.12482986599206924, + "m": 0.5239759087562561 + }, + { + "p": 0.12404447793960571, + "m": 0.9183199405670166 + }, + { + "p": 0.1323494017124176, + "m": 0.37514832615852356 + }, + { + "p": 0.07798308879137039, + "m": 1.0 + }, + { + "p": 0.19028595089912415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.2151175737380981, + "val_loss": 1.0561996698379517, + "acc": 64.75, + "time": 238.08623775886372, + "param": [ + { + "p": 0.24205902218818665, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.047536078840494156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.2041928768157959 + }, + { + "p": 0.0, + "m": 0.829185426235199 + }, + { + "p": 0.013690285384654999, + "m": 0.9693314433097839 + }, + { + "p": 0.0032321049366146326, + "m": 0.4562322497367859 + }, + { + "p": 0.0, + "m": 0.45506083965301514 + }, + { + "p": 0.13116583228111267, + "m": 0.5047541260719299 + }, + { + "p": 0.13464125990867615, + "m": 0.9068678021430969 + }, + { + "p": 0.14898869395256042, + "m": 0.34602323174476624 + }, + { + "p": 0.07436446845531464, + "m": 1.0 + }, + { + "p": 0.20360498130321503, + "m": 1.0 + }, + { + "p": 0.0007172749028541148, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.1620268821716309, + "val_loss": 1.0717436075210571, + "acc": 64.6, + "time": 236.65961453993805, + "param": [ + { + "p": 0.23597268760204315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045101188123226166, + "m": 1.0 + }, + { + "p": 0.009573109447956085, + "m": 0.18972909450531006 + }, + { + "p": 0.0, + "m": 0.7765674591064453 + }, + { + "p": 0.014928227290511131, + "m": 0.9845983386039734 + }, + { + "p": 0.014756831340491772, + "m": 0.428301602602005 + }, + { + "p": 0.003996384330093861, + "m": 0.46585890650749207 + }, + { + "p": 0.13216541707515717, + "m": 0.5131138563156128 + }, + { + "p": 0.129078671336174, + "m": 0.8950352668762207 + }, + { + "p": 0.14406783878803253, + "m": 0.3519217073917389 + }, + { + "p": 0.07165584713220596, + "m": 1.0 + }, + { + "p": 0.19532561302185059, + "m": 1.0 + }, + { + "p": 0.003378194523975253, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.3693221807479858, + "val_loss": 1.0691049098968506, + "acc": 63.71, + "time": 237.3046289458871, + "param": [ + { + "p": 0.23994126915931702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033829640597105026, + "m": 1.0 + }, + { + "p": 0.01162114366889, + "m": 0.19340017437934875 + }, + { + "p": 0.0, + "m": 0.7715765833854675 + }, + { + "p": 0.018469486385583878, + "m": 1.0 + }, + { + "p": 0.016537798568606377, + "m": 0.3942120671272278 + }, + { + "p": 0.010896453633904457, + "m": 0.4797587990760803 + }, + { + "p": 0.13580851256847382, + "m": 0.5266444087028503 + }, + { + "p": 0.12934546172618866, + "m": 0.898328959941864 + }, + { + "p": 0.12462339550256729, + "m": 0.3407512307167053 + }, + { + "p": 0.06828759610652924, + "m": 1.0 + }, + { + "p": 0.21063922345638275, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.288743257522583, + "val_loss": 0.9862874746322632, + "acc": 64.6, + "time": 236.7245501598809, + "param": [ + { + "p": 0.28292715549468994, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013370980508625507, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.16579152643680573 + }, + { + "p": 0.0, + "m": 0.7425981163978577 + }, + { + "p": 0.010334031656384468, + "m": 0.9992326498031616 + }, + { + "p": 0.004908841103315353, + "m": 0.3636455833911896 + }, + { + "p": 0.0, + "m": 0.49168065190315247 + }, + { + "p": 0.14611926674842834, + "m": 0.53044593334198 + }, + { + "p": 0.13617578148841858, + "m": 0.8887463808059692 + }, + { + "p": 0.11180134862661362, + "m": 0.3363012969493866 + }, + { + "p": 0.05496419966220856, + "m": 1.0 + }, + { + "p": 0.23939839005470276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.21583890914917, + "val_loss": 1.0950409173965454, + "acc": 65.13, + "time": 240.29699719208293, + "param": [ + { + "p": 0.3202853202819824, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0013502523070201278, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.1418345719575882 + }, + { + "p": 0.0, + "m": 0.7617377042770386 + }, + { + "p": 0.0006480462616309524, + "m": 0.9762511253356934 + }, + { + "p": 0.0006125773070380092, + "m": 0.3332142233848572 + }, + { + "p": 0.0, + "m": 0.4994475841522217 + }, + { + "p": 0.1371777504682541, + "m": 0.5125089287757874 + }, + { + "p": 0.13153676688671112, + "m": 0.9126011729240417 + }, + { + "p": 0.09996623545885086, + "m": 0.3491481840610504 + }, + { + "p": 0.05471280217170715, + "m": 1.0 + }, + { + "p": 0.2537102997303009, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.1171702146530151, + "val_loss": 0.9420133233070374, + "acc": 65.14, + "time": 225.96392707293853, + "param": [ + { + "p": 0.347538560628891, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.10780773311853409 + }, + { + "p": 0.0, + "m": 0.7750152945518494 + }, + { + "p": 0.0008232470718212426, + "m": 0.9425714015960693 + }, + { + "p": 0.0, + "m": 0.29051369428634644 + }, + { + "p": 0.0, + "m": 0.5085535049438477 + }, + { + "p": 0.1329246163368225, + "m": 0.5067872405052185 + }, + { + "p": 0.1297181099653244, + "m": 0.9445212483406067 + }, + { + "p": 0.09006521105766296, + "m": 0.3472713232040405 + }, + { + "p": 0.04109538719058037, + "m": 1.0 + }, + { + "p": 0.257834792137146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.2470827102661133, + "val_loss": 0.9124922156333923, + "acc": 65.04, + "time": 233.89162556198426, + "param": [ + { + "p": 0.32193323969841003, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01047272514551878, + "m": 1.0 + }, + { + "p": 0.00520207267254591, + "m": 0.06003335490822792 + }, + { + "p": 0.011660845950245857, + "m": 0.7951648831367493 + }, + { + "p": 0.013687551952898502, + "m": 0.9318834543228149 + }, + { + "p": 0.010154979303479195, + "m": 0.3033733367919922 + }, + { + "p": 0.008289452642202377, + "m": 0.4690723419189453 + }, + { + "p": 0.13234110176563263, + "m": 0.5012751817703247 + }, + { + "p": 0.12292500585317612, + "m": 0.9725719690322876 + }, + { + "p": 0.08018608391284943, + "m": 0.3243708908557892 + }, + { + "p": 0.039889443665742874, + "m": 1.0 + }, + { + "p": 0.2359985113143921, + "m": 1.0 + }, + { + "p": 0.007259040139615536, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.043772578239441, + "val_loss": 0.9499810338020325, + "acc": 65.97, + "time": 238.60540846805088, + "param": [ + { + "p": 0.2512270510196686, + "m": 1.0 + }, + { + "p": 0.0034334175288677216, + "m": 1.0 + }, + { + "p": 0.0345379039645195, + "m": 1.0 + }, + { + "p": 0.021223682910203934, + "m": 0.03342440724372864 + }, + { + "p": 0.03786318749189377, + "m": 0.8380752801895142 + }, + { + "p": 0.0293880682438612, + "m": 0.9181593060493469 + }, + { + "p": 0.02481236308813095, + "m": 0.32350802421569824 + }, + { + "p": 0.033050838857889175, + "m": 0.4246380925178528 + }, + { + "p": 0.11917036026716232, + "m": 0.499519407749176 + }, + { + "p": 0.10227666050195694, + "m": 0.9912365078926086 + }, + { + "p": 0.0820043683052063, + "m": 0.3041483759880066 + }, + { + "p": 0.05791933089494705, + "m": 1.0 + }, + { + "p": 0.18319857120513916, + "m": 1.0 + }, + { + "p": 0.019894247874617577, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.2109466791152954, + "val_loss": 0.8875535726547241, + "acc": 65.05, + "time": 230.1460973659996, + "param": [ + { + "p": 0.2243616133928299, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050340719521045685, + "m": 1.0 + }, + { + "p": 0.030084552243351936, + "m": 0.0 + }, + { + "p": 0.040146131068468094, + "m": 0.8708392381668091 + }, + { + "p": 0.03159904479980469, + "m": 0.9045506119728088 + }, + { + "p": 0.03468974679708481, + "m": 0.3191850185394287 + }, + { + "p": 0.03789879381656647, + "m": 0.40776726603507996 + }, + { + "p": 0.10347964614629745, + "m": 0.4932589530944824 + }, + { + "p": 0.10279780626296997, + "m": 1.0 + }, + { + "p": 0.07501183450222015, + "m": 0.30519723892211914 + }, + { + "p": 0.07794036716222763, + "m": 1.0 + }, + { + "p": 0.15772801637649536, + "m": 1.0 + }, + { + "p": 0.03392179682850838, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.2427057027816772, + "val_loss": 1.0522956848144531, + "acc": 67.06, + "time": 238.10709069785662, + "param": [ + { + "p": 0.20397822558879852, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06345190852880478, + "m": 1.0 + }, + { + "p": 0.039220113307237625, + "m": 0.0 + }, + { + "p": 0.03839555382728577, + "m": 0.8901114463806152 + }, + { + "p": 0.03977356106042862, + "m": 0.9045727849006653 + }, + { + "p": 0.03549834340810776, + "m": 0.3161868155002594 + }, + { + "p": 0.028918642550706863, + "m": 0.40478044748306274 + }, + { + "p": 0.08858133107423782, + "m": 0.4820222854614258 + }, + { + "p": 0.09293927997350693, + "m": 1.0 + }, + { + "p": 0.06932298839092255, + "m": 0.3114822506904602 + }, + { + "p": 0.09382318705320358, + "m": 1.0 + }, + { + "p": 0.14801767468452454, + "m": 1.0 + }, + { + "p": 0.05807923525571823, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.2418965101242065, + "val_loss": 1.0191516876220703, + "acc": 66.35, + "time": 236.57464094716124, + "param": [ + { + "p": 0.18572402000427246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07022963464260101, + "m": 1.0 + }, + { + "p": 0.0532829649746418, + "m": 0.00031909169047139585 + }, + { + "p": 0.029274212196469307, + "m": 0.8947622179985046 + }, + { + "p": 0.04953736066818237, + "m": 0.8872167468070984 + }, + { + "p": 0.038510072976350784, + "m": 0.2783276438713074 + }, + { + "p": 0.021607765927910805, + "m": 0.41009098291397095 + }, + { + "p": 0.08547103404998779, + "m": 0.47201433777809143 + }, + { + "p": 0.09137990325689316, + "m": 1.0 + }, + { + "p": 0.07267170399427414, + "m": 0.30824044346809387 + }, + { + "p": 0.08667892217636108, + "m": 1.0 + }, + { + "p": 0.14049336314201355, + "m": 1.0 + }, + { + "p": 0.07513903081417084, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.237813115119934, + "val_loss": 0.9425877332687378, + "acc": 66.59, + "time": 239.25524588511325, + "param": [ + { + "p": 0.17119839787483215, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06294668465852737, + "m": 1.0 + }, + { + "p": 0.07128239423036575, + "m": 0.0 + }, + { + "p": 0.015750978142023087, + "m": 0.888427734375 + }, + { + "p": 0.056481026113033295, + "m": 0.8541257381439209 + }, + { + "p": 0.044796355068683624, + "m": 0.24901998043060303 + }, + { + "p": 0.0339365229010582, + "m": 0.423836350440979 + }, + { + "p": 0.08475176990032196, + "m": 0.48349881172180176 + }, + { + "p": 0.09752513468265533, + "m": 0.9857916235923767 + }, + { + "p": 0.08052471280097961, + "m": 0.3015700876712799 + }, + { + "p": 0.07825588434934616, + "m": 1.0 + }, + { + "p": 0.1230938732624054, + "m": 1.0 + }, + { + "p": 0.07945632189512253, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.1365150213241577, + "val_loss": 1.0153512954711914, + "acc": 66.23, + "time": 238.3758743570652, + "param": [ + { + "p": 0.17251624166965485, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06754793971776962, + "m": 1.0 + }, + { + "p": 0.07632888108491898, + "m": 0.0 + }, + { + "p": 0.00845983438193798, + "m": 0.8868231177330017 + }, + { + "p": 0.06396453082561493, + "m": 0.8495427370071411 + }, + { + "p": 0.04965619742870331, + "m": 0.2448360174894333 + }, + { + "p": 0.0378672294318676, + "m": 0.4228131175041199 + }, + { + "p": 0.07994747906923294, + "m": 0.4834822118282318 + }, + { + "p": 0.11090245097875595, + "m": 0.9671143293380737 + }, + { + "p": 0.08138903230428696, + "m": 0.29627564549446106 + }, + { + "p": 0.07110073417425156, + "m": 1.0 + }, + { + "p": 0.11093571782112122, + "m": 1.0 + }, + { + "p": 0.06938377767801285, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.1698651313781738, + "val_loss": 0.987660825252533, + "acc": 66.47, + "time": 237.37762645306066, + "param": [ + { + "p": 0.16668827831745148, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06105973199009895, + "m": 1.0 + }, + { + "p": 0.08138944208621979, + "m": 0.0 + }, + { + "p": 0.00048744340892881155, + "m": 0.9048714637756348 + }, + { + "p": 0.07130323350429535, + "m": 0.8460286855697632 + }, + { + "p": 0.044387802481651306, + "m": 0.23989985883235931 + }, + { + "p": 0.049297820776700974, + "m": 0.41019320487976074 + }, + { + "p": 0.08730079978704453, + "m": 0.48129791021347046 + }, + { + "p": 0.10763683915138245, + "m": 0.9544334411621094 + }, + { + "p": 0.094607874751091, + "m": 0.2919107675552368 + }, + { + "p": 0.06957345455884933, + "m": 1.0 + }, + { + "p": 0.1092432290315628, + "m": 1.0 + }, + { + "p": 0.05702400580048561, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.1964201927185059, + "val_loss": 0.9819096922874451, + "acc": 67.47, + "time": 238.884392027976, + "param": [ + { + "p": 0.1462489366531372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06118239089846611, + "m": 1.0 + }, + { + "p": 0.10010144859552383, + "m": 0.0 + }, + { + "p": 0.0005344562814570963, + "m": 0.9205976128578186 + }, + { + "p": 0.0910564735531807, + "m": 0.8340552449226379 + }, + { + "p": 0.026969367638230324, + "m": 0.23249183595180511 + }, + { + "p": 0.0507701076567173, + "m": 0.3373623788356781 + }, + { + "p": 0.10280219465494156, + "m": 0.48170119524002075 + }, + { + "p": 0.09426342695951462, + "m": 0.9455897808074951 + }, + { + "p": 0.11078738421201706, + "m": 0.29230594635009766 + }, + { + "p": 0.07196196168661118, + "m": 1.0 + }, + { + "p": 0.10333459079265594, + "m": 1.0 + }, + { + "p": 0.03998726233839989, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.3482861518859863, + "val_loss": 0.9173470139503479, + "acc": 67.35, + "time": 235.81755365710706, + "param": [ + { + "p": 0.13853688538074493, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06735234707593918, + "m": 1.0 + }, + { + "p": 0.12564153969287872, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9336564540863037 + }, + { + "p": 0.11025580763816833, + "m": 0.8149377703666687 + }, + { + "p": 0.006460738368332386, + "m": 0.2434152364730835 + }, + { + "p": 0.037119992077350616, + "m": 0.3032795488834381 + }, + { + "p": 0.10692620277404785, + "m": 0.46168002486228943 + }, + { + "p": 0.09101736545562744, + "m": 0.9596066474914551 + }, + { + "p": 0.12069173157215118, + "m": 0.27325868606567383 + }, + { + "p": 0.07625285536050797, + "m": 1.0 + }, + { + "p": 0.11103219538927078, + "m": 1.0 + }, + { + "p": 0.00871229637414217, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.3985161781311035, + "val_loss": 1.1632702350616455, + "acc": 67.08, + "time": 238.52980515011586, + "param": [ + { + "p": 0.1126239225268364, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06400533020496368, + "m": 1.0 + }, + { + "p": 0.12506653368473053, + "m": 0.0 + }, + { + "p": 0.004992244765162468, + "m": 0.9309314489364624 + }, + { + "p": 0.12161116302013397, + "m": 0.8011871576309204 + }, + { + "p": 0.0059500932693481445, + "m": 0.244159534573555 + }, + { + "p": 0.034634653478860855, + "m": 0.2848784327507019 + }, + { + "p": 0.09240352362394333, + "m": 0.441572904586792 + }, + { + "p": 0.09968245029449463, + "m": 0.9785637259483337 + }, + { + "p": 0.12555594742298126, + "m": 0.2504013478755951 + }, + { + "p": 0.08511118590831757, + "m": 1.0 + }, + { + "p": 0.12193405628204346, + "m": 1.0 + }, + { + "p": 0.006428998429328203, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.3740131855010986, + "val_loss": 0.9542090892791748, + "acc": 67.9, + "time": 234.3618066899944, + "param": [ + { + "p": 0.09977401793003082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06187637895345688, + "m": 1.0 + }, + { + "p": 0.13247783482074738, + "m": 0.0 + }, + { + "p": 0.007015753537416458, + "m": 0.9482627511024475 + }, + { + "p": 0.13720214366912842, + "m": 0.9093400239944458 + }, + { + "p": 0.0, + "m": 0.2557111382484436 + }, + { + "p": 0.02605690248310566, + "m": 0.2911751866340637 + }, + { + "p": 0.0821436420083046, + "m": 0.40805158019065857 + }, + { + "p": 0.1121927946805954, + "m": 0.978395938873291 + }, + { + "p": 0.13073775172233582, + "m": 0.22436295449733734 + }, + { + "p": 0.07247233390808105, + "m": 1.0 + }, + { + "p": 0.1133856549859047, + "m": 1.0 + }, + { + "p": 0.024664852768182755, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.244020700454712, + "val_loss": 0.9400445222854614, + "acc": 67.28, + "time": 234.85754940193146, + "param": [ + { + "p": 0.10295933485031128, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.059329889714717865, + "m": 1.0 + }, + { + "p": 0.14982619881629944, + "m": 0.0014363211812451482 + }, + { + "p": 0.021497098729014397, + "m": 0.9856896996498108 + }, + { + "p": 0.14488214254379272, + "m": 0.9837382435798645 + }, + { + "p": 0.0, + "m": 0.23209691047668457 + }, + { + "p": 0.026101216673851013, + "m": 0.3268713057041168 + }, + { + "p": 0.06912438571453094, + "m": 0.37672489881515503 + }, + { + "p": 0.11298996955156326, + "m": 0.9728704690933228 + }, + { + "p": 0.1415180116891861, + "m": 0.18373753130435944 + }, + { + "p": 0.05288982763886452, + "m": 1.0 + }, + { + "p": 0.09860900789499283, + "m": 1.0 + }, + { + "p": 0.020272910594940186, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.2419325113296509, + "val_loss": 0.9714027047157288, + "acc": 66.56, + "time": 237.02159021608531, + "param": [ + { + "p": 0.11156436800956726, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05215594917535782, + "m": 1.0 + }, + { + "p": 0.18373088538646698, + "m": 0.00046286123688332736 + }, + { + "p": 0.02162361890077591, + "m": 0.985069990158081 + }, + { + "p": 0.1641860008239746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.16641658544540405 + }, + { + "p": 0.025529932230710983, + "m": 0.3260022699832916 + }, + { + "p": 0.04051189869642258, + "m": 0.34457656741142273 + }, + { + "p": 0.11717488616704941, + "m": 0.9605631828308105 + }, + { + "p": 0.15390144288539886, + "m": 0.14308279752731323 + }, + { + "p": 0.04312568157911301, + "m": 1.0 + }, + { + "p": 0.0864953026175499, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.1021366119384766, + "val_loss": 0.9132479429244995, + "acc": 67.17, + "time": 234.5158892609179, + "param": [ + { + "p": 0.11900150775909424, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03517572581768036, + "m": 1.0 + }, + { + "p": 0.2166176438331604, + "m": 0.008461126126348972 + }, + { + "p": 0.012834631837904453, + "m": 0.9738034605979919 + }, + { + "p": 0.18131381273269653, + "m": 0.9812708497047424 + }, + { + "p": 0.0, + "m": 0.0882478579878807 + }, + { + "p": 0.029857268556952477, + "m": 0.3265525698661804 + }, + { + "p": 0.015065530315041542, + "m": 0.34341078996658325 + }, + { + "p": 0.1176830306649208, + "m": 0.9609790444374084 + }, + { + "p": 0.15435896813869476, + "m": 0.1623339056968689 + }, + { + "p": 0.043206922709941864, + "m": 1.0 + }, + { + "p": 0.07488498836755753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.3739299774169922, + "val_loss": 0.8670979738235474, + "acc": 67.58, + "time": 238.15532945701852, + "param": [ + { + "p": 0.11405592411756516, + "m": 1.0 + }, + { + "p": 0.0009703608811832964, + "m": 1.0 + }, + { + "p": 0.03533506020903587, + "m": 1.0 + }, + { + "p": 0.21545077860355377, + "m": 0.05575138330459595 + }, + { + "p": 0.012430112808942795, + "m": 0.9356125593185425 + }, + { + "p": 0.18613359332084656, + "m": 0.9755492210388184 + }, + { + "p": 0.007034239359200001, + "m": 0.050014905631542206 + }, + { + "p": 0.032860200852155685, + "m": 0.30140411853790283 + }, + { + "p": 0.004606317728757858, + "m": 0.3426781892776489 + }, + { + "p": 0.11202865839004517, + "m": 0.9574505090713501 + }, + { + "p": 0.144762322306633, + "m": 0.179952010512352 + }, + { + "p": 0.059517618268728256, + "m": 1.0 + }, + { + "p": 0.07481473684310913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.411035180091858, + "val_loss": 0.9060907959938049, + "acc": 67.15, + "time": 233.72039805306122, + "param": [ + { + "p": 0.11899556964635849, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026966387405991554, + "m": 1.0 + }, + { + "p": 0.21886301040649414, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9053941369056702 + }, + { + "p": 0.21117614209651947, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.015520790591835976, + "m": 0.25222551822662354 + }, + { + "p": 0.0013337982818484306, + "m": 0.3438745439052582 + }, + { + "p": 0.1050184965133667, + "m": 0.9527166485786438 + }, + { + "p": 0.15242411196231842, + "m": 0.16328419744968414 + }, + { + "p": 0.07306881994009018, + "m": 1.0 + }, + { + "p": 0.07663285732269287, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.3189778327941895, + "val_loss": 0.951379120349884, + "acc": 67.33, + "time": 239.66526459297165, + "param": [ + { + "p": 0.11818939447402954, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03215551748871803, + "m": 1.0 + }, + { + "p": 0.20163492858409882, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8916560411453247 + }, + { + "p": 0.2204076200723648, + "m": 1.0 + }, + { + "p": 0.012954161502420902, + "m": 0.002881270833313465 + }, + { + "p": 0.004089497495442629, + "m": 0.20992696285247803 + }, + { + "p": 0.013529306277632713, + "m": 0.3540542423725128 + }, + { + "p": 0.09981334954500198, + "m": 0.9402824640274048 + }, + { + "p": 0.1381700485944748, + "m": 0.13590185344219208 + }, + { + "p": 0.07841533422470093, + "m": 1.0 + }, + { + "p": 0.08064086735248566, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.5573534965515137, + "val_loss": 0.9366645216941833, + "acc": 67.7, + "time": 237.88574984599836, + "param": [ + { + "p": 0.11390326917171478, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04765455052256584, + "m": 1.0 + }, + { + "p": 0.1741088628768921, + "m": 0.00027772533940151334 + }, + { + "p": 0.000668887107167393, + "m": 0.8557263612747192 + }, + { + "p": 0.21085207164287567, + "m": 1.0 + }, + { + "p": 0.035574860870838165, + "m": 0.00941929779946804 + }, + { + "p": 0.0, + "m": 0.22053833305835724 + }, + { + "p": 0.023070406168699265, + "m": 0.35607802867889404 + }, + { + "p": 0.1094319149851799, + "m": 0.9448190331459045 + }, + { + "p": 0.13304926455020905, + "m": 0.09121424704790115 + }, + { + "p": 0.07889344543218613, + "m": 1.0 + }, + { + "p": 0.07279244065284729, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.2481677532196045, + "val_loss": 0.8671020269393921, + "acc": 67.44, + "time": 237.7690132369753, + "param": [ + { + "p": 0.10734672099351883, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042906805872917175, + "m": 1.0 + }, + { + "p": 0.1658785045146942, + "m": 0.0 + }, + { + "p": 0.005339231342077255, + "m": 0.8465973138809204 + }, + { + "p": 0.21000932157039642, + "m": 0.9969075918197632 + }, + { + "p": 0.0479547418653965, + "m": 0.0030532670207321644 + }, + { + "p": 0.003680168418213725, + "m": 0.2493142932653427 + }, + { + "p": 0.031274061650037766, + "m": 0.36453771591186523 + }, + { + "p": 0.09558599442243576, + "m": 0.9413357377052307 + }, + { + "p": 0.14239338040351868, + "m": 0.04801001399755478 + }, + { + "p": 0.07446891069412231, + "m": 1.0 + }, + { + "p": 0.07169303297996521, + "m": 1.0 + }, + { + "p": 0.001469132606871426, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.6983364820480347, + "val_loss": 1.0113520622253418, + "acc": 66.71, + "time": 234.33909046300687, + "param": [ + { + "p": 0.10467106103897095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033914320170879364, + "m": 1.0 + }, + { + "p": 0.15987429022789001, + "m": 0.0 + }, + { + "p": 0.007202659267932177, + "m": 0.8416100144386292 + }, + { + "p": 0.20998330414295197, + "m": 1.0 + }, + { + "p": 0.06308821588754654, + "m": 0.0 + }, + { + "p": 0.006290016695857048, + "m": 0.27817079424858093 + }, + { + "p": 0.03670363873243332, + "m": 0.36265236139297485 + }, + { + "p": 0.07636310905218124, + "m": 0.9728886485099792 + }, + { + "p": 0.15035530924797058, + "m": 0.0 + }, + { + "p": 0.07777325063943863, + "m": 1.0 + }, + { + "p": 0.0692521184682846, + "m": 1.0 + }, + { + "p": 0.004528743214905262, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.3381747007369995, + "val_loss": 0.9697849750518799, + "acc": 68.25, + "time": 238.85888068005443, + "param": [ + { + "p": 0.08607244491577148, + "m": 1.0 + }, + { + "p": 0.00024328676227014512, + "m": 1.0 + }, + { + "p": 0.03300504758954048, + "m": 1.0 + }, + { + "p": 0.15086235105991364, + "m": 0.0 + }, + { + "p": 0.003667776472866535, + "m": 0.8303318619728088 + }, + { + "p": 0.20162074267864227, + "m": 0.9975577592849731 + }, + { + "p": 0.06598068028688431, + "m": 0.018883202224969864 + }, + { + "p": 0.0011827079579234123, + "m": 0.33188292384147644 + }, + { + "p": 0.04061856493353844, + "m": 0.3552476465702057 + }, + { + "p": 0.07105786353349686, + "m": 0.9804518222808838 + }, + { + "p": 0.1538781225681305, + "m": 0.0 + }, + { + "p": 0.10075216740369797, + "m": 1.0 + }, + { + "p": 0.0690913274884224, + "m": 1.0 + }, + { + "p": 0.02196689136326313, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.2196608781814575, + "val_loss": 0.90885329246521, + "acc": 67.3, + "time": 238.78061698912643, + "param": [ + { + "p": 0.08039090037345886, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03679553419351578, + "m": 1.0 + }, + { + "p": 0.14317050576210022, + "m": 0.00098288687877357 + }, + { + "p": 0.0, + "m": 0.7923062443733215 + }, + { + "p": 0.2007385939359665, + "m": 0.9769973158836365 + }, + { + "p": 0.06823664158582687, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.35945364832878113 + }, + { + "p": 0.049797043204307556, + "m": 0.3497481644153595 + }, + { + "p": 0.06840859353542328, + "m": 0.974238932132721 + }, + { + "p": 0.16419845819473267, + "m": 0.0 + }, + { + "p": 0.11311089247465134, + "m": 0.9991141557693481 + }, + { + "p": 0.052787911146879196, + "m": 1.0 + }, + { + "p": 0.02236485667526722, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.2850602865219116, + "val_loss": 1.1242992877960205, + "acc": 68.44, + "time": 236.75968148792163, + "param": [ + { + "p": 0.0810723677277565, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.032137028872966766, + "m": 1.0 + }, + { + "p": 0.1320452243089676, + "m": 0.0 + }, + { + "p": 0.004430066794157028, + "m": 0.7745024561882019 + }, + { + "p": 0.1896958351135254, + "m": 0.9475675225257874 + }, + { + "p": 0.06725497543811798, + "m": 0.0 + }, + { + "p": 0.005028736311942339, + "m": 0.3635807931423187 + }, + { + "p": 0.0475669801235199, + "m": 0.3048534691333771 + }, + { + "p": 0.06092469021677971, + "m": 0.9872663021087646 + }, + { + "p": 0.18640464544296265, + "m": 0.0029057420324534178 + }, + { + "p": 0.11478074640035629, + "m": 1.0 + }, + { + "p": 0.04931625723838806, + "m": 1.0 + }, + { + "p": 0.029342444613575935, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.4063613414764404, + "val_loss": 0.9267921447753906, + "acc": 67.47, + "time": 227.01328594703227, + "param": [ + { + "p": 0.09663652628660202, + "m": 1.0 + }, + { + "p": 0.0011899105738848448, + "m": 1.0 + }, + { + "p": 0.05250107869505882, + "m": 1.0 + }, + { + "p": 0.10584015399217606, + "m": 0.003119842614978552 + }, + { + "p": 0.02255634404718876, + "m": 0.7551573514938354 + }, + { + "p": 0.17573010921478271, + "m": 0.9369351267814636 + }, + { + "p": 0.07217460125684738, + "m": 0.0 + }, + { + "p": 0.003070042934268713, + "m": 0.37736353278160095 + }, + { + "p": 0.04114586114883423, + "m": 0.3000850975513458 + }, + { + "p": 0.06125562638044357, + "m": 0.9964321851730347 + }, + { + "p": 0.16547457873821259, + "m": 0.0 + }, + { + "p": 0.10430828481912613, + "m": 1.0 + }, + { + "p": 0.06545406579971313, + "m": 1.0 + }, + { + "p": 0.03266284987330437, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.2631946802139282, + "val_loss": 0.9804090857505798, + "acc": 68.64, + "time": 237.39253054000437, + "param": [ + { + "p": 0.10382990539073944, + "m": 1.0 + }, + { + "p": 0.0028223462868481874, + "m": 1.0 + }, + { + "p": 0.05195535346865654, + "m": 1.0 + }, + { + "p": 0.09657023847103119, + "m": 0.0015424382872879505 + }, + { + "p": 0.034026991575956345, + "m": 0.7580407857894897 + }, + { + "p": 0.15851213037967682, + "m": 0.9071736931800842 + }, + { + "p": 0.07414194196462631, + "m": 0.0 + }, + { + "p": 0.01848745532333851, + "m": 0.38167691230773926 + }, + { + "p": 0.04380610212683678, + "m": 0.3003425598144531 + }, + { + "p": 0.06515982002019882, + "m": 1.0 + }, + { + "p": 0.14330774545669556, + "m": 0.07561313360929489 + }, + { + "p": 0.09576282650232315, + "m": 1.0 + }, + { + "p": 0.08070603013038635, + "m": 1.0 + }, + { + "p": 0.030911076813936234, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.3414373397827148, + "val_loss": 0.8433703780174255, + "acc": 68.62, + "time": 238.62769332900643, + "param": [ + { + "p": 0.1033506840467453, + "m": 1.0 + }, + { + "p": 0.011709499172866344, + "m": 1.0 + }, + { + "p": 0.057541828602552414, + "m": 1.0 + }, + { + "p": 0.09293712675571442, + "m": 0.0 + }, + { + "p": 0.04094671458005905, + "m": 0.7854121327400208 + }, + { + "p": 0.1337117850780487, + "m": 0.8738596439361572 + }, + { + "p": 0.06518374383449554, + "m": 0.003908383194357157 + }, + { + "p": 0.042237330228090286, + "m": 0.37387263774871826 + }, + { + "p": 0.05679032579064369, + "m": 0.3150804340839386 + }, + { + "p": 0.06757697463035583, + "m": 0.9996724724769592 + }, + { + "p": 0.1240404024720192, + "m": 0.12811218202114105 + }, + { + "p": 0.08938845247030258, + "m": 1.0 + }, + { + "p": 0.08849099278450012, + "m": 1.0 + }, + { + "p": 0.02609422244131565, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 0.9151946902275085, + "val_loss": 0.8254801630973816, + "acc": 68.69, + "time": 233.89697246206924, + "param": [ + { + "p": 0.10266458988189697, + "m": 1.0 + }, + { + "p": 0.01634768582880497, + "m": 1.0 + }, + { + "p": 0.07074010372161865, + "m": 1.0 + }, + { + "p": 0.08674819767475128, + "m": 0.007211310788989067 + }, + { + "p": 0.03519200161099434, + "m": 0.8253178000450134 + }, + { + "p": 0.13200485706329346, + "m": 0.8465138077735901 + }, + { + "p": 0.06688296794891357, + "m": 0.0 + }, + { + "p": 0.05597665533423424, + "m": 0.35230979323387146 + }, + { + "p": 0.05247773230075836, + "m": 0.3306288719177246 + }, + { + "p": 0.06838590651750565, + "m": 0.9894944429397583 + }, + { + "p": 0.11500328779220581, + "m": 0.14581997692584991 + }, + { + "p": 0.09356721490621567, + "m": 1.0 + }, + { + "p": 0.08573256433010101, + "m": 1.0 + }, + { + "p": 0.018276240676641464, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.0033626556396484, + "val_loss": 0.8671940565109253, + "acc": 68.31, + "time": 232.39038913999684, + "param": [ + { + "p": 0.0914374589920044, + "m": 1.0 + }, + { + "p": 0.006878449581563473, + "m": 1.0 + }, + { + "p": 0.08070678263902664, + "m": 1.0 + }, + { + "p": 0.08961155265569687, + "m": 0.031225329264998436 + }, + { + "p": 0.04897194355726242, + "m": 0.8279925584793091 + }, + { + "p": 0.13792656362056732, + "m": 0.8153977990150452 + }, + { + "p": 0.07198325544595718, + "m": 0.0 + }, + { + "p": 0.06426126509904861, + "m": 0.2841714024543762 + }, + { + "p": 0.03948138281702995, + "m": 0.34270575642585754 + }, + { + "p": 0.05672876909375191, + "m": 0.9872238636016846 + }, + { + "p": 0.10971158742904663, + "m": 0.15157254040241241 + }, + { + "p": 0.10286770761013031, + "m": 1.0 + }, + { + "p": 0.08622999489307404, + "m": 1.0 + }, + { + "p": 0.01320316269993782, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.142985224723816, + "val_loss": 0.8777135014533997, + "acc": 68.04, + "time": 234.11444733198732, + "param": [ + { + "p": 0.0958516076207161, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07218429446220398, + "m": 1.0 + }, + { + "p": 0.09302942454814911, + "m": 0.035402312874794006 + }, + { + "p": 0.057201262563467026, + "m": 0.7849388122558594 + }, + { + "p": 0.1305035501718521, + "m": 0.7608717083930969 + }, + { + "p": 0.07761627435684204, + "m": 0.0 + }, + { + "p": 0.07457147538661957, + "m": 0.25505536794662476 + }, + { + "p": 0.03424554318189621, + "m": 0.3305588364601135 + }, + { + "p": 0.05264868214726448, + "m": 0.9950639009475708 + }, + { + "p": 0.11293228715658188, + "m": 0.1485314816236496 + }, + { + "p": 0.09564231336116791, + "m": 1.0 + }, + { + "p": 0.09196017682552338, + "m": 1.0 + }, + { + "p": 0.011613083072006702, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.0429013967514038, + "val_loss": 0.8298773765563965, + "acc": 68.46, + "time": 236.98688427289017, + "param": [ + { + "p": 0.10336903482675552, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05066797509789467, + "m": 1.0 + }, + { + "p": 0.1059044674038887, + "m": 0.0 + }, + { + "p": 0.064815953373909, + "m": 0.7549302577972412 + }, + { + "p": 0.1379794478416443, + "m": 0.7476279735565186 + }, + { + "p": 0.0751100480556488, + "m": 0.0002663485938683152 + }, + { + "p": 0.08027862757444382, + "m": 0.24286869168281555 + }, + { + "p": 0.01830202341079712, + "m": 0.3314177393913269 + }, + { + "p": 0.04231102392077446, + "m": 1.0 + }, + { + "p": 0.12593704462051392, + "m": 0.1506182849407196 + }, + { + "p": 0.0917196050286293, + "m": 1.0 + }, + { + "p": 0.1036047413945198, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.002661108970642, + "val_loss": 0.9270133972167969, + "acc": 68.56, + "time": 233.98802275792696, + "param": [ + { + "p": 0.10336863249540329, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021158775314688683, + "m": 1.0 + }, + { + "p": 0.11808682978153229, + "m": 0.0 + }, + { + "p": 0.042767733335494995, + "m": 0.6656723022460938 + }, + { + "p": 0.1407461315393448, + "m": 0.6982455849647522 + }, + { + "p": 0.08140483498573303, + "m": 0.0 + }, + { + "p": 0.08714897930622101, + "m": 0.25115618109703064 + }, + { + "p": 0.008873563259840012, + "m": 0.34011539816856384 + }, + { + "p": 0.027985170483589172, + "m": 0.9948995113372803 + }, + { + "p": 0.13496585190296173, + "m": 0.14928561449050903 + }, + { + "p": 0.1021631583571434, + "m": 1.0 + }, + { + "p": 0.13133028149604797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.0771971940994263, + "val_loss": 0.9046772122383118, + "acc": 67.98, + "time": 225.17373779485933, + "param": [ + { + "p": 0.08797472715377808, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012062526308000088, + "m": 1.0 + }, + { + "p": 0.1297752410173416, + "m": 0.0 + }, + { + "p": 0.009206622838973999, + "m": 0.6091588735580444 + }, + { + "p": 0.12486842274665833, + "m": 0.6213128566741943 + }, + { + "p": 0.0915021076798439, + "m": 0.0 + }, + { + "p": 0.08842077851295471, + "m": 0.2741757035255432 + }, + { + "p": 0.006814983673393726, + "m": 0.34144437313079834 + }, + { + "p": 0.03216171637177467, + "m": 0.98856520652771 + }, + { + "p": 0.14817489683628082, + "m": 0.14803186058998108 + }, + { + "p": 0.11470096558332443, + "m": 1.0 + }, + { + "p": 0.15397419035434723, + "m": 1.0 + }, + { + "p": 0.00036284999805502594, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.2169865369796753, + "val_loss": 1.0629667043685913, + "acc": 69.07, + "time": 236.46721783000976, + "param": [ + { + "p": 0.060951266437768936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004515583161264658, + "m": 1.0 + }, + { + "p": 0.13510805368423462, + "m": 0.0017423084937036037 + }, + { + "p": 0.0, + "m": 0.5653019547462463 + }, + { + "p": 0.12484060972929001, + "m": 0.5725616812705994 + }, + { + "p": 0.08607587963342667, + "m": 0.0 + }, + { + "p": 0.0869910717010498, + "m": 0.23510970175266266 + }, + { + "p": 0.027266761288046837, + "m": 0.35162827372550964 + }, + { + "p": 0.03327403590083122, + "m": 0.997902512550354 + }, + { + "p": 0.1477823108434677, + "m": 0.12592893838882446 + }, + { + "p": 0.12240953743457794, + "m": 1.0 + }, + { + "p": 0.1631758213043213, + "m": 1.0 + }, + { + "p": 0.007609049789607525, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 0.9881805181503296, + "val_loss": 0.9588406682014465, + "acc": 69.19, + "time": 238.65062081092037, + "param": [ + { + "p": 0.04936408996582031, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005653801839798689, + "m": 1.0 + }, + { + "p": 0.12722760438919067, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5781294107437134 + }, + { + "p": 0.10654093325138092, + "m": 0.562902569770813 + }, + { + "p": 0.08319718390703201, + "m": 0.0 + }, + { + "p": 0.08466101437807083, + "m": 0.20271430909633636 + }, + { + "p": 0.05387258529663086, + "m": 0.3602917790412903 + }, + { + "p": 0.05350407212972641, + "m": 0.99114590883255 + }, + { + "p": 0.1428096890449524, + "m": 0.11174634844064713 + }, + { + "p": 0.11273598670959473, + "m": 1.0 + }, + { + "p": 0.15055203437805176, + "m": 1.0 + }, + { + "p": 0.029881009832024574, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.2147167921066284, + "val_loss": 0.8383162021636963, + "acc": 68.28, + "time": 237.83408251218498, + "param": [ + { + "p": 0.04069057106971741, + "m": 1.0 + }, + { + "p": 0.0013928409898653626, + "m": 1.0 + }, + { + "p": 0.028000298887491226, + "m": 1.0 + }, + { + "p": 0.11209782212972641, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5654125213623047 + }, + { + "p": 0.09108097106218338, + "m": 0.5397648215293884 + }, + { + "p": 0.08256719261407852, + "m": 0.00016807894280645996 + }, + { + "p": 0.084976926445961, + "m": 0.18464677035808563 + }, + { + "p": 0.07963112741708755, + "m": 0.34977012872695923 + }, + { + "p": 0.06422961503267288, + "m": 0.9689515233039856 + }, + { + "p": 0.14258630573749542, + "m": 0.1000487357378006 + }, + { + "p": 0.11370377242565155, + "m": 1.0 + }, + { + "p": 0.11839177459478378, + "m": 1.0 + }, + { + "p": 0.040650855749845505, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.9829129576683044, + "val_loss": 1.0163935422897339, + "acc": 68.1, + "time": 234.6358212949708, + "param": [ + { + "p": 0.05080310255289078, + "m": 1.0 + }, + { + "p": 0.008856474421918392, + "m": 1.0 + }, + { + "p": 0.05380551144480705, + "m": 1.0 + }, + { + "p": 0.10391214489936829, + "m": 0.0 + }, + { + "p": 0.002808075165376067, + "m": 0.5649808645248413 + }, + { + "p": 0.09083297103643417, + "m": 0.5104771256446838 + }, + { + "p": 0.08183348923921585, + "m": 0.03856499865651131 + }, + { + "p": 0.06407050043344498, + "m": 0.1615743190050125 + }, + { + "p": 0.0974973514676094, + "m": 0.35322681069374084 + }, + { + "p": 0.05903434753417969, + "m": 0.9331123232841492 + }, + { + "p": 0.12935718894004822, + "m": 0.08908864855766296 + }, + { + "p": 0.11454882472753525, + "m": 1.0 + }, + { + "p": 0.08413590490818024, + "m": 1.0 + }, + { + "p": 0.05850411579012871, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.1235712766647339, + "val_loss": 1.0991857051849365, + "acc": 68.54, + "time": 239.4368343281094, + "param": [ + { + "p": 0.054205600172281265, + "m": 1.0 + }, + { + "p": 0.005133431404829025, + "m": 1.0 + }, + { + "p": 0.07259387522935867, + "m": 1.0 + }, + { + "p": 0.10068849474191666, + "m": 0.0 + }, + { + "p": 0.01976717635989189, + "m": 0.5755929350852966 + }, + { + "p": 0.08627582341432571, + "m": 0.4944719970226288 + }, + { + "p": 0.07383359968662262, + "m": 0.0 + }, + { + "p": 0.053483035415410995, + "m": 0.14548605680465698 + }, + { + "p": 0.11350704729557037, + "m": 0.3442832827568054 + }, + { + "p": 0.05933895334601402, + "m": 0.9102337956428528 + }, + { + "p": 0.11544189602136612, + "m": 0.06608487665653229 + }, + { + "p": 0.11252958327531815, + "m": 1.0 + }, + { + "p": 0.06776774674654007, + "m": 1.0 + }, + { + "p": 0.06543374806642532, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.0632809400558472, + "val_loss": 0.843172550201416, + "acc": 69.04, + "time": 235.02519073197618, + "param": [ + { + "p": 0.060779672116041183, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08826549351215363, + "m": 1.0 + }, + { + "p": 0.09346140921115875, + "m": 0.0 + }, + { + "p": 0.018788866698741913, + "m": 0.5595471858978271 + }, + { + "p": 0.08400622010231018, + "m": 0.5067864656448364 + }, + { + "p": 0.06485549360513687, + "m": 0.0 + }, + { + "p": 0.04116637259721756, + "m": 0.14173372089862823 + }, + { + "p": 0.11904948949813843, + "m": 0.3440684974193573 + }, + { + "p": 0.06597131490707397, + "m": 0.8854247331619263 + }, + { + "p": 0.11201862245798111, + "m": 0.033387623727321625 + }, + { + "p": 0.11472053825855255, + "m": 1.0 + }, + { + "p": 0.07688597589731216, + "m": 1.0 + }, + { + "p": 0.060030557215213776, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.0553125143051147, + "val_loss": 0.9496781826019287, + "acc": 68.84, + "time": 234.55593053018674, + "param": [ + { + "p": 0.08181934058666229, + "m": 1.0 + }, + { + "p": 0.0037420711014419794, + "m": 1.0 + }, + { + "p": 0.08543872833251953, + "m": 1.0 + }, + { + "p": 0.09288051724433899, + "m": 0.0 + }, + { + "p": 0.016558967530727386, + "m": 0.5441642999649048 + }, + { + "p": 0.08252131193876266, + "m": 0.5327625274658203 + }, + { + "p": 0.06838933378458023, + "m": 0.0 + }, + { + "p": 0.04684023931622505, + "m": 0.1174093633890152 + }, + { + "p": 0.11915027350187302, + "m": 0.3579748272895813 + }, + { + "p": 0.07839807122945786, + "m": 0.8599639534950256 + }, + { + "p": 0.08206602931022644, + "m": 0.04425545781850815 + }, + { + "p": 0.10501088947057724, + "m": 1.0 + }, + { + "p": 0.09408719092607498, + "m": 1.0 + }, + { + "p": 0.0430971160531044, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.0492291450500488, + "val_loss": 0.8478872776031494, + "acc": 68.89, + "time": 239.18105603707954, + "param": [ + { + "p": 0.08178483694791794, + "m": 1.0 + }, + { + "p": 0.01732785813510418, + "m": 1.0 + }, + { + "p": 0.0789414718747139, + "m": 1.0 + }, + { + "p": 0.07494638860225677, + "m": 0.0 + }, + { + "p": 0.018094655126333237, + "m": 0.5130907893180847 + }, + { + "p": 0.0936087965965271, + "m": 0.5227742791175842 + }, + { + "p": 0.06877046078443527, + "m": 0.018756752833724022 + }, + { + "p": 0.059224676340818405, + "m": 0.10642671585083008 + }, + { + "p": 0.1119902953505516, + "m": 0.3504999279975891 + }, + { + "p": 0.09352748841047287, + "m": 0.8339991569519043 + }, + { + "p": 0.06137428805232048, + "m": 0.07669632881879807 + }, + { + "p": 0.09095059335231781, + "m": 1.0 + }, + { + "p": 0.10655392706394196, + "m": 1.0 + }, + { + "p": 0.04290422797203064, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.1378731727600098, + "val_loss": 0.8409876823425293, + "acc": 69.94, + "time": 238.5851372720208, + "param": [ + { + "p": 0.08440716564655304, + "m": 1.0 + }, + { + "p": 0.011975587345659733, + "m": 1.0 + }, + { + "p": 0.06741728633642197, + "m": 1.0 + }, + { + "p": 0.05870315432548523, + "m": 0.000383285921998322 + }, + { + "p": 0.026699179783463478, + "m": 0.5115066170692444 + }, + { + "p": 0.10972940176725388, + "m": 0.5168469548225403 + }, + { + "p": 0.05922742933034897, + "m": 0.0 + }, + { + "p": 0.0574813187122345, + "m": 0.07229787856340408 + }, + { + "p": 0.12069067358970642, + "m": 0.33759328722953796 + }, + { + "p": 0.10627317428588867, + "m": 0.8093690872192383 + }, + { + "p": 0.053784385323524475, + "m": 0.08356436342000961 + }, + { + "p": 0.08509495854377747, + "m": 1.0 + }, + { + "p": 0.11351415514945984, + "m": 1.0 + }, + { + "p": 0.045002102851867676, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.1347250938415527, + "val_loss": 0.9366909265518188, + "acc": 69.67, + "time": 233.44822479505092, + "param": [ + { + "p": 0.0991382896900177, + "m": 1.0 + }, + { + "p": 0.00415364746004343, + "m": 1.0 + }, + { + "p": 0.06409590691328049, + "m": 1.0 + }, + { + "p": 0.04393235594034195, + "m": 0.0 + }, + { + "p": 0.014646890573203564, + "m": 0.5182135701179504 + }, + { + "p": 0.13370290398597717, + "m": 0.5399653911590576 + }, + { + "p": 0.05332517623901367, + "m": 0.0172980148345232 + }, + { + "p": 0.04698115214705467, + "m": 0.0 + }, + { + "p": 0.1346587836742401, + "m": 0.32177260518074036 + }, + { + "p": 0.1181454136967659, + "m": 0.811923086643219 + }, + { + "p": 0.04513399675488472, + "m": 0.08995799720287323 + }, + { + "p": 0.07071535289287567, + "m": 0.9999841451644897 + }, + { + "p": 0.12375275045633316, + "m": 1.0 + }, + { + "p": 0.047617364674806595, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.0472440719604492, + "val_loss": 0.8864871859550476, + "acc": 69.02, + "time": 236.66073719621636, + "param": [ + { + "p": 0.10795989632606506, + "m": 1.0 + }, + { + "p": 0.003224096028134227, + "m": 1.0 + }, + { + "p": 0.06575393676757812, + "m": 1.0 + }, + { + "p": 0.02955613099038601, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.4662894606590271 + }, + { + "p": 0.15222756564617157, + "m": 0.47265321016311646 + }, + { + "p": 0.04901464283466339, + "m": 0.03363341465592384 + }, + { + "p": 0.0403461717069149, + "m": 0.0 + }, + { + "p": 0.14263007044792175, + "m": 0.2926582992076874 + }, + { + "p": 0.1273629069328308, + "m": 0.8045094609260559 + }, + { + "p": 0.05179782211780548, + "m": 0.08771689236164093 + }, + { + "p": 0.053169865161180496, + "m": 1.0 + }, + { + "p": 0.1155470609664917, + "m": 1.0 + }, + { + "p": 0.06140972673892975, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.0081382989883423, + "val_loss": 0.9296789169311523, + "acc": 69.55, + "time": 238.75524165201932, + "param": [ + { + "p": 0.10887476801872253, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07247858494520187, + "m": 1.0 + }, + { + "p": 0.021219149231910706, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.39396730065345764 + }, + { + "p": 0.14660008251667023, + "m": 0.46397632360458374 + }, + { + "p": 0.037487275898456573, + "m": 0.005657025147229433 + }, + { + "p": 0.028874462470412254, + "m": 0.0038603327702730894 + }, + { + "p": 0.13741977512836456, + "m": 0.24333816766738892 + }, + { + "p": 0.13181312382221222, + "m": 0.8145899772644043 + }, + { + "p": 0.0644979402422905, + "m": 0.06242505833506584 + }, + { + "p": 0.04837131127715111, + "m": 1.0 + }, + { + "p": 0.11354496330022812, + "m": 1.0 + }, + { + "p": 0.08881855756044388, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 0.98820561170578, + "val_loss": 0.9259440898895264, + "acc": 68.86, + "time": 237.6122219930403, + "param": [ + { + "p": 0.1088438481092453, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08435053378343582, + "m": 1.0 + }, + { + "p": 0.008863471448421478, + "m": 0.0009996151784434915 + }, + { + "p": 0.0015928989741951227, + "m": 0.322197288274765 + }, + { + "p": 0.1410001814365387, + "m": 0.41819027066230774 + }, + { + "p": 0.0373920239508152, + "m": 0.0 + }, + { + "p": 0.02435755357146263, + "m": 0.0 + }, + { + "p": 0.1366501897573471, + "m": 0.22405055165290833 + }, + { + "p": 0.13207976520061493, + "m": 0.8348870277404785 + }, + { + "p": 0.064402736723423, + "m": 0.057021502405405045 + }, + { + "p": 0.05229168385267258, + "m": 1.0 + }, + { + "p": 0.12183496356010437, + "m": 1.0 + }, + { + "p": 0.08634011447429657, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.9228590726852417, + "val_loss": 0.825188398361206, + "acc": 69.39, + "time": 236.5124112458434, + "param": [ + { + "p": 0.10194681584835052, + "m": 1.0 + }, + { + "p": 0.020374683663249016, + "m": 1.0 + }, + { + "p": 0.08893751353025436, + "m": 1.0 + }, + { + "p": 0.00976747926324606, + "m": 0.0 + }, + { + "p": 0.02792426198720932, + "m": 0.23424427211284637 + }, + { + "p": 0.12134262174367905, + "m": 0.3616967797279358 + }, + { + "p": 0.03936086595058441, + "m": 0.0008323288639076054 + }, + { + "p": 0.029547259211540222, + "m": 0.0075898319482803345 + }, + { + "p": 0.1105959489941597, + "m": 0.20858848094940186 + }, + { + "p": 0.11291904002428055, + "m": 0.8472313284873962 + }, + { + "p": 0.06445058435201645, + "m": 0.0680394396185875 + }, + { + "p": 0.06012736260890961, + "m": 1.0 + }, + { + "p": 0.12876150012016296, + "m": 1.0 + }, + { + "p": 0.08394408971071243, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.9987897276878357, + "val_loss": 0.8399479389190674, + "acc": 68.57, + "time": 237.36418988602236, + "param": [ + { + "p": 0.10051292926073074, + "m": 1.0 + }, + { + "p": 0.0219526719301939, + "m": 1.0 + }, + { + "p": 0.11002986878156662, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0015594413271173835 + }, + { + "p": 0.03506425395607948, + "m": 0.1531127393245697 + }, + { + "p": 0.11339262872934341, + "m": 0.3098950684070587 + }, + { + "p": 0.024908464401960373, + "m": 0.025559011846780777 + }, + { + "p": 0.02406470663845539, + "m": 0.01489979587495327 + }, + { + "p": 0.10324817150831223, + "m": 0.18865716457366943 + }, + { + "p": 0.101373590528965, + "m": 0.8555205464363098 + }, + { + "p": 0.07606419175863266, + "m": 0.06394174695014954 + }, + { + "p": 0.06840046495199203, + "m": 1.0 + }, + { + "p": 0.14271189272403717, + "m": 1.0 + }, + { + "p": 0.07827617228031158, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 0.9018920660018921, + "val_loss": 0.9277904033660889, + "acc": 69.63, + "time": 237.05424580397084, + "param": [ + { + "p": 0.09597864001989365, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1178683340549469, + "m": 1.0 + }, + { + "p": 0.004767268430441618, + "m": 0.0 + }, + { + "p": 0.03274433687329292, + "m": 0.1305936872959137 + }, + { + "p": 0.10592303425073624, + "m": 0.24008724093437195 + }, + { + "p": 0.011946861632168293, + "m": 0.06825701147317886 + }, + { + "p": 0.03149816766381264, + "m": 0.0 + }, + { + "p": 0.10973501205444336, + "m": 0.17848707735538483 + }, + { + "p": 0.10245757550001144, + "m": 0.8661653399467468 + }, + { + "p": 0.09633243083953857, + "m": 0.033167511224746704 + }, + { + "p": 0.0666273981332779, + "m": 1.0 + }, + { + "p": 0.15504996478557587, + "m": 1.0 + }, + { + "p": 0.06907095015048981, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.060236930847168, + "val_loss": 0.9210784435272217, + "acc": 69.49, + "time": 233.98117192997597, + "param": [ + { + "p": 0.0923253670334816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12518057227134705, + "m": 1.0 + }, + { + "p": 0.0005107593606226146, + "m": 0.0 + }, + { + "p": 0.021877730265259743, + "m": 0.125992089509964 + }, + { + "p": 0.10210935771465302, + "m": 0.12719616293907166 + }, + { + "p": 0.0, + "m": 0.06325716525316238 + }, + { + "p": 0.01664140075445175, + "m": 0.0 + }, + { + "p": 0.11557942628860474, + "m": 0.1887599378824234 + }, + { + "p": 0.11445091664791107, + "m": 0.8418432474136353 + }, + { + "p": 0.11246810108423233, + "m": 0.01690603978931904 + }, + { + "p": 0.06903540343046188, + "m": 1.0 + }, + { + "p": 0.17282052338123322, + "m": 1.0 + }, + { + "p": 0.057000432163476944, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.7986435294151306, + "val_loss": 0.8647414445877075, + "acc": 69.81, + "time": 236.9380413980689, + "param": [ + { + "p": 0.07263778150081635, + "m": 1.0 + }, + { + "p": 0.010605815798044205, + "m": 1.0 + }, + { + "p": 0.12988141179084778, + "m": 1.0 + }, + { + "p": 0.011920946650207043, + "m": 0.0005360431387089193 + }, + { + "p": 0.023029489442706108, + "m": 0.08051535487174988 + }, + { + "p": 0.09745936840772629, + "m": 0.07295487076044083 + }, + { + "p": 0.0, + "m": 0.01613505557179451 + }, + { + "p": 0.016402678564190865, + "m": 0.0 + }, + { + "p": 0.09269090741872787, + "m": 0.17074896395206451 + }, + { + "p": 0.11246230453252792, + "m": 0.8066827654838562 + }, + { + "p": 0.10234253108501434, + "m": 0.020563453435897827 + }, + { + "p": 0.0783996656537056, + "m": 1.0 + }, + { + "p": 0.1828293651342392, + "m": 1.0 + }, + { + "p": 0.06933772563934326, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.7148173451423645, + "val_loss": 0.9455742835998535, + "acc": 70.47, + "time": 226.95605354500003, + "param": [ + { + "p": 0.04685709625482559, + "m": 1.0 + }, + { + "p": 0.012083410285413265, + "m": 1.0 + }, + { + "p": 0.1395072638988495, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0004200459225103259 + }, + { + "p": 0.027647150680422783, + "m": 0.01429255586117506 + }, + { + "p": 0.1021864116191864, + "m": 0.02763357199728489 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.017418386414647102, + "m": 0.0 + }, + { + "p": 0.07593803852796555, + "m": 0.17116649448871613 + }, + { + "p": 0.11116600036621094, + "m": 0.8140808343887329 + }, + { + "p": 0.09062358736991882, + "m": 0.05759148672223091 + }, + { + "p": 0.08512939512729645, + "m": 1.0 + }, + { + "p": 0.18733397126197815, + "m": 1.0 + }, + { + "p": 0.1041092798113823, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.0395684242248535, + "val_loss": 0.7429993152618408, + "acc": 69.25, + "time": 239.9337309480179, + "param": [ + { + "p": 0.03374921903014183, + "m": 1.0 + }, + { + "p": 0.0028420747257769108, + "m": 1.0 + }, + { + "p": 0.13880780339241028, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0029654772952198982 + }, + { + "p": 0.043487388640642166, + "m": 0.0 + }, + { + "p": 0.10985106229782104, + "m": 0.0038454136811196804 + }, + { + "p": 0.0003526914806570858, + "m": 0.0 + }, + { + "p": 0.016508597880601883, + "m": 0.019717462360858917 + }, + { + "p": 0.07226864248514175, + "m": 0.17138035595417023 + }, + { + "p": 0.10694611817598343, + "m": 0.8395405411720276 + }, + { + "p": 0.08165441453456879, + "m": 0.07712770998477936 + }, + { + "p": 0.08885856717824936, + "m": 1.0 + }, + { + "p": 0.17993266880512238, + "m": 1.0 + }, + { + "p": 0.12474074214696884, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.1023635864257812, + "val_loss": 1.0072276592254639, + "acc": 69.47, + "time": 233.23054358898662, + "param": [ + { + "p": 0.02178802713751793, + "m": 1.0 + }, + { + "p": 0.010994960553944111, + "m": 1.0 + }, + { + "p": 0.14068110287189484, + "m": 1.0 + }, + { + "p": 0.003473895136266947, + "m": 0.029310690239071846 + }, + { + "p": 0.032703153789043427, + "m": 0.0 + }, + { + "p": 0.09957895427942276, + "m": 0.012610460631549358 + }, + { + "p": 0.012431478127837181, + "m": 0.0 + }, + { + "p": 0.015016011893749237, + "m": 0.03472866863012314 + }, + { + "p": 0.08981140702962875, + "m": 0.13679805397987366 + }, + { + "p": 0.10997173935174942, + "m": 0.848363995552063 + }, + { + "p": 0.08181234449148178, + "m": 0.07334621995687485 + }, + { + "p": 0.09415971487760544, + "m": 1.0 + }, + { + "p": 0.15416543185710907, + "m": 1.0 + }, + { + "p": 0.13341183960437775, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.8130701184272766, + "val_loss": 1.0302259922027588, + "acc": 69.84, + "time": 232.64401171705686, + "param": [ + { + "p": 0.007991591468453407, + "m": 1.0 + }, + { + "p": 0.02758721448481083, + "m": 1.0 + }, + { + "p": 0.14739978313446045, + "m": 1.0 + }, + { + "p": 0.007812172640115023, + "m": 0.0 + }, + { + "p": 0.020049335435032845, + "m": 0.0 + }, + { + "p": 0.08680006116628647, + "m": 0.0 + }, + { + "p": 0.012002215720713139, + "m": 0.0 + }, + { + "p": 0.011419610120356083, + "m": 0.0 + }, + { + "p": 0.10189031064510345, + "m": 0.12229343503713608 + }, + { + "p": 0.10384330153465271, + "m": 0.8565413951873779 + }, + { + "p": 0.07667598128318787, + "m": 0.06615711003541946 + }, + { + "p": 0.09998693317174911, + "m": 1.0 + }, + { + "p": 0.13921408355236053, + "m": 1.0 + }, + { + "p": 0.15732747316360474, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.000343918800354, + "val_loss": 1.0820204019546509, + "acc": 68.8, + "time": 236.77231317316182, + "param": [ + { + "p": 0.014559078961610794, + "m": 1.0 + }, + { + "p": 0.04487254098057747, + "m": 1.0 + }, + { + "p": 0.1466176062822342, + "m": 1.0 + }, + { + "p": 0.009682632982730865, + "m": 1.7204172763740644e-05 + }, + { + "p": 0.0008091650670394301, + "m": 0.0 + }, + { + "p": 0.08337638527154922, + "m": 0.0 + }, + { + "p": 0.007787482347339392, + "m": 0.0 + }, + { + "p": 0.007151343394070864, + "m": 0.0 + }, + { + "p": 0.09505239129066467, + "m": 0.17322474718093872 + }, + { + "p": 0.1123153492808342, + "m": 0.8552621603012085 + }, + { + "p": 0.058155663311481476, + "m": 0.07935522496700287 + }, + { + "p": 0.09857151657342911, + "m": 0.9991723895072937 + }, + { + "p": 0.13702842593193054, + "m": 1.0 + }, + { + "p": 0.18402042984962463, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.8793502449989319, + "val_loss": 1.0401300191879272, + "acc": 68.62, + "time": 235.21183464489877, + "param": [ + { + "p": 0.029904194176197052, + "m": 1.0 + }, + { + "p": 0.07461890578269958, + "m": 1.0 + }, + { + "p": 0.1372595876455307, + "m": 1.0 + }, + { + "p": 0.006785127799957991, + "m": 0.0013617259683087468 + }, + { + "p": 0.0, + "m": 0.0019484326476231217 + }, + { + "p": 0.07830794900655746, + "m": 0.010456969030201435 + }, + { + "p": 0.01742815040051937, + "m": 0.00016185226559173316 + }, + { + "p": 0.01771749183535576, + "m": 0.002600761130452156 + }, + { + "p": 0.08889010548591614, + "m": 0.22901687026023865 + }, + { + "p": 0.11750970035791397, + "m": 0.8577582240104675 + }, + { + "p": 0.044415637850761414, + "m": 0.10082702338695526 + }, + { + "p": 0.0885174423456192, + "m": 1.0 + }, + { + "p": 0.12447421997785568, + "m": 1.0 + }, + { + "p": 0.1741715371608734, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.9609773755073547, + "val_loss": 1.0639327764511108, + "acc": 69.36, + "time": 238.88198055094108, + "param": [ + { + "p": 0.029191549867391586, + "m": 1.0 + }, + { + "p": 0.07919395714998245, + "m": 1.0 + }, + { + "p": 0.1451261192560196, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0035828056279569864 + }, + { + "p": 0.0, + "m": 0.03329644352197647 + }, + { + "p": 0.0899076759815216, + "m": 0.0 + }, + { + "p": 0.004112994764000177, + "m": 0.04565773531794548 + }, + { + "p": 0.032701145857572556, + "m": 0.004925449378788471 + }, + { + "p": 0.1042085736989975, + "m": 0.2697301506996155 + }, + { + "p": 0.11311068385839462, + "m": 0.8838767409324646 + }, + { + "p": 0.03314518183469772, + "m": 0.11334146559238434 + }, + { + "p": 0.08292686939239502, + "m": 1.0 + }, + { + "p": 0.11407174915075302, + "m": 1.0 + }, + { + "p": 0.17230349779129028, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 0.8377321362495422, + "val_loss": 1.066907286643982, + "acc": 68.66, + "time": 235.83169884607196, + "param": [ + { + "p": 0.015374453738331795, + "m": 1.0 + }, + { + "p": 0.049756862223148346, + "m": 1.0 + }, + { + "p": 0.15732841193675995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.07462479174137115 + }, + { + "p": 0.09564866870641708, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.07353588193655014 + }, + { + "p": 0.036104679107666016, + "m": 0.003680919064208865 + }, + { + "p": 0.12082291394472122, + "m": 0.2726340889930725 + }, + { + "p": 0.11207140982151031, + "m": 0.8759850263595581 + }, + { + "p": 0.03300761058926582, + "m": 0.11995217949151993 + }, + { + "p": 0.07876676321029663, + "m": 1.0 + }, + { + "p": 0.1072101891040802, + "m": 1.0 + }, + { + "p": 0.1939079910516739, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 0.6929094791412354, + "val_loss": 1.0921945571899414, + "acc": 69.52, + "time": 224.1590343429707, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020194293931126595, + "m": 1.0 + }, + { + "p": 0.18049877882003784, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.104571133852005 + }, + { + "p": 0.09629688411951065, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.046085234731435776 + }, + { + "p": 0.021217791363596916, + "m": 0.037324417382478714 + }, + { + "p": 0.14076629281044006, + "m": 0.28167587518692017 + }, + { + "p": 0.112160824239254, + "m": 0.8525254130363464 + }, + { + "p": 0.013468688353896141, + "m": 0.12685421109199524 + }, + { + "p": 0.07885940372943878, + "m": 0.9948636293411255 + }, + { + "p": 0.10945624113082886, + "m": 1.0 + }, + { + "p": 0.22708076238632202, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.9321098327636719, + "val_loss": 1.0254111289978027, + "acc": 68.39, + "time": 237.94146529585123, + "param": [ + { + "p": 0.0017679707380011678, + "m": 1.0 + }, + { + "p": 0.00043491661199368536, + "m": 1.0 + }, + { + "p": 0.18258945643901825, + "m": 1.0 + }, + { + "p": 0.002281125169247389, + "m": 0.0 + }, + { + "p": 0.005966245662420988, + "m": 0.1581820249557495 + }, + { + "p": 0.08927441388368607, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.018902655690908432, + "m": 0.11309032142162323 + }, + { + "p": 0.15516285598278046, + "m": 0.30092373490333557 + }, + { + "p": 0.09704792499542236, + "m": 0.8288159966468811 + }, + { + "p": 0.0, + "m": 0.12983711063861847 + }, + { + "p": 0.08580601215362549, + "m": 0.9874916672706604 + }, + { + "p": 0.12599687278270721, + "m": 1.0 + }, + { + "p": 0.2347695231437683, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.9655026793479919, + "val_loss": 0.986309289932251, + "acc": 68.89, + "time": 239.4308470080141, + "param": [ + { + "p": 0.015987113118171692, + "m": 1.0 + }, + { + "p": 0.010310376062989235, + "m": 1.0 + }, + { + "p": 0.16868330538272858, + "m": 1.0 + }, + { + "p": 0.018657822161912918, + "m": 0.0 + }, + { + "p": 0.029252102598547935, + "m": 0.15418601036071777 + }, + { + "p": 0.07923562824726105, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.025492355227470398, + "m": 0.1397528052330017 + }, + { + "p": 0.14785979688167572, + "m": 0.29004520177841187 + }, + { + "p": 0.08753610402345657, + "m": 0.842227578163147 + }, + { + "p": 0.01670132204890251, + "m": 0.12766283750534058 + }, + { + "p": 0.07777074724435806, + "m": 1.0 + }, + { + "p": 0.12244100868701935, + "m": 1.0 + }, + { + "p": 0.2000722885131836, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.8593199253082275, + "val_loss": 0.996457040309906, + "acc": 68.52, + "time": 237.64922580099665, + "param": [ + { + "p": 0.04416164755821228, + "m": 1.0 + }, + { + "p": 0.022891003638505936, + "m": 1.0 + }, + { + "p": 0.14139248430728912, + "m": 1.0 + }, + { + "p": 0.032862305641174316, + "m": 0.0 + }, + { + "p": 0.04124481976032257, + "m": 0.12557485699653625 + }, + { + "p": 0.07395687699317932, + "m": 0.0 + }, + { + "p": 0.011659516021609306, + "m": 0.0 + }, + { + "p": 0.02762751281261444, + "m": 0.14264614880084991 + }, + { + "p": 0.14562088251113892, + "m": 0.296811580657959 + }, + { + "p": 0.09746026992797852, + "m": 0.8759512901306152 + }, + { + "p": 0.033852312713861465, + "m": 0.13196495175361633 + }, + { + "p": 0.07288844138383865, + "m": 1.0 + }, + { + "p": 0.10356628894805908, + "m": 1.0 + }, + { + "p": 0.15081560611724854, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.855434238910675, + "val_loss": 0.9564462900161743, + "acc": 69.95, + "time": 235.72081910003908, + "param": [ + { + "p": 0.05777141824364662, + "m": 1.0 + }, + { + "p": 0.031264763325452805, + "m": 1.0 + }, + { + "p": 0.13851049542427063, + "m": 1.0 + }, + { + "p": 0.03935308754444122, + "m": 0.0 + }, + { + "p": 0.026647482067346573, + "m": 0.09343178570270538 + }, + { + "p": 0.08824842423200607, + "m": 0.00818615686148405 + }, + { + "p": 0.025435395538806915, + "m": 0.0 + }, + { + "p": 0.011763375252485275, + "m": 0.12389560043811798 + }, + { + "p": 0.15643253922462463, + "m": 0.3048146367073059 + }, + { + "p": 0.09844836592674255, + "m": 0.8788090348243713 + }, + { + "p": 0.03207729011774063, + "m": 0.13310471177101135 + }, + { + "p": 0.08153850585222244, + "m": 1.0 + }, + { + "p": 0.09128554910421371, + "m": 1.0 + }, + { + "p": 0.1212233379483223, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.9065684080123901, + "val_loss": 1.1111148595809937, + "acc": 69.36, + "time": 238.85674358299002, + "param": [ + { + "p": 0.06029297783970833, + "m": 1.0 + }, + { + "p": 0.04425894096493721, + "m": 1.0 + }, + { + "p": 0.14084096252918243, + "m": 1.0 + }, + { + "p": 0.03655700385570526, + "m": 0.0 + }, + { + "p": 0.012346455827355385, + "m": 0.07808754593133926 + }, + { + "p": 0.0898190289735794, + "m": 0.0 + }, + { + "p": 0.035266026854515076, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.13639448583126068 + }, + { + "p": 0.16170001029968262, + "m": 0.3212217688560486 + }, + { + "p": 0.0926375463604927, + "m": 0.8723489046096802 + }, + { + "p": 0.024553241208195686, + "m": 0.14051327109336853 + }, + { + "p": 0.10506408661603928, + "m": 1.0 + }, + { + "p": 0.0777682289481163, + "m": 1.0 + }, + { + "p": 0.11889556050300598, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.7565743327140808, + "val_loss": 1.1611989736557007, + "acc": 69.03, + "time": 234.64250483200885, + "param": [ + { + "p": 0.05644303187727928, + "m": 1.0 + }, + { + "p": 0.04256163537502289, + "m": 1.0 + }, + { + "p": 0.14115269482135773, + "m": 1.0 + }, + { + "p": 0.021985022351145744, + "m": 0.0 + }, + { + "p": 0.0058860499411821365, + "m": 0.04846028611063957 + }, + { + "p": 0.08925873786211014, + "m": 0.0 + }, + { + "p": 0.04105548933148384, + "m": 0.0 + }, + { + "p": 4.910272764391266e-05, + "m": 0.14540107548236847 + }, + { + "p": 0.1673402339220047, + "m": 0.3377527594566345 + }, + { + "p": 0.10272401571273804, + "m": 0.8343007564544678 + }, + { + "p": 0.028527293354272842, + "m": 0.14382198452949524 + }, + { + "p": 0.1171645075082779, + "m": 1.0 + }, + { + "p": 0.061931952834129333, + "m": 1.0 + }, + { + "p": 0.12392021715641022, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.656902015209198, + "val_loss": 1.007462501525879, + "acc": 69.21, + "time": 234.32931051915511, + "param": [ + { + "p": 0.04047321155667305, + "m": 1.0 + }, + { + "p": 0.044902123510837555, + "m": 1.0 + }, + { + "p": 0.1625940501689911, + "m": 1.0 + }, + { + "p": 0.00942324660718441, + "m": 0.0009684176184237003 + }, + { + "p": 0.00017664609185885638, + "m": 0.0 + }, + { + "p": 0.0822504460811615, + "m": 0.0 + }, + { + "p": 0.029278188943862915, + "m": 0.0 + }, + { + "p": 0.004098699428141117, + "m": 0.12660519778728485 + }, + { + "p": 0.193947434425354, + "m": 0.3505246937274933 + }, + { + "p": 0.1092027872800827, + "m": 0.8124221563339233 + }, + { + "p": 0.00979929231107235, + "m": 0.14715006947517395 + }, + { + "p": 0.134844571352005, + "m": 1.0 + }, + { + "p": 0.049048855900764465, + "m": 1.0 + }, + { + "p": 0.12996046245098114, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.7987462282180786, + "val_loss": 0.9744859933853149, + "acc": 68.82, + "time": 237.59862532606348, + "param": [ + { + "p": 0.021459616720676422, + "m": 1.0 + }, + { + "p": 0.06033690646290779, + "m": 1.0 + }, + { + "p": 0.18073301017284393, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0004581723769661039 + }, + { + "p": 0.0, + "m": 0.001201384118758142 + }, + { + "p": 0.0815025344491005, + "m": 0.006090162787586451 + }, + { + "p": 0.002108693588525057, + "m": 0.0 + }, + { + "p": 0.00034162410884164274, + "m": 0.10800883919000626 + }, + { + "p": 0.2272387146949768, + "m": 0.3028219938278198 + }, + { + "p": 0.10558842867612839, + "m": 0.8344103097915649 + }, + { + "p": 0.0005736452876590192, + "m": 0.1436462551355362 + }, + { + "p": 0.14574986696243286, + "m": 1.0 + }, + { + "p": 0.024351412430405617, + "m": 1.0 + }, + { + "p": 0.15001548826694489, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.7169062495231628, + "val_loss": 1.0419690608978271, + "acc": 69.07, + "time": 237.31831044494174, + "param": [ + { + "p": 0.026105815544724464, + "m": 1.0 + }, + { + "p": 0.049442075192928314, + "m": 1.0 + }, + { + "p": 0.16871845722198486, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.012054148130118847 + }, + { + "p": 0.004879624582827091, + "m": 0.036702368408441544 + }, + { + "p": 0.08042429387569427, + "m": 0.0 + }, + { + "p": 0.000680278695654124, + "m": 0.030106794089078903 + }, + { + "p": 0.00016381710884161294, + "m": 0.05344400182366371 + }, + { + "p": 0.25388580560684204, + "m": 0.21115988492965698 + }, + { + "p": 0.08502070605754852, + "m": 0.8393318057060242 + }, + { + "p": 0.04060223326086998, + "m": 0.12393418699502945 + }, + { + "p": 0.13753992319107056, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15253695845603943, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.036196231842041, + "val_loss": 1.1573128700256348, + "acc": 69.28, + "time": 236.93077451805584, + "param": [ + { + "p": 0.024190766736865044, + "m": 1.0 + }, + { + "p": 0.05239756777882576, + "m": 1.0 + }, + { + "p": 0.15420642495155334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.048336632549762726 + }, + { + "p": 0.016565976664423943, + "m": 0.067844457924366 + }, + { + "p": 0.05221784487366676, + "m": 0.0005945246084593236 + }, + { + "p": 0.0, + "m": 0.039764631539583206 + }, + { + "p": 0.0, + "m": 0.07825598865747452 + }, + { + "p": 0.2690894305706024, + "m": 0.20026294887065887 + }, + { + "p": 0.06831173598766327, + "m": 0.8222946524620056 + }, + { + "p": 0.062008582055568695, + "m": 0.12320517748594284 + }, + { + "p": 0.1372828632593155, + "m": 0.9871025681495667 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16372880339622498, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.8733515739440918, + "val_loss": 1.0712261199951172, + "acc": 68.33, + "time": 238.69814627501182, + "param": [ + { + "p": 0.010602538473904133, + "m": 1.0 + }, + { + "p": 0.060999199748039246, + "m": 1.0 + }, + { + "p": 0.13042208552360535, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.054833024740219116 + }, + { + "p": 0.026282310485839844, + "m": 0.04262024536728859 + }, + { + "p": 0.02639966458082199, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.06022927537560463 + }, + { + "p": 0.29387134313583374, + "m": 0.2540459930896759 + }, + { + "p": 0.04981261119246483, + "m": 0.8301334381103516 + }, + { + "p": 0.07338953018188477, + "m": 0.12029516696929932 + }, + { + "p": 0.1301078051328659, + "m": 0.9965010285377502 + }, + { + "p": 0.0010418921010568738, + "m": 1.0 + }, + { + "p": 0.19707104563713074, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.1325900554656982, + "val_loss": 1.0005261898040771, + "acc": 68.26, + "time": 237.98253697901964, + "param": [ + { + "p": 0.0038960427045822144, + "m": 1.0 + }, + { + "p": 0.057905733585357666, + "m": 1.0 + }, + { + "p": 0.12754644453525543, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.07214833796024323 + }, + { + "p": 0.04267601668834686, + "m": 0.010056378319859505 + }, + { + "p": 0.005898210220038891, + "m": 0.013029873371124268 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0476142019033432 + }, + { + "p": 0.3189953863620758, + "m": 0.27507007122039795 + }, + { + "p": 0.03631897270679474, + "m": 0.838760256767273 + }, + { + "p": 0.07580012828111649, + "m": 0.10698316246271133 + }, + { + "p": 0.12835994362831116, + "m": 1.0 + }, + { + "p": 0.0009663903038017452, + "m": 1.0 + }, + { + "p": 0.20163680613040924, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.5785555839538574, + "val_loss": 0.8070327639579773, + "acc": 68.45, + "time": 238.58398072212003, + "param": [ + { + "p": 0.0001419359614374116, + "m": 1.0 + }, + { + "p": 0.05652632191777229, + "m": 1.0 + }, + { + "p": 0.12724265456199646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.047739483416080475 + }, + { + "p": 0.0503561869263649, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.014362760819494724 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.016732804477214813 + }, + { + "p": 0.34028804302215576, + "m": 0.26043567061424255 + }, + { + "p": 0.011675417423248291, + "m": 0.8559568524360657 + }, + { + "p": 0.08344432711601257, + "m": 0.10632949322462082 + }, + { + "p": 0.12334339320659637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20698173344135284, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.7191078066825867, + "val_loss": 1.1795567274093628, + "acc": 67.61, + "time": 237.45706849195994, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05416487902402878, + "m": 1.0 + }, + { + "p": 0.13540375232696533, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.010205945931375027 + }, + { + "p": 0.03741417080163956, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.037011973559856415 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.030264267697930336 + }, + { + "p": 0.3487294018268585, + "m": 0.2322072684764862 + }, + { + "p": 0.0, + "m": 0.862930417060852 + }, + { + "p": 0.08948024362325668, + "m": 0.10614565759897232 + }, + { + "p": 0.10187553614377975, + "m": 0.9976451992988586 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23293200135231018, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.8594020009040833, + "val_loss": 1.0601370334625244, + "acc": 68.04, + "time": 233.5325569519773, + "param": [ + { + "p": 0.006800205446779728, + "m": 1.0 + }, + { + "p": 0.067057766020298, + "m": 1.0 + }, + { + "p": 0.13059598207473755, + "m": 1.0 + }, + { + "p": 0.015275244601070881, + "m": 0.0 + }, + { + "p": 0.02309735119342804, + "m": 0.0 + }, + { + "p": 0.014699723571538925, + "m": 0.04622106999158859 + }, + { + "p": 0.00040109880501404405, + "m": 0.0 + }, + { + "p": 0.009477377869188786, + "m": 0.06147737801074982 + }, + { + "p": 0.307865172624588, + "m": 0.19325941801071167 + }, + { + "p": 0.00395476259291172, + "m": 0.8622247576713562 + }, + { + "p": 0.09817557036876678, + "m": 0.10671366751194 + }, + { + "p": 0.09092586487531662, + "m": 0.9752659797668457 + }, + { + "p": 0.011701727285981178, + "m": 1.0 + }, + { + "p": 0.21997223794460297, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.9275150299072266, + "val_loss": 1.0558933019638062, + "acc": 68.95, + "time": 236.99404058791697, + "param": [ + { + "p": 0.017538240179419518, + "m": 1.0 + }, + { + "p": 0.09110499918460846, + "m": 1.0 + }, + { + "p": 0.11043189465999603, + "m": 1.0 + }, + { + "p": 0.05331100896000862, + "m": 0.0 + }, + { + "p": 0.025877555832266808, + "m": 0.026996495202183723 + }, + { + "p": 0.03845641762018204, + "m": 0.05661318823695183 + }, + { + "p": 0.0008916986989788711, + "m": 0.0064359609968960285 + }, + { + "p": 0.020541327074170113, + "m": 0.03822597861289978 + }, + { + "p": 0.2316833883523941, + "m": 0.1310226321220398 + }, + { + "p": 0.0267177764326334, + "m": 0.8640264272689819 + }, + { + "p": 0.10522575676441193, + "m": 0.10237360000610352 + }, + { + "p": 0.07855835556983948, + "m": 0.9650854468345642 + }, + { + "p": 0.032769251614809036, + "m": 1.0 + }, + { + "p": 0.16689226031303406, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.7691758275032043, + "val_loss": 0.9618393778800964, + "acc": 68.4, + "time": 238.12341577000916, + "param": [ + { + "p": 0.02294069156050682, + "m": 1.0 + }, + { + "p": 0.12153683602809906, + "m": 1.0 + }, + { + "p": 0.10005125403404236, + "m": 1.0 + }, + { + "p": 0.0662442296743393, + "m": 0.0 + }, + { + "p": 0.0368979349732399, + "m": 0.039010826498270035 + }, + { + "p": 0.030485495924949646, + "m": 0.049043040722608566 + }, + { + "p": 0.006882558111101389, + "m": 0.007494333200156689 + }, + { + "p": 0.020468302071094513, + "m": 0.0025766247417777777 + }, + { + "p": 0.19383437931537628, + "m": 0.17705939710140228 + }, + { + "p": 0.04016443341970444, + "m": 0.8548773527145386 + }, + { + "p": 0.10202633589506149, + "m": 0.1109997108578682 + }, + { + "p": 0.07243494689464569, + "m": 0.9840739369392395 + }, + { + "p": 0.02944907918572426, + "m": 1.0 + }, + { + "p": 0.1565835326910019, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.8337019085884094, + "val_loss": 1.1206728219985962, + "acc": 68.36, + "time": 233.02285622386262, + "param": [ + { + "p": 0.03802536427974701, + "m": 1.0 + }, + { + "p": 0.16003084182739258, + "m": 1.0 + }, + { + "p": 0.11597929894924164, + "m": 1.0 + }, + { + "p": 0.060679394751787186, + "m": 0.0014420609222725034 + }, + { + "p": 0.04417024925351143, + "m": 0.062250345945358276 + }, + { + "p": 0.015413831919431686, + "m": 0.02094138041138649 + }, + { + "p": 0.006124911364167929, + "m": 0.02203066647052765 + }, + { + "p": 0.008593367412686348, + "m": 0.0 + }, + { + "p": 0.17204242944717407, + "m": 0.2262692153453827 + }, + { + "p": 0.048515383154153824, + "m": 0.8366570472717285 + }, + { + "p": 0.092336505651474, + "m": 0.12961536645889282 + }, + { + "p": 0.06785601377487183, + "m": 0.9985327124595642 + }, + { + "p": 0.014589599333703518, + "m": 1.0 + }, + { + "p": 0.1556428074836731, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.8224799633026123, + "val_loss": 1.0262742042541504, + "acc": 67.84, + "time": 233.1651226740796, + "param": [ + { + "p": 0.05152473226189613, + "m": 1.0 + }, + { + "p": 0.18213777244091034, + "m": 1.0 + }, + { + "p": 0.1252841055393219, + "m": 1.0 + }, + { + "p": 0.0419292077422142, + "m": 0.04043779522180557 + }, + { + "p": 0.02942153438925743, + "m": 0.06953194737434387 + }, + { + "p": 0.0, + "m": 0.0068132951855659485 + }, + { + "p": 0.017159156501293182, + "m": 0.04060409590601921 + }, + { + "p": 0.005674181040376425, + "m": 0.0 + }, + { + "p": 0.15759654343128204, + "m": 0.22870782017707825 + }, + { + "p": 0.04870898276567459, + "m": 0.8225491642951965 + }, + { + "p": 0.09823758155107498, + "m": 0.13095982372760773 + }, + { + "p": 0.06741326302289963, + "m": 1.0 + }, + { + "p": 0.009421632625162601, + "m": 1.0 + }, + { + "p": 0.1654912531375885, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.6921675205230713, + "val_loss": 0.9567070007324219, + "acc": 68.58, + "time": 236.8328179870732, + "param": [ + { + "p": 0.05776788666844368, + "m": 1.0 + }, + { + "p": 0.17919208109378815, + "m": 1.0 + }, + { + "p": 0.13228648900985718, + "m": 1.0 + }, + { + "p": 0.01597658172249794, + "m": 0.025379851460456848 + }, + { + "p": 0.03288695588707924, + "m": 0.07617026567459106 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.02102736011147499, + "m": 0.050473712384700775 + }, + { + "p": 0.015631306916475296, + "m": 0.006000295747071505 + }, + { + "p": 0.14437897503376007, + "m": 0.23107045888900757 + }, + { + "p": 0.04901786148548126, + "m": 0.8092919588088989 + }, + { + "p": 0.09851627051830292, + "m": 0.14070050418376923 + }, + { + "p": 0.07789590209722519, + "m": 1.0 + }, + { + "p": 0.011853286065161228, + "m": 1.0 + }, + { + "p": 0.16356897354125977, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.6861858367919922, + "val_loss": 0.821022629737854, + "acc": 67.98, + "time": 237.66056443192065, + "param": [ + { + "p": 0.05789116770029068, + "m": 1.0 + }, + { + "p": 0.15930475294589996, + "m": 1.0 + }, + { + "p": 0.14543341100215912, + "m": 1.0 + }, + { + "p": 0.004147231113165617, + "m": 0.0 + }, + { + "p": 0.045435890555381775, + "m": 0.06221567839384079 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.016619736328721046, + "m": 0.016582457348704338 + }, + { + "p": 0.017074482515454292, + "m": 0.0 + }, + { + "p": 0.14005517959594727, + "m": 0.2551276385784149 + }, + { + "p": 0.05121542140841484, + "m": 0.7951294183731079 + }, + { + "p": 0.09733729064464569, + "m": 0.15375134348869324 + }, + { + "p": 0.08638481795787811, + "m": 1.0 + }, + { + "p": 0.027020441368222237, + "m": 1.0 + }, + { + "p": 0.1520802080631256, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.708708643913269, + "val_loss": 1.1603389978408813, + "acc": 69.08, + "time": 236.8119678189978, + "param": [ + { + "p": 0.04846680536866188, + "m": 1.0 + }, + { + "p": 0.13797400891780853, + "m": 1.0 + }, + { + "p": 0.14444170892238617, + "m": 1.0 + }, + { + "p": 0.008330350741744041, + "m": 0.000920693448279053 + }, + { + "p": 0.061790965497493744, + "m": 0.03394624590873718 + }, + { + "p": 0.0, + "m": 0.001823826925829053 + }, + { + "p": 0.014538466930389404, + "m": 0.0 + }, + { + "p": 0.017420196905732155, + "m": 0.0 + }, + { + "p": 0.13116119801998138, + "m": 0.2761881351470947 + }, + { + "p": 0.05474456027150154, + "m": 0.7423127889633179 + }, + { + "p": 0.10507523268461227, + "m": 0.17489328980445862 + }, + { + "p": 0.08836788684129715, + "m": 1.0 + }, + { + "p": 0.041553795337677, + "m": 1.0 + }, + { + "p": 0.14613477885723114, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.7161296010017395, + "val_loss": 1.0556843280792236, + "acc": 68.7, + "time": 239.25587303610519, + "param": [ + { + "p": 0.03666536137461662, + "m": 1.0 + }, + { + "p": 0.13299916684627533, + "m": 1.0 + }, + { + "p": 0.12646324932575226, + "m": 1.0 + }, + { + "p": 0.022999269887804985, + "m": 0.011945663951337337 + }, + { + "p": 0.065644770860672, + "m": 0.0 + }, + { + "p": 0.0003669556463137269, + "m": 0.022576723247766495 + }, + { + "p": 0.001814061077311635, + "m": 0.0007884352817200124 + }, + { + "p": 0.009592250920832157, + "m": 0.0028764226008206606 + }, + { + "p": 0.1149233877658844, + "m": 0.27318230271339417 + }, + { + "p": 0.07871212065219879, + "m": 0.7178220748901367 + }, + { + "p": 0.11518782377243042, + "m": 0.19355158507823944 + }, + { + "p": 0.09141255915164948, + "m": 0.9999698400497437 + }, + { + "p": 0.05190170928835869, + "m": 1.0 + }, + { + "p": 0.15131725370883942, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.8353809714317322, + "val_loss": 1.0498275756835938, + "acc": 69.48, + "time": 237.23230281705037, + "param": [ + { + "p": 0.031718336045742035, + "m": 1.0 + }, + { + "p": 0.13529372215270996, + "m": 1.0 + }, + { + "p": 0.10832527279853821, + "m": 1.0 + }, + { + "p": 0.026337798684835434, + "m": 0.04815587401390076 + }, + { + "p": 0.06943316757678986, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.051394108682870865 + }, + { + "p": 0.0, + "m": 0.022554602473974228 + }, + { + "p": 0.002499291207641363, + "m": 0.04017198830842972 + }, + { + "p": 0.11689846217632294, + "m": 0.26512351632118225 + }, + { + "p": 0.09576988965272903, + "m": 0.6972634792327881 + }, + { + "p": 0.12976494431495667, + "m": 0.19573433697223663 + }, + { + "p": 0.07830316573381424, + "m": 0.9896621108055115 + }, + { + "p": 0.05385632812976837, + "m": 1.0 + }, + { + "p": 0.15179966390132904, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 0.7520014047622681, + "val_loss": 0.9593534469604492, + "acc": 68.21, + "time": 237.14734458713792, + "param": [ + { + "p": 0.03765081986784935, + "m": 1.0 + }, + { + "p": 0.13593123853206635, + "m": 1.0 + }, + { + "p": 0.10574539005756378, + "m": 1.0 + }, + { + "p": 0.00922977365553379, + "m": 0.03598412126302719 + }, + { + "p": 0.08608595281839371, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.06156862899661064 + }, + { + "p": 0.0, + "m": 0.03040480613708496 + }, + { + "p": 0.003964390140026808, + "m": 0.032300375401973724 + }, + { + "p": 0.12128439545631409, + "m": 0.2555181086063385 + }, + { + "p": 0.10799765586853027, + "m": 0.7091014981269836 + }, + { + "p": 0.12726262211799622, + "m": 0.19525350630283356 + }, + { + "p": 0.05774379149079323, + "m": 0.989183247089386 + }, + { + "p": 0.06269598752260208, + "m": 1.0 + }, + { + "p": 0.1444079428911209, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.5605961680412292, + "val_loss": 1.1648677587509155, + "acc": 68.7, + "time": 234.9632609311957, + "param": [ + { + "p": 0.042682185769081116, + "m": 1.0 + }, + { + "p": 0.1334282010793686, + "m": 1.0 + }, + { + "p": 0.13140399754047394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.018227342516183853 + }, + { + "p": 0.09464327991008759, + "m": 0.020412862300872803 + }, + { + "p": 0.0, + "m": 0.03561331331729889 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.01056730654090643, + "m": 0.01692385971546173 + }, + { + "p": 0.11733850836753845, + "m": 0.25409960746765137 + }, + { + "p": 0.11268676817417145, + "m": 0.7381226420402527 + }, + { + "p": 0.12763799726963043, + "m": 0.20944128930568695 + }, + { + "p": 0.04075530543923378, + "m": 0.9751070737838745 + }, + { + "p": 0.06179199740290642, + "m": 1.0 + }, + { + "p": 0.12706439197063446, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.5771689414978027, + "val_loss": 0.960330069065094, + "acc": 67.63, + "time": 238.9817194880452, + "param": [ + { + "p": 0.04761882126331329, + "m": 1.0 + }, + { + "p": 0.13956043124198914, + "m": 1.0 + }, + { + "p": 0.13674260675907135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.07414897531270981, + "m": 0.0 + }, + { + "p": 0.01283473614603281, + "m": 0.03263217583298683 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.030140917748212814, + "m": 0.0 + }, + { + "p": 0.11054150015115738, + "m": 0.24007155001163483 + }, + { + "p": 0.11090320348739624, + "m": 0.7684087157249451 + }, + { + "p": 0.1426590085029602, + "m": 0.21354199945926666 + }, + { + "p": 0.023203352466225624, + "m": 0.9678075313568115 + }, + { + "p": 0.059889890253543854, + "m": 1.0 + }, + { + "p": 0.11175651103258133, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.7375466823577881, + "val_loss": 1.2111597061157227, + "acc": 68.11, + "time": 233.0982542319689, + "param": [ + { + "p": 0.043663326650857925, + "m": 1.0 + }, + { + "p": 0.1438208520412445, + "m": 1.0 + }, + { + "p": 0.12315650284290314, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.045843321830034256, + "m": 0.0 + }, + { + "p": 0.04094045236706734, + "m": 0.03370904177427292 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.022661158815026283, + "m": 0.0 + }, + { + "p": 0.11886843293905258, + "m": 0.22277280688285828 + }, + { + "p": 0.10119819641113281, + "m": 0.7633263468742371 + }, + { + "p": 0.16334044933319092, + "m": 0.20476031303405762 + }, + { + "p": 0.021200034767389297, + "m": 0.9821114540100098 + }, + { + "p": 0.07218141853809357, + "m": 1.0 + }, + { + "p": 0.10312578827142715, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.6459857821464539, + "val_loss": 1.2401783466339111, + "acc": 68.72, + "time": 231.1634973369073, + "param": [ + { + "p": 0.04568104073405266, + "m": 1.0 + }, + { + "p": 0.1422756463289261, + "m": 1.0 + }, + { + "p": 0.11602192372083664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.02953718975186348, + "m": 0.0 + }, + { + "p": 0.048148445785045624, + "m": 0.0027702408842742443 + }, + { + "p": 0.0, + "m": 0.0002636124554555863 + }, + { + "p": 0.010052072815597057, + "m": 0.0 + }, + { + "p": 0.11808188259601593, + "m": 0.20724166929721832 + }, + { + "p": 0.08761020749807358, + "m": 0.7250506281852722 + }, + { + "p": 0.16861891746520996, + "m": 0.20491328835487366 + }, + { + "p": 0.012873518280684948, + "m": 0.9878308176994324 + }, + { + "p": 0.08521493524312973, + "m": 1.0 + }, + { + "p": 0.13588421046733856, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.7964516878128052, + "val_loss": 1.0954136848449707, + "acc": 67.83, + "time": 234.1230320171453, + "param": [ + { + "p": 0.051430873572826385, + "m": 1.0 + }, + { + "p": 0.1320303976535797, + "m": 1.0 + }, + { + "p": 0.12314535677433014, + "m": 1.0 + }, + { + "p": 0.008416645228862762, + "m": 0.003029242157936096 + }, + { + "p": 0.028455717489123344, + "m": 0.0 + }, + { + "p": 0.03844963014125824, + "m": 0.025220155715942383 + }, + { + "p": 0.0, + "m": 0.02970356121659279 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.11096572875976562, + "m": 0.2140052318572998 + }, + { + "p": 0.07799006253480911, + "m": 0.7442733645439148 + }, + { + "p": 0.17186430096626282, + "m": 0.21879366040229797 + }, + { + "p": 0.007156155537813902, + "m": 0.9755082130432129 + }, + { + "p": 0.08196724206209183, + "m": 1.0 + }, + { + "p": 0.1681278795003891, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.8000954985618591, + "val_loss": 1.144848346710205, + "acc": 68.44, + "time": 238.35957170184702, + "param": [ + { + "p": 0.045282620936632156, + "m": 1.0 + }, + { + "p": 0.11827156692743301, + "m": 1.0 + }, + { + "p": 0.14714433252811432, + "m": 1.0 + }, + { + "p": 0.02162436582148075, + "m": 0.05279624089598656 + }, + { + "p": 0.024679839611053467, + "m": 0.015069636516273022 + }, + { + "p": 0.019943302497267723, + "m": 0.003971346653997898 + }, + { + "p": 0.0, + "m": 0.052054133266210556 + }, + { + "p": 0.0, + "m": 0.0006502775358967483 + }, + { + "p": 0.1115480288863182, + "m": 0.24721911549568176 + }, + { + "p": 0.06942887604236603, + "m": 0.7505925297737122 + }, + { + "p": 0.17737680673599243, + "m": 0.23121848702430725 + }, + { + "p": 0.0, + "m": 0.9705237746238708 + }, + { + "p": 0.07148445397615433, + "m": 1.0 + }, + { + "p": 0.1932157576084137, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json new file mode 100644 index 0000000..b746575 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 73.71, + "Time": [ + 117.77829378542334, + 2.150881509514162 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.242135763168335, + "val_loss": 2.2751858234405518, + "acc": 14.97, + "time": 120.33333935495466, + "param": [ + { + "p": 0.061710175126791, + "m": 1.0 + }, + { + "p": 0.05473851040005684, + "m": 1.0 + }, + { + "p": 0.09822311252355576, + "m": 1.0 + }, + { + "p": 0.09165596961975098, + "m": 1.0 + }, + { + "p": 0.09745147824287415, + "m": 1.0 + }, + { + "p": 0.09161099046468735, + "m": 1.0 + }, + { + "p": 0.09011094272136688, + "m": 1.0 + }, + { + "p": 0.09266347438097, + "m": 1.0 + }, + { + "p": 0.030756743624806404, + "m": 1.0 + }, + { + "p": 0.05830070748925209, + "m": 1.0 + }, + { + "p": 0.07908851653337479, + "m": 1.0 + }, + { + "p": 0.06795178353786469, + "m": 1.0 + }, + { + "p": 0.0615592896938324, + "m": 1.0 + }, + { + "p": 0.024178272113204002, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.0618948936462402, + "val_loss": 2.0352132320404053, + "acc": 22.97, + "time": 115.92612044885755, + "param": [ + { + "p": 0.07227329164743423, + "m": 1.0 + }, + { + "p": 0.06907951831817627, + "m": 1.0 + }, + { + "p": 0.08904151618480682, + "m": 1.0 + }, + { + "p": 0.07944199442863464, + "m": 1.0 + }, + { + "p": 0.08391068875789642, + "m": 1.0 + }, + { + "p": 0.07360567152500153, + "m": 1.0 + }, + { + "p": 0.0844528004527092, + "m": 1.0 + }, + { + "p": 0.09348151087760925, + "m": 1.0 + }, + { + "p": 0.05343138054013252, + "m": 1.0 + }, + { + "p": 0.07090570777654648, + "m": 1.0 + }, + { + "p": 0.0822196677327156, + "m": 1.0 + }, + { + "p": 0.07388292253017426, + "m": 1.0 + }, + { + "p": 0.07427336275577545, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1058928966522217, + "val_loss": 1.9556248188018799, + "acc": 28.39, + "time": 116.82743844203651, + "param": [ + { + "p": 0.09030380845069885, + "m": 1.0 + }, + { + "p": 0.04934777319431305, + "m": 1.0 + }, + { + "p": 0.08404932171106339, + "m": 1.0 + }, + { + "p": 0.0591762475669384, + "m": 1.0 + }, + { + "p": 0.07701148837804794, + "m": 1.0 + }, + { + "p": 0.05084237456321716, + "m": 1.0 + }, + { + "p": 0.08000164479017258, + "m": 1.0 + }, + { + "p": 0.13110852241516113, + "m": 1.0 + }, + { + "p": 0.050299402326345444, + "m": 1.0 + }, + { + "p": 0.08189058303833008, + "m": 1.0 + }, + { + "p": 0.08293960243463516, + "m": 1.0 + }, + { + "p": 0.08534683287143707, + "m": 1.0 + }, + { + "p": 0.07768231630325317, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.0770504474639893, + "val_loss": 1.8478869199752808, + "acc": 33.13, + "time": 119.6014055130072, + "param": [ + { + "p": 0.11106247454881668, + "m": 1.0 + }, + { + "p": 0.004640249535441399, + "m": 1.0 + }, + { + "p": 0.08262371271848679, + "m": 1.0 + }, + { + "p": 0.03767332062125206, + "m": 1.0 + }, + { + "p": 0.08143063634634018, + "m": 1.0 + }, + { + "p": 0.013408985920250416, + "m": 1.0 + }, + { + "p": 0.09830134361982346, + "m": 1.0 + }, + { + "p": 0.1792871057987213, + "m": 1.0 + }, + { + "p": 0.019677631556987762, + "m": 1.0 + }, + { + "p": 0.11368907243013382, + "m": 1.0 + }, + { + "p": 0.08194593340158463, + "m": 1.0 + }, + { + "p": 0.08496053516864777, + "m": 1.0 + }, + { + "p": 0.09129894524812698, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.9097715616226196, + "val_loss": 1.774835467338562, + "acc": 36.54, + "time": 119.02368505182676, + "param": [ + { + "p": 0.10769565403461456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05602574720978737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09289105981588364, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12992168962955475, + "m": 1.0 + }, + { + "p": 0.23756146430969238, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15791894495487213, + "m": 1.0 + }, + { + "p": 0.08406390994787216, + "m": 1.0 + }, + { + "p": 0.05501649156212807, + "m": 1.0 + }, + { + "p": 0.07890506088733673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.7618224620819092, + "val_loss": 1.7303792238235474, + "acc": 38.18, + "time": 117.38718939200044, + "param": [ + { + "p": 0.1100849062204361, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0499817430973053, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.088192418217659, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15481458604335785, + "m": 1.0 + }, + { + "p": 0.2525187134742737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1846514642238617, + "m": 1.0 + }, + { + "p": 0.08204092085361481, + "m": 1.0 + }, + { + "p": 0.022980954498052597, + "m": 1.0 + }, + { + "p": 0.054734375327825546, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.6741613149642944, + "val_loss": 1.7139610052108765, + "acc": 38.16, + "time": 118.72931011789478, + "param": [ + { + "p": 0.1288633942604065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04583660513162613, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07141780108213425, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17745272815227509, + "m": 1.0 + }, + { + "p": 0.24814024567604065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19895821809768677, + "m": 1.0 + }, + { + "p": 0.07961204648017883, + "m": 1.0 + }, + { + "p": 0.00029022348462603986, + "m": 1.0 + }, + { + "p": 0.04942876845598221, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.8031868934631348, + "val_loss": 1.6615513563156128, + "acc": 39.62, + "time": 117.65257925586775, + "param": [ + { + "p": 0.1484435796737671, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.040705736726522446, + "m": 1.0 + }, + { + "p": 0.003094279672950506, + "m": 1.0 + }, + { + "p": 0.05818816274404526, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16691337525844574, + "m": 1.0 + }, + { + "p": 0.24643202126026154, + "m": 1.0 + }, + { + "p": 0.0037852046079933643, + "m": 1.0 + }, + { + "p": 0.20589138567447662, + "m": 1.0 + }, + { + "p": 0.0729137733578682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05363256111741066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.7559454441070557, + "val_loss": 1.6257686614990234, + "acc": 42.8, + "time": 120.728376083076, + "param": [ + { + "p": 0.14609864354133606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04558590054512024, + "m": 1.0 + }, + { + "p": 0.013767070136964321, + "m": 1.0 + }, + { + "p": 0.033385295420885086, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14977870881557465, + "m": 1.0 + }, + { + "p": 0.23534634709358215, + "m": 1.0 + }, + { + "p": 0.02024994045495987, + "m": 1.0 + }, + { + "p": 0.20863328874111176, + "m": 1.0 + }, + { + "p": 0.06592585146427155, + "m": 1.0 + }, + { + "p": 0.009163165464997292, + "m": 1.0 + }, + { + "p": 0.07206574827432632, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.7260805368423462, + "val_loss": 1.6174944639205933, + "acc": 43.98, + "time": 119.40721598290838, + "param": [ + { + "p": 0.14651578664779663, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05013957992196083, + "m": 1.0 + }, + { + "p": 0.02157077006995678, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14239397644996643, + "m": 1.0 + }, + { + "p": 0.2405645251274109, + "m": 1.0 + }, + { + "p": 0.02416846714913845, + "m": 1.0 + }, + { + "p": 0.21724814176559448, + "m": 1.0 + }, + { + "p": 0.06445803493261337, + "m": 1.0 + }, + { + "p": 0.014382957480847836, + "m": 1.0 + }, + { + "p": 0.07855779677629471, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.7609347105026245, + "val_loss": 1.5048811435699463, + "acc": 47.12, + "time": 117.84963127598166, + "param": [ + { + "p": 0.16126836836338043, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04971747845411301, + "m": 1.0 + }, + { + "p": 0.010256247594952583, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13764530420303345, + "m": 1.0 + }, + { + "p": 0.2599497437477112, + "m": 1.0 + }, + { + "p": 0.011025712825357914, + "m": 1.0 + }, + { + "p": 0.2295311540365219, + "m": 1.0 + }, + { + "p": 0.05924685671925545, + "m": 1.0 + }, + { + "p": 0.005630364641547203, + "m": 1.0 + }, + { + "p": 0.07572873681783676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.9984954595565796, + "val_loss": 1.5434261560440063, + "acc": 44.3, + "time": 118.22976835118607, + "param": [ + { + "p": 0.15767115354537964, + "m": 1.0 + }, + { + "p": 0.00015540032472927123, + "m": 1.0 + }, + { + "p": 0.05365736782550812, + "m": 1.0 + }, + { + "p": 0.008500758558511734, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1341010481119156, + "m": 1.0 + }, + { + "p": 0.24374476075172424, + "m": 1.0 + }, + { + "p": 0.022557901218533516, + "m": 1.0 + }, + { + "p": 0.2262859344482422, + "m": 1.0 + }, + { + "p": 0.06321454793214798, + "m": 1.0 + }, + { + "p": 0.006619315128773451, + "m": 1.0 + }, + { + "p": 0.08349177986383438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.6160223484039307, + "val_loss": 1.374036192893982, + "acc": 47.73, + "time": 117.53442756412551, + "param": [ + { + "p": 0.14912103116512299, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05903434380888939, + "m": 1.0 + }, + { + "p": 0.027680862694978714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12370332330465317, + "m": 1.0 + }, + { + "p": 0.21470575034618378, + "m": 1.0 + }, + { + "p": 0.03777369111776352, + "m": 1.0 + }, + { + "p": 0.21225430071353912, + "m": 1.0 + }, + { + "p": 0.06751564145088196, + "m": 1.0 + }, + { + "p": 0.01640629768371582, + "m": 1.0 + }, + { + "p": 0.09180469065904617, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7415711879730225, + "val_loss": 1.3973239660263062, + "acc": 47.21, + "time": 119.33530915318988, + "param": [ + { + "p": 0.1521950364112854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05723969265818596, + "m": 1.0 + }, + { + "p": 0.026141973212361336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10741543769836426, + "m": 1.0 + }, + { + "p": 0.2051318883895874, + "m": 1.0 + }, + { + "p": 0.039531439542770386, + "m": 1.0 + }, + { + "p": 0.22370599210262299, + "m": 1.0 + }, + { + "p": 0.06620016694068909, + "m": 1.0 + }, + { + "p": 0.02349746786057949, + "m": 1.0 + }, + { + "p": 0.098940908908844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.7980059385299683, + "val_loss": 1.3802058696746826, + "acc": 49.18, + "time": 118.13683759607375, + "param": [ + { + "p": 0.15259921550750732, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05342354625463486, + "m": 1.0 + }, + { + "p": 0.016395149752497673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09976158291101456, + "m": 1.0 + }, + { + "p": 0.19057202339172363, + "m": 1.0 + }, + { + "p": 0.05075020715594292, + "m": 1.0 + }, + { + "p": 0.23184415698051453, + "m": 1.0 + }, + { + "p": 0.06398116052150726, + "m": 1.0 + }, + { + "p": 0.03885143995285034, + "m": 1.0 + }, + { + "p": 0.10182152688503265, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.7749356031417847, + "val_loss": 1.503291368484497, + "acc": 50.19, + "time": 118.24166698404588, + "param": [ + { + "p": 0.13744106888771057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06467998027801514, + "m": 1.0 + }, + { + "p": 0.027800900861620903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09546122699975967, + "m": 1.0 + }, + { + "p": 0.16394267976284027, + "m": 1.0 + }, + { + "p": 0.05684348940849304, + "m": 1.0 + }, + { + "p": 0.21982455253601074, + "m": 1.0 + }, + { + "p": 0.07618364691734314, + "m": 1.0 + }, + { + "p": 0.053964171558618546, + "m": 1.0 + }, + { + "p": 0.10385825484991074, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.5176740884780884, + "val_loss": 1.3910788297653198, + "acc": 51.52, + "time": 118.49132196814753, + "param": [ + { + "p": 0.1404314786195755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07299516350030899, + "m": 1.0 + }, + { + "p": 0.04217510297894478, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08241827040910721, + "m": 1.0 + }, + { + "p": 0.14793439209461212, + "m": 1.0 + }, + { + "p": 0.05154058709740639, + "m": 1.0 + }, + { + "p": 0.20703688263893127, + "m": 1.0 + }, + { + "p": 0.09191115945577621, + "m": 1.0 + }, + { + "p": 0.05671829730272293, + "m": 1.0 + }, + { + "p": 0.10683867335319519, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.6496919393539429, + "val_loss": 1.2655137777328491, + "acc": 52.08, + "time": 117.43456107005477, + "param": [ + { + "p": 0.14404113590717316, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08193852007389069, + "m": 1.0 + }, + { + "p": 0.03922310471534729, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06300279498100281, + "m": 1.0 + }, + { + "p": 0.140024796128273, + "m": 1.0 + }, + { + "p": 0.05458388477563858, + "m": 1.0 + }, + { + "p": 0.20531214773654938, + "m": 1.0 + }, + { + "p": 0.10182585567235947, + "m": 1.0 + }, + { + "p": 0.05990612506866455, + "m": 1.0 + }, + { + "p": 0.10894960165023804, + "m": 1.0 + }, + { + "p": 0.0011921013938263059, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.668106198310852, + "val_loss": 1.3674246072769165, + "acc": 53.15, + "time": 119.17434885981493, + "param": [ + { + "p": 0.1384514570236206, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07958181202411652, + "m": 1.0 + }, + { + "p": 0.03604346513748169, + "m": 1.0 + }, + { + "p": 0.002585913287475705, + "m": 1.0 + }, + { + "p": 0.011845642700791359, + "m": 1.0 + }, + { + "p": 0.0705542117357254, + "m": 1.0 + }, + { + "p": 0.12908567488193512, + "m": 1.0 + }, + { + "p": 0.06385786831378937, + "m": 1.0 + }, + { + "p": 0.17897863686084747, + "m": 1.0 + }, + { + "p": 0.10482396930456161, + "m": 1.0 + }, + { + "p": 0.07488929480314255, + "m": 1.0 + }, + { + "p": 0.1048484668135643, + "m": 1.0 + }, + { + "p": 0.004453581757843494, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.574578881263733, + "val_loss": 1.3984973430633545, + "acc": 53.51, + "time": 117.44761498784646, + "param": [ + { + "p": 0.14936138689517975, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07155430316925049, + "m": 1.0 + }, + { + "p": 0.017963754013180733, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 9.060213778866455e-05, + "m": 1.0 + }, + { + "p": 0.07020444422960281, + "m": 1.0 + }, + { + "p": 0.12956887483596802, + "m": 1.0 + }, + { + "p": 0.07184869796037674, + "m": 1.0 + }, + { + "p": 0.18939970433712006, + "m": 1.0 + }, + { + "p": 0.11207488179206848, + "m": 1.0 + }, + { + "p": 0.08170793205499649, + "m": 1.0 + }, + { + "p": 0.10622548311948776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.5090327262878418, + "val_loss": 1.2742774486541748, + "acc": 53.18, + "time": 118.71661619609222, + "param": [ + { + "p": 0.15445126593112946, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06401722133159637, + "m": 1.0 + }, + { + "p": 0.01082005724310875, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0746525377035141, + "m": 1.0 + }, + { + "p": 0.1305946409702301, + "m": 1.0 + }, + { + "p": 0.07288479804992676, + "m": 1.0 + }, + { + "p": 0.18722529709339142, + "m": 1.0 + }, + { + "p": 0.11942454427480698, + "m": 1.0 + }, + { + "p": 0.08459199965000153, + "m": 1.0 + }, + { + "p": 0.10133765637874603, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.5870929956436157, + "val_loss": 1.3246506452560425, + "acc": 54.47, + "time": 118.38991327420808, + "param": [ + { + "p": 0.15501631796360016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.065757617354393, + "m": 1.0 + }, + { + "p": 0.020286712795495987, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0700223445892334, + "m": 1.0 + }, + { + "p": 0.13002900779247284, + "m": 1.0 + }, + { + "p": 0.07288280874490738, + "m": 1.0 + }, + { + "p": 0.19008830189704895, + "m": 1.0 + }, + { + "p": 0.11908475309610367, + "m": 1.0 + }, + { + "p": 0.0760660171508789, + "m": 1.0 + }, + { + "p": 0.1007661446928978, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.4844619035720825, + "val_loss": 1.2727817296981812, + "acc": 55.71, + "time": 117.24033983214758, + "param": [ + { + "p": 0.16617298126220703, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0716032087802887, + "m": 1.0 + }, + { + "p": 0.033930741250514984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.058498069643974304, + "m": 1.0 + }, + { + "p": 0.12880489230155945, + "m": 1.0 + }, + { + "p": 0.05864366888999939, + "m": 1.0 + }, + { + "p": 0.19183854758739471, + "m": 1.0 + }, + { + "p": 0.1146465465426445, + "m": 1.0 + }, + { + "p": 0.06858538836240768, + "m": 1.0 + }, + { + "p": 0.10727593302726746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.486371397972107, + "val_loss": 1.1957976818084717, + "acc": 56.41, + "time": 119.90584011794999, + "param": [ + { + "p": 0.17842169106006622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07846100628376007, + "m": 1.0 + }, + { + "p": 0.038058217614889145, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03469496965408325, + "m": 1.0 + }, + { + "p": 0.13106928765773773, + "m": 1.0 + }, + { + "p": 0.04591454565525055, + "m": 1.0 + }, + { + "p": 0.1990201473236084, + "m": 1.0 + }, + { + "p": 0.10854144394397736, + "m": 1.0 + }, + { + "p": 0.06402018666267395, + "m": 1.0 + }, + { + "p": 0.12179845571517944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.66879403591156, + "val_loss": 1.200886607170105, + "acc": 55.76, + "time": 118.08013816107996, + "param": [ + { + "p": 0.18553593754768372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08280675113201141, + "m": 1.0 + }, + { + "p": 0.04017820954322815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0001643503492232412, + "m": 1.0 + }, + { + "p": 0.02038682997226715, + "m": 1.0 + }, + { + "p": 0.12445394694805145, + "m": 1.0 + }, + { + "p": 0.034330908209085464, + "m": 1.0 + }, + { + "p": 0.20644672214984894, + "m": 1.0 + }, + { + "p": 0.11329905688762665, + "m": 1.0 + }, + { + "p": 0.06323013454675674, + "m": 1.0 + }, + { + "p": 0.12886132299900055, + "m": 1.0 + }, + { + "p": 0.00030579272424802184, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.414661169052124, + "val_loss": 1.274787425994873, + "acc": 55.23, + "time": 117.26797728799284, + "param": [ + { + "p": 0.18289995193481445, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08027707785367966, + "m": 1.0 + }, + { + "p": 0.039236653596162796, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009256142191588879, + "m": 1.0 + }, + { + "p": 0.011537554673850536, + "m": 1.0 + }, + { + "p": 0.11218567192554474, + "m": 1.0 + }, + { + "p": 0.027274545282125473, + "m": 1.0 + }, + { + "p": 0.21402309834957123, + "m": 1.0 + }, + { + "p": 0.12306907773017883, + "m": 1.0 + }, + { + "p": 0.05550089478492737, + "m": 1.0 + }, + { + "p": 0.14429937303066254, + "m": 1.0 + }, + { + "p": 0.00043994677253067493, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.718090295791626, + "val_loss": 1.3202322721481323, + "acc": 55.72, + "time": 118.26496935402974, + "param": [ + { + "p": 0.17861564457416534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08191447705030441, + "m": 1.0 + }, + { + "p": 0.03325963392853737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030358370393514633, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10619712620973587, + "m": 1.0 + }, + { + "p": 0.014573412016034126, + "m": 1.0 + }, + { + "p": 0.23011672496795654, + "m": 1.0 + }, + { + "p": 0.13086122274398804, + "m": 1.0 + }, + { + "p": 0.03344498574733734, + "m": 1.0 + }, + { + "p": 0.16065838932991028, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.3989466428756714, + "val_loss": 1.199142575263977, + "acc": 56.94, + "time": 118.81641687592492, + "param": [ + { + "p": 0.18731418251991272, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08354157954454422, + "m": 1.0 + }, + { + "p": 0.011262589134275913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0371803343296051, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09311161190271378, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24785977602005005, + "m": 1.0 + }, + { + "p": 0.13686908781528473, + "m": 1.0 + }, + { + "p": 0.006694965064525604, + "m": 1.0 + }, + { + "p": 0.1961659938097, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.486871600151062, + "val_loss": 1.2506557703018188, + "acc": 58.09, + "time": 118.53955287812278, + "param": [ + { + "p": 0.19651509821414948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08330076187849045, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00871930830180645, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0840500220656395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2665972411632538, + "m": 1.0 + }, + { + "p": 0.13493552803993225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22588208317756653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.4601513147354126, + "val_loss": 1.179017186164856, + "acc": 56.75, + "time": 118.71271117194556, + "param": [ + { + "p": 0.1939832717180252, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09225773066282272, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07271789014339447, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.27810487151145935, + "m": 1.0 + }, + { + "p": 0.1264788955450058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23645734786987305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.5338925123214722, + "val_loss": 1.1752729415893555, + "acc": 57.28, + "time": 117.34877114510164, + "param": [ + { + "p": 0.1810908317565918, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10357297956943512, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0006784149445593357, + "m": 1.0 + }, + { + "p": 0.003933246713131666, + "m": 1.0 + }, + { + "p": 0.0014457101933658123, + "m": 1.0 + }, + { + "p": 0.06569524109363556, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.27733272314071655, + "m": 1.0 + }, + { + "p": 0.1245105043053627, + "m": 1.0 + }, + { + "p": 0.009420899674296379, + "m": 1.0 + }, + { + "p": 0.23231945931911469, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.6307367086410522, + "val_loss": 1.2422608137130737, + "acc": 56.98, + "time": 118.54790435009636, + "param": [ + { + "p": 0.15455463528633118, + "m": 1.0 + }, + { + "p": 0.005737851839512587, + "m": 1.0 + }, + { + "p": 0.11673913151025772, + "m": 1.0 + }, + { + "p": 0.009387781843543053, + "m": 1.0 + }, + { + "p": 0.016737421974539757, + "m": 1.0 + }, + { + "p": 0.019361916929483414, + "m": 1.0 + }, + { + "p": 0.01565026119351387, + "m": 1.0 + }, + { + "p": 0.06120394170284271, + "m": 1.0 + }, + { + "p": 0.008133194409310818, + "m": 1.0 + }, + { + "p": 0.23676584661006927, + "m": 1.0 + }, + { + "p": 0.11918477714061737, + "m": 1.0 + }, + { + "p": 0.02977610006928444, + "m": 1.0 + }, + { + "p": 0.20676712691783905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.4614129066467285, + "val_loss": 1.3244596719741821, + "acc": 57.91, + "time": 108.24969216878526, + "param": [ + { + "p": 0.145704448223114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13203899562358856, + "m": 1.0 + }, + { + "p": 0.006976086180657148, + "m": 1.0 + }, + { + "p": 0.016152076423168182, + "m": 1.0 + }, + { + "p": 0.012896877713501453, + "m": 1.0 + }, + { + "p": 0.02920619212090969, + "m": 1.0 + }, + { + "p": 0.0664951279759407, + "m": 1.0 + }, + { + "p": 0.011615744791924953, + "m": 1.0 + }, + { + "p": 0.21697542071342468, + "m": 1.0 + }, + { + "p": 0.12543554604053497, + "m": 1.0 + }, + { + "p": 0.02572496235370636, + "m": 1.0 + }, + { + "p": 0.2087593972682953, + "m": 1.0 + }, + { + "p": 0.0020191059447824955, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.6166943311691284, + "val_loss": 1.191190242767334, + "acc": 58.69, + "time": 119.03007682203315, + "param": [ + { + "p": 0.13044291734695435, + "m": 1.0 + }, + { + "p": 0.00025488549727015197, + "m": 1.0 + }, + { + "p": 0.14500035345554352, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023109473288059235, + "m": 1.0 + }, + { + "p": 0.009398692287504673, + "m": 1.0 + }, + { + "p": 0.05872248485684395, + "m": 1.0 + }, + { + "p": 0.06957823038101196, + "m": 1.0 + }, + { + "p": 0.020961901172995567, + "m": 1.0 + }, + { + "p": 0.18750399351119995, + "m": 1.0 + }, + { + "p": 0.11771602928638458, + "m": 1.0 + }, + { + "p": 0.037997014820575714, + "m": 1.0 + }, + { + "p": 0.1900896430015564, + "m": 1.0 + }, + { + "p": 0.009224449284374714, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.3221187591552734, + "val_loss": 1.1703152656555176, + "acc": 58.68, + "time": 119.29958741902374, + "param": [ + { + "p": 0.12532149255275726, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15465229749679565, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027698995545506477, + "m": 1.0 + }, + { + "p": 0.014520733617246151, + "m": 1.0 + }, + { + "p": 0.08130353689193726, + "m": 1.0 + }, + { + "p": 0.06303498148918152, + "m": 1.0 + }, + { + "p": 0.034682415425777435, + "m": 1.0 + }, + { + "p": 0.1602761149406433, + "m": 1.0 + }, + { + "p": 0.1113814264535904, + "m": 1.0 + }, + { + "p": 0.05055306851863861, + "m": 1.0 + }, + { + "p": 0.17657500505447388, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.4223079681396484, + "val_loss": 1.1805317401885986, + "acc": 61.0, + "time": 117.5615513199009, + "param": [ + { + "p": 0.13423648476600647, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15955375134944916, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011690221726894379, + "m": 1.0 + }, + { + "p": 0.00693066930398345, + "m": 1.0 + }, + { + "p": 0.0856490358710289, + "m": 1.0 + }, + { + "p": 0.048769738525152206, + "m": 1.0 + }, + { + "p": 0.0426512248814106, + "m": 1.0 + }, + { + "p": 0.15716007351875305, + "m": 1.0 + }, + { + "p": 0.11180070042610168, + "m": 1.0 + }, + { + "p": 0.05643783509731293, + "m": 1.0 + }, + { + "p": 0.18512022495269775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.3692131042480469, + "val_loss": 1.134429931640625, + "acc": 60.87, + "time": 118.13002110295929, + "param": [ + { + "p": 0.14344237744808197, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16171301901340485, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08876319229602814, + "m": 1.0 + }, + { + "p": 0.03489075228571892, + "m": 1.0 + }, + { + "p": 0.05236893892288208, + "m": 1.0 + }, + { + "p": 0.1586475372314453, + "m": 1.0 + }, + { + "p": 0.12034585326910019, + "m": 1.0 + }, + { + "p": 0.060143571346998215, + "m": 1.0 + }, + { + "p": 0.17968477308750153, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.5863685607910156, + "val_loss": 1.0891085863113403, + "acc": 61.29, + "time": 116.03725027805194, + "param": [ + { + "p": 0.15398132801055908, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16412900388240814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09513351321220398, + "m": 1.0 + }, + { + "p": 0.02477532997727394, + "m": 1.0 + }, + { + "p": 0.04615100473165512, + "m": 1.0 + }, + { + "p": 0.15085753798484802, + "m": 1.0 + }, + { + "p": 0.12667718529701233, + "m": 1.0 + }, + { + "p": 0.061391498893499374, + "m": 1.0 + }, + { + "p": 0.1769036203622818, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.4578914642333984, + "val_loss": 1.0156447887420654, + "acc": 61.3, + "time": 118.38090165192261, + "param": [ + { + "p": 0.17120260000228882, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17062027752399445, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09823013097047806, + "m": 1.0 + }, + { + "p": 0.01272780355066061, + "m": 1.0 + }, + { + "p": 0.041953086853027344, + "m": 1.0 + }, + { + "p": 0.14233380556106567, + "m": 1.0 + }, + { + "p": 0.12749649584293365, + "m": 1.0 + }, + { + "p": 0.06338726729154587, + "m": 1.0 + }, + { + "p": 0.1720484495162964, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.230694055557251, + "val_loss": 0.9792777299880981, + "acc": 62.08, + "time": 117.00750099099241, + "param": [ + { + "p": 0.17813624441623688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17525513470172882, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09175392240285873, + "m": 1.0 + }, + { + "p": 0.013639324344694614, + "m": 1.0 + }, + { + "p": 0.04508219286799431, + "m": 1.0 + }, + { + "p": 0.1326449066400528, + "m": 1.0 + }, + { + "p": 0.1287592351436615, + "m": 1.0 + }, + { + "p": 0.06787809729576111, + "m": 1.0 + }, + { + "p": 0.16685092449188232, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.4997210502624512, + "val_loss": 1.0491024255752563, + "acc": 61.89, + "time": 114.35420915996656, + "param": [ + { + "p": 0.1654263734817505, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16504184901714325, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.000870108837261796, + "m": 1.0 + }, + { + "p": 0.011076602153480053, + "m": 1.0 + }, + { + "p": 0.08848674595355988, + "m": 1.0 + }, + { + "p": 0.020514655858278275, + "m": 1.0 + }, + { + "p": 0.055352821946144104, + "m": 1.0 + }, + { + "p": 0.12015657871961594, + "m": 1.0 + }, + { + "p": 0.13048647344112396, + "m": 1.0 + }, + { + "p": 0.08076255023479462, + "m": 1.0 + }, + { + "p": 0.1618252843618393, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.349631905555725, + "val_loss": 1.0543017387390137, + "acc": 62.68, + "time": 118.21413976792246, + "param": [ + { + "p": 0.16195236146450043, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16127175092697144, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01252080500125885, + "m": 1.0 + }, + { + "p": 0.09231732785701752, + "m": 1.0 + }, + { + "p": 0.028632506728172302, + "m": 1.0 + }, + { + "p": 0.06448156386613846, + "m": 1.0 + }, + { + "p": 0.11162780970335007, + "m": 1.0 + }, + { + "p": 0.11982191354036331, + "m": 1.0 + }, + { + "p": 0.08632557094097137, + "m": 1.0 + }, + { + "p": 0.16104844212532043, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.5972096920013428, + "val_loss": 0.995682954788208, + "acc": 63.4, + "time": 117.87548189703375, + "param": [ + { + "p": 0.1597692221403122, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1496739685535431, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014866594225168228, + "m": 1.0 + }, + { + "p": 0.09821634739637375, + "m": 1.0 + }, + { + "p": 0.03353700041770935, + "m": 1.0 + }, + { + "p": 0.06370153278112411, + "m": 1.0 + }, + { + "p": 0.10072970390319824, + "m": 1.0 + }, + { + "p": 0.12037929892539978, + "m": 1.0 + }, + { + "p": 0.08622418344020844, + "m": 1.0 + }, + { + "p": 0.1729021668434143, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.2941555976867676, + "val_loss": 1.0476163625717163, + "acc": 63.15, + "time": 118.71788353100419, + "param": [ + { + "p": 0.14998872578144073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15536564588546753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 8.290786354336888e-05, + "m": 1.0 + }, + { + "p": 0.10594906657934189, + "m": 1.0 + }, + { + "p": 0.041881952434778214, + "m": 1.0 + }, + { + "p": 0.06272773444652557, + "m": 1.0 + }, + { + "p": 0.09724106639623642, + "m": 1.0 + }, + { + "p": 0.11348868906497955, + "m": 1.0 + }, + { + "p": 0.08886521309614182, + "m": 1.0 + }, + { + "p": 0.1844090074300766, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.3907915353775024, + "val_loss": 1.0499275922775269, + "acc": 63.19, + "time": 119.91131111280993, + "param": [ + { + "p": 0.1520117074251175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16070829331874847, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0011954685905948281, + "m": 1.0 + }, + { + "p": 0.09956596046686172, + "m": 1.0 + }, + { + "p": 0.0387130044400692, + "m": 1.0 + }, + { + "p": 0.05491812899708748, + "m": 1.0 + }, + { + "p": 0.09085865318775177, + "m": 1.0 + }, + { + "p": 0.10580891370773315, + "m": 1.0 + }, + { + "p": 0.10926862806081772, + "m": 1.0 + }, + { + "p": 0.18695129454135895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.3397387266159058, + "val_loss": 0.9756602048873901, + "acc": 62.17, + "time": 117.97418600413948, + "param": [ + { + "p": 0.16202861070632935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15975330770015717, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07537442445755005, + "m": 1.0 + }, + { + "p": 0.0394318625330925, + "m": 1.0 + }, + { + "p": 0.06180825084447861, + "m": 1.0 + }, + { + "p": 0.09063706547021866, + "m": 1.0 + }, + { + "p": 0.10564583539962769, + "m": 1.0 + }, + { + "p": 0.11568332463502884, + "m": 1.0 + }, + { + "p": 0.18963734805583954, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.3434151411056519, + "val_loss": 1.1720446348190308, + "acc": 64.09, + "time": 117.36393924499862, + "param": [ + { + "p": 0.17564117908477783, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17298179864883423, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04904019832611084, + "m": 1.0 + }, + { + "p": 0.0354025699198246, + "m": 1.0 + }, + { + "p": 0.07213392108678818, + "m": 1.0 + }, + { + "p": 0.08652083575725555, + "m": 1.0 + }, + { + "p": 0.10320291668176651, + "m": 1.0 + }, + { + "p": 0.11664874106645584, + "m": 1.0 + }, + { + "p": 0.1884278804063797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.2537590265274048, + "val_loss": 1.0617634057998657, + "acc": 64.01, + "time": 119.98695657402277, + "param": [ + { + "p": 0.1897207796573639, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18044321238994598, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00030781878740526736, + "m": 1.0 + }, + { + "p": 0.0006514875567518175, + "m": 1.0 + }, + { + "p": 0.030921751633286476, + "m": 1.0 + }, + { + "p": 0.02850477211177349, + "m": 1.0 + }, + { + "p": 0.07269156724214554, + "m": 1.0 + }, + { + "p": 0.08240632712841034, + "m": 1.0 + }, + { + "p": 0.10559379309415817, + "m": 1.0 + }, + { + "p": 0.1138506755232811, + "m": 1.0 + }, + { + "p": 0.19412356615066528, + "m": 1.0 + }, + { + "p": 0.0007842693012207747, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.6013973951339722, + "val_loss": 1.0888680219650269, + "acc": 62.88, + "time": 109.55987711204216, + "param": [ + { + "p": 0.20119716227054596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18440362811088562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00032574532087892294, + "m": 1.0 + }, + { + "p": 0.010389043018221855, + "m": 1.0 + }, + { + "p": 0.0022159763611853123, + "m": 1.0 + }, + { + "p": 0.07581143826246262, + "m": 1.0 + }, + { + "p": 0.08211434632539749, + "m": 1.0 + }, + { + "p": 0.11654979735612869, + "m": 1.0 + }, + { + "p": 0.11263448745012283, + "m": 1.0 + }, + { + "p": 0.21350033581256866, + "m": 1.0 + }, + { + "p": 0.0008579381392337382, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.3184211254119873, + "val_loss": 1.0706645250320435, + "acc": 64.75, + "time": 113.34383235010318, + "param": [ + { + "p": 0.18479201197624207, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17527617514133453, + "m": 1.0 + }, + { + "p": 0.0030303385574370623, + "m": 1.0 + }, + { + "p": 0.008936339989304543, + "m": 1.0 + }, + { + "p": 0.014889264479279518, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0012220718199387193, + "m": 1.0 + }, + { + "p": 0.07156539708375931, + "m": 1.0 + }, + { + "p": 0.0806133821606636, + "m": 1.0 + }, + { + "p": 0.13000938296318054, + "m": 1.0 + }, + { + "p": 0.10678094625473022, + "m": 1.0 + }, + { + "p": 0.22288471460342407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.364627480506897, + "val_loss": 1.019803524017334, + "acc": 61.71, + "time": 118.16104329400696, + "param": [ + { + "p": 0.17431333661079407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18230529129505157, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009916133247315884, + "m": 1.0 + }, + { + "p": 0.008985155262053013, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00017979757103603333, + "m": 1.0 + }, + { + "p": 0.06462362408638, + "m": 1.0 + }, + { + "p": 0.07944396883249283, + "m": 1.0 + }, + { + "p": 0.1367616206407547, + "m": 1.0 + }, + { + "p": 0.11398893594741821, + "m": 1.0 + }, + { + "p": 0.229482039809227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.1378790140151978, + "val_loss": 0.9495697021484375, + "acc": 64.65, + "time": 119.41003518016078, + "param": [ + { + "p": 0.18251322209835052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18758940696716309, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015098817646503448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0061059147119522095, + "m": 1.0 + }, + { + "p": 0.0527779646217823, + "m": 1.0 + }, + { + "p": 0.07128766924142838, + "m": 1.0 + }, + { + "p": 0.13230018317699432, + "m": 1.0 + }, + { + "p": 0.11953706294298172, + "m": 1.0 + }, + { + "p": 0.23278972506523132, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.2404639720916748, + "val_loss": 0.9861705303192139, + "acc": 64.99, + "time": 118.51516638603061, + "param": [ + { + "p": 0.1921144425868988, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1837417632341385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003922433126717806, + "m": 1.0 + }, + { + "p": 0.016293037682771683, + "m": 1.0 + }, + { + "p": 0.051173195242881775, + "m": 1.0 + }, + { + "p": 0.0654728040099144, + "m": 1.0 + }, + { + "p": 0.11702106893062592, + "m": 1.0 + }, + { + "p": 0.1242799386382103, + "m": 1.0 + }, + { + "p": 0.2459813952445984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.4255529642105103, + "val_loss": 1.015456199645996, + "acc": 64.64, + "time": 118.78231818205677, + "param": [ + { + "p": 0.200418159365654, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18337874114513397, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004737872630357742, + "m": 1.0 + }, + { + "p": 0.04541507363319397, + "m": 1.0 + }, + { + "p": 0.05707712471485138, + "m": 1.0 + }, + { + "p": 0.10775405913591385, + "m": 1.0 + }, + { + "p": 0.13186819851398468, + "m": 1.0 + }, + { + "p": 0.2693507969379425, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.22452712059021, + "val_loss": 1.0856683254241943, + "acc": 64.88, + "time": 120.21579642384313, + "param": [ + { + "p": 0.19900521636009216, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18034957349300385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0013382345205172896, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04476144537329674, + "m": 1.0 + }, + { + "p": 0.05503197759389877, + "m": 1.0 + }, + { + "p": 0.1046568974852562, + "m": 1.0 + }, + { + "p": 0.14510735869407654, + "m": 1.0 + }, + { + "p": 0.2697492837905884, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.1776647567749023, + "val_loss": 0.9994224309921265, + "acc": 65.12, + "time": 118.33075269102119, + "param": [ + { + "p": 0.20188669860363007, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17365016043186188, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04245634004473686, + "m": 1.0 + }, + { + "p": 0.05925620719790459, + "m": 1.0 + }, + { + "p": 0.0995170995593071, + "m": 1.0 + }, + { + "p": 0.1553899347782135, + "m": 1.0 + }, + { + "p": 0.2678436040878296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.2333663702011108, + "val_loss": 1.0021097660064697, + "acc": 65.44, + "time": 118.8618946550414, + "param": [ + { + "p": 0.2026171088218689, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17521943151950836, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003799345577135682, + "m": 1.0 + }, + { + "p": 0.0028885058127343655, + "m": 1.0 + }, + { + "p": 0.042485564947128296, + "m": 1.0 + }, + { + "p": 0.06206878274679184, + "m": 1.0 + }, + { + "p": 0.09186119586229324, + "m": 1.0 + }, + { + "p": 0.155022531747818, + "m": 1.0 + }, + { + "p": 0.26403748989105225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.0731137990951538, + "val_loss": 0.9032909274101257, + "acc": 65.81, + "time": 118.52320826007053, + "param": [ + { + "p": 0.1916864514350891, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1617073118686676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005738750100135803, + "m": 1.0 + }, + { + "p": 0.0016438502352684736, + "m": 1.0 + }, + { + "p": 0.017223017290234566, + "m": 1.0 + }, + { + "p": 0.012285668402910233, + "m": 1.0 + }, + { + "p": 0.04747908562421799, + "m": 1.0 + }, + { + "p": 0.0743214339017868, + "m": 1.0 + }, + { + "p": 0.09631706774234772, + "m": 1.0 + }, + { + "p": 0.1508021056652069, + "m": 1.0 + }, + { + "p": 0.24079526960849762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.5474861860275269, + "val_loss": 0.98837810754776, + "acc": 65.67, + "time": 119.35035213106312, + "param": [ + { + "p": 0.189378559589386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14112763106822968, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018408192321658134, + "m": 1.0 + }, + { + "p": 0.004762974567711353, + "m": 1.0 + }, + { + "p": 0.03146633878350258, + "m": 1.0 + }, + { + "p": 0.02460367977619171, + "m": 1.0 + }, + { + "p": 0.05970527231693268, + "m": 1.0 + }, + { + "p": 0.08134160190820694, + "m": 1.0 + }, + { + "p": 0.10511939227581024, + "m": 1.0 + }, + { + "p": 0.13471533358097076, + "m": 1.0 + }, + { + "p": 0.20937106013298035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 0.9315083026885986, + "val_loss": 0.940994143486023, + "acc": 65.22, + "time": 113.05955380084924, + "param": [ + { + "p": 0.1925354152917862, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13066844642162323, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02063347026705742, + "m": 1.0 + }, + { + "p": 0.007999053224921227, + "m": 1.0 + }, + { + "p": 0.028966709971427917, + "m": 1.0 + }, + { + "p": 0.034163691103458405, + "m": 1.0 + }, + { + "p": 0.08009404689073563, + "m": 1.0 + }, + { + "p": 0.07870243489742279, + "m": 1.0 + }, + { + "p": 0.10442759841680527, + "m": 1.0 + }, + { + "p": 0.128724604845047, + "m": 1.0 + }, + { + "p": 0.19308453798294067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.2687830924987793, + "val_loss": 0.9101677536964417, + "acc": 67.1, + "time": 117.15868427604437, + "param": [ + { + "p": 0.1927449107170105, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12375669181346893, + "m": 1.0 + }, + { + "p": 0.0012561080511659384, + "m": 1.0 + }, + { + "p": 0.00968980509787798, + "m": 1.0 + }, + { + "p": 0.00516715319827199, + "m": 1.0 + }, + { + "p": 0.01348941307514906, + "m": 1.0 + }, + { + "p": 0.037597376853227615, + "m": 1.0 + }, + { + "p": 0.09147203713655472, + "m": 1.0 + }, + { + "p": 0.08271952718496323, + "m": 1.0 + }, + { + "p": 0.1069030836224556, + "m": 1.0 + }, + { + "p": 0.13239070773124695, + "m": 1.0 + }, + { + "p": 0.19840025901794434, + "m": 1.0 + }, + { + "p": 0.004412912763655186, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.3029338121414185, + "val_loss": 0.9820290207862854, + "acc": 66.24, + "time": 119.0099127010908, + "param": [ + { + "p": 0.206695556640625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1176726296544075, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.036622121930122375, + "m": 1.0 + }, + { + "p": 0.09587021917104721, + "m": 1.0 + }, + { + "p": 0.08913656324148178, + "m": 1.0 + }, + { + "p": 0.11050881445407867, + "m": 1.0 + }, + { + "p": 0.13012707233428955, + "m": 1.0 + }, + { + "p": 0.2133670300245285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.2515919208526611, + "val_loss": 1.0241343975067139, + "acc": 65.58, + "time": 117.85001928289421, + "param": [ + { + "p": 0.22042647004127502, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08823847025632858, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007923555560410023, + "m": 1.0 + }, + { + "p": 0.009863252751529217, + "m": 1.0 + }, + { + "p": 0.027230028063058853, + "m": 1.0 + }, + { + "p": 0.1052452027797699, + "m": 1.0 + }, + { + "p": 0.10201888531446457, + "m": 1.0 + }, + { + "p": 0.10202810168266296, + "m": 1.0 + }, + { + "p": 0.12066807597875595, + "m": 1.0 + }, + { + "p": 0.21595333516597748, + "m": 1.0 + }, + { + "p": 0.0004046427784487605, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.3672274351119995, + "val_loss": 1.0497790575027466, + "acc": 66.98, + "time": 116.22835352108814, + "param": [ + { + "p": 0.19929006695747375, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07651633024215698, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.031110193580389023, + "m": 1.0 + }, + { + "p": 0.02657443843781948, + "m": 1.0 + }, + { + "p": 0.01696445234119892, + "m": 1.0 + }, + { + "p": 0.11431082338094711, + "m": 1.0 + }, + { + "p": 0.11035510152578354, + "m": 1.0 + }, + { + "p": 0.10337641090154648, + "m": 1.0 + }, + { + "p": 0.1142282634973526, + "m": 1.0 + }, + { + "p": 0.207273930311203, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.27245032787323, + "val_loss": 0.9927946925163269, + "acc": 67.18, + "time": 119.23417797591537, + "param": [ + { + "p": 0.1725742220878601, + "m": 1.0 + }, + { + "p": 0.0001843171485234052, + "m": 1.0 + }, + { + "p": 0.06640969216823578, + "m": 1.0 + }, + { + "p": 0.003539519151672721, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05162911117076874, + "m": 1.0 + }, + { + "p": 0.031533773988485336, + "m": 1.0 + }, + { + "p": 0.01833425462245941, + "m": 1.0 + }, + { + "p": 0.12412947416305542, + "m": 1.0 + }, + { + "p": 0.1146971732378006, + "m": 1.0 + }, + { + "p": 0.09831426292657852, + "m": 1.0 + }, + { + "p": 0.11985863745212555, + "m": 1.0 + }, + { + "p": 0.1954149752855301, + "m": 1.0 + }, + { + "p": 0.0033806655555963516, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.1522513628005981, + "val_loss": 0.9425443410873413, + "acc": 67.56, + "time": 119.28939002007246, + "param": [ + { + "p": 0.1676853746175766, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06125380098819733, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04777189716696739, + "m": 1.0 + }, + { + "p": 0.031625278294086456, + "m": 1.0 + }, + { + "p": 0.011795278638601303, + "m": 1.0 + }, + { + "p": 0.1320073902606964, + "m": 1.0 + }, + { + "p": 0.12606285512447357, + "m": 1.0 + }, + { + "p": 0.08276940137147903, + "m": 1.0 + }, + { + "p": 0.13346636295318604, + "m": 1.0 + }, + { + "p": 0.20556238293647766, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.2467834949493408, + "val_loss": 0.9694884419441223, + "acc": 67.6, + "time": 116.26908883708529, + "param": [ + { + "p": 0.17459511756896973, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0591307133436203, + "m": 1.0 + }, + { + "p": 0.00023249746300280094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.047485534101724625, + "m": 1.0 + }, + { + "p": 0.03957035392522812, + "m": 1.0 + }, + { + "p": 0.004720193333923817, + "m": 1.0 + }, + { + "p": 0.1364985555410385, + "m": 1.0 + }, + { + "p": 0.13230785727500916, + "m": 1.0 + }, + { + "p": 0.057677026838064194, + "m": 1.0 + }, + { + "p": 0.13352206349372864, + "m": 1.0 + }, + { + "p": 0.21426014602184296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.1037065982818604, + "val_loss": 0.9571812748908997, + "acc": 67.03, + "time": 118.10746238892898, + "param": [ + { + "p": 0.15147759020328522, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06984292715787888, + "m": 1.0 + }, + { + "p": 0.013768801465630531, + "m": 1.0 + }, + { + "p": 0.012542365118861198, + "m": 1.0 + }, + { + "p": 0.05460960045456886, + "m": 1.0 + }, + { + "p": 0.05120415985584259, + "m": 1.0 + }, + { + "p": 0.02038845419883728, + "m": 1.0 + }, + { + "p": 0.1326773315668106, + "m": 1.0 + }, + { + "p": 0.11491844803094864, + "m": 1.0 + }, + { + "p": 0.05610457435250282, + "m": 1.0 + }, + { + "p": 0.127546489238739, + "m": 1.0 + }, + { + "p": 0.19118055701255798, + "m": 1.0 + }, + { + "p": 0.0037386538460850716, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.2633693218231201, + "val_loss": 0.9073588848114014, + "acc": 67.38, + "time": 116.93816975713708, + "param": [ + { + "p": 0.1275842934846878, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08089941740036011, + "m": 1.0 + }, + { + "p": 0.029432209208607674, + "m": 1.0 + }, + { + "p": 0.029820280149579048, + "m": 1.0 + }, + { + "p": 0.06233811378479004, + "m": 1.0 + }, + { + "p": 0.0538133829832077, + "m": 1.0 + }, + { + "p": 0.03685011714696884, + "m": 1.0 + }, + { + "p": 0.13186737895011902, + "m": 1.0 + }, + { + "p": 0.1019064262509346, + "m": 1.0 + }, + { + "p": 0.06531356275081635, + "m": 1.0 + }, + { + "p": 0.10960230231285095, + "m": 1.0 + }, + { + "p": 0.1566293090581894, + "m": 1.0 + }, + { + "p": 0.013943152502179146, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.3379238843917847, + "val_loss": 0.9471721649169922, + "acc": 67.63, + "time": 120.28572126105428, + "param": [ + { + "p": 0.12197179347276688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08763133734464645, + "m": 1.0 + }, + { + "p": 0.03149650990962982, + "m": 1.0 + }, + { + "p": 0.03649985045194626, + "m": 1.0 + }, + { + "p": 0.06763233244419098, + "m": 1.0 + }, + { + "p": 0.06434373557567596, + "m": 1.0 + }, + { + "p": 0.046629175543785095, + "m": 1.0 + }, + { + "p": 0.12789694964885712, + "m": 1.0 + }, + { + "p": 0.09083477407693863, + "m": 1.0 + }, + { + "p": 0.06735208630561829, + "m": 1.0 + }, + { + "p": 0.09699004143476486, + "m": 1.0 + }, + { + "p": 0.14346648752689362, + "m": 1.0 + }, + { + "p": 0.017255038022994995, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.1670761108398438, + "val_loss": 0.9348596334457397, + "acc": 67.71, + "time": 117.47208966920152, + "param": [ + { + "p": 0.12000647187232971, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08622262626886368, + "m": 1.0 + }, + { + "p": 0.03145802766084671, + "m": 1.0 + }, + { + "p": 0.04841228947043419, + "m": 1.0 + }, + { + "p": 0.0681437999010086, + "m": 1.0 + }, + { + "p": 0.07660740613937378, + "m": 1.0 + }, + { + "p": 0.0579281784594059, + "m": 1.0 + }, + { + "p": 0.11165778338909149, + "m": 1.0 + }, + { + "p": 0.08153212815523148, + "m": 1.0 + }, + { + "p": 0.07726684957742691, + "m": 1.0 + }, + { + "p": 0.08089854568243027, + "m": 1.0 + }, + { + "p": 0.15055009722709656, + "m": 1.0 + }, + { + "p": 0.009315799921751022, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.3194059133529663, + "val_loss": 0.8928841948509216, + "acc": 68.05, + "time": 117.11119963298552, + "param": [ + { + "p": 0.12980006635189056, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09229126572608948, + "m": 1.0 + }, + { + "p": 0.02014489658176899, + "m": 1.0 + }, + { + "p": 0.04996009171009064, + "m": 1.0 + }, + { + "p": 0.0632917732000351, + "m": 1.0 + }, + { + "p": 0.07872199267148972, + "m": 1.0 + }, + { + "p": 0.05770217254757881, + "m": 1.0 + }, + { + "p": 0.10883082449436188, + "m": 1.0 + }, + { + "p": 0.06978580355644226, + "m": 1.0 + }, + { + "p": 0.08105979859828949, + "m": 1.0 + }, + { + "p": 0.07760640233755112, + "m": 1.0 + }, + { + "p": 0.17080490291118622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.6882909536361694, + "val_loss": 0.9428799152374268, + "acc": 67.94, + "time": 118.29777885205112, + "param": [ + { + "p": 0.14668229222297668, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09320825338363647, + "m": 1.0 + }, + { + "p": 0.007250056602060795, + "m": 1.0 + }, + { + "p": 0.04941607639193535, + "m": 1.0 + }, + { + "p": 0.05687141790986061, + "m": 1.0 + }, + { + "p": 0.06704290956258774, + "m": 1.0 + }, + { + "p": 0.05600271001458168, + "m": 1.0 + }, + { + "p": 0.10656635463237762, + "m": 1.0 + }, + { + "p": 0.06263865530490875, + "m": 1.0 + }, + { + "p": 0.08740586787462234, + "m": 1.0 + }, + { + "p": 0.0755162462592125, + "m": 1.0 + }, + { + "p": 0.19139909744262695, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 0.9901928305625916, + "val_loss": 1.0173243284225464, + "acc": 67.73, + "time": 118.37671635486186, + "param": [ + { + "p": 0.1721273958683014, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.096714086830616, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02539760060608387, + "m": 1.0 + }, + { + "p": 0.039002712815999985, + "m": 1.0 + }, + { + "p": 0.04558418691158295, + "m": 1.0 + }, + { + "p": 0.05669010803103447, + "m": 1.0 + }, + { + "p": 0.11293325573205948, + "m": 1.0 + }, + { + "p": 0.05899851396679878, + "m": 1.0 + }, + { + "p": 0.0900096595287323, + "m": 1.0 + }, + { + "p": 0.0809122622013092, + "m": 1.0 + }, + { + "p": 0.22163020074367523, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.0853893756866455, + "val_loss": 0.853291392326355, + "acc": 68.88, + "time": 116.74803836108185, + "param": [ + { + "p": 0.18576662242412567, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10908138006925583, + "m": 1.0 + }, + { + "p": 0.003444159869104624, + "m": 1.0 + }, + { + "p": 0.005601098295301199, + "m": 1.0 + }, + { + "p": 0.02180526964366436, + "m": 1.0 + }, + { + "p": 0.039975401014089584, + "m": 1.0 + }, + { + "p": 0.06267036497592926, + "m": 1.0 + }, + { + "p": 0.11904899775981903, + "m": 1.0 + }, + { + "p": 0.054837796837091446, + "m": 1.0 + }, + { + "p": 0.07930400967597961, + "m": 1.0 + }, + { + "p": 0.07476412504911423, + "m": 1.0 + }, + { + "p": 0.24195581674575806, + "m": 1.0 + }, + { + "p": 0.0017450005980208516, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.1469311714172363, + "val_loss": 0.8354162573814392, + "acc": 69.06, + "time": 104.91230849409476, + "param": [ + { + "p": 0.1741880625486374, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1163460835814476, + "m": 1.0 + }, + { + "p": 0.004782631993293762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03153154253959656, + "m": 1.0 + }, + { + "p": 0.052216436713933945, + "m": 1.0 + }, + { + "p": 0.07621859759092331, + "m": 1.0 + }, + { + "p": 0.10765958577394485, + "m": 1.0 + }, + { + "p": 0.05596257746219635, + "m": 1.0 + }, + { + "p": 0.0729236751794815, + "m": 1.0 + }, + { + "p": 0.07582788169384003, + "m": 1.0 + }, + { + "p": 0.2226075381040573, + "m": 1.0 + }, + { + "p": 0.009735414758324623, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.3486416339874268, + "val_loss": 0.8558410406112671, + "acc": 67.59, + "time": 116.69828491797671, + "param": [ + { + "p": 0.17449121177196503, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12191207706928253, + "m": 1.0 + }, + { + "p": 0.002555729355663061, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.038573648780584335, + "m": 1.0 + }, + { + "p": 0.05834801495075226, + "m": 1.0 + }, + { + "p": 0.08098022639751434, + "m": 1.0 + }, + { + "p": 0.0908888727426529, + "m": 1.0 + }, + { + "p": 0.05190132558345795, + "m": 1.0 + }, + { + "p": 0.07970181852579117, + "m": 1.0 + }, + { + "p": 0.08185108751058578, + "m": 1.0 + }, + { + "p": 0.2187959998846054, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.2230949401855469, + "val_loss": 0.9406223297119141, + "acc": 68.26, + "time": 118.35170390596613, + "param": [ + { + "p": 0.1739501655101776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11379730701446533, + "m": 1.0 + }, + { + "p": 0.002564402064308524, + "m": 1.0 + }, + { + "p": 0.007173230871558189, + "m": 1.0 + }, + { + "p": 0.046798739582300186, + "m": 1.0 + }, + { + "p": 0.05443991348147392, + "m": 1.0 + }, + { + "p": 0.07694857567548752, + "m": 1.0 + }, + { + "p": 0.07804906368255615, + "m": 1.0 + }, + { + "p": 0.05665283277630806, + "m": 1.0 + }, + { + "p": 0.0904877632856369, + "m": 1.0 + }, + { + "p": 0.07856348156929016, + "m": 1.0 + }, + { + "p": 0.2205745279788971, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.2356902360916138, + "val_loss": 0.8921458125114441, + "acc": 67.52, + "time": 119.71428527217358, + "param": [ + { + "p": 0.1819511502981186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09859483689069748, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009539519436657429, + "m": 1.0 + }, + { + "p": 0.0476032979786396, + "m": 1.0 + }, + { + "p": 0.04964287206530571, + "m": 1.0 + }, + { + "p": 0.07218646258115768, + "m": 1.0 + }, + { + "p": 0.06566106528043747, + "m": 1.0 + }, + { + "p": 0.060626644641160965, + "m": 1.0 + }, + { + "p": 0.10181809216737747, + "m": 1.0 + }, + { + "p": 0.09555430710315704, + "m": 1.0 + }, + { + "p": 0.2168217897415161, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.1956337690353394, + "val_loss": 0.9422970414161682, + "acc": 67.34, + "time": 118.48246064595878, + "param": [ + { + "p": 0.1895689219236374, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0891733169555664, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03563535213470459, + "m": 1.0 + }, + { + "p": 0.04150877147912979, + "m": 1.0 + }, + { + "p": 0.05722438916563988, + "m": 1.0 + }, + { + "p": 0.04935726150870323, + "m": 1.0 + }, + { + "p": 0.04462756961584091, + "m": 1.0 + }, + { + "p": 0.11195094883441925, + "m": 1.0 + }, + { + "p": 0.11210305988788605, + "m": 1.0 + }, + { + "p": 0.2674417197704315, + "m": 1.0 + }, + { + "p": 0.0014087242307141423, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.1200969219207764, + "val_loss": 0.971069872379303, + "acc": 69.17, + "time": 118.10141781903803, + "param": [ + { + "p": 0.17679463326931, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09089402109384537, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006080512423068285, + "m": 1.0 + }, + { + "p": 0.03603941202163696, + "m": 1.0 + }, + { + "p": 0.04655793681740761, + "m": 1.0 + }, + { + "p": 0.049240753054618835, + "m": 1.0 + }, + { + "p": 0.044031307101249695, + "m": 1.0 + }, + { + "p": 0.03889549896121025, + "m": 1.0 + }, + { + "p": 0.10431159287691116, + "m": 1.0 + }, + { + "p": 0.1261271983385086, + "m": 1.0 + }, + { + "p": 0.2649567127227783, + "m": 1.0 + }, + { + "p": 0.016070503741502762, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.2551801204681396, + "val_loss": 0.9028749465942383, + "acc": 69.05, + "time": 118.6983134499751, + "param": [ + { + "p": 0.15744753181934357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08601170033216476, + "m": 1.0 + }, + { + "p": 0.0011594915995374322, + "m": 1.0 + }, + { + "p": 0.03676651790738106, + "m": 1.0 + }, + { + "p": 0.03922376036643982, + "m": 1.0 + }, + { + "p": 0.049708593636751175, + "m": 1.0 + }, + { + "p": 0.05505144223570824, + "m": 1.0 + }, + { + "p": 0.050968095660209656, + "m": 1.0 + }, + { + "p": 0.052615825086832047, + "m": 1.0 + }, + { + "p": 0.08796462416648865, + "m": 1.0 + }, + { + "p": 0.11251148581504822, + "m": 1.0 + }, + { + "p": 0.22709092497825623, + "m": 1.0 + }, + { + "p": 0.04348001256585121, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.2359135150909424, + "val_loss": 0.9729433059692383, + "acc": 68.64, + "time": 118.2609895679634, + "param": [ + { + "p": 0.17307689785957336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08462028950452805, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0343807116150856, + "m": 1.0 + }, + { + "p": 0.04156319424510002, + "m": 1.0 + }, + { + "p": 0.031833942979574203, + "m": 1.0 + }, + { + "p": 0.04984753206372261, + "m": 1.0 + }, + { + "p": 0.04825913533568382, + "m": 1.0 + }, + { + "p": 0.05423460900783539, + "m": 1.0 + }, + { + "p": 0.09111013263463974, + "m": 1.0 + }, + { + "p": 0.11828422546386719, + "m": 1.0 + }, + { + "p": 0.23692120611667633, + "m": 1.0 + }, + { + "p": 0.035868093371391296, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.174216628074646, + "val_loss": 0.880203366279602, + "acc": 69.67, + "time": 116.9611693539191, + "param": [ + { + "p": 0.20484794676303864, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06423896551132202, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01460245344787836, + "m": 1.0 + }, + { + "p": 0.034483764320611954, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04736972227692604, + "m": 1.0 + }, + { + "p": 0.04669104143977165, + "m": 1.0 + }, + { + "p": 0.04836525768041611, + "m": 1.0 + }, + { + "p": 0.11039430648088455, + "m": 1.0 + }, + { + "p": 0.13205373287200928, + "m": 1.0 + }, + { + "p": 0.28125864267349243, + "m": 1.0 + }, + { + "p": 0.015694135800004005, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.5298773050308228, + "val_loss": 0.920819103717804, + "acc": 69.44, + "time": 117.84348796703853, + "param": [ + { + "p": 0.24611981213092804, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04581773281097412, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015943679958581924, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027334008365869522, + "m": 1.0 + }, + { + "p": 0.04466522857546806, + "m": 1.0 + }, + { + "p": 0.04994935169816017, + "m": 1.0 + }, + { + "p": 0.10634617507457733, + "m": 1.0 + }, + { + "p": 0.14385254681110382, + "m": 1.0 + }, + { + "p": 0.3199714422225952, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 0.9862892031669617, + "val_loss": 0.8394402861595154, + "acc": 68.2, + "time": 119.18441901193, + "param": [ + { + "p": 0.2539037764072418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.034993916749954224, + "m": 1.0 + }, + { + "p": 0.0019383258186280727, + "m": 1.0 + }, + { + "p": 0.0049405996687710285, + "m": 1.0 + }, + { + "p": 0.0008069762261584401, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014832302927970886, + "m": 1.0 + }, + { + "p": 0.04154319688677788, + "m": 1.0 + }, + { + "p": 0.04095107689499855, + "m": 1.0 + }, + { + "p": 0.10085787624120712, + "m": 1.0 + }, + { + "p": 0.16020575165748596, + "m": 1.0 + }, + { + "p": 0.34502625465393066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.0456856489181519, + "val_loss": 0.855360746383667, + "acc": 68.59, + "time": 118.91594782099128, + "param": [ + { + "p": 0.2279808670282364, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05031739920377731, + "m": 1.0 + }, + { + "p": 0.008965734392404556, + "m": 1.0 + }, + { + "p": 0.013690550811588764, + "m": 1.0 + }, + { + "p": 0.01550209615379572, + "m": 1.0 + }, + { + "p": 0.01650000549852848, + "m": 1.0 + }, + { + "p": 0.039413463324308395, + "m": 1.0 + }, + { + "p": 0.05414970591664314, + "m": 1.0 + }, + { + "p": 0.04523804411292076, + "m": 1.0 + }, + { + "p": 0.0899396613240242, + "m": 1.0 + }, + { + "p": 0.1580321192741394, + "m": 1.0 + }, + { + "p": 0.27983441948890686, + "m": 1.0 + }, + { + "p": 0.0004359883605502546, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 0.8495410084724426, + "val_loss": 0.8731587529182434, + "acc": 69.24, + "time": 119.04291143803857, + "param": [ + { + "p": 0.212714284658432, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06529882550239563, + "m": 1.0 + }, + { + "p": 0.015075079165399075, + "m": 1.0 + }, + { + "p": 0.016085851937532425, + "m": 1.0 + }, + { + "p": 0.026724446564912796, + "m": 1.0 + }, + { + "p": 0.023444518446922302, + "m": 1.0 + }, + { + "p": 0.049012452363967896, + "m": 1.0 + }, + { + "p": 0.062320075929164886, + "m": 1.0 + }, + { + "p": 0.03654243424534798, + "m": 1.0 + }, + { + "p": 0.09402724355459213, + "m": 1.0 + }, + { + "p": 0.15822342038154602, + "m": 1.0 + }, + { + "p": 0.23735244572162628, + "m": 1.0 + }, + { + "p": 0.0031789469067007303, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.0779222249984741, + "val_loss": 0.859871506690979, + "acc": 69.7, + "time": 117.09962385799736, + "param": [ + { + "p": 0.18219344317913055, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07630051672458649, + "m": 1.0 + }, + { + "p": 0.025860842317342758, + "m": 1.0 + }, + { + "p": 0.015201929956674576, + "m": 1.0 + }, + { + "p": 0.03281519189476967, + "m": 1.0 + }, + { + "p": 0.041920118033885956, + "m": 1.0 + }, + { + "p": 0.0600462481379509, + "m": 1.0 + }, + { + "p": 0.070864737033844, + "m": 1.0 + }, + { + "p": 0.046814002096652985, + "m": 1.0 + }, + { + "p": 0.09209979325532913, + "m": 1.0 + }, + { + "p": 0.15023262798786163, + "m": 1.0 + }, + { + "p": 0.19367539882659912, + "m": 1.0 + }, + { + "p": 0.011975204572081566, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.1337878704071045, + "val_loss": 0.8916622996330261, + "acc": 69.72, + "time": 118.0480859009549, + "param": [ + { + "p": 0.1733686476945877, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09266416728496552, + "m": 1.0 + }, + { + "p": 0.02283402532339096, + "m": 1.0 + }, + { + "p": 0.00462209340184927, + "m": 1.0 + }, + { + "p": 0.0347505584359169, + "m": 1.0 + }, + { + "p": 0.05437595769762993, + "m": 1.0 + }, + { + "p": 0.07098465412855148, + "m": 1.0 + }, + { + "p": 0.06965863704681396, + "m": 1.0 + }, + { + "p": 0.04880903661251068, + "m": 1.0 + }, + { + "p": 0.08580386638641357, + "m": 1.0 + }, + { + "p": 0.14098021388053894, + "m": 1.0 + }, + { + "p": 0.1845131814479828, + "m": 1.0 + }, + { + "p": 0.016634995117783546, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.130720853805542, + "val_loss": 0.7202925086021423, + "acc": 69.54, + "time": 118.34573633410037, + "param": [ + { + "p": 0.17784737050533295, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09218888729810715, + "m": 1.0 + }, + { + "p": 0.007149797864258289, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026794424280524254, + "m": 1.0 + }, + { + "p": 0.052749745547771454, + "m": 1.0 + }, + { + "p": 0.07811581343412399, + "m": 1.0 + }, + { + "p": 0.07399003952741623, + "m": 1.0 + }, + { + "p": 0.0485452264547348, + "m": 1.0 + }, + { + "p": 0.09723386913537979, + "m": 1.0 + }, + { + "p": 0.14386293292045593, + "m": 1.0 + }, + { + "p": 0.19370326399803162, + "m": 1.0 + }, + { + "p": 0.007818593643605709, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.0001264810562134, + "val_loss": 0.8773531317710876, + "acc": 69.99, + "time": 119.0751464550849, + "param": [ + { + "p": 0.18529202044010162, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08446869999170303, + "m": 1.0 + }, + { + "p": 0.00012749315646942705, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01785675436258316, + "m": 1.0 + }, + { + "p": 0.032110072672367096, + "m": 1.0 + }, + { + "p": 0.08016877621412277, + "m": 1.0 + }, + { + "p": 0.08036387711763382, + "m": 1.0 + }, + { + "p": 0.04985137656331062, + "m": 1.0 + }, + { + "p": 0.10443441569805145, + "m": 1.0 + }, + { + "p": 0.15022896230220795, + "m": 1.0 + }, + { + "p": 0.21460434794425964, + "m": 1.0 + }, + { + "p": 0.0004932063166052103, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.0312118530273438, + "val_loss": 0.8179871439933777, + "acc": 69.61, + "time": 118.77242288715206, + "param": [ + { + "p": 0.18465390801429749, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07031919807195663, + "m": 1.0 + }, + { + "p": 0.0019155103946104646, + "m": 1.0 + }, + { + "p": 0.000433813693234697, + "m": 1.0 + }, + { + "p": 0.013920550234615803, + "m": 1.0 + }, + { + "p": 0.02718259207904339, + "m": 1.0 + }, + { + "p": 0.08182434737682343, + "m": 1.0 + }, + { + "p": 0.08646451681852341, + "m": 1.0 + }, + { + "p": 0.0633644387125969, + "m": 1.0 + }, + { + "p": 0.10660417377948761, + "m": 1.0 + }, + { + "p": 0.15284152328968048, + "m": 1.0 + }, + { + "p": 0.20434480905532837, + "m": 1.0 + }, + { + "p": 0.006130552850663662, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 0.9477021098136902, + "val_loss": 0.9067795872688293, + "acc": 70.05, + "time": 111.2006897481624, + "param": [ + { + "p": 0.17344440519809723, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07091047614812851, + "m": 1.0 + }, + { + "p": 0.007660022005438805, + "m": 1.0 + }, + { + "p": 0.0014162157895043492, + "m": 1.0 + }, + { + "p": 0.011046069674193859, + "m": 1.0 + }, + { + "p": 0.02947123907506466, + "m": 1.0 + }, + { + "p": 0.07680726051330566, + "m": 1.0 + }, + { + "p": 0.09417878091335297, + "m": 1.0 + }, + { + "p": 0.07524668425321579, + "m": 1.0 + }, + { + "p": 0.10799727588891983, + "m": 1.0 + }, + { + "p": 0.15235856175422668, + "m": 1.0 + }, + { + "p": 0.19142040610313416, + "m": 1.0 + }, + { + "p": 0.00804268941283226, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.0487444400787354, + "val_loss": 0.7792683243751526, + "acc": 69.82, + "time": 115.17271147295833, + "param": [ + { + "p": 0.17656919360160828, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08305869996547699, + "m": 1.0 + }, + { + "p": 0.0011459330562502146, + "m": 1.0 + }, + { + "p": 0.0004789901722688228, + "m": 1.0 + }, + { + "p": 0.017462952062487602, + "m": 1.0 + }, + { + "p": 0.02982422523200512, + "m": 1.0 + }, + { + "p": 0.07288096100091934, + "m": 1.0 + }, + { + "p": 0.09877074509859085, + "m": 1.0 + }, + { + "p": 0.07078100740909576, + "m": 1.0 + }, + { + "p": 0.09696242958307266, + "m": 1.0 + }, + { + "p": 0.1593465954065323, + "m": 1.0 + }, + { + "p": 0.1875162422657013, + "m": 1.0 + }, + { + "p": 0.0052020191214978695, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.094852089881897, + "val_loss": 0.7793275713920593, + "acc": 71.01, + "time": 117.8863098861184, + "param": [ + { + "p": 0.1882236897945404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10000118613243103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024095846340060234, + "m": 1.0 + }, + { + "p": 0.018465792760252953, + "m": 1.0 + }, + { + "p": 0.06680367141962051, + "m": 1.0 + }, + { + "p": 0.09749145060777664, + "m": 1.0 + }, + { + "p": 0.05957168713212013, + "m": 1.0 + }, + { + "p": 0.0745118111371994, + "m": 1.0 + }, + { + "p": 0.17458100616931915, + "m": 1.0 + }, + { + "p": 0.19625385105609894, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.205534815788269, + "val_loss": 0.7910961508750916, + "acc": 69.48, + "time": 117.62797015998513, + "param": [ + { + "p": 0.2029486447572708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11882966011762619, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014917800202965736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04683808609843254, + "m": 1.0 + }, + { + "p": 0.09276857227087021, + "m": 1.0 + }, + { + "p": 0.05636992305517197, + "m": 1.0 + }, + { + "p": 0.05947216972708702, + "m": 1.0 + }, + { + "p": 0.19130827486515045, + "m": 1.0 + }, + { + "p": 0.21654687821865082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.012657880783081, + "val_loss": 0.9010903835296631, + "acc": 70.2, + "time": 119.16125225881115, + "param": [ + { + "p": 0.222706139087677, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12752225995063782, + "m": 1.0 + }, + { + "p": 0.0004213038191664964, + "m": 1.0 + }, + { + "p": 0.0008450780296698213, + "m": 1.0 + }, + { + "p": 0.004015093669295311, + "m": 1.0 + }, + { + "p": 0.004810037557035685, + "m": 1.0 + }, + { + "p": 0.03483595326542854, + "m": 1.0 + }, + { + "p": 0.09480974078178406, + "m": 1.0 + }, + { + "p": 0.044149208813905716, + "m": 1.0 + }, + { + "p": 0.04433722794055939, + "m": 1.0 + }, + { + "p": 0.19830064475536346, + "m": 1.0 + }, + { + "p": 0.22035731375217438, + "m": 1.0 + }, + { + "p": 0.0028900131583213806, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.1526905298233032, + "val_loss": 0.8925920724868774, + "acc": 70.56, + "time": 119.6500851791352, + "param": [ + { + "p": 0.20938760042190552, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12101741880178452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017205627635121346, + "m": 1.0 + }, + { + "p": 0.02691008895635605, + "m": 1.0 + }, + { + "p": 0.04025880619883537, + "m": 1.0 + }, + { + "p": 0.08966422826051712, + "m": 1.0 + }, + { + "p": 0.04674725979566574, + "m": 1.0 + }, + { + "p": 0.054194025695323944, + "m": 1.0 + }, + { + "p": 0.16900497674942017, + "m": 1.0 + }, + { + "p": 0.1984197199344635, + "m": 1.0 + }, + { + "p": 0.0271901935338974, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.1649327278137207, + "val_loss": 0.8464995622634888, + "acc": 70.02, + "time": 117.33799344790168, + "param": [ + { + "p": 0.20061741769313812, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12062304466962814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002680081408470869, + "m": 1.0 + }, + { + "p": 0.02131747454404831, + "m": 1.0 + }, + { + "p": 0.03973862901329994, + "m": 1.0 + }, + { + "p": 0.03735664486885071, + "m": 1.0 + }, + { + "p": 0.08827873319387436, + "m": 1.0 + }, + { + "p": 0.05312347039580345, + "m": 1.0 + }, + { + "p": 0.06453844904899597, + "m": 1.0 + }, + { + "p": 0.15026864409446716, + "m": 1.0 + }, + { + "p": 0.19333717226982117, + "m": 1.0 + }, + { + "p": 0.028120212256908417, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.1145089864730835, + "val_loss": 0.8272339105606079, + "acc": 71.12, + "time": 119.25006494182162, + "param": [ + { + "p": 0.22079092264175415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12870730459690094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0045313783921301365, + "m": 1.0 + }, + { + "p": 0.03731435537338257, + "m": 1.0 + }, + { + "p": 0.00776111613959074, + "m": 1.0 + }, + { + "p": 0.09288231283426285, + "m": 1.0 + }, + { + "p": 0.05359955132007599, + "m": 1.0 + }, + { + "p": 0.06555517762899399, + "m": 1.0 + }, + { + "p": 0.1593608260154724, + "m": 1.0 + }, + { + "p": 0.2294970601797104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 0.8055166602134705, + "val_loss": 0.7829912304878235, + "acc": 70.84, + "time": 118.92140971589833, + "param": [ + { + "p": 0.23017814755439758, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12929202616214752, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0010702594881877303, + "m": 1.0 + }, + { + "p": 0.0263719093054533, + "m": 1.0 + }, + { + "p": 0.001832839916460216, + "m": 1.0 + }, + { + "p": 0.0930798202753067, + "m": 1.0 + }, + { + "p": 0.04518995061516762, + "m": 1.0 + }, + { + "p": 0.0523131899535656, + "m": 1.0 + }, + { + "p": 0.15839383006095886, + "m": 1.0 + }, + { + "p": 0.2622780501842499, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.2075451612472534, + "val_loss": 0.8206799626350403, + "acc": 70.56, + "time": 118.94203693186864, + "param": [ + { + "p": 0.2308613806962967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1332264095544815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.029708124697208405, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09174029529094696, + "m": 1.0 + }, + { + "p": 0.04200517013669014, + "m": 1.0 + }, + { + "p": 0.027645587921142578, + "m": 1.0 + }, + { + "p": 0.16023215651512146, + "m": 1.0 + }, + { + "p": 0.2845808267593384, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.2648837566375732, + "val_loss": 0.7751129269599915, + "acc": 70.06, + "time": 119.21547580487095, + "param": [ + { + "p": 0.21410898864269257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12897713482379913, + "m": 1.0 + }, + { + "p": 0.008900023996829987, + "m": 1.0 + }, + { + "p": 0.004417167976498604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04177817329764366, + "m": 1.0 + }, + { + "p": 0.0032735178247094154, + "m": 1.0 + }, + { + "p": 0.09484829753637314, + "m": 1.0 + }, + { + "p": 0.058092955499887466, + "m": 1.0 + }, + { + "p": 0.03423395752906799, + "m": 1.0 + }, + { + "p": 0.13887430727481842, + "m": 1.0 + }, + { + "p": 0.2724955081939697, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.247368335723877, + "val_loss": 0.8556708693504333, + "acc": 71.21, + "time": 118.51082446798682, + "param": [ + { + "p": 0.19064517319202423, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11314580589532852, + "m": 1.0 + }, + { + "p": 0.011609727516770363, + "m": 1.0 + }, + { + "p": 0.010378716513514519, + "m": 1.0 + }, + { + "p": 0.010849148035049438, + "m": 1.0 + }, + { + "p": 0.05536293610930443, + "m": 1.0 + }, + { + "p": 0.013704932294785976, + "m": 1.0 + }, + { + "p": 0.09253250062465668, + "m": 1.0 + }, + { + "p": 0.07336737215518951, + "m": 1.0 + }, + { + "p": 0.051223184913396835, + "m": 1.0 + }, + { + "p": 0.12152724713087082, + "m": 1.0 + }, + { + "p": 0.2556532025337219, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.8963029384613037, + "val_loss": 0.8027393221855164, + "acc": 70.13, + "time": 112.26668948214501, + "param": [ + { + "p": 0.16796590387821198, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09444597363471985, + "m": 1.0 + }, + { + "p": 0.021001122891902924, + "m": 1.0 + }, + { + "p": 0.022325947880744934, + "m": 1.0 + }, + { + "p": 0.02843407168984413, + "m": 1.0 + }, + { + "p": 0.0715460255742073, + "m": 1.0 + }, + { + "p": 0.030495135113596916, + "m": 1.0 + }, + { + "p": 0.09711059182882309, + "m": 1.0 + }, + { + "p": 0.0829043984413147, + "m": 1.0 + }, + { + "p": 0.06563547253608704, + "m": 1.0 + }, + { + "p": 0.10055480152368546, + "m": 1.0 + }, + { + "p": 0.21758048236370087, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.9823805093765259, + "val_loss": 0.8202406764030457, + "acc": 70.98, + "time": 118.11055877711624, + "param": [ + { + "p": 0.16008156538009644, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08416789770126343, + "m": 1.0 + }, + { + "p": 0.013255531899631023, + "m": 1.0 + }, + { + "p": 0.031009359285235405, + "m": 1.0 + }, + { + "p": 0.029016148298978806, + "m": 1.0 + }, + { + "p": 0.07224463671445847, + "m": 1.0 + }, + { + "p": 0.04644027352333069, + "m": 1.0 + }, + { + "p": 0.10439930111169815, + "m": 1.0 + }, + { + "p": 0.08531779795885086, + "m": 1.0 + }, + { + "p": 0.06745004653930664, + "m": 1.0 + }, + { + "p": 0.09785962849855423, + "m": 1.0 + }, + { + "p": 0.20875786244869232, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.0605244636535645, + "val_loss": 0.9264042973518372, + "acc": 70.28, + "time": 120.45528914104216, + "param": [ + { + "p": 0.15724433958530426, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0818721279501915, + "m": 1.0 + }, + { + "p": 0.0022811242379248142, + "m": 1.0 + }, + { + "p": 0.03370744362473488, + "m": 1.0 + }, + { + "p": 0.015991073101758957, + "m": 1.0 + }, + { + "p": 0.06389130651950836, + "m": 1.0 + }, + { + "p": 0.05342351645231247, + "m": 1.0 + }, + { + "p": 0.1000591292977333, + "m": 1.0 + }, + { + "p": 0.09521716088056564, + "m": 1.0 + }, + { + "p": 0.0672343298792839, + "m": 1.0 + }, + { + "p": 0.10120401531457901, + "m": 1.0 + }, + { + "p": 0.22787444293498993, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.1824244260787964, + "val_loss": 0.9517295360565186, + "acc": 71.57, + "time": 113.44716860284097, + "param": [ + { + "p": 0.16035956144332886, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08740552514791489, + "m": 1.0 + }, + { + "p": 0.0004235889937262982, + "m": 1.0 + }, + { + "p": 0.0318116769194603, + "m": 1.0 + }, + { + "p": 0.01949961483478546, + "m": 1.0 + }, + { + "p": 0.058118898421525955, + "m": 1.0 + }, + { + "p": 0.050957683473825455, + "m": 1.0 + }, + { + "p": 0.0869036540389061, + "m": 1.0 + }, + { + "p": 0.10975513607263565, + "m": 1.0 + }, + { + "p": 0.059842098504304886, + "m": 1.0 + }, + { + "p": 0.09940671175718307, + "m": 1.0 + }, + { + "p": 0.23520854115486145, + "m": 1.0 + }, + { + "p": 0.0003072411345783621, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.9773524403572083, + "val_loss": 0.8953032493591309, + "acc": 70.45, + "time": 116.00095978798345, + "param": [ + { + "p": 0.16626761853694916, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09294480085372925, + "m": 1.0 + }, + { + "p": 0.004801594652235508, + "m": 1.0 + }, + { + "p": 0.026095984503626823, + "m": 1.0 + }, + { + "p": 0.022734282538294792, + "m": 1.0 + }, + { + "p": 0.06015802174806595, + "m": 1.0 + }, + { + "p": 0.043878115713596344, + "m": 1.0 + }, + { + "p": 0.0681893453001976, + "m": 1.0 + }, + { + "p": 0.1170998364686966, + "m": 1.0 + }, + { + "p": 0.05503879114985466, + "m": 1.0 + }, + { + "p": 0.10025908052921295, + "m": 1.0 + }, + { + "p": 0.24253249168395996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 0.9939662218093872, + "val_loss": 1.0074700117111206, + "acc": 70.8, + "time": 117.76717841788195, + "param": [ + { + "p": 0.1659197062253952, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0958227813243866, + "m": 1.0 + }, + { + "p": 0.020739048719406128, + "m": 1.0 + }, + { + "p": 0.036323219537734985, + "m": 1.0 + }, + { + "p": 0.03516785800457001, + "m": 1.0 + }, + { + "p": 0.06632426381111145, + "m": 1.0 + }, + { + "p": 0.034813329577445984, + "m": 1.0 + }, + { + "p": 0.0538870207965374, + "m": 1.0 + }, + { + "p": 0.11556221544742584, + "m": 1.0 + }, + { + "p": 0.04113238304853439, + "m": 1.0 + }, + { + "p": 0.1139107421040535, + "m": 1.0 + }, + { + "p": 0.21738144755363464, + "m": 1.0 + }, + { + "p": 0.003015885129570961, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.0416584014892578, + "val_loss": 0.8237617015838623, + "acc": 71.34, + "time": 115.70169240399264, + "param": [ + { + "p": 0.16852375864982605, + "m": 1.0 + }, + { + "p": 0.007920852862298489, + "m": 1.0 + }, + { + "p": 0.1029803678393364, + "m": 1.0 + }, + { + "p": 0.03299253061413765, + "m": 1.0 + }, + { + "p": 0.043002039194107056, + "m": 1.0 + }, + { + "p": 0.045137919485569, + "m": 1.0 + }, + { + "p": 0.06813139468431473, + "m": 1.0 + }, + { + "p": 0.04256315529346466, + "m": 1.0 + }, + { + "p": 0.03929425776004791, + "m": 1.0 + }, + { + "p": 0.0998423844575882, + "m": 1.0 + }, + { + "p": 0.033620961010456085, + "m": 1.0 + }, + { + "p": 0.12302051484584808, + "m": 1.0 + }, + { + "p": 0.17891721427440643, + "m": 1.0 + }, + { + "p": 0.014052700251340866, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.0727006196975708, + "val_loss": 0.7615474462509155, + "acc": 71.77, + "time": 119.59815973998047, + "param": [ + { + "p": 0.1615496128797531, + "m": 1.0 + }, + { + "p": 0.01262321975082159, + "m": 1.0 + }, + { + "p": 0.10238303989171982, + "m": 1.0 + }, + { + "p": 0.031177181750535965, + "m": 1.0 + }, + { + "p": 0.05831519514322281, + "m": 1.0 + }, + { + "p": 0.05319058150053024, + "m": 1.0 + }, + { + "p": 0.058218814432621, + "m": 1.0 + }, + { + "p": 0.054290011525154114, + "m": 1.0 + }, + { + "p": 0.027175510302186012, + "m": 1.0 + }, + { + "p": 0.08557797223329544, + "m": 1.0 + }, + { + "p": 0.036702729761600494, + "m": 1.0 + }, + { + "p": 0.12800119817256927, + "m": 1.0 + }, + { + "p": 0.15147601068019867, + "m": 1.0 + }, + { + "p": 0.03931887075304985, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.304850697517395, + "val_loss": 0.8932590484619141, + "acc": 71.26, + "time": 118.07529365713708, + "param": [ + { + "p": 0.17477428913116455, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.118263378739357, + "m": 1.0 + }, + { + "p": 0.020668650045990944, + "m": 1.0 + }, + { + "p": 0.05827274173498154, + "m": 1.0 + }, + { + "p": 0.042442437261343, + "m": 1.0 + }, + { + "p": 0.04679054021835327, + "m": 1.0 + }, + { + "p": 0.053043391555547714, + "m": 1.0 + }, + { + "p": 0.007701657246798277, + "m": 1.0 + }, + { + "p": 0.08599784970283508, + "m": 1.0 + }, + { + "p": 0.04400354623794556, + "m": 1.0 + }, + { + "p": 0.1522936224937439, + "m": 1.0 + }, + { + "p": 0.15624719858169556, + "m": 1.0 + }, + { + "p": 0.03950071707367897, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.2085869312286377, + "val_loss": 0.9387635588645935, + "acc": 71.6, + "time": 118.40777993900701, + "param": [ + { + "p": 0.1979762464761734, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12775009870529175, + "m": 1.0 + }, + { + "p": 0.004815179854631424, + "m": 1.0 + }, + { + "p": 0.0439448319375515, + "m": 1.0 + }, + { + "p": 0.02899310551583767, + "m": 1.0 + }, + { + "p": 0.0482415035367012, + "m": 1.0 + }, + { + "p": 0.04351694881916046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09368706494569778, + "m": 1.0 + }, + { + "p": 0.04217321425676346, + "m": 1.0 + }, + { + "p": 0.1747308224439621, + "m": 1.0 + }, + { + "p": 0.16662225127220154, + "m": 1.0 + }, + { + "p": 0.02754875086247921, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.0450471639633179, + "val_loss": 0.8469964861869812, + "acc": 70.91, + "time": 117.0764913011808, + "param": [ + { + "p": 0.22130024433135986, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14735804498195648, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03364386782050133, + "m": 1.0 + }, + { + "p": 0.045497458428144455, + "m": 1.0 + }, + { + "p": 0.036678824573755264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09737350046634674, + "m": 1.0 + }, + { + "p": 0.03465470299124718, + "m": 1.0 + }, + { + "p": 0.1844741553068161, + "m": 1.0 + }, + { + "p": 0.17104871571063995, + "m": 1.0 + }, + { + "p": 0.02797047048807144, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 0.91874098777771, + "val_loss": 0.9083139300346375, + "acc": 71.6, + "time": 117.40231350297108, + "param": [ + { + "p": 0.21443112194538116, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15651264786720276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05758903920650482, + "m": 1.0 + }, + { + "p": 0.029183635488152504, + "m": 1.0 + }, + { + "p": 0.03886081650853157, + "m": 1.0 + }, + { + "p": 0.006526388227939606, + "m": 1.0 + }, + { + "p": 0.08142603933811188, + "m": 1.0 + }, + { + "p": 0.03550306707620621, + "m": 1.0 + }, + { + "p": 0.1709442287683487, + "m": 1.0 + }, + { + "p": 0.16426289081573486, + "m": 1.0 + }, + { + "p": 0.04476015642285347, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.1570656299591064, + "val_loss": 0.8077227473258972, + "acc": 70.94, + "time": 120.0929297991097, + "param": [ + { + "p": 0.23237574100494385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1742863804101944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0761457085609436, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0463373102247715, + "m": 1.0 + }, + { + "p": 0.0015451323706656694, + "m": 1.0 + }, + { + "p": 0.06308451294898987, + "m": 1.0 + }, + { + "p": 0.019762558862566948, + "m": 1.0 + }, + { + "p": 0.16825442016124725, + "m": 1.0 + }, + { + "p": 0.16542001068592072, + "m": 1.0 + }, + { + "p": 0.052788253873586655, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.03911292552948, + "val_loss": 0.7113819122314453, + "acc": 71.37, + "time": 117.81027291784994, + "param": [ + { + "p": 0.23851004242897034, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1657177358865738, + "m": 1.0 + }, + { + "p": 0.0037640780210494995, + "m": 1.0 + }, + { + "p": 0.002990249777212739, + "m": 1.0 + }, + { + "p": 0.09014418721199036, + "m": 1.0 + }, + { + "p": 0.003864716738462448, + "m": 1.0 + }, + { + "p": 0.058227285742759705, + "m": 1.0 + }, + { + "p": 0.005284192506223917, + "m": 1.0 + }, + { + "p": 0.056943077594041824, + "m": 1.0 + }, + { + "p": 0.013334056362509727, + "m": 1.0 + }, + { + "p": 0.14920812845230103, + "m": 1.0 + }, + { + "p": 0.15085628628730774, + "m": 1.0 + }, + { + "p": 0.06115599721670151, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.1395115852355957, + "val_loss": 0.8346776366233826, + "acc": 71.78, + "time": 118.28112197504379, + "param": [ + { + "p": 0.20144787430763245, + "m": 1.0 + }, + { + "p": 0.006662330590188503, + "m": 1.0 + }, + { + "p": 0.1532360464334488, + "m": 1.0 + }, + { + "p": 0.015638597309589386, + "m": 1.0 + }, + { + "p": 0.012754256837069988, + "m": 1.0 + }, + { + "p": 0.09321646392345428, + "m": 1.0 + }, + { + "p": 0.02143656089901924, + "m": 1.0 + }, + { + "p": 0.06463515758514404, + "m": 1.0 + }, + { + "p": 0.02225572057068348, + "m": 1.0 + }, + { + "p": 0.06707993894815445, + "m": 1.0 + }, + { + "p": 0.03769707679748535, + "m": 1.0 + }, + { + "p": 0.11966321617364883, + "m": 1.0 + }, + { + "p": 0.10897877812385559, + "m": 1.0 + }, + { + "p": 0.0752980187535286, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.0826175212860107, + "val_loss": 0.8027803301811218, + "acc": 71.15, + "time": 118.16016423003748, + "param": [ + { + "p": 0.17799712717533112, + "m": 1.0 + }, + { + "p": 0.0173246618360281, + "m": 1.0 + }, + { + "p": 0.1440400779247284, + "m": 1.0 + }, + { + "p": 0.01575643941760063, + "m": 1.0 + }, + { + "p": 0.01441100612282753, + "m": 1.0 + }, + { + "p": 0.10775111615657806, + "m": 1.0 + }, + { + "p": 0.017345406115055084, + "m": 1.0 + }, + { + "p": 0.05492304638028145, + "m": 1.0 + }, + { + "p": 0.04093748703598976, + "m": 1.0 + }, + { + "p": 0.06442677229642868, + "m": 1.0 + }, + { + "p": 0.0625290796160698, + "m": 1.0 + }, + { + "p": 0.10593951493501663, + "m": 1.0 + }, + { + "p": 0.0892195850610733, + "m": 1.0 + }, + { + "p": 0.0873987004160881, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.0585048198699951, + "val_loss": 0.7925446033477783, + "acc": 72.55, + "time": 118.43620874593034, + "param": [ + { + "p": 0.1740128993988037, + "m": 1.0 + }, + { + "p": 0.011560115031898022, + "m": 1.0 + }, + { + "p": 0.13996803760528564, + "m": 1.0 + }, + { + "p": 0.012849639169871807, + "m": 1.0 + }, + { + "p": 0.024845700711011887, + "m": 1.0 + }, + { + "p": 0.11193278431892395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042871054261922836, + "m": 1.0 + }, + { + "p": 0.06462856382131577, + "m": 1.0 + }, + { + "p": 0.06467866152524948, + "m": 1.0 + }, + { + "p": 0.07540756464004517, + "m": 1.0 + }, + { + "p": 0.10417929291725159, + "m": 1.0 + }, + { + "p": 0.08582818508148193, + "m": 1.0 + }, + { + "p": 0.08723747730255127, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.051695704460144, + "val_loss": 0.729292094707489, + "acc": 71.7, + "time": 118.84652594313957, + "param": [ + { + "p": 0.18552537262439728, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1491168737411499, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01357999723404646, + "m": 1.0 + }, + { + "p": 0.11929184943437576, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03398161754012108, + "m": 1.0 + }, + { + "p": 0.07226354628801346, + "m": 1.0 + }, + { + "p": 0.07128807157278061, + "m": 1.0 + }, + { + "p": 0.07444481551647186, + "m": 1.0 + }, + { + "p": 0.10989170521497726, + "m": 1.0 + }, + { + "p": 0.09047873318195343, + "m": 1.0 + }, + { + "p": 0.08013743162155151, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.3413827419281006, + "val_loss": 0.8583150506019592, + "acc": 72.43, + "time": 117.8034434360452, + "param": [ + { + "p": 0.1763625591993332, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1394672691822052, + "m": 1.0 + }, + { + "p": 0.0077816094271838665, + "m": 1.0 + }, + { + "p": 0.004869719967246056, + "m": 1.0 + }, + { + "p": 0.10386654734611511, + "m": 1.0 + }, + { + "p": 0.006299569737166166, + "m": 1.0 + }, + { + "p": 0.04023502767086029, + "m": 1.0 + }, + { + "p": 0.0813477486371994, + "m": 1.0 + }, + { + "p": 0.07956019043922424, + "m": 1.0 + }, + { + "p": 0.06537191569805145, + "m": 1.0 + }, + { + "p": 0.11451055109500885, + "m": 1.0 + }, + { + "p": 0.10123328864574432, + "m": 1.0 + }, + { + "p": 0.07909397780895233, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.1216078996658325, + "val_loss": 0.8266264200210571, + "acc": 71.82, + "time": 117.93518200516701, + "param": [ + { + "p": 0.1461091786623001, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12830263376235962, + "m": 1.0 + }, + { + "p": 0.014686756767332554, + "m": 1.0 + }, + { + "p": 0.010485579259693623, + "m": 1.0 + }, + { + "p": 0.0944640189409256, + "m": 1.0 + }, + { + "p": 0.01549049373716116, + "m": 1.0 + }, + { + "p": 0.04690128564834595, + "m": 1.0 + }, + { + "p": 0.08361300081014633, + "m": 1.0 + }, + { + "p": 0.08981681615114212, + "m": 1.0 + }, + { + "p": 0.07120473682880402, + "m": 1.0 + }, + { + "p": 0.11923513561487198, + "m": 1.0 + }, + { + "p": 0.10640953481197357, + "m": 1.0 + }, + { + "p": 0.07328089326620102, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.1525275707244873, + "val_loss": 0.8178781867027283, + "acc": 72.54, + "time": 112.96590816508979, + "param": [ + { + "p": 0.12733887135982513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12854769825935364, + "m": 1.0 + }, + { + "p": 0.026408404111862183, + "m": 1.0 + }, + { + "p": 0.017086120322346687, + "m": 1.0 + }, + { + "p": 0.09130916744470596, + "m": 1.0 + }, + { + "p": 0.01611877977848053, + "m": 1.0 + }, + { + "p": 0.054729901254177094, + "m": 1.0 + }, + { + "p": 0.08743365108966827, + "m": 1.0 + }, + { + "p": 0.09274224936962128, + "m": 1.0 + }, + { + "p": 0.08830305188894272, + "m": 1.0 + }, + { + "p": 0.10266587138175964, + "m": 1.0 + }, + { + "p": 0.10564073920249939, + "m": 1.0 + }, + { + "p": 0.06167564541101456, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.074751377105713, + "val_loss": 0.9091906547546387, + "acc": 71.46, + "time": 118.42793809203431, + "param": [ + { + "p": 0.12080245465040207, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13407592475414276, + "m": 1.0 + }, + { + "p": 0.007537690456956625, + "m": 1.0 + }, + { + "p": 0.019979186356067657, + "m": 1.0 + }, + { + "p": 0.08549503982067108, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08274427801370621, + "m": 1.0 + }, + { + "p": 0.10156868398189545, + "m": 1.0 + }, + { + "p": 0.0889398455619812, + "m": 1.0 + }, + { + "p": 0.09442432224750519, + "m": 1.0 + }, + { + "p": 0.09382262080907822, + "m": 1.0 + }, + { + "p": 0.11243488639593124, + "m": 1.0 + }, + { + "p": 0.05817507952451706, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.0899442434310913, + "val_loss": 0.8054466843605042, + "acc": 71.92, + "time": 113.8930826978758, + "param": [ + { + "p": 0.12695172429084778, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13274887204170227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02053484134376049, + "m": 1.0 + }, + { + "p": 0.07330676168203354, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0881408154964447, + "m": 1.0 + }, + { + "p": 0.11312641203403473, + "m": 1.0 + }, + { + "p": 0.08267825841903687, + "m": 1.0 + }, + { + "p": 0.08036094158887863, + "m": 1.0 + }, + { + "p": 0.09474631398916245, + "m": 1.0 + }, + { + "p": 0.12782813608646393, + "m": 1.0 + }, + { + "p": 0.059576962143182755, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.0435776710510254, + "val_loss": 0.7307358384132385, + "acc": 72.7, + "time": 118.27182962116785, + "param": [ + { + "p": 0.13001467287540436, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11790604889392853, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02754933573305607, + "m": 1.0 + }, + { + "p": 0.07195126265287399, + "m": 1.0 + }, + { + "p": 0.0034304556902498007, + "m": 1.0 + }, + { + "p": 0.08510559797286987, + "m": 1.0 + }, + { + "p": 0.11394663900136948, + "m": 1.0 + }, + { + "p": 0.09088396281003952, + "m": 1.0 + }, + { + "p": 0.06601960957050323, + "m": 1.0 + }, + { + "p": 0.11049939692020416, + "m": 1.0 + }, + { + "p": 0.13437238335609436, + "m": 1.0 + }, + { + "p": 0.048320647329092026, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.038651466369629, + "val_loss": 0.8462009429931641, + "acc": 72.19, + "time": 117.53175821201876, + "param": [ + { + "p": 0.13773766160011292, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1060543805360794, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.032481640577316284, + "m": 1.0 + }, + { + "p": 0.07314993441104889, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08267591893672943, + "m": 1.0 + }, + { + "p": 0.1133502647280693, + "m": 1.0 + }, + { + "p": 0.09246774017810822, + "m": 1.0 + }, + { + "p": 0.06487584859132767, + "m": 1.0 + }, + { + "p": 0.11828067898750305, + "m": 1.0 + }, + { + "p": 0.13978523015975952, + "m": 1.0 + }, + { + "p": 0.03914070874452591, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.0696437358856201, + "val_loss": 0.8543407917022705, + "acc": 72.2, + "time": 118.76875481195748, + "param": [ + { + "p": 0.15070505440235138, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09889058768749237, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027149226516485214, + "m": 1.0 + }, + { + "p": 0.07929140329360962, + "m": 1.0 + }, + { + "p": 0.0001202855710289441, + "m": 1.0 + }, + { + "p": 0.07548394799232483, + "m": 1.0 + }, + { + "p": 0.11997497826814651, + "m": 1.0 + }, + { + "p": 0.1025160625576973, + "m": 1.0 + }, + { + "p": 0.055673372000455856, + "m": 1.0 + }, + { + "p": 0.11912703514099121, + "m": 1.0 + }, + { + "p": 0.14306160807609558, + "m": 1.0 + }, + { + "p": 0.028006412088871002, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.0657644271850586, + "val_loss": 0.7824481725692749, + "acc": 71.86, + "time": 117.97820184798911, + "param": [ + { + "p": 0.16840079426765442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08055875450372696, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023895472288131714, + "m": 1.0 + }, + { + "p": 0.08693119138479233, + "m": 1.0 + }, + { + "p": 0.0004734519752673805, + "m": 1.0 + }, + { + "p": 0.071664959192276, + "m": 1.0 + }, + { + "p": 0.12894907593727112, + "m": 1.0 + }, + { + "p": 0.11149781942367554, + "m": 1.0 + }, + { + "p": 0.037995897233486176, + "m": 1.0 + }, + { + "p": 0.12813585996627808, + "m": 1.0 + }, + { + "p": 0.16149678826332092, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.8722785711288452, + "val_loss": 0.7911702394485474, + "acc": 72.21, + "time": 115.80952368513681, + "param": [ + { + "p": 0.20450246334075928, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.047160983085632324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11385288089513779, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.041989125311374664, + "m": 1.0 + }, + { + "p": 0.13208229839801788, + "m": 1.0 + }, + { + "p": 0.12325906753540039, + "m": 1.0 + }, + { + "p": 0.01865091174840927, + "m": 1.0 + }, + { + "p": 0.11341069638729095, + "m": 1.0 + }, + { + "p": 0.20509155094623566, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.8659973740577698, + "val_loss": 0.920149028301239, + "acc": 72.05, + "time": 118.72654042905197, + "param": [ + { + "p": 0.2141580581665039, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023933786898851395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13313542306423187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03489173948764801, + "m": 1.0 + }, + { + "p": 0.12481331080198288, + "m": 1.0 + }, + { + "p": 0.12438638508319855, + "m": 1.0 + }, + { + "p": 0.014994384720921516, + "m": 1.0 + }, + { + "p": 0.09762690961360931, + "m": 1.0 + }, + { + "p": 0.23205991089344025, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.011587381362915, + "val_loss": 0.8348116874694824, + "acc": 71.92, + "time": 117.45591320213862, + "param": [ + { + "p": 0.21518763899803162, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02249162085354328, + "m": 1.0 + }, + { + "p": 0.00586535781621933, + "m": 1.0 + }, + { + "p": 0.007482609711587429, + "m": 1.0 + }, + { + "p": 0.13911083340644836, + "m": 1.0 + }, + { + "p": 0.005260996986180544, + "m": 1.0 + }, + { + "p": 0.023380236700177193, + "m": 1.0 + }, + { + "p": 0.11300282925367355, + "m": 1.0 + }, + { + "p": 0.1204337477684021, + "m": 1.0 + }, + { + "p": 0.014252685010433197, + "m": 1.0 + }, + { + "p": 0.08800586313009262, + "m": 1.0 + }, + { + "p": 0.2355871945619583, + "m": 1.0 + }, + { + "p": 0.00993846170604229, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.0035966634750366, + "val_loss": 0.7560038566589355, + "acc": 71.6, + "time": 118.70494915405288, + "param": [ + { + "p": 0.19750326871871948, + "m": 1.0 + }, + { + "p": 0.0007415931904688478, + "m": 1.0 + }, + { + "p": 0.03701801225543022, + "m": 1.0 + }, + { + "p": 0.014230719767510891, + "m": 1.0 + }, + { + "p": 0.009739860892295837, + "m": 1.0 + }, + { + "p": 0.13638143241405487, + "m": 1.0 + }, + { + "p": 0.013859918341040611, + "m": 1.0 + }, + { + "p": 0.02116115391254425, + "m": 1.0 + }, + { + "p": 0.09855442494153976, + "m": 1.0 + }, + { + "p": 0.12671561539173126, + "m": 1.0 + }, + { + "p": 0.027284720912575722, + "m": 1.0 + }, + { + "p": 0.08576691895723343, + "m": 1.0 + }, + { + "p": 0.2082003802061081, + "m": 1.0 + }, + { + "p": 0.02284199371933937, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.9509326815605164, + "val_loss": 0.767591118812561, + "acc": 71.87, + "time": 118.08214181591757, + "param": [ + { + "p": 0.17038194835186005, + "m": 1.0 + }, + { + "p": 0.0020719310268759727, + "m": 1.0 + }, + { + "p": 0.04318842664361, + "m": 1.0 + }, + { + "p": 0.02506048046052456, + "m": 1.0 + }, + { + "p": 0.01135528739541769, + "m": 1.0 + }, + { + "p": 0.12276847660541534, + "m": 1.0 + }, + { + "p": 0.039226409047842026, + "m": 1.0 + }, + { + "p": 0.030880754813551903, + "m": 1.0 + }, + { + "p": 0.10122333467006683, + "m": 1.0 + }, + { + "p": 0.11922907829284668, + "m": 1.0 + }, + { + "p": 0.036512117832899094, + "m": 1.0 + }, + { + "p": 0.08201786875724792, + "m": 1.0 + }, + { + "p": 0.17125225067138672, + "m": 1.0 + }, + { + "p": 0.04483162611722946, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.3392574787139893, + "val_loss": 0.8051794767379761, + "acc": 71.92, + "time": 119.02920787408948, + "param": [ + { + "p": 0.15986843407154083, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05255616828799248, + "m": 1.0 + }, + { + "p": 0.025213196873664856, + "m": 1.0 + }, + { + "p": 0.02654986083507538, + "m": 1.0 + }, + { + "p": 0.11044485867023468, + "m": 1.0 + }, + { + "p": 0.04720654338598251, + "m": 1.0 + }, + { + "p": 0.04025726020336151, + "m": 1.0 + }, + { + "p": 0.09860440343618393, + "m": 1.0 + }, + { + "p": 0.11227834224700928, + "m": 1.0 + }, + { + "p": 0.03458448499441147, + "m": 1.0 + }, + { + "p": 0.08697140961885452, + "m": 1.0 + }, + { + "p": 0.13733075559139252, + "m": 1.0 + }, + { + "p": 0.06813427805900574, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.280104160308838, + "val_loss": 0.8731604814529419, + "acc": 72.18, + "time": 118.99105555890128, + "param": [ + { + "p": 0.15143051743507385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07373860478401184, + "m": 1.0 + }, + { + "p": 0.02042822726070881, + "m": 1.0 + }, + { + "p": 0.04534973204135895, + "m": 1.0 + }, + { + "p": 0.1067027822136879, + "m": 1.0 + }, + { + "p": 0.04638560116291046, + "m": 1.0 + }, + { + "p": 0.046739134937524796, + "m": 1.0 + }, + { + "p": 0.09125641733407974, + "m": 1.0 + }, + { + "p": 0.11022153496742249, + "m": 1.0 + }, + { + "p": 0.028571661561727524, + "m": 1.0 + }, + { + "p": 0.09385274350643158, + "m": 1.0 + }, + { + "p": 0.11635426431894302, + "m": 1.0 + }, + { + "p": 0.06896893680095673, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.8444321155548096, + "val_loss": 0.8335165977478027, + "acc": 73.71, + "time": 116.87885756487958, + "param": [ + { + "p": 0.16317376494407654, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07430049031972885, + "m": 1.0 + }, + { + "p": 0.010853378102183342, + "m": 1.0 + }, + { + "p": 0.04284083843231201, + "m": 1.0 + }, + { + "p": 0.11306305229663849, + "m": 1.0 + }, + { + "p": 0.05899405851960182, + "m": 1.0 + }, + { + "p": 0.04507691413164139, + "m": 1.0 + }, + { + "p": 0.08148068189620972, + "m": 1.0 + }, + { + "p": 0.10088280588388443, + "m": 1.0 + }, + { + "p": 0.01765506900846958, + "m": 1.0 + }, + { + "p": 0.10787487775087357, + "m": 1.0 + }, + { + "p": 0.10393522679805756, + "m": 1.0 + }, + { + "p": 0.07986881583929062, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.0845195055007935, + "val_loss": 0.7079476118087769, + "acc": 72.25, + "time": 118.50532837002538, + "param": [ + { + "p": 0.16426163911819458, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0794563964009285, + "m": 1.0 + }, + { + "p": 0.00036405399441719055, + "m": 1.0 + }, + { + "p": 0.036107879132032394, + "m": 1.0 + }, + { + "p": 0.11369267106056213, + "m": 1.0 + }, + { + "p": 0.07179098576307297, + "m": 1.0 + }, + { + "p": 0.03566291555762291, + "m": 1.0 + }, + { + "p": 0.08276255428791046, + "m": 1.0 + }, + { + "p": 0.10211633145809174, + "m": 1.0 + }, + { + "p": 0.023061202839016914, + "m": 1.0 + }, + { + "p": 0.11782551556825638, + "m": 1.0 + }, + { + "p": 0.09401975572109222, + "m": 1.0 + }, + { + "p": 0.07887811213731766, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.9723443388938904, + "val_loss": 0.7857765555381775, + "acc": 73.01, + "time": 117.39200032292865, + "param": [ + { + "p": 0.1586037576198578, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08516564220190048, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026695646345615387, + "m": 1.0 + }, + { + "p": 0.09863148629665375, + "m": 1.0 + }, + { + "p": 0.0612400621175766, + "m": 1.0 + }, + { + "p": 0.02326009050011635, + "m": 1.0 + }, + { + "p": 0.07424239814281464, + "m": 1.0 + }, + { + "p": 0.12168191373348236, + "m": 1.0 + }, + { + "p": 0.05002661794424057, + "m": 1.0 + }, + { + "p": 0.1299726665019989, + "m": 1.0 + }, + { + "p": 0.1006474569439888, + "m": 1.0 + }, + { + "p": 0.06983227282762527, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.983063817024231, + "val_loss": 0.7148962020874023, + "acc": 73.05, + "time": 118.30017424793914, + "param": [ + { + "p": 0.134456604719162, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08088421821594238, + "m": 1.0 + }, + { + "p": 0.005704173352569342, + "m": 1.0 + }, + { + "p": 0.03272702917456627, + "m": 1.0 + }, + { + "p": 0.08861561119556427, + "m": 1.0 + }, + { + "p": 0.05477271229028702, + "m": 1.0 + }, + { + "p": 0.03482816368341446, + "m": 1.0 + }, + { + "p": 0.07413666695356369, + "m": 1.0 + }, + { + "p": 0.12884202599525452, + "m": 1.0 + }, + { + "p": 0.06951243430376053, + "m": 1.0 + }, + { + "p": 0.12220699340105057, + "m": 1.0 + }, + { + "p": 0.09909781068563461, + "m": 1.0 + }, + { + "p": 0.07421546429395676, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.0727194547653198, + "val_loss": 0.791364312171936, + "acc": 72.78, + "time": 119.92692278511822, + "param": [ + { + "p": 0.11199197173118591, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07588864862918854, + "m": 1.0 + }, + { + "p": 0.013644684106111526, + "m": 1.0 + }, + { + "p": 0.049866143614053726, + "m": 1.0 + }, + { + "p": 0.08919481188058853, + "m": 1.0 + }, + { + "p": 0.05065887048840523, + "m": 1.0 + }, + { + "p": 0.048652347177267075, + "m": 1.0 + }, + { + "p": 0.08187434077262878, + "m": 1.0 + }, + { + "p": 0.11959057301282883, + "m": 1.0 + }, + { + "p": 0.08253436535596848, + "m": 1.0 + }, + { + "p": 0.11941088736057281, + "m": 1.0 + }, + { + "p": 0.07953011244535446, + "m": 1.0 + }, + { + "p": 0.07716228067874908, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.081628441810608, + "val_loss": 0.7213008999824524, + "acc": 73.41, + "time": 119.20231656287797, + "param": [ + { + "p": 0.10866864770650864, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08062011748552322, + "m": 1.0 + }, + { + "p": 0.0037420843727886677, + "m": 1.0 + }, + { + "p": 0.043783895671367645, + "m": 1.0 + }, + { + "p": 0.10013574361801147, + "m": 1.0 + }, + { + "p": 0.04071890562772751, + "m": 1.0 + }, + { + "p": 0.049092087894678116, + "m": 1.0 + }, + { + "p": 0.09375045448541641, + "m": 1.0 + }, + { + "p": 0.12208375334739685, + "m": 1.0 + }, + { + "p": 0.08408869057893753, + "m": 1.0 + }, + { + "p": 0.12157441675662994, + "m": 1.0 + }, + { + "p": 0.07222001999616623, + "m": 1.0 + }, + { + "p": 0.07952114194631577, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.955034613609314, + "val_loss": 0.7702037692070007, + "acc": 73.35, + "time": 117.30760466097854, + "param": [ + { + "p": 0.10638748854398727, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09354822337627411, + "m": 1.0 + }, + { + "p": 0.0007772882818244398, + "m": 1.0 + }, + { + "p": 0.04827316105365753, + "m": 1.0 + }, + { + "p": 0.1002725288271904, + "m": 1.0 + }, + { + "p": 0.03393624350428581, + "m": 1.0 + }, + { + "p": 0.04467765986919403, + "m": 1.0 + }, + { + "p": 0.11256347596645355, + "m": 1.0 + }, + { + "p": 0.10833347588777542, + "m": 1.0 + }, + { + "p": 0.08317815512418747, + "m": 1.0 + }, + { + "p": 0.11507337540388107, + "m": 1.0 + }, + { + "p": 0.06543757021427155, + "m": 1.0 + }, + { + "p": 0.08754124492406845, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.0401802062988281, + "val_loss": 0.6960778832435608, + "acc": 72.85, + "time": 118.82962622004561, + "param": [ + { + "p": 0.11396174877882004, + "m": 1.0 + }, + { + "p": 0.0024518612772226334, + "m": 1.0 + }, + { + "p": 0.10314902663230896, + "m": 1.0 + }, + { + "p": 0.0014719333266839385, + "m": 1.0 + }, + { + "p": 0.051877256482839584, + "m": 1.0 + }, + { + "p": 0.0796191394329071, + "m": 1.0 + }, + { + "p": 0.018467649817466736, + "m": 1.0 + }, + { + "p": 0.039395589381456375, + "m": 1.0 + }, + { + "p": 0.12702520191669464, + "m": 1.0 + }, + { + "p": 0.10830851644277573, + "m": 1.0 + }, + { + "p": 0.07683497667312622, + "m": 1.0 + }, + { + "p": 0.1129421815276146, + "m": 1.0 + }, + { + "p": 0.0655902847647667, + "m": 1.0 + }, + { + "p": 0.0989045649766922, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.7593021988868713, + "val_loss": 0.7948775887489319, + "acc": 73.7, + "time": 119.89830929297023, + "param": [ + { + "p": 0.12861642241477966, + "m": 1.0 + }, + { + "p": 0.0016545039834454656, + "m": 1.0 + }, + { + "p": 0.10483255982398987, + "m": 1.0 + }, + { + "p": 0.01608327031135559, + "m": 1.0 + }, + { + "p": 0.04779893532395363, + "m": 1.0 + }, + { + "p": 0.06600311398506165, + "m": 1.0 + }, + { + "p": 0.01034530159085989, + "m": 1.0 + }, + { + "p": 0.03906870633363724, + "m": 1.0 + }, + { + "p": 0.12967172265052795, + "m": 1.0 + }, + { + "p": 0.11591244488954544, + "m": 1.0 + }, + { + "p": 0.0645984634757042, + "m": 1.0 + }, + { + "p": 0.11213050037622452, + "m": 1.0 + }, + { + "p": 0.07150398939847946, + "m": 1.0 + }, + { + "p": 0.09178011864423752, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.1493923664093018, + "val_loss": 0.7919521927833557, + "acc": 72.84, + "time": 117.98598513379693, + "param": [ + { + "p": 0.14353372156620026, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11309830099344254, + "m": 1.0 + }, + { + "p": 0.028116175904870033, + "m": 1.0 + }, + { + "p": 0.03758786618709564, + "m": 1.0 + }, + { + "p": 0.058281272649765015, + "m": 1.0 + }, + { + "p": 0.011737280525267124, + "m": 1.0 + }, + { + "p": 0.040806375443935394, + "m": 1.0 + }, + { + "p": 0.13124290108680725, + "m": 1.0 + }, + { + "p": 0.12949822843074799, + "m": 1.0 + }, + { + "p": 0.04413830116391182, + "m": 1.0 + }, + { + "p": 0.10693331062793732, + "m": 1.0 + }, + { + "p": 0.06345061957836151, + "m": 1.0 + }, + { + "p": 0.09157558530569077, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.8824484348297119, + "val_loss": 0.7813433408737183, + "acc": 73.2, + "time": 116.91055406210944, + "param": [ + { + "p": 0.14363117516040802, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11016582697629929, + "m": 1.0 + }, + { + "p": 0.022850649431347847, + "m": 1.0 + }, + { + "p": 0.02069026045501232, + "m": 1.0 + }, + { + "p": 0.062201905995607376, + "m": 1.0 + }, + { + "p": 0.021942228078842163, + "m": 1.0 + }, + { + "p": 0.04410337656736374, + "m": 1.0 + }, + { + "p": 0.1373450607061386, + "m": 1.0 + }, + { + "p": 0.13255716860294342, + "m": 1.0 + }, + { + "p": 0.04397641122341156, + "m": 1.0 + }, + { + "p": 0.10536828637123108, + "m": 1.0 + }, + { + "p": 0.0699879601597786, + "m": 1.0 + }, + { + "p": 0.08517971634864807, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json new file mode 100644 index 0000000..b66d563 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 74.61, + "Time": [ + 117.57757558202216, + 2.839555986808496 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.3241450786590576, + "val_loss": 2.281160354614258, + "acc": 13.78, + "time": 119.75013037910685, + "param": [ + { + "p": 0.06330183893442154, + "m": 1.0 + }, + { + "p": 0.08287908136844635, + "m": 1.0 + }, + { + "p": 0.06220892071723938, + "m": 1.0 + }, + { + "p": 0.0657462552189827, + "m": 1.0 + }, + { + "p": 0.07881339639425278, + "m": 1.0 + }, + { + "p": 0.0811740905046463, + "m": 1.0 + }, + { + "p": 0.08637327700853348, + "m": 1.0 + }, + { + "p": 0.04937390238046646, + "m": 1.0 + }, + { + "p": 0.057744454592466354, + "m": 1.0 + }, + { + "p": 0.06052050739526749, + "m": 1.0 + }, + { + "p": 0.08696269989013672, + "m": 1.0 + }, + { + "p": 0.0768878385424614, + "m": 1.0 + }, + { + "p": 0.0945381224155426, + "m": 1.0 + }, + { + "p": 0.05347561091184616, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.1223299503326416, + "val_loss": 2.104264736175537, + "acc": 22.89, + "time": 120.41246199491434, + "param": [ + { + "p": 0.06887179613113403, + "m": 1.0 + }, + { + "p": 0.09707508981227875, + "m": 1.0 + }, + { + "p": 0.060541484504938126, + "m": 1.0 + }, + { + "p": 0.059852857142686844, + "m": 1.0 + }, + { + "p": 0.05910850688815117, + "m": 1.0 + }, + { + "p": 0.08510809391736984, + "m": 1.0 + }, + { + "p": 0.09224054217338562, + "m": 1.0 + }, + { + "p": 0.06060760095715523, + "m": 1.0 + }, + { + "p": 0.06547004729509354, + "m": 1.0 + }, + { + "p": 0.07489663362503052, + "m": 1.0 + }, + { + "p": 0.07034863531589508, + "m": 1.0 + }, + { + "p": 0.0951184406876564, + "m": 1.0 + }, + { + "p": 0.06886787712574005, + "m": 1.0 + }, + { + "p": 0.041892413049936295, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1065738201141357, + "val_loss": 2.004988670349121, + "acc": 26.91, + "time": 118.97473836690187, + "param": [ + { + "p": 0.07613633573055267, + "m": 1.0 + }, + { + "p": 0.10074738413095474, + "m": 1.0 + }, + { + "p": 0.07542296499013901, + "m": 1.0 + }, + { + "p": 0.06214644014835358, + "m": 1.0 + }, + { + "p": 0.052852384746074677, + "m": 1.0 + }, + { + "p": 0.08625081926584244, + "m": 1.0 + }, + { + "p": 0.12166592478752136, + "m": 1.0 + }, + { + "p": 0.07409308850765228, + "m": 1.0 + }, + { + "p": 0.05035483092069626, + "m": 1.0 + }, + { + "p": 0.0687745064496994, + "m": 1.0 + }, + { + "p": 0.07597827911376953, + "m": 1.0 + }, + { + "p": 0.09738734364509583, + "m": 1.0 + }, + { + "p": 0.03945877030491829, + "m": 1.0 + }, + { + "p": 0.01873100735247135, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 1.9664956331253052, + "val_loss": 1.9400522708892822, + "acc": 28.91, + "time": 117.08636187994853, + "param": [ + { + "p": 0.07044586539268494, + "m": 1.0 + }, + { + "p": 0.09279965609312057, + "m": 1.0 + }, + { + "p": 0.08993039280176163, + "m": 1.0 + }, + { + "p": 0.06864415109157562, + "m": 1.0 + }, + { + "p": 0.04131055250763893, + "m": 1.0 + }, + { + "p": 0.07718588411808014, + "m": 1.0 + }, + { + "p": 0.1280505359172821, + "m": 1.0 + }, + { + "p": 0.10674690455198288, + "m": 1.0 + }, + { + "p": 0.037304140627384186, + "m": 1.0 + }, + { + "p": 0.0682266429066658, + "m": 1.0 + }, + { + "p": 0.08359310775995255, + "m": 1.0 + }, + { + "p": 0.0921727791428566, + "m": 1.0 + }, + { + "p": 0.04195702075958252, + "m": 1.0 + }, + { + "p": 0.0016323080053552985, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.9745229482650757, + "val_loss": 1.9874950647354126, + "acc": 30.24, + "time": 117.90120984078385, + "param": [ + { + "p": 0.0716799795627594, + "m": 1.0 + }, + { + "p": 0.08439522981643677, + "m": 1.0 + }, + { + "p": 0.09270797669887543, + "m": 1.0 + }, + { + "p": 0.07556196302175522, + "m": 1.0 + }, + { + "p": 0.03846067562699318, + "m": 1.0 + }, + { + "p": 0.0664241760969162, + "m": 1.0 + }, + { + "p": 0.11614728718996048, + "m": 1.0 + }, + { + "p": 0.115574412047863, + "m": 1.0 + }, + { + "p": 0.04391475021839142, + "m": 1.0 + }, + { + "p": 0.06925971806049347, + "m": 1.0 + }, + { + "p": 0.07793120294809341, + "m": 1.0 + }, + { + "p": 0.09177124500274658, + "m": 1.0 + }, + { + "p": 0.05477829650044441, + "m": 1.0 + }, + { + "p": 0.0013931076973676682, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.103017807006836, + "val_loss": 1.7887126207351685, + "acc": 36.41, + "time": 101.39406045596115, + "param": [ + { + "p": 0.08552847802639008, + "m": 1.0 + }, + { + "p": 0.06296038627624512, + "m": 1.0 + }, + { + "p": 0.09384326636791229, + "m": 1.0 + }, + { + "p": 0.07639443129301071, + "m": 1.0 + }, + { + "p": 0.05519528314471245, + "m": 1.0 + }, + { + "p": 0.04346487298607826, + "m": 1.0 + }, + { + "p": 0.10629818588495255, + "m": 1.0 + }, + { + "p": 0.13095715641975403, + "m": 1.0 + }, + { + "p": 0.04063441976904869, + "m": 1.0 + }, + { + "p": 0.07780416309833527, + "m": 1.0 + }, + { + "p": 0.07087437063455582, + "m": 1.0 + }, + { + "p": 0.09054430574178696, + "m": 1.0 + }, + { + "p": 0.0655006542801857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 2.082453489303589, + "val_loss": 1.6960166692733765, + "acc": 40.97, + "time": 115.32587393908761, + "param": [ + { + "p": 0.0930107906460762, + "m": 1.0 + }, + { + "p": 0.04784853383898735, + "m": 1.0 + }, + { + "p": 0.09720581769943237, + "m": 1.0 + }, + { + "p": 0.06188996508717537, + "m": 1.0 + }, + { + "p": 0.06441154330968857, + "m": 1.0 + }, + { + "p": 0.01523411925882101, + "m": 1.0 + }, + { + "p": 0.12397725880146027, + "m": 1.0 + }, + { + "p": 0.15265978872776031, + "m": 1.0 + }, + { + "p": 0.025266343727707863, + "m": 1.0 + }, + { + "p": 0.08571993559598923, + "m": 1.0 + }, + { + "p": 0.05553276091814041, + "m": 1.0 + }, + { + "p": 0.10452281683683395, + "m": 1.0 + }, + { + "p": 0.07272028177976608, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.9020826816558838, + "val_loss": 1.638810157775879, + "acc": 40.97, + "time": 118.35118530504405, + "param": [ + { + "p": 0.09320675581693649, + "m": 1.0 + }, + { + "p": 0.008010280318558216, + "m": 1.0 + }, + { + "p": 0.08875051140785217, + "m": 1.0 + }, + { + "p": 0.059138357639312744, + "m": 1.0 + }, + { + "p": 0.04291810840368271, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15109285712242126, + "m": 1.0 + }, + { + "p": 0.21156947314739227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09531089663505554, + "m": 1.0 + }, + { + "p": 0.03641440346837044, + "m": 1.0 + }, + { + "p": 0.12723414599895477, + "m": 1.0 + }, + { + "p": 0.08635420352220535, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.7702661752700806, + "val_loss": 1.5810025930404663, + "acc": 44.1, + "time": 118.1732709701173, + "param": [ + { + "p": 0.084761843085289, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0695493072271347, + "m": 1.0 + }, + { + "p": 0.03130039945244789, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18019704520702362, + "m": 1.0 + }, + { + "p": 0.2909190058708191, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09787187725305557, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14881807565689087, + "m": 1.0 + }, + { + "p": 0.09658241271972656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.7089316844940186, + "val_loss": 1.6303372383117676, + "acc": 45.57, + "time": 118.34433081303723, + "param": [ + { + "p": 0.06453664600849152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045433398336172104, + "m": 1.0 + }, + { + "p": 0.004654672462493181, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21175719797611237, + "m": 1.0 + }, + { + "p": 0.33283308148384094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0850963294506073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14064756035804749, + "m": 1.0 + }, + { + "p": 0.1150411069393158, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.9634380340576172, + "val_loss": 1.5366387367248535, + "acc": 46.08, + "time": 118.95368349202909, + "param": [ + { + "p": 0.04014953225851059, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.051172323524951935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2171514630317688, + "m": 1.0 + }, + { + "p": 0.3430389165878296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08397635817527771, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13742738962173462, + "m": 1.0 + }, + { + "p": 0.12708400189876556, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.7795401811599731, + "val_loss": 1.4834381341934204, + "acc": 47.14, + "time": 118.44271463202313, + "param": [ + { + "p": 0.041554853320121765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06595674902200699, + "m": 1.0 + }, + { + "p": 0.002312946831807494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20770080387592316, + "m": 1.0 + }, + { + "p": 0.30172768235206604, + "m": 1.0 + }, + { + "p": 0.0068113673478364944, + "m": 1.0 + }, + { + "p": 0.09068956971168518, + "m": 1.0 + }, + { + "p": 0.004127697553485632, + "m": 1.0 + }, + { + "p": 0.13306744396686554, + "m": 1.0 + }, + { + "p": 0.146050825715065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.9637680053710938, + "val_loss": 1.5790386199951172, + "acc": 43.49, + "time": 118.04770803707652, + "param": [ + { + "p": 0.050884269177913666, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06748629361391068, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1797635555267334, + "m": 1.0 + }, + { + "p": 0.27566447854042053, + "m": 1.0 + }, + { + "p": 0.030388982966542244, + "m": 1.0 + }, + { + "p": 0.08956661820411682, + "m": 1.0 + }, + { + "p": 0.0101241460070014, + "m": 1.0 + }, + { + "p": 0.14410586655139923, + "m": 1.0 + }, + { + "p": 0.152015820145607, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.6787062883377075, + "val_loss": 1.3391852378845215, + "acc": 48.89, + "time": 118.04304251284339, + "param": [ + { + "p": 0.05981266871094704, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06554025411605835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1657460629940033, + "m": 1.0 + }, + { + "p": 0.2985598146915436, + "m": 1.0 + }, + { + "p": 0.019215792417526245, + "m": 1.0 + }, + { + "p": 0.07105215638875961, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16707998514175415, + "m": 1.0 + }, + { + "p": 0.15299327671527863, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.7784091234207153, + "val_loss": 1.4237520694732666, + "acc": 49.53, + "time": 119.97697983286344, + "param": [ + { + "p": 0.06850998848676682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07033015042543411, + "m": 1.0 + }, + { + "p": 0.002835638588294387, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0014448892325162888, + "m": 1.0 + }, + { + "p": 0.15162990987300873, + "m": 1.0 + }, + { + "p": 0.3067658841609955, + "m": 1.0 + }, + { + "p": 0.016576815396547318, + "m": 1.0 + }, + { + "p": 0.06271710991859436, + "m": 1.0 + }, + { + "p": 0.0024650837294757366, + "m": 1.0 + }, + { + "p": 0.16865502297878265, + "m": 1.0 + }, + { + "p": 0.14806954562664032, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.4270375967025757, + "val_loss": 1.33795166015625, + "acc": 49.35, + "time": 119.552267201012, + "param": [ + { + "p": 0.07538493722677231, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07206548005342484, + "m": 1.0 + }, + { + "p": 0.010561958886682987, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006224909797310829, + "m": 1.0 + }, + { + "p": 0.13930316269397736, + "m": 1.0 + }, + { + "p": 0.2816465497016907, + "m": 1.0 + }, + { + "p": 0.023217052221298218, + "m": 1.0 + }, + { + "p": 0.06438707560300827, + "m": 1.0 + }, + { + "p": 0.01695120893418789, + "m": 1.0 + }, + { + "p": 0.16687709093093872, + "m": 1.0 + }, + { + "p": 0.13696852326393127, + "m": 1.0 + }, + { + "p": 0.006412134040147066, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.4906893968582153, + "val_loss": 1.3647515773773193, + "acc": 51.52, + "time": 118.56365106417798, + "param": [ + { + "p": 0.07984229177236557, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06670786440372467, + "m": 1.0 + }, + { + "p": 0.014129690825939178, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13828027248382568, + "m": 1.0 + }, + { + "p": 0.2675192952156067, + "m": 1.0 + }, + { + "p": 0.02443382889032364, + "m": 1.0 + }, + { + "p": 0.06610547006130219, + "m": 1.0 + }, + { + "p": 0.02283000573515892, + "m": 1.0 + }, + { + "p": 0.17993290722370148, + "m": 1.0 + }, + { + "p": 0.1394343078136444, + "m": 1.0 + }, + { + "p": 0.0007840219186618924, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.7964696884155273, + "val_loss": 1.4173998832702637, + "acc": 49.24, + "time": 115.67118559894152, + "param": [ + { + "p": 0.08596468716859818, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05265586078166962, + "m": 1.0 + }, + { + "p": 0.011904622428119183, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01832648366689682, + "m": 1.0 + }, + { + "p": 0.1434979885816574, + "m": 1.0 + }, + { + "p": 0.26748985052108765, + "m": 1.0 + }, + { + "p": 0.016000503674149513, + "m": 1.0 + }, + { + "p": 0.06936229765415192, + "m": 1.0 + }, + { + "p": 0.031053565442562103, + "m": 1.0 + }, + { + "p": 0.18013881146907806, + "m": 1.0 + }, + { + "p": 0.12360536307096481, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.7124669551849365, + "val_loss": 1.3722537755966187, + "acc": 51.32, + "time": 119.08998780907132, + "param": [ + { + "p": 0.08721652626991272, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046205874532461166, + "m": 1.0 + }, + { + "p": 0.00599543284624815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04865938425064087, + "m": 1.0 + }, + { + "p": 0.14644834399223328, + "m": 1.0 + }, + { + "p": 0.24889026582241058, + "m": 1.0 + }, + { + "p": 0.019088637083768845, + "m": 1.0 + }, + { + "p": 0.07586678117513657, + "m": 1.0 + }, + { + "p": 0.03895621374249458, + "m": 1.0 + }, + { + "p": 0.18036170303821564, + "m": 1.0 + }, + { + "p": 0.10231085121631622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.540191650390625, + "val_loss": 1.3450298309326172, + "acc": 54.09, + "time": 116.1374059941154, + "param": [ + { + "p": 0.08763319253921509, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05331431329250336, + "m": 1.0 + }, + { + "p": 0.004189520142972469, + "m": 1.0 + }, + { + "p": 0.0008068369352258742, + "m": 1.0 + }, + { + "p": 0.06151465326547623, + "m": 1.0 + }, + { + "p": 0.1460534781217575, + "m": 1.0 + }, + { + "p": 0.22393333911895752, + "m": 1.0 + }, + { + "p": 0.02788808010518551, + "m": 1.0 + }, + { + "p": 0.08588320761919022, + "m": 1.0 + }, + { + "p": 0.0487629659473896, + "m": 1.0 + }, + { + "p": 0.1735304892063141, + "m": 1.0 + }, + { + "p": 0.08648990839719772, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.5229564905166626, + "val_loss": 1.4163291454315186, + "acc": 52.95, + "time": 118.81214199704118, + "param": [ + { + "p": 0.09276387840509415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05591410771012306, + "m": 1.0 + }, + { + "p": 0.010003170929849148, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06357108801603317, + "m": 1.0 + }, + { + "p": 0.14951375126838684, + "m": 1.0 + }, + { + "p": 0.20075637102127075, + "m": 1.0 + }, + { + "p": 0.02549612894654274, + "m": 1.0 + }, + { + "p": 0.09680517762899399, + "m": 1.0 + }, + { + "p": 0.05736292898654938, + "m": 1.0 + }, + { + "p": 0.1506645828485489, + "m": 1.0 + }, + { + "p": 0.09488926827907562, + "m": 1.0 + }, + { + "p": 0.002259543165564537, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.5397155284881592, + "val_loss": 1.4155040979385376, + "acc": 55.65, + "time": 117.90208880300634, + "param": [ + { + "p": 0.1082269698381424, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06394623219966888, + "m": 1.0 + }, + { + "p": 0.007580735255032778, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05922769382596016, + "m": 1.0 + }, + { + "p": 0.14852921664714813, + "m": 1.0 + }, + { + "p": 0.1940290629863739, + "m": 1.0 + }, + { + "p": 0.003435548860579729, + "m": 1.0 + }, + { + "p": 0.1016252338886261, + "m": 1.0 + }, + { + "p": 0.05909251421689987, + "m": 1.0 + }, + { + "p": 0.1477147340774536, + "m": 1.0 + }, + { + "p": 0.10659200698137283, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.6995794773101807, + "val_loss": 1.3779042959213257, + "acc": 55.19, + "time": 118.0327819630038, + "param": [ + { + "p": 0.12648740410804749, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0786459892988205, + "m": 1.0 + }, + { + "p": 0.0036214685533195734, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04407741129398346, + "m": 1.0 + }, + { + "p": 0.14404979348182678, + "m": 1.0 + }, + { + "p": 0.17794334888458252, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10368169099092484, + "m": 1.0 + }, + { + "p": 0.05748016759753227, + "m": 1.0 + }, + { + "p": 0.139565572142601, + "m": 1.0 + }, + { + "p": 0.12444709986448288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.6031337976455688, + "val_loss": 1.2927395105361938, + "acc": 55.21, + "time": 118.40484800096601, + "param": [ + { + "p": 0.13457244634628296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07956083118915558, + "m": 1.0 + }, + { + "p": 0.006509110797196627, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028350140899419785, + "m": 1.0 + }, + { + "p": 0.13300395011901855, + "m": 1.0 + }, + { + "p": 0.1684987097978592, + "m": 1.0 + }, + { + "p": 0.0007875646697357297, + "m": 1.0 + }, + { + "p": 0.1094750389456749, + "m": 1.0 + }, + { + "p": 0.061498694121837616, + "m": 1.0 + }, + { + "p": 0.1320028305053711, + "m": 1.0 + }, + { + "p": 0.14574061334133148, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.5208988189697266, + "val_loss": 1.181695580482483, + "acc": 56.95, + "time": 116.71284566284157, + "param": [ + { + "p": 0.14368820190429688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0742848590016365, + "m": 1.0 + }, + { + "p": 0.020865648984909058, + "m": 1.0 + }, + { + "p": 0.0013630620669573545, + "m": 1.0 + }, + { + "p": 0.03858907148241997, + "m": 1.0 + }, + { + "p": 0.11870536208152771, + "m": 1.0 + }, + { + "p": 0.14480608701705933, + "m": 1.0 + }, + { + "p": 0.005202386528253555, + "m": 1.0 + }, + { + "p": 0.11109506338834763, + "m": 1.0 + }, + { + "p": 0.07309987396001816, + "m": 1.0 + }, + { + "p": 0.12080622464418411, + "m": 1.0 + }, + { + "p": 0.14749419689178467, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.8077564239501953, + "val_loss": 1.1195416450500488, + "acc": 56.09, + "time": 119.00564554310404, + "param": [ + { + "p": 0.1545531451702118, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06831765919923782, + "m": 1.0 + }, + { + "p": 0.02868775650858879, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03460231050848961, + "m": 1.0 + }, + { + "p": 0.11244098842144012, + "m": 1.0 + }, + { + "p": 0.13294638693332672, + "m": 1.0 + }, + { + "p": 0.0023175410460680723, + "m": 1.0 + }, + { + "p": 0.1160796657204628, + "m": 1.0 + }, + { + "p": 0.08124551922082901, + "m": 1.0 + }, + { + "p": 0.11330284923315048, + "m": 1.0 + }, + { + "p": 0.1555061936378479, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.3873451948165894, + "val_loss": 1.310186505317688, + "acc": 58.4, + "time": 118.28355094580911, + "param": [ + { + "p": 0.17926552891731262, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04824647307395935, + "m": 1.0 + }, + { + "p": 0.020618362352252007, + "m": 1.0 + }, + { + "p": 0.0009693903848528862, + "m": 1.0 + }, + { + "p": 0.009810947813093662, + "m": 1.0 + }, + { + "p": 0.10800720751285553, + "m": 1.0 + }, + { + "p": 0.13357292115688324, + "m": 1.0 + }, + { + "p": 0.001419942593201995, + "m": 1.0 + }, + { + "p": 0.1256425678730011, + "m": 1.0 + }, + { + "p": 0.07882305234670639, + "m": 1.0 + }, + { + "p": 0.12053217738866806, + "m": 1.0 + }, + { + "p": 0.1730913370847702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.5937868356704712, + "val_loss": 1.199500560760498, + "acc": 56.92, + "time": 117.03295431705192, + "param": [ + { + "p": 0.1752896010875702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05407038703560829, + "m": 1.0 + }, + { + "p": 0.021460752934217453, + "m": 1.0 + }, + { + "p": 0.0019357111304998398, + "m": 1.0 + }, + { + "p": 0.013062169775366783, + "m": 1.0 + }, + { + "p": 0.10198791325092316, + "m": 1.0 + }, + { + "p": 0.12931974232196808, + "m": 1.0 + }, + { + "p": 0.016492025926709175, + "m": 1.0 + }, + { + "p": 0.12308652698993683, + "m": 1.0 + }, + { + "p": 0.08146161586046219, + "m": 1.0 + }, + { + "p": 0.11237958818674088, + "m": 1.0 + }, + { + "p": 0.16945402324199677, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.3910164833068848, + "val_loss": 1.1578112840652466, + "acc": 59.37, + "time": 118.62275701505132, + "param": [ + { + "p": 0.17762045562267303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06261187791824341, + "m": 1.0 + }, + { + "p": 0.023181280121207237, + "m": 1.0 + }, + { + "p": 0.0004794522246811539, + "m": 1.0 + }, + { + "p": 0.005006435327231884, + "m": 1.0 + }, + { + "p": 0.11810621619224548, + "m": 1.0 + }, + { + "p": 0.11938555538654327, + "m": 1.0 + }, + { + "p": 0.025631332769989967, + "m": 1.0 + }, + { + "p": 0.12430638819932938, + "m": 1.0 + }, + { + "p": 0.07837457209825516, + "m": 1.0 + }, + { + "p": 0.10046418756246567, + "m": 1.0 + }, + { + "p": 0.1648322194814682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.3217076063156128, + "val_loss": 1.1733911037445068, + "acc": 58.51, + "time": 118.7586852919776, + "param": [ + { + "p": 0.18458569049835205, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06464899331331253, + "m": 1.0 + }, + { + "p": 0.013355057686567307, + "m": 1.0 + }, + { + "p": 0.0006747186998836696, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.130818173289299, + "m": 1.0 + }, + { + "p": 0.11064251512289047, + "m": 1.0 + }, + { + "p": 0.03002878464758396, + "m": 1.0 + }, + { + "p": 0.12958183884620667, + "m": 1.0 + }, + { + "p": 0.07081936299800873, + "m": 1.0 + }, + { + "p": 0.10548881441354752, + "m": 1.0 + }, + { + "p": 0.1593559831380844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.4184150695800781, + "val_loss": 1.116112470626831, + "acc": 59.99, + "time": 118.84271674789488, + "param": [ + { + "p": 0.1768028885126114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07133729755878448, + "m": 1.0 + }, + { + "p": 0.015858061611652374, + "m": 1.0 + }, + { + "p": 0.011014040559530258, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1293972283601761, + "m": 1.0 + }, + { + "p": 0.09979648143053055, + "m": 1.0 + }, + { + "p": 0.040268562734127045, + "m": 1.0 + }, + { + "p": 0.12775248289108276, + "m": 1.0 + }, + { + "p": 0.07446715980768204, + "m": 1.0 + }, + { + "p": 0.10297288000583649, + "m": 1.0 + }, + { + "p": 0.148957759141922, + "m": 1.0 + }, + { + "p": 0.0013752348022535443, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.542403221130371, + "val_loss": 1.1603227853775024, + "acc": 59.22, + "time": 116.82153484108858, + "param": [ + { + "p": 0.17027121782302856, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07512874156236649, + "m": 1.0 + }, + { + "p": 0.022237295284867287, + "m": 1.0 + }, + { + "p": 0.01395590789616108, + "m": 1.0 + }, + { + "p": 0.004590979777276516, + "m": 1.0 + }, + { + "p": 0.13895143568515778, + "m": 1.0 + }, + { + "p": 0.09359082579612732, + "m": 1.0 + }, + { + "p": 0.04044954851269722, + "m": 1.0 + }, + { + "p": 0.11915942281484604, + "m": 1.0 + }, + { + "p": 0.07887855917215347, + "m": 1.0 + }, + { + "p": 0.10268772393465042, + "m": 1.0 + }, + { + "p": 0.1400984823703766, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.6838345527648926, + "val_loss": 1.1958364248275757, + "acc": 61.04, + "time": 118.67300814203918, + "param": [ + { + "p": 0.1676904708147049, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07759925723075867, + "m": 1.0 + }, + { + "p": 0.026146575808525085, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0167104322463274, + "m": 1.0 + }, + { + "p": 0.14664846658706665, + "m": 1.0 + }, + { + "p": 0.0844528079032898, + "m": 1.0 + }, + { + "p": 0.031629640609025955, + "m": 1.0 + }, + { + "p": 0.11697044223546982, + "m": 1.0 + }, + { + "p": 0.07980146259069443, + "m": 1.0 + }, + { + "p": 0.11126547306776047, + "m": 1.0 + }, + { + "p": 0.14108489453792572, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.2583560943603516, + "val_loss": 1.153604507446289, + "acc": 60.3, + "time": 119.22615775396116, + "param": [ + { + "p": 0.1693161278963089, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08692993968725204, + "m": 1.0 + }, + { + "p": 0.021972885355353355, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015037438832223415, + "m": 1.0 + }, + { + "p": 0.16324293613433838, + "m": 1.0 + }, + { + "p": 0.07614041119813919, + "m": 1.0 + }, + { + "p": 0.025807298719882965, + "m": 1.0 + }, + { + "p": 0.1199212297797203, + "m": 1.0 + }, + { + "p": 0.07466337829828262, + "m": 1.0 + }, + { + "p": 0.10945531725883484, + "m": 1.0 + }, + { + "p": 0.13751302659511566, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.2517969608306885, + "val_loss": 1.0851675271987915, + "acc": 60.64, + "time": 118.51355389505625, + "param": [ + { + "p": 0.1771189421415329, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09486240148544312, + "m": 1.0 + }, + { + "p": 0.01756519451737404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008159463293850422, + "m": 1.0 + }, + { + "p": 0.17085187137126923, + "m": 1.0 + }, + { + "p": 0.0741802304983139, + "m": 1.0 + }, + { + "p": 0.02221493236720562, + "m": 1.0 + }, + { + "p": 0.12269248068332672, + "m": 1.0 + }, + { + "p": 0.07081417739391327, + "m": 1.0 + }, + { + "p": 0.10259508341550827, + "m": 1.0 + }, + { + "p": 0.13894516229629517, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.3711528778076172, + "val_loss": 1.1025367975234985, + "acc": 61.85, + "time": 118.66711627598852, + "param": [ + { + "p": 0.1688181608915329, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11049940437078476, + "m": 1.0 + }, + { + "p": 0.025774920359253883, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0008513916982337832, + "m": 1.0 + }, + { + "p": 0.1513180434703827, + "m": 1.0 + }, + { + "p": 0.0785505473613739, + "m": 1.0 + }, + { + "p": 0.027793843299150467, + "m": 1.0 + }, + { + "p": 0.11957988142967224, + "m": 1.0 + }, + { + "p": 0.07348944991827011, + "m": 1.0 + }, + { + "p": 0.0970970019698143, + "m": 1.0 + }, + { + "p": 0.14622730016708374, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.523702621459961, + "val_loss": 1.11113440990448, + "acc": 62.5, + "time": 117.8621547811199, + "param": [ + { + "p": 0.16213643550872803, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12616115808486938, + "m": 1.0 + }, + { + "p": 0.015756579115986824, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1343395709991455, + "m": 1.0 + }, + { + "p": 0.08211979269981384, + "m": 1.0 + }, + { + "p": 0.026988964527845383, + "m": 1.0 + }, + { + "p": 0.1181367039680481, + "m": 1.0 + }, + { + "p": 0.07293985038995743, + "m": 1.0 + }, + { + "p": 0.1023712009191513, + "m": 1.0 + }, + { + "p": 0.15904973447322845, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.307747721672058, + "val_loss": 1.1045764684677124, + "acc": 61.54, + "time": 114.41815344500355, + "param": [ + { + "p": 0.15069203078746796, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12669163942337036, + "m": 1.0 + }, + { + "p": 0.013860458508133888, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009316980838775635, + "m": 1.0 + }, + { + "p": 0.12077054381370544, + "m": 1.0 + }, + { + "p": 0.08427425473928452, + "m": 1.0 + }, + { + "p": 0.026941806077957153, + "m": 1.0 + }, + { + "p": 0.12238265573978424, + "m": 1.0 + }, + { + "p": 0.06161133944988251, + "m": 1.0 + }, + { + "p": 0.1073264554142952, + "m": 1.0 + }, + { + "p": 0.1753457635641098, + "m": 1.0 + }, + { + "p": 0.000786063086707145, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.4295992851257324, + "val_loss": 1.128596544265747, + "acc": 60.42, + "time": 114.45686996309087, + "param": [ + { + "p": 0.1679534912109375, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1372905820608139, + "m": 1.0 + }, + { + "p": 0.001282117678783834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0006613116129301488, + "m": 1.0 + }, + { + "p": 0.10895810276269913, + "m": 1.0 + }, + { + "p": 0.09681238979101181, + "m": 1.0 + }, + { + "p": 0.014505824074149132, + "m": 1.0 + }, + { + "p": 0.13382652401924133, + "m": 1.0 + }, + { + "p": 0.037696439772844315, + "m": 1.0 + }, + { + "p": 0.10859481990337372, + "m": 1.0 + }, + { + "p": 0.19241838157176971, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.5422403812408447, + "val_loss": 1.0969496965408325, + "acc": 61.01, + "time": 117.77908172504976, + "param": [ + { + "p": 0.16753599047660828, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14604038000106812, + "m": 1.0 + }, + { + "p": 0.012311303056776524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007015685550868511, + "m": 1.0 + }, + { + "p": 0.09450745582580566, + "m": 1.0 + }, + { + "p": 0.09801093488931656, + "m": 1.0 + }, + { + "p": 0.015837883576750755, + "m": 1.0 + }, + { + "p": 0.13687650859355927, + "m": 1.0 + }, + { + "p": 0.021635163575410843, + "m": 1.0 + }, + { + "p": 0.11949636787176132, + "m": 1.0 + }, + { + "p": 0.1807323545217514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.2994520664215088, + "val_loss": 1.1043176651000977, + "acc": 62.93, + "time": 118.0691225649789, + "param": [ + { + "p": 0.16341085731983185, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15985321998596191, + "m": 1.0 + }, + { + "p": 0.014633203856647015, + "m": 1.0 + }, + { + "p": 0.005543770268559456, + "m": 1.0 + }, + { + "p": 0.004905262030661106, + "m": 1.0 + }, + { + "p": 0.084039606153965, + "m": 1.0 + }, + { + "p": 0.10379606485366821, + "m": 1.0 + }, + { + "p": 0.019488319754600525, + "m": 1.0 + }, + { + "p": 0.13784310221672058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1276102215051651, + "m": 1.0 + }, + { + "p": 0.17887639999389648, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.3790949583053589, + "val_loss": 1.0431591272354126, + "acc": 63.19, + "time": 118.12487381603569, + "param": [ + { + "p": 0.1571536660194397, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16350696980953217, + "m": 1.0 + }, + { + "p": 0.014601903036236763, + "m": 1.0 + }, + { + "p": 0.011319645680487156, + "m": 1.0 + }, + { + "p": 0.0012879038695245981, + "m": 1.0 + }, + { + "p": 0.07431928813457489, + "m": 1.0 + }, + { + "p": 0.10693895071744919, + "m": 1.0 + }, + { + "p": 0.023676693439483643, + "m": 1.0 + }, + { + "p": 0.14940762519836426, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12722814083099365, + "m": 1.0 + }, + { + "p": 0.17055921256542206, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.3031443357467651, + "val_loss": 1.0271499156951904, + "acc": 62.58, + "time": 113.6584118870087, + "param": [ + { + "p": 0.15257294476032257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15600872039794922, + "m": 1.0 + }, + { + "p": 0.0022205973509699106, + "m": 1.0 + }, + { + "p": 0.01761636510491371, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06426458805799484, + "m": 1.0 + }, + { + "p": 0.11112598329782486, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1674165427684784, + "m": 1.0 + }, + { + "p": 0.00029015817563049495, + "m": 1.0 + }, + { + "p": 0.147779181599617, + "m": 1.0 + }, + { + "p": 0.18070493638515472, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.5095947980880737, + "val_loss": 1.0744471549987793, + "acc": 63.42, + "time": 118.24228282901458, + "param": [ + { + "p": 0.1455499678850174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1415945589542389, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012959841638803482, + "m": 1.0 + }, + { + "p": 0.0005015266360715032, + "m": 1.0 + }, + { + "p": 0.060744114220142365, + "m": 1.0 + }, + { + "p": 0.10705732554197311, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16752277314662933, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16856956481933594, + "m": 1.0 + }, + { + "p": 0.19550032913684845, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.1962265968322754, + "val_loss": 1.0055285692214966, + "acc": 64.32, + "time": 118.46877539413981, + "param": [ + { + "p": 0.15249700844287872, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13171568512916565, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.062136679887771606, + "m": 1.0 + }, + { + "p": 0.10246709734201431, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15565630793571472, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19012275338172913, + "m": 1.0 + }, + { + "p": 0.20540449023246765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.4635884761810303, + "val_loss": 1.0325058698654175, + "acc": 64.65, + "time": 118.41803452698514, + "param": [ + { + "p": 0.15589173138141632, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1306479126214981, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05981985479593277, + "m": 1.0 + }, + { + "p": 0.09442219138145447, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14130045473575592, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2052546739578247, + "m": 1.0 + }, + { + "p": 0.2126632034778595, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.244218111038208, + "val_loss": 0.9471539258956909, + "acc": 64.76, + "time": 104.23534624604508, + "param": [ + { + "p": 0.1627485305070877, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14388583600521088, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046342045068740845, + "m": 1.0 + }, + { + "p": 0.08376369625329971, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1315808892250061, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20949441194534302, + "m": 1.0 + }, + { + "p": 0.22218461334705353, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.4217699766159058, + "val_loss": 1.0148863792419434, + "acc": 64.62, + "time": 113.05568284797482, + "param": [ + { + "p": 0.16038750112056732, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1585080474615097, + "m": 1.0 + }, + { + "p": 0.004373669624328613, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0007232807693071663, + "m": 1.0 + }, + { + "p": 0.03266303241252899, + "m": 1.0 + }, + { + "p": 0.07364723086357117, + "m": 1.0 + }, + { + "p": 0.001957187196239829, + "m": 1.0 + }, + { + "p": 0.13311739265918732, + "m": 1.0 + }, + { + "p": 0.0023246794007718563, + "m": 1.0 + }, + { + "p": 0.20580533146858215, + "m": 1.0 + }, + { + "p": 0.22649264335632324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.2729673385620117, + "val_loss": 1.094577670097351, + "acc": 65.14, + "time": 119.16585327987559, + "param": [ + { + "p": 0.15429626405239105, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.161300927400589, + "m": 1.0 + }, + { + "p": 0.01344901043921709, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01248094066977501, + "m": 1.0 + }, + { + "p": 0.02737576514482498, + "m": 1.0 + }, + { + "p": 0.061637621372938156, + "m": 1.0 + }, + { + "p": 0.008822126314043999, + "m": 1.0 + }, + { + "p": 0.13330359756946564, + "m": 1.0 + }, + { + "p": 0.016636481508612633, + "m": 1.0 + }, + { + "p": 0.1898442655801773, + "m": 1.0 + }, + { + "p": 0.22085300087928772, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.1985067129135132, + "val_loss": 0.9473496675491333, + "acc": 65.33, + "time": 118.38710928498767, + "param": [ + { + "p": 0.14160989224910736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1669372171163559, + "m": 1.0 + }, + { + "p": 0.020671244710683823, + "m": 1.0 + }, + { + "p": 0.0025570939760655165, + "m": 1.0 + }, + { + "p": 0.027980977669358253, + "m": 1.0 + }, + { + "p": 0.03739669919013977, + "m": 1.0 + }, + { + "p": 0.049951985478401184, + "m": 1.0 + }, + { + "p": 0.016534384340047836, + "m": 1.0 + }, + { + "p": 0.1268380731344223, + "m": 1.0 + }, + { + "p": 0.022940440103411674, + "m": 1.0 + }, + { + "p": 0.176153764128685, + "m": 1.0 + }, + { + "p": 0.2104281783103943, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.6441220045089722, + "val_loss": 1.0301024913787842, + "acc": 64.08, + "time": 115.90493762702681, + "param": [ + { + "p": 0.1409444808959961, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16845925152301788, + "m": 1.0 + }, + { + "p": 0.013723183423280716, + "m": 1.0 + }, + { + "p": 0.0034275006037205458, + "m": 1.0 + }, + { + "p": 0.02415933459997177, + "m": 1.0 + }, + { + "p": 0.04948434606194496, + "m": 1.0 + }, + { + "p": 0.053875163197517395, + "m": 1.0 + }, + { + "p": 0.01799353025853634, + "m": 1.0 + }, + { + "p": 0.1198744997382164, + "m": 1.0 + }, + { + "p": 0.0268908329308033, + "m": 1.0 + }, + { + "p": 0.17168468236923218, + "m": 1.0 + }, + { + "p": 0.20948317646980286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.2584830522537231, + "val_loss": 0.996132493019104, + "acc": 65.49, + "time": 110.7815104231704, + "param": [ + { + "p": 0.14353416860103607, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17675036191940308, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004669853951781988, + "m": 1.0 + }, + { + "p": 0.029606018215417862, + "m": 1.0 + }, + { + "p": 0.048024896532297134, + "m": 1.0 + }, + { + "p": 0.055955223739147186, + "m": 1.0 + }, + { + "p": 0.013307180255651474, + "m": 1.0 + }, + { + "p": 0.11295276880264282, + "m": 1.0 + }, + { + "p": 0.03555789217352867, + "m": 1.0 + }, + { + "p": 0.16135309636592865, + "m": 1.0 + }, + { + "p": 0.21828855574131012, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.1759989261627197, + "val_loss": 1.0365983247756958, + "acc": 66.22, + "time": 115.21598162478767, + "param": [ + { + "p": 0.14979426562786102, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16160906851291656, + "m": 1.0 + }, + { + "p": 0.003789664711803198, + "m": 1.0 + }, + { + "p": 0.016961364075541496, + "m": 1.0 + }, + { + "p": 0.043876878917217255, + "m": 1.0 + }, + { + "p": 0.05112456530332565, + "m": 1.0 + }, + { + "p": 0.05546034127473831, + "m": 1.0 + }, + { + "p": 0.016023045405745506, + "m": 1.0 + }, + { + "p": 0.10358915477991104, + "m": 1.0 + }, + { + "p": 0.05495009943842888, + "m": 1.0 + }, + { + "p": 0.14456233382225037, + "m": 1.0 + }, + { + "p": 0.19825918972492218, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.2263121604919434, + "val_loss": 0.8619462251663208, + "acc": 66.79, + "time": 117.88225771789439, + "param": [ + { + "p": 0.15605120360851288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14338752627372742, + "m": 1.0 + }, + { + "p": 0.004893428646028042, + "m": 1.0 + }, + { + "p": 0.020534586161375046, + "m": 1.0 + }, + { + "p": 0.04715427756309509, + "m": 1.0 + }, + { + "p": 0.04804985597729683, + "m": 1.0 + }, + { + "p": 0.062033336609601974, + "m": 1.0 + }, + { + "p": 0.025817783549427986, + "m": 1.0 + }, + { + "p": 0.10040079802274704, + "m": 1.0 + }, + { + "p": 0.07114803045988083, + "m": 1.0 + }, + { + "p": 0.13868297636508942, + "m": 1.0 + }, + { + "p": 0.18184617161750793, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.5023576021194458, + "val_loss": 0.9494536519050598, + "acc": 65.85, + "time": 118.47405113698915, + "param": [ + { + "p": 0.17365294694900513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15090502798557281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005192399024963379, + "m": 1.0 + }, + { + "p": 0.03418050333857536, + "m": 1.0 + }, + { + "p": 0.04184488579630852, + "m": 1.0 + }, + { + "p": 0.05913439020514488, + "m": 1.0 + }, + { + "p": 0.021114952862262726, + "m": 1.0 + }, + { + "p": 0.1034555733203888, + "m": 1.0 + }, + { + "p": 0.07038292288780212, + "m": 1.0 + }, + { + "p": 0.14778126776218414, + "m": 1.0 + }, + { + "p": 0.192355215549469, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.2979497909545898, + "val_loss": 0.8863548040390015, + "acc": 64.23, + "time": 119.29034540895373, + "param": [ + { + "p": 0.1955333650112152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15883608162403107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0005675096181221306, + "m": 1.0 + }, + { + "p": 0.0028876131400465965, + "m": 1.0 + }, + { + "p": 0.0309007465839386, + "m": 1.0 + }, + { + "p": 0.05493593588471413, + "m": 1.0 + }, + { + "p": 0.00998110044747591, + "m": 1.0 + }, + { + "p": 0.10885793715715408, + "m": 1.0 + }, + { + "p": 0.061195239424705505, + "m": 1.0 + }, + { + "p": 0.16902267932891846, + "m": 1.0 + }, + { + "p": 0.20728184282779694, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.3487752676010132, + "val_loss": 0.9761953949928284, + "acc": 65.96, + "time": 118.64487656205893, + "param": [ + { + "p": 0.2148723304271698, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16502560675144196, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023761672899127007, + "m": 1.0 + }, + { + "p": 0.05076531320810318, + "m": 1.0 + }, + { + "p": 0.0029724000487476587, + "m": 1.0 + }, + { + "p": 0.09767270088195801, + "m": 1.0 + }, + { + "p": 0.05471900850534439, + "m": 1.0 + }, + { + "p": 0.18504641950130463, + "m": 1.0 + }, + { + "p": 0.2051645666360855, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.2639130353927612, + "val_loss": 0.8877274394035339, + "acc": 66.59, + "time": 118.49615710484795, + "param": [ + { + "p": 0.21004967391490936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16807812452316284, + "m": 1.0 + }, + { + "p": 0.0019427182851359248, + "m": 1.0 + }, + { + "p": 0.0010417421581223607, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033897966146469116, + "m": 1.0 + }, + { + "p": 0.05469990521669388, + "m": 1.0 + }, + { + "p": 0.00892805028706789, + "m": 1.0 + }, + { + "p": 0.08617676794528961, + "m": 1.0 + }, + { + "p": 0.061673447489738464, + "m": 1.0 + }, + { + "p": 0.18536123633384705, + "m": 1.0 + }, + { + "p": 0.18815043568611145, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.3085248470306396, + "val_loss": 1.007207989692688, + "acc": 65.77, + "time": 119.40470420685597, + "param": [ + { + "p": 0.20217004418373108, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18137285113334656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04390620440244675, + "m": 1.0 + }, + { + "p": 0.045112721621990204, + "m": 1.0 + }, + { + "p": 0.0020271334797143936, + "m": 1.0 + }, + { + "p": 0.07406573742628098, + "m": 1.0 + }, + { + "p": 0.06548058241605759, + "m": 1.0 + }, + { + "p": 0.18426695466041565, + "m": 1.0 + }, + { + "p": 0.20159777998924255, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.2433639764785767, + "val_loss": 0.9329344630241394, + "acc": 66.83, + "time": 119.43881457997486, + "param": [ + { + "p": 0.2033676654100418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1916113644838333, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039561524987220764, + "m": 1.0 + }, + { + "p": 0.03913908451795578, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06940774619579315, + "m": 1.0 + }, + { + "p": 0.06000489741563797, + "m": 1.0 + }, + { + "p": 0.1752578318119049, + "m": 1.0 + }, + { + "p": 0.22164982557296753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.1435825824737549, + "val_loss": 0.8144785761833191, + "acc": 67.12, + "time": 115.81578284804709, + "param": [ + { + "p": 0.20226293802261353, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1908554583787918, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0321107842028141, + "m": 1.0 + }, + { + "p": 0.037783313542604446, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07138373702764511, + "m": 1.0 + }, + { + "p": 0.05466786399483681, + "m": 1.0 + }, + { + "p": 0.16929447650909424, + "m": 1.0 + }, + { + "p": 0.24164144694805145, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.3056800365447998, + "val_loss": 0.9241469502449036, + "acc": 67.85, + "time": 119.25449689896777, + "param": [ + { + "p": 0.22141890227794647, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18813174962997437, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019519338384270668, + "m": 1.0 + }, + { + "p": 0.007374010048806667, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07368073612451553, + "m": 1.0 + }, + { + "p": 0.030378781259059906, + "m": 1.0 + }, + { + "p": 0.16815152764320374, + "m": 1.0 + }, + { + "p": 0.2913450300693512, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.048514723777771, + "val_loss": 0.9370619654655457, + "acc": 67.3, + "time": 114.335982860066, + "param": [ + { + "p": 0.23073674738407135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1904032677412033, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010813415981829166, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07572078704833984, + "m": 1.0 + }, + { + "p": 0.003606205340474844, + "m": 1.0 + }, + { + "p": 0.1605769395828247, + "m": 1.0 + }, + { + "p": 0.32814261317253113, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.364328384399414, + "val_loss": 0.8908001780509949, + "acc": 67.46, + "time": 117.45424945792183, + "param": [ + { + "p": 0.23731428384780884, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19425630569458008, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002699343953281641, + "m": 1.0 + }, + { + "p": 0.015168549492955208, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06318937242031097, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1462104767560959, + "m": 1.0 + }, + { + "p": 0.34116172790527344, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.1351127624511719, + "val_loss": 0.9902896285057068, + "acc": 68.01, + "time": 118.68511382001452, + "param": [ + { + "p": 0.24902097880840302, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1934375762939453, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027809038758277893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04578831046819687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1292458325624466, + "m": 1.0 + }, + { + "p": 0.3546983003616333, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.3097598552703857, + "val_loss": 1.0457987785339355, + "acc": 65.57, + "time": 124.0797895679716, + "param": [ + { + "p": 0.2585248351097107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20077276229858398, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03277532011270523, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030434992164373398, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10973519086837769, + "m": 1.0 + }, + { + "p": 0.3677569329738617, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.0095652341842651, + "val_loss": 0.8273643255233765, + "acc": 66.87, + "time": 112.56479053501971, + "param": [ + { + "p": 0.2467343658208847, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20654505491256714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0018541967729106545, + "m": 1.0 + }, + { + "p": 0.031176773831248283, + "m": 1.0 + }, + { + "p": 0.00037102564238011837, + "m": 1.0 + }, + { + "p": 0.006834662519395351, + "m": 1.0 + }, + { + "p": 0.024150945246219635, + "m": 1.0 + }, + { + "p": 0.007117695640772581, + "m": 1.0 + }, + { + "p": 0.10610419511795044, + "m": 1.0 + }, + { + "p": 0.36911115050315857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.6065425872802734, + "val_loss": 1.0080827474594116, + "acc": 66.45, + "time": 118.07050003390759, + "param": [ + { + "p": 0.2474033087491989, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20726774632930756, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0289770495146513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010541527532041073, + "m": 1.0 + }, + { + "p": 0.017674224451184273, + "m": 1.0 + }, + { + "p": 0.005071509163826704, + "m": 1.0 + }, + { + "p": 0.11268142610788345, + "m": 1.0 + }, + { + "p": 0.37038320302963257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.0526771545410156, + "val_loss": 0.927657961845398, + "acc": 67.58, + "time": 117.8523560538888, + "param": [ + { + "p": 0.25430557131767273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21521563827991486, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016811732202768326, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003940820228308439, + "m": 1.0 + }, + { + "p": 0.018030129373073578, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11623143404722214, + "m": 1.0 + }, + { + "p": 0.37546467781066895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.4335275888442993, + "val_loss": 0.9824662208557129, + "acc": 67.0, + "time": 117.92169429594651, + "param": [ + { + "p": 0.25396648049354553, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21269521117210388, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004587930161505938, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012475285679101944, + "m": 1.0 + }, + { + "p": 0.025485200807452202, + "m": 1.0 + }, + { + "p": 0.0021211470011621714, + "m": 1.0 + }, + { + "p": 0.11477909237146378, + "m": 1.0 + }, + { + "p": 0.37358713150024414, + "m": 1.0 + }, + { + "p": 0.00030251365387812257, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.4098238945007324, + "val_loss": 0.7318422198295593, + "acc": 68.74, + "time": 118.31433706078678, + "param": [ + { + "p": 0.2351546585559845, + "m": 1.0 + }, + { + "p": 0.000221726339077577, + "m": 1.0 + }, + { + "p": 0.20085476338863373, + "m": 1.0 + }, + { + "p": 0.00023547194723505527, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010338393971323967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03520362451672554, + "m": 1.0 + }, + { + "p": 0.052120551466941833, + "m": 1.0 + }, + { + "p": 0.01695621758699417, + "m": 1.0 + }, + { + "p": 0.10680820792913437, + "m": 1.0 + }, + { + "p": 0.3375968635082245, + "m": 1.0 + }, + { + "p": 0.004509602207690477, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.0689663887023926, + "val_loss": 0.9369193315505981, + "acc": 67.9, + "time": 119.54541459796019, + "param": [ + { + "p": 0.22605188190937042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19858922064304352, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0008035919745452702, + "m": 1.0 + }, + { + "p": 0.0037142219953238964, + "m": 1.0 + }, + { + "p": 0.011090092360973358, + "m": 1.0 + }, + { + "p": 0.012431410141289234, + "m": 1.0 + }, + { + "p": 0.04617450758814812, + "m": 1.0 + }, + { + "p": 0.06961383670568466, + "m": 1.0 + }, + { + "p": 0.02224709279835224, + "m": 1.0 + }, + { + "p": 0.09473777562379837, + "m": 1.0 + }, + { + "p": 0.3118189871311188, + "m": 1.0 + }, + { + "p": 0.002727348590269685, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.395607590675354, + "val_loss": 0.8448407053947449, + "acc": 68.67, + "time": 121.02801918890327, + "param": [ + { + "p": 0.21937410533428192, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18740876019001007, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006970112677663565, + "m": 1.0 + }, + { + "p": 0.010684974491596222, + "m": 1.0 + }, + { + "p": 0.022764910012483597, + "m": 1.0 + }, + { + "p": 0.031287696212530136, + "m": 1.0 + }, + { + "p": 0.05166389420628548, + "m": 1.0 + }, + { + "p": 0.07409489899873734, + "m": 1.0 + }, + { + "p": 0.025271765887737274, + "m": 1.0 + }, + { + "p": 0.0862441286444664, + "m": 1.0 + }, + { + "p": 0.2842347323894501, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 0.9846097230911255, + "val_loss": 0.797744870185852, + "acc": 68.45, + "time": 117.71193350688554, + "param": [ + { + "p": 0.20755308866500854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20315200090408325, + "m": 1.0 + }, + { + "p": 0.002384376246482134, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01691550388932228, + "m": 1.0 + }, + { + "p": 0.024462800472974777, + "m": 1.0 + }, + { + "p": 0.0366767980158329, + "m": 1.0 + }, + { + "p": 0.0570923276245594, + "m": 1.0 + }, + { + "p": 0.07002042233943939, + "m": 1.0 + }, + { + "p": 0.035243574529886246, + "m": 1.0 + }, + { + "p": 0.08372209221124649, + "m": 1.0 + }, + { + "p": 0.26277706027030945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.1427918672561646, + "val_loss": 0.9010968804359436, + "acc": 69.01, + "time": 119.5866776178591, + "param": [ + { + "p": 0.20291171967983246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2146928310394287, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018591511994600296, + "m": 1.0 + }, + { + "p": 0.014461170881986618, + "m": 1.0 + }, + { + "p": 0.038027074187994, + "m": 1.0 + }, + { + "p": 0.06307699531316757, + "m": 1.0 + }, + { + "p": 0.06347232311964035, + "m": 1.0 + }, + { + "p": 0.04314156249165535, + "m": 1.0 + }, + { + "p": 0.08147688955068588, + "m": 1.0 + }, + { + "p": 0.26014789938926697, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.201431155204773, + "val_loss": 0.8768660426139832, + "acc": 68.76, + "time": 119.05212329793721, + "param": [ + { + "p": 0.20306433737277985, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20603640377521515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01372271217405796, + "m": 1.0 + }, + { + "p": 0.009008379653096199, + "m": 1.0 + }, + { + "p": 0.039648815989494324, + "m": 1.0 + }, + { + "p": 0.06493248045444489, + "m": 1.0 + }, + { + "p": 0.06020638346672058, + "m": 1.0 + }, + { + "p": 0.05356724560260773, + "m": 1.0 + }, + { + "p": 0.0859844908118248, + "m": 1.0 + }, + { + "p": 0.2601218819618225, + "m": 1.0 + }, + { + "p": 0.0037068347446620464, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.303384780883789, + "val_loss": 0.8800566792488098, + "acc": 69.05, + "time": 117.43350943410769, + "param": [ + { + "p": 0.2131074070930481, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21547570824623108, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004194681998342276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025555774569511414, + "m": 1.0 + }, + { + "p": 0.062095027416944504, + "m": 1.0 + }, + { + "p": 0.05540291219949722, + "m": 1.0 + }, + { + "p": 0.05928296223282814, + "m": 1.0 + }, + { + "p": 0.0917026624083519, + "m": 1.0 + }, + { + "p": 0.2731829285621643, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.060268521308899, + "val_loss": 0.9216197729110718, + "acc": 69.18, + "time": 117.20386920613237, + "param": [ + { + "p": 0.21298179030418396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21145936846733093, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0006070365197956562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018166042864322662, + "m": 1.0 + }, + { + "p": 0.06110825762152672, + "m": 1.0 + }, + { + "p": 0.06036211550235748, + "m": 1.0 + }, + { + "p": 0.06839969009160995, + "m": 1.0 + }, + { + "p": 0.09897488355636597, + "m": 1.0 + }, + { + "p": 0.26794081926345825, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.2274912595748901, + "val_loss": 0.9247420430183411, + "acc": 68.6, + "time": 117.28701657801867, + "param": [ + { + "p": 0.19065721333026886, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18296638131141663, + "m": 1.0 + }, + { + "p": 0.0013503258815035224, + "m": 1.0 + }, + { + "p": 0.004181254655122757, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013239563442766666, + "m": 1.0 + }, + { + "p": 0.03612944483757019, + "m": 1.0 + }, + { + "p": 0.07113034278154373, + "m": 1.0 + }, + { + "p": 0.06504391133785248, + "m": 1.0 + }, + { + "p": 0.08520377427339554, + "m": 1.0 + }, + { + "p": 0.10511837899684906, + "m": 1.0 + }, + { + "p": 0.24497941136360168, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.1797243356704712, + "val_loss": 0.8728499412536621, + "acc": 70.34, + "time": 117.82971225585788, + "param": [ + { + "p": 0.17267075181007385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17964544892311096, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00549903092905879, + "m": 1.0 + }, + { + "p": 0.0045883688144385815, + "m": 1.0 + }, + { + "p": 0.01729833520948887, + "m": 1.0 + }, + { + "p": 0.05581754818558693, + "m": 1.0 + }, + { + "p": 0.06722359359264374, + "m": 1.0 + }, + { + "p": 0.07322844862937927, + "m": 1.0 + }, + { + "p": 0.09091045707464218, + "m": 1.0 + }, + { + "p": 0.10879671573638916, + "m": 1.0 + }, + { + "p": 0.22432135045528412, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 0.9722514748573303, + "val_loss": 0.7923597693443298, + "acc": 70.68, + "time": 118.95854867808521, + "param": [ + { + "p": 0.17280150949954987, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17157182097434998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00677499920129776, + "m": 1.0 + }, + { + "p": 0.0037561082281172276, + "m": 1.0 + }, + { + "p": 0.017777280882000923, + "m": 1.0 + }, + { + "p": 0.06661386042833328, + "m": 1.0 + }, + { + "p": 0.0618031844496727, + "m": 1.0 + }, + { + "p": 0.0709918886423111, + "m": 1.0 + }, + { + "p": 0.10017726570367813, + "m": 1.0 + }, + { + "p": 0.11252041161060333, + "m": 1.0 + }, + { + "p": 0.2152116894721985, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.1962124109268188, + "val_loss": 1.0238713026046753, + "acc": 70.05, + "time": 118.73606384103186, + "param": [ + { + "p": 0.17212437093257904, + "m": 1.0 + }, + { + "p": 0.00016659306129440665, + "m": 1.0 + }, + { + "p": 0.16205188632011414, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009237035177648067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006234351545572281, + "m": 1.0 + }, + { + "p": 0.06634256988763809, + "m": 1.0 + }, + { + "p": 0.06400524079799652, + "m": 1.0 + }, + { + "p": 0.0922885611653328, + "m": 1.0 + }, + { + "p": 0.1084618791937828, + "m": 1.0 + }, + { + "p": 0.10547737032175064, + "m": 1.0 + }, + { + "p": 0.21336302161216736, + "m": 1.0 + }, + { + "p": 0.00024714780738577247, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.1297492980957031, + "val_loss": 0.8610543012619019, + "acc": 69.7, + "time": 118.20737463398837, + "param": [ + { + "p": 0.15244781970977783, + "m": 1.0 + }, + { + "p": 0.004240101668983698, + "m": 1.0 + }, + { + "p": 0.1342943012714386, + "m": 1.0 + }, + { + "p": 0.010101895779371262, + "m": 1.0 + }, + { + "p": 0.02196524292230606, + "m": 1.0 + }, + { + "p": 0.012294982559978962, + "m": 1.0 + }, + { + "p": 0.002678736113011837, + "m": 1.0 + }, + { + "p": 0.06926251947879791, + "m": 1.0 + }, + { + "p": 0.07445169240236282, + "m": 1.0 + }, + { + "p": 0.12164813280105591, + "m": 1.0 + }, + { + "p": 0.1019534096121788, + "m": 1.0 + }, + { + "p": 0.09727329015731812, + "m": 1.0 + }, + { + "p": 0.187752828001976, + "m": 1.0 + }, + { + "p": 0.009635047055780888, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.336342692375183, + "val_loss": 0.7700278162956238, + "acc": 69.8, + "time": 118.30049469601363, + "param": [ + { + "p": 0.13433215022087097, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1201229989528656, + "m": 1.0 + }, + { + "p": 0.025223756209015846, + "m": 1.0 + }, + { + "p": 0.03521917760372162, + "m": 1.0 + }, + { + "p": 0.02374982088804245, + "m": 1.0 + }, + { + "p": 0.0017798900371417403, + "m": 1.0 + }, + { + "p": 0.07401198148727417, + "m": 1.0 + }, + { + "p": 0.08351845294237137, + "m": 1.0 + }, + { + "p": 0.1347166746854782, + "m": 1.0 + }, + { + "p": 0.09048668295145035, + "m": 1.0 + }, + { + "p": 0.09143543243408203, + "m": 1.0 + }, + { + "p": 0.16824059188365936, + "m": 1.0 + }, + { + "p": 0.01716245897114277, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.1801981925964355, + "val_loss": 0.8659968972206116, + "acc": 70.78, + "time": 102.2267954859417, + "param": [ + { + "p": 0.13201667368412018, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12103250622749329, + "m": 1.0 + }, + { + "p": 0.02353091910481453, + "m": 1.0 + }, + { + "p": 0.04739953950047493, + "m": 1.0 + }, + { + "p": 0.02414112165570259, + "m": 1.0 + }, + { + "p": 0.0009104023920372128, + "m": 1.0 + }, + { + "p": 0.06753510981798172, + "m": 1.0 + }, + { + "p": 0.08353658020496368, + "m": 1.0 + }, + { + "p": 0.13326704502105713, + "m": 1.0 + }, + { + "p": 0.08375493437051773, + "m": 1.0 + }, + { + "p": 0.09506973624229431, + "m": 1.0 + }, + { + "p": 0.1721709817647934, + "m": 1.0 + }, + { + "p": 0.015634452924132347, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.277854561805725, + "val_loss": 0.8964387774467468, + "acc": 70.2, + "time": 116.93913621897809, + "param": [ + { + "p": 0.12344608455896378, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12156146764755249, + "m": 1.0 + }, + { + "p": 0.0215920377522707, + "m": 1.0 + }, + { + "p": 0.04765535891056061, + "m": 1.0 + }, + { + "p": 0.038637373596429825, + "m": 1.0 + }, + { + "p": 0.0036705806851387024, + "m": 1.0 + }, + { + "p": 0.07039354741573334, + "m": 1.0 + }, + { + "p": 0.08171560615301132, + "m": 1.0 + }, + { + "p": 0.12954452633857727, + "m": 1.0 + }, + { + "p": 0.09006310254335403, + "m": 1.0 + }, + { + "p": 0.09700683504343033, + "m": 1.0 + }, + { + "p": 0.16115446388721466, + "m": 1.0 + }, + { + "p": 0.013559060171246529, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.290693998336792, + "val_loss": 0.8791679739952087, + "acc": 70.19, + "time": 116.74712848011404, + "param": [ + { + "p": 0.1252560168504715, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11641077697277069, + "m": 1.0 + }, + { + "p": 0.004562192130833864, + "m": 1.0 + }, + { + "p": 0.044744785875082016, + "m": 1.0 + }, + { + "p": 0.03153293579816818, + "m": 1.0 + }, + { + "p": 0.0014641612069681287, + "m": 1.0 + }, + { + "p": 0.07478833198547363, + "m": 1.0 + }, + { + "p": 0.08790218085050583, + "m": 1.0 + }, + { + "p": 0.14090335369110107, + "m": 1.0 + }, + { + "p": 0.09280591458082199, + "m": 1.0 + }, + { + "p": 0.09861782193183899, + "m": 1.0 + }, + { + "p": 0.16069413721561432, + "m": 1.0 + }, + { + "p": 0.020317360758781433, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.2541247606277466, + "val_loss": 0.7685431838035583, + "acc": 70.53, + "time": 114.34977080184035, + "param": [ + { + "p": 0.13061614334583282, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11522562801837921, + "m": 1.0 + }, + { + "p": 6.761580152669922e-05, + "m": 1.0 + }, + { + "p": 0.033015090972185135, + "m": 1.0 + }, + { + "p": 0.014238748699426651, + "m": 1.0 + }, + { + "p": 0.004750992637127638, + "m": 1.0 + }, + { + "p": 0.08117885142564774, + "m": 1.0 + }, + { + "p": 0.08010905236005783, + "m": 1.0 + }, + { + "p": 0.15798424184322357, + "m": 1.0 + }, + { + "p": 0.09229448437690735, + "m": 1.0 + }, + { + "p": 0.09703154116868973, + "m": 1.0 + }, + { + "p": 0.16836372017860413, + "m": 1.0 + }, + { + "p": 0.02512393705546856, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.1426512002944946, + "val_loss": 0.8946383595466614, + "acc": 71.2, + "time": 119.42414797190577, + "param": [ + { + "p": 0.14596103131771088, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12270797789096832, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09324502944946289, + "m": 1.0 + }, + { + "p": 0.07469163835048676, + "m": 1.0 + }, + { + "p": 0.17466133832931519, + "m": 1.0 + }, + { + "p": 0.08139705657958984, + "m": 1.0 + }, + { + "p": 0.09713951498270035, + "m": 1.0 + }, + { + "p": 0.19854280352592468, + "m": 1.0 + }, + { + "p": 0.011653585359454155, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.105076551437378, + "val_loss": 0.8878795504570007, + "acc": 70.58, + "time": 118.48686596006155, + "param": [ + { + "p": 0.14785458147525787, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12243020534515381, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0048443907871842384, + "m": 1.0 + }, + { + "p": 0.00016874726861715317, + "m": 1.0 + }, + { + "p": 0.09748129546642303, + "m": 1.0 + }, + { + "p": 0.067352794110775, + "m": 1.0 + }, + { + "p": 0.16966266930103302, + "m": 1.0 + }, + { + "p": 0.0814904198050499, + "m": 1.0 + }, + { + "p": 0.09724607318639755, + "m": 1.0 + }, + { + "p": 0.20539146661758423, + "m": 1.0 + }, + { + "p": 0.0060774111188948154, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.007407784461975, + "val_loss": 0.83194500207901, + "acc": 71.31, + "time": 118.70932259690017, + "param": [ + { + "p": 0.1407465934753418, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11877822875976562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10130883008241653, + "m": 1.0 + }, + { + "p": 0.06688880920410156, + "m": 1.0 + }, + { + "p": 0.1786232441663742, + "m": 1.0 + }, + { + "p": 0.07870449125766754, + "m": 1.0 + }, + { + "p": 0.09666366875171661, + "m": 1.0 + }, + { + "p": 0.21828614175319672, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 0.8792319893836975, + "val_loss": 0.9588876366615295, + "acc": 70.35, + "time": 117.95273677399382, + "param": [ + { + "p": 0.1372247040271759, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1221335306763649, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10277915000915527, + "m": 1.0 + }, + { + "p": 0.0637570470571518, + "m": 1.0 + }, + { + "p": 0.18111486732959747, + "m": 1.0 + }, + { + "p": 0.06935010850429535, + "m": 1.0 + }, + { + "p": 0.1078086867928505, + "m": 1.0 + }, + { + "p": 0.2158319354057312, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.1123379468917847, + "val_loss": 0.7677011489868164, + "acc": 71.24, + "time": 118.61682499106973, + "param": [ + { + "p": 0.1431908756494522, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13201336562633514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004504738841205835, + "m": 1.0 + }, + { + "p": 0.0006344987777993083, + "m": 1.0 + }, + { + "p": 0.09448257833719254, + "m": 1.0 + }, + { + "p": 0.05394590273499489, + "m": 1.0 + }, + { + "p": 0.1839718073606491, + "m": 1.0 + }, + { + "p": 0.06160018965601921, + "m": 1.0 + }, + { + "p": 0.11294542998075485, + "m": 1.0 + }, + { + "p": 0.21271057426929474, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 0.9729411005973816, + "val_loss": 0.773727536201477, + "acc": 71.27, + "time": 118.22673508385196, + "param": [ + { + "p": 0.13575556874275208, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1288418024778366, + "m": 1.0 + }, + { + "p": 0.006125209387391806, + "m": 1.0 + }, + { + "p": 0.0059177689254283905, + "m": 1.0 + }, + { + "p": 0.013309269212186337, + "m": 1.0 + }, + { + "p": 0.007158065214753151, + "m": 1.0 + }, + { + "p": 0.08929984271526337, + "m": 1.0 + }, + { + "p": 0.05994066223502159, + "m": 1.0 + }, + { + "p": 0.18211676180362701, + "m": 1.0 + }, + { + "p": 0.05633366107940674, + "m": 1.0 + }, + { + "p": 0.1080421432852745, + "m": 1.0 + }, + { + "p": 0.20427066087722778, + "m": 1.0 + }, + { + "p": 0.002888578688725829, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.0152955055236816, + "val_loss": 0.7701481580734253, + "acc": 71.06, + "time": 120.04253212711774, + "param": [ + { + "p": 0.13489213585853577, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12362585216760635, + "m": 1.0 + }, + { + "p": 0.009718150831758976, + "m": 1.0 + }, + { + "p": 0.004950134549289942, + "m": 1.0 + }, + { + "p": 0.015464995987713337, + "m": 1.0 + }, + { + "p": 0.014083323068916798, + "m": 1.0 + }, + { + "p": 0.09060399979352951, + "m": 1.0 + }, + { + "p": 0.07665097713470459, + "m": 1.0 + }, + { + "p": 0.17549844086170197, + "m": 1.0 + }, + { + "p": 0.05262760818004608, + "m": 1.0 + }, + { + "p": 0.09110237658023834, + "m": 1.0 + }, + { + "p": 0.2107820063829422, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.1224039793014526, + "val_loss": 0.8173280358314514, + "acc": 72.42, + "time": 119.89870138303377, + "param": [ + { + "p": 0.1251063495874405, + "m": 1.0 + }, + { + "p": 0.00013667892199009657, + "m": 1.0 + }, + { + "p": 0.1165413036942482, + "m": 1.0 + }, + { + "p": 0.011840569786727428, + "m": 1.0 + }, + { + "p": 0.007732504513114691, + "m": 1.0 + }, + { + "p": 0.013579793274402618, + "m": 1.0 + }, + { + "p": 0.03019041381776333, + "m": 1.0 + }, + { + "p": 0.09592951834201813, + "m": 1.0 + }, + { + "p": 0.09031172096729279, + "m": 1.0 + }, + { + "p": 0.16931024193763733, + "m": 1.0 + }, + { + "p": 0.05361789092421532, + "m": 1.0 + }, + { + "p": 0.07715065777301788, + "m": 1.0 + }, + { + "p": 0.20126239955425262, + "m": 1.0 + }, + { + "p": 0.007290070876479149, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.1577067375183105, + "val_loss": 0.8008838891983032, + "acc": 71.33, + "time": 115.32714091707021, + "param": [ + { + "p": 0.13104067742824554, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11926311999559402, + "m": 1.0 + }, + { + "p": 0.0019986811093986034, + "m": 1.0 + }, + { + "p": 0.0007486558170057833, + "m": 1.0 + }, + { + "p": 0.0007093175663612783, + "m": 1.0 + }, + { + "p": 0.03485497459769249, + "m": 1.0 + }, + { + "p": 0.10930243879556656, + "m": 1.0 + }, + { + "p": 0.10292965173721313, + "m": 1.0 + }, + { + "p": 0.16429749131202698, + "m": 1.0 + }, + { + "p": 0.052987582981586456, + "m": 1.0 + }, + { + "p": 0.06343289464712143, + "m": 1.0 + }, + { + "p": 0.20244473218917847, + "m": 1.0 + }, + { + "p": 0.01598978042602539, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.1083049774169922, + "val_loss": 0.8569187521934509, + "acc": 71.91, + "time": 119.62313849106431, + "param": [ + { + "p": 0.12735195457935333, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.126151442527771, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012091482058167458, + "m": 1.0 + }, + { + "p": 0.039678942412137985, + "m": 1.0 + }, + { + "p": 0.1237274706363678, + "m": 1.0 + }, + { + "p": 0.09957243502140045, + "m": 1.0 + }, + { + "p": 0.15609662234783173, + "m": 1.0 + }, + { + "p": 0.06121056154370308, + "m": 1.0 + }, + { + "p": 0.04731487110257149, + "m": 1.0 + }, + { + "p": 0.19332009553909302, + "m": 1.0 + }, + { + "p": 0.013484146445989609, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.2001513242721558, + "val_loss": 0.6969713568687439, + "acc": 71.07, + "time": 118.26773608103395, + "param": [ + { + "p": 0.13169141113758087, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13981042802333832, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0033194662537425756, + "m": 1.0 + }, + { + "p": 0.04068300127983093, + "m": 1.0 + }, + { + "p": 0.13041001558303833, + "m": 1.0 + }, + { + "p": 0.09364102780818939, + "m": 1.0 + }, + { + "p": 0.16359472274780273, + "m": 1.0 + }, + { + "p": 0.05206292122602463, + "m": 1.0 + }, + { + "p": 0.03586474061012268, + "m": 1.0 + }, + { + "p": 0.1937006413936615, + "m": 1.0 + }, + { + "p": 0.015221654437482357, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.1195626258850098, + "val_loss": 0.8953484892845154, + "acc": 71.71, + "time": 110.12553857197054, + "param": [ + { + "p": 0.13733623921871185, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14965897798538208, + "m": 1.0 + }, + { + "p": 0.0002465811267029494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03853767365217209, + "m": 1.0 + }, + { + "p": 0.13267624378204346, + "m": 1.0 + }, + { + "p": 0.08914069831371307, + "m": 1.0 + }, + { + "p": 0.1717246025800705, + "m": 1.0 + }, + { + "p": 0.03847064822912216, + "m": 1.0 + }, + { + "p": 0.03553951904177666, + "m": 1.0 + }, + { + "p": 0.19631752371788025, + "m": 1.0 + }, + { + "p": 0.010351262986660004, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.24461030960083, + "val_loss": 0.7658824920654297, + "acc": 71.63, + "time": 113.1264893640764, + "param": [ + { + "p": 0.13638730347156525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16034214198589325, + "m": 1.0 + }, + { + "p": 5.58620085939765e-05, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0038725687190890312, + "m": 1.0 + }, + { + "p": 0.034641820937395096, + "m": 1.0 + }, + { + "p": 0.13292449712753296, + "m": 1.0 + }, + { + "p": 0.08286330848932266, + "m": 1.0 + }, + { + "p": 0.18511147797107697, + "m": 1.0 + }, + { + "p": 0.03250456973910332, + "m": 1.0 + }, + { + "p": 0.03131798654794693, + "m": 1.0 + }, + { + "p": 0.1999785155057907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.1891717910766602, + "val_loss": 0.9039024710655212, + "acc": 70.73, + "time": 117.10010389308445, + "param": [ + { + "p": 0.13557220995426178, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15675170719623566, + "m": 1.0 + }, + { + "p": 0.00792768970131874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007318963762372732, + "m": 1.0 + }, + { + "p": 0.02229122631251812, + "m": 1.0 + }, + { + "p": 0.130231112241745, + "m": 1.0 + }, + { + "p": 0.07562191784381866, + "m": 1.0 + }, + { + "p": 0.19349761307239532, + "m": 1.0 + }, + { + "p": 0.025582697242498398, + "m": 1.0 + }, + { + "p": 0.03423590958118439, + "m": 1.0 + }, + { + "p": 0.21096888184547424, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.2023299932479858, + "val_loss": 0.8620812892913818, + "acc": 71.82, + "time": 118.75830644718371, + "param": [ + { + "p": 0.1499399095773697, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1452188342809677, + "m": 1.0 + }, + { + "p": 0.017408523708581924, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004238202702254057, + "m": 1.0 + }, + { + "p": 0.12840992212295532, + "m": 1.0 + }, + { + "p": 0.07249244302511215, + "m": 1.0 + }, + { + "p": 0.19965368509292603, + "m": 1.0 + }, + { + "p": 0.01254055742174387, + "m": 1.0 + }, + { + "p": 0.043135132640600204, + "m": 1.0 + }, + { + "p": 0.22513940930366516, + "m": 1.0 + }, + { + "p": 0.001823442056775093, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 0.8221583962440491, + "val_loss": 0.8216619491577148, + "acc": 72.38, + "time": 117.96859926194884, + "param": [ + { + "p": 0.13928155601024628, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13465744256973267, + "m": 1.0 + }, + { + "p": 0.041146621108055115, + "m": 1.0 + }, + { + "p": 0.016287481412291527, + "m": 1.0 + }, + { + "p": 0.007567953784018755, + "m": 1.0 + }, + { + "p": 0.013256624341011047, + "m": 1.0 + }, + { + "p": 0.11789444088935852, + "m": 1.0 + }, + { + "p": 0.06921687722206116, + "m": 1.0 + }, + { + "p": 0.1708255261182785, + "m": 1.0 + }, + { + "p": 0.00979201402515173, + "m": 1.0 + }, + { + "p": 0.05645080655813217, + "m": 1.0 + }, + { + "p": 0.2049492746591568, + "m": 1.0 + }, + { + "p": 0.018673326820135117, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.0649954080581665, + "val_loss": 0.7920523881912231, + "acc": 72.4, + "time": 118.32773581705987, + "param": [ + { + "p": 0.1321716159582138, + "m": 1.0 + }, + { + "p": 0.0007110315491445363, + "m": 1.0 + }, + { + "p": 0.1257408857345581, + "m": 1.0 + }, + { + "p": 0.0533578060567379, + "m": 1.0 + }, + { + "p": 0.032066307961940765, + "m": 1.0 + }, + { + "p": 0.017222817987203598, + "m": 1.0 + }, + { + "p": 0.024330846965312958, + "m": 1.0 + }, + { + "p": 0.11176236718893051, + "m": 1.0 + }, + { + "p": 0.05773499980568886, + "m": 1.0 + }, + { + "p": 0.1450679451227188, + "m": 1.0 + }, + { + "p": 0.013898514211177826, + "m": 1.0 + }, + { + "p": 0.059464696794748306, + "m": 1.0 + }, + { + "p": 0.19010502099990845, + "m": 1.0 + }, + { + "p": 0.03636512532830238, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 0.9923673868179321, + "val_loss": 0.7199451327323914, + "acc": 71.9, + "time": 118.29068884416483, + "param": [ + { + "p": 0.13571417331695557, + "m": 1.0 + }, + { + "p": 0.006781885866075754, + "m": 1.0 + }, + { + "p": 0.1275714486837387, + "m": 1.0 + }, + { + "p": 0.05950393155217171, + "m": 1.0 + }, + { + "p": 0.03668134659528732, + "m": 1.0 + }, + { + "p": 0.014241883531212807, + "m": 1.0 + }, + { + "p": 0.012708496302366257, + "m": 1.0 + }, + { + "p": 0.0996079072356224, + "m": 1.0 + }, + { + "p": 0.07267337292432785, + "m": 1.0 + }, + { + "p": 0.1312270313501358, + "m": 1.0 + }, + { + "p": 0.01354997418820858, + "m": 1.0 + }, + { + "p": 0.05606968328356743, + "m": 1.0 + }, + { + "p": 0.19411896169185638, + "m": 1.0 + }, + { + "p": 0.03954988718032837, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.8893752098083496, + "val_loss": 0.7916455864906311, + "acc": 72.42, + "time": 118.85729227191769, + "param": [ + { + "p": 0.15966534614562988, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13484594225883484, + "m": 1.0 + }, + { + "p": 0.05267562344670296, + "m": 1.0 + }, + { + "p": 0.025904132053256035, + "m": 1.0 + }, + { + "p": 0.004888608586043119, + "m": 1.0 + }, + { + "p": 0.002984047634527087, + "m": 1.0 + }, + { + "p": 0.09051325172185898, + "m": 1.0 + }, + { + "p": 0.07938592880964279, + "m": 1.0 + }, + { + "p": 0.1385069191455841, + "m": 1.0 + }, + { + "p": 0.004869253374636173, + "m": 1.0 + }, + { + "p": 0.05712563171982765, + "m": 1.0 + }, + { + "p": 0.2256704866886139, + "m": 1.0 + }, + { + "p": 0.022964831441640854, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.1243689060211182, + "val_loss": 0.7910816669464111, + "acc": 70.99, + "time": 117.29141339007765, + "param": [ + { + "p": 0.17740066349506378, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13436247408390045, + "m": 1.0 + }, + { + "p": 0.029420513659715652, + "m": 1.0 + }, + { + "p": 0.01695445366203785, + "m": 1.0 + }, + { + "p": 0.015610232017934322, + "m": 1.0 + }, + { + "p": 0.0016267270548269153, + "m": 1.0 + }, + { + "p": 0.08818976581096649, + "m": 1.0 + }, + { + "p": 0.08210767805576324, + "m": 1.0 + }, + { + "p": 0.15271513164043427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04929574206471443, + "m": 1.0 + }, + { + "p": 0.24827422201633453, + "m": 1.0 + }, + { + "p": 0.004042480606585741, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 0.980648934841156, + "val_loss": 0.7253008484840393, + "acc": 71.62, + "time": 119.39816897106357, + "param": [ + { + "p": 0.1872643083333969, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13551150262355804, + "m": 1.0 + }, + { + "p": 0.01984294317662716, + "m": 1.0 + }, + { + "p": 0.01169221755117178, + "m": 1.0 + }, + { + "p": 0.030239922925829887, + "m": 1.0 + }, + { + "p": 0.003760750638321042, + "m": 1.0 + }, + { + "p": 0.07475173473358154, + "m": 1.0 + }, + { + "p": 0.07555001229047775, + "m": 1.0 + }, + { + "p": 0.1602090299129486, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045069821178913116, + "m": 1.0 + }, + { + "p": 0.2556820511817932, + "m": 1.0 + }, + { + "p": 0.0004257379041519016, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.8552138805389404, + "val_loss": 0.9206351637840271, + "acc": 72.92, + "time": 118.37035747710615, + "param": [ + { + "p": 0.175913468003273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12990505993366241, + "m": 1.0 + }, + { + "p": 0.02483665756881237, + "m": 1.0 + }, + { + "p": 0.014280273579061031, + "m": 1.0 + }, + { + "p": 0.04346911609172821, + "m": 1.0 + }, + { + "p": 0.02836461365222931, + "m": 1.0 + }, + { + "p": 0.06093242019414902, + "m": 1.0 + }, + { + "p": 0.07456247508525848, + "m": 1.0 + }, + { + "p": 0.15278416872024536, + "m": 1.0 + }, + { + "p": 0.008143775165081024, + "m": 1.0 + }, + { + "p": 0.05447939410805702, + "m": 1.0 + }, + { + "p": 0.2292104959487915, + "m": 1.0 + }, + { + "p": 0.0031180698424577713, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.0363433361053467, + "val_loss": 0.7888115644454956, + "acc": 72.73, + "time": 118.15211582905613, + "param": [ + { + "p": 0.17106764018535614, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13066457211971283, + "m": 1.0 + }, + { + "p": 0.027666917070746422, + "m": 1.0 + }, + { + "p": 0.014086497947573662, + "m": 1.0 + }, + { + "p": 0.03255057334899902, + "m": 1.0 + }, + { + "p": 0.04383799061179161, + "m": 1.0 + }, + { + "p": 0.054539017379283905, + "m": 1.0 + }, + { + "p": 0.08624326437711716, + "m": 1.0 + }, + { + "p": 0.1584206372499466, + "m": 1.0 + }, + { + "p": 0.011397498659789562, + "m": 1.0 + }, + { + "p": 0.05679604038596153, + "m": 1.0 + }, + { + "p": 0.2077178657054901, + "m": 1.0 + }, + { + "p": 0.005011504050344229, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 0.906001091003418, + "val_loss": 0.8114691972732544, + "acc": 72.33, + "time": 117.47544401604682, + "param": [ + { + "p": 0.18445369601249695, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13735128939151764, + "m": 1.0 + }, + { + "p": 0.018959546461701393, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004482036456465721, + "m": 1.0 + }, + { + "p": 0.04106389731168747, + "m": 1.0 + }, + { + "p": 0.0518902987241745, + "m": 1.0 + }, + { + "p": 0.09085660427808762, + "m": 1.0 + }, + { + "p": 0.16384895145893097, + "m": 1.0 + }, + { + "p": 0.0038816984742879868, + "m": 1.0 + }, + { + "p": 0.07221151888370514, + "m": 1.0 + }, + { + "p": 0.22012437880039215, + "m": 1.0 + }, + { + "p": 0.010876097716391087, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.2054396867752075, + "val_loss": 0.872803270816803, + "acc": 72.22, + "time": 118.12916786107235, + "param": [ + { + "p": 0.19210797548294067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15117308497428894, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003075218992307782, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03281043842434883, + "m": 1.0 + }, + { + "p": 0.03921559453010559, + "m": 1.0 + }, + { + "p": 0.08689109981060028, + "m": 1.0 + }, + { + "p": 0.18028412759304047, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07406289130449295, + "m": 1.0 + }, + { + "p": 0.24037961661815643, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 0.827208399772644, + "val_loss": 0.893524706363678, + "acc": 72.05, + "time": 118.40540165104903, + "param": [ + { + "p": 0.19600102305412292, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15005280077457428, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010139593854546547, + "m": 1.0 + }, + { + "p": 0.0003045575867872685, + "m": 1.0 + }, + { + "p": 0.024219274520874023, + "m": 1.0 + }, + { + "p": 0.034421201795339584, + "m": 1.0 + }, + { + "p": 0.08909609913825989, + "m": 1.0 + }, + { + "p": 0.18174944818019867, + "m": 1.0 + }, + { + "p": 0.0039293779991567135, + "m": 1.0 + }, + { + "p": 0.08083897083997726, + "m": 1.0 + }, + { + "p": 0.22924768924713135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.0811944007873535, + "val_loss": 0.7150622010231018, + "acc": 72.37, + "time": 117.4700963688083, + "param": [ + { + "p": 0.1929098665714264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15262578427791595, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013650988228619099, + "m": 1.0 + }, + { + "p": 0.004441565368324518, + "m": 1.0 + }, + { + "p": 0.015315919183194637, + "m": 1.0 + }, + { + "p": 0.036559294909238815, + "m": 1.0 + }, + { + "p": 0.094731405377388, + "m": 1.0 + }, + { + "p": 0.17304904758930206, + "m": 1.0 + }, + { + "p": 0.016513539478182793, + "m": 1.0 + }, + { + "p": 0.08729715645313263, + "m": 1.0 + }, + { + "p": 0.2129054218530655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 0.9686102867126465, + "val_loss": 0.7436071038246155, + "acc": 72.89, + "time": 117.29919821606018, + "param": [ + { + "p": 0.20309673249721527, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14950594305992126, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01184692420065403, + "m": 1.0 + }, + { + "p": 0.010024195536971092, + "m": 1.0 + }, + { + "p": 0.012648084200918674, + "m": 1.0 + }, + { + "p": 0.030922720208764076, + "m": 1.0 + }, + { + "p": 0.1027604267001152, + "m": 1.0 + }, + { + "p": 0.15818002820014954, + "m": 1.0 + }, + { + "p": 0.024303169921040535, + "m": 1.0 + }, + { + "p": 0.08835433423519135, + "m": 1.0 + }, + { + "p": 0.20835745334625244, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.1486780643463135, + "val_loss": 0.6855871081352234, + "acc": 72.69, + "time": 119.62249358696863, + "param": [ + { + "p": 0.21611899137496948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13856957852840424, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004855810198932886, + "m": 1.0 + }, + { + "p": 0.013711363077163696, + "m": 1.0 + }, + { + "p": 0.002645722357556224, + "m": 1.0 + }, + { + "p": 0.02293103188276291, + "m": 1.0 + }, + { + "p": 0.12227994948625565, + "m": 1.0 + }, + { + "p": 0.14952616393566132, + "m": 1.0 + }, + { + "p": 0.027916191145777702, + "m": 1.0 + }, + { + "p": 0.09412547945976257, + "m": 1.0 + }, + { + "p": 0.20731979608535767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.1142653226852417, + "val_loss": 0.714542806148529, + "acc": 72.5, + "time": 119.11237750411965, + "param": [ + { + "p": 0.22150053083896637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13482984900474548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0073636905290186405, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015293172560632229, + "m": 1.0 + }, + { + "p": 0.1387893408536911, + "m": 1.0 + }, + { + "p": 0.14235053956508636, + "m": 1.0 + }, + { + "p": 0.021138936281204224, + "m": 1.0 + }, + { + "p": 0.09666451811790466, + "m": 1.0 + }, + { + "p": 0.2220693975687027, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.1455209255218506, + "val_loss": 0.7300633788108826, + "acc": 72.46, + "time": 117.6499520689249, + "param": [ + { + "p": 0.18318268656730652, + "m": 1.0 + }, + { + "p": 0.0023583106230944395, + "m": 1.0 + }, + { + "p": 0.12319204211235046, + "m": 1.0 + }, + { + "p": 0.004370440263301134, + "m": 1.0 + }, + { + "p": 0.01884680800139904, + "m": 1.0 + }, + { + "p": 0.024906497448682785, + "m": 1.0 + }, + { + "p": 0.014759822748601437, + "m": 1.0 + }, + { + "p": 0.027690792456269264, + "m": 1.0 + }, + { + "p": 0.13454560935497284, + "m": 1.0 + }, + { + "p": 0.13331282138824463, + "m": 1.0 + }, + { + "p": 0.03144143894314766, + "m": 1.0 + }, + { + "p": 0.08650905638933182, + "m": 1.0 + }, + { + "p": 0.2057695835828781, + "m": 1.0 + }, + { + "p": 0.009114129468798637, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.0057971477508545, + "val_loss": 0.8259351849555969, + "acc": 72.75, + "time": 118.83175617596135, + "param": [ + { + "p": 0.15599815547466278, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11451516300439835, + "m": 1.0 + }, + { + "p": 0.015374229289591312, + "m": 1.0 + }, + { + "p": 0.03634268417954445, + "m": 1.0 + }, + { + "p": 0.03700942546129227, + "m": 1.0 + }, + { + "p": 0.029602302238345146, + "m": 1.0 + }, + { + "p": 0.03486256301403046, + "m": 1.0 + }, + { + "p": 0.1219959706068039, + "m": 1.0 + }, + { + "p": 0.12853223085403442, + "m": 1.0 + }, + { + "p": 0.045228756964206696, + "m": 1.0 + }, + { + "p": 0.08554766327142715, + "m": 1.0 + }, + { + "p": 0.18378852307796478, + "m": 1.0 + }, + { + "p": 0.011202438734471798, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.8871264457702637, + "val_loss": 0.8341764211654663, + "acc": 72.99, + "time": 119.62466089101508, + "param": [ + { + "p": 0.15944400429725647, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10786086320877075, + "m": 1.0 + }, + { + "p": 0.017464300617575645, + "m": 1.0 + }, + { + "p": 0.04028737172484398, + "m": 1.0 + }, + { + "p": 0.04054371640086174, + "m": 1.0 + }, + { + "p": 0.03593641519546509, + "m": 1.0 + }, + { + "p": 0.02367345802485943, + "m": 1.0 + }, + { + "p": 0.12075695395469666, + "m": 1.0 + }, + { + "p": 0.11959981173276901, + "m": 1.0 + }, + { + "p": 0.04143458977341652, + "m": 1.0 + }, + { + "p": 0.09938952326774597, + "m": 1.0 + }, + { + "p": 0.18718957901000977, + "m": 1.0 + }, + { + "p": 0.006419379264116287, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.0374459028244019, + "val_loss": 0.8023185729980469, + "acc": 72.67, + "time": 117.63726814091206, + "param": [ + { + "p": 0.17403429746627808, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10309619456529617, + "m": 1.0 + }, + { + "p": 0.027205059304833412, + "m": 1.0 + }, + { + "p": 0.03143557533621788, + "m": 1.0 + }, + { + "p": 0.0474591925740242, + "m": 1.0 + }, + { + "p": 0.031963396817445755, + "m": 1.0 + }, + { + "p": 0.01460979226976633, + "m": 1.0 + }, + { + "p": 0.12415401637554169, + "m": 1.0 + }, + { + "p": 0.11311078071594238, + "m": 1.0 + }, + { + "p": 0.030466686934232712, + "m": 1.0 + }, + { + "p": 0.10467510670423508, + "m": 1.0 + }, + { + "p": 0.19027142226696014, + "m": 1.0 + }, + { + "p": 0.007518377620726824, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.134895920753479, + "val_loss": 0.895511269569397, + "acc": 72.49, + "time": 118.07120552193373, + "param": [ + { + "p": 0.17977257072925568, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10483057051897049, + "m": 1.0 + }, + { + "p": 0.025005482137203217, + "m": 1.0 + }, + { + "p": 0.02292567864060402, + "m": 1.0 + }, + { + "p": 0.055839382112026215, + "m": 1.0 + }, + { + "p": 0.007299530785530806, + "m": 1.0 + }, + { + "p": 0.0222928449511528, + "m": 1.0 + }, + { + "p": 0.10468760132789612, + "m": 1.0 + }, + { + "p": 0.12997125089168549, + "m": 1.0 + }, + { + "p": 0.0343359038233757, + "m": 1.0 + }, + { + "p": 0.11893009394407272, + "m": 1.0 + }, + { + "p": 0.1941090226173401, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 0.8394484519958496, + "val_loss": 0.8010002374649048, + "acc": 73.35, + "time": 118.68552208505571, + "param": [ + { + "p": 0.17995549738407135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10686471313238144, + "m": 1.0 + }, + { + "p": 0.015236610546708107, + "m": 1.0 + }, + { + "p": 0.0248734038323164, + "m": 1.0 + }, + { + "p": 0.05854249373078346, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02454136684536934, + "m": 1.0 + }, + { + "p": 0.08462134748697281, + "m": 1.0 + }, + { + "p": 0.1484149992465973, + "m": 1.0 + }, + { + "p": 0.04290996119379997, + "m": 1.0 + }, + { + "p": 0.12275553494691849, + "m": 1.0 + }, + { + "p": 0.1912841498851776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.235680341720581, + "val_loss": 0.7653518915176392, + "acc": 73.4, + "time": 118.46928223501891, + "param": [ + { + "p": 0.17979839444160461, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10828325897455215, + "m": 1.0 + }, + { + "p": 0.01066212635487318, + "m": 1.0 + }, + { + "p": 0.022046908736228943, + "m": 1.0 + }, + { + "p": 0.07127522677183151, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.031749177724123, + "m": 1.0 + }, + { + "p": 0.07699540257453918, + "m": 1.0 + }, + { + "p": 0.15301692485809326, + "m": 1.0 + }, + { + "p": 0.05056864395737648, + "m": 1.0 + }, + { + "p": 0.10925181210041046, + "m": 1.0 + }, + { + "p": 0.1863521933555603, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.958646833896637, + "val_loss": 0.7337378859519958, + "acc": 73.16, + "time": 119.89915042300709, + "param": [ + { + "p": 0.1782478392124176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11009062826633453, + "m": 1.0 + }, + { + "p": 0.007780167739838362, + "m": 1.0 + }, + { + "p": 0.02457224391400814, + "m": 1.0 + }, + { + "p": 0.07636237144470215, + "m": 1.0 + }, + { + "p": 0.0028340970166027546, + "m": 1.0 + }, + { + "p": 0.04459748789668083, + "m": 1.0 + }, + { + "p": 0.07045840471982956, + "m": 1.0 + }, + { + "p": 0.14517763257026672, + "m": 1.0 + }, + { + "p": 0.05603756755590439, + "m": 1.0 + }, + { + "p": 0.09715555608272552, + "m": 1.0 + }, + { + "p": 0.17594000697135925, + "m": 1.0 + }, + { + "p": 0.010746072977781296, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.138330101966858, + "val_loss": 0.7045947313308716, + "acc": 73.7, + "time": 118.11424951907247, + "param": [ + { + "p": 0.16497986018657684, + "m": 1.0 + }, + { + "p": 5.116985994391143e-05, + "m": 1.0 + }, + { + "p": 0.09693395346403122, + "m": 1.0 + }, + { + "p": 0.010563662275671959, + "m": 1.0 + }, + { + "p": 0.035315364599227905, + "m": 1.0 + }, + { + "p": 0.08306381851434708, + "m": 1.0 + }, + { + "p": 0.028552725911140442, + "m": 1.0 + }, + { + "p": 0.05196602642536163, + "m": 1.0 + }, + { + "p": 0.06447339057922363, + "m": 1.0 + }, + { + "p": 0.13298265635967255, + "m": 1.0 + }, + { + "p": 0.06710273772478104, + "m": 1.0 + }, + { + "p": 0.0796879455447197, + "m": 1.0 + }, + { + "p": 0.14717701077461243, + "m": 1.0 + }, + { + "p": 0.03714973106980324, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.1711078882217407, + "val_loss": 0.8483697772026062, + "acc": 72.97, + "time": 120.16713836393319, + "param": [ + { + "p": 0.1745007485151291, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08889733254909515, + "m": 1.0 + }, + { + "p": 0.010488605126738548, + "m": 1.0 + }, + { + "p": 0.041749704629182816, + "m": 1.0 + }, + { + "p": 0.07789026945829391, + "m": 1.0 + }, + { + "p": 0.043746884912252426, + "m": 1.0 + }, + { + "p": 0.046506356447935104, + "m": 1.0 + }, + { + "p": 0.06008273363113403, + "m": 1.0 + }, + { + "p": 0.13697753846645355, + "m": 1.0 + }, + { + "p": 0.06367787718772888, + "m": 1.0 + }, + { + "p": 0.06854629516601562, + "m": 1.0 + }, + { + "p": 0.14362438023090363, + "m": 1.0 + }, + { + "p": 0.043311282992362976, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.0329066514968872, + "val_loss": 0.6971044540405273, + "acc": 73.14, + "time": 118.15053562098183, + "param": [ + { + "p": 0.2098771631717682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.090891033411026, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03104930929839611, + "m": 1.0 + }, + { + "p": 0.07169458270072937, + "m": 1.0 + }, + { + "p": 0.044494133442640305, + "m": 1.0 + }, + { + "p": 0.03611881285905838, + "m": 1.0 + }, + { + "p": 0.06033683568239212, + "m": 1.0 + }, + { + "p": 0.15325546264648438, + "m": 1.0 + }, + { + "p": 0.04346168041229248, + "m": 1.0 + }, + { + "p": 0.07392560690641403, + "m": 1.0 + }, + { + "p": 0.1551002562046051, + "m": 1.0 + }, + { + "p": 0.029795097187161446, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.922452986240387, + "val_loss": 0.8578593730926514, + "acc": 73.42, + "time": 119.68943309690803, + "param": [ + { + "p": 0.21874184906482697, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08871667832136154, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015183492563664913, + "m": 1.0 + }, + { + "p": 0.08113140612840652, + "m": 1.0 + }, + { + "p": 0.03417379409074783, + "m": 1.0 + }, + { + "p": 0.03922061622142792, + "m": 1.0 + }, + { + "p": 0.05806359276175499, + "m": 1.0 + }, + { + "p": 0.15489338338375092, + "m": 1.0 + }, + { + "p": 0.030233928933739662, + "m": 1.0 + }, + { + "p": 0.08394798636436462, + "m": 1.0 + }, + { + "p": 0.16276845335960388, + "m": 1.0 + }, + { + "p": 0.0329248309135437, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.986659049987793, + "val_loss": 0.8405938148498535, + "acc": 73.48, + "time": 119.80774308205582, + "param": [ + { + "p": 0.2157094031572342, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08505108952522278, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09509500861167908, + "m": 1.0 + }, + { + "p": 0.022452184930443764, + "m": 1.0 + }, + { + "p": 0.048954371362924576, + "m": 1.0 + }, + { + "p": 0.050426602363586426, + "m": 1.0 + }, + { + "p": 0.15350957214832306, + "m": 1.0 + }, + { + "p": 0.023385995998978615, + "m": 1.0 + }, + { + "p": 0.09383142739534378, + "m": 1.0 + }, + { + "p": 0.18011705577373505, + "m": 1.0 + }, + { + "p": 0.031467255204916, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.1749179363250732, + "val_loss": 0.8060160875320435, + "acc": 73.69, + "time": 118.83086261805147, + "param": [ + { + "p": 0.2021917700767517, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08822809904813766, + "m": 1.0 + }, + { + "p": 0.002388370456174016, + "m": 1.0 + }, + { + "p": 0.0027284680400043726, + "m": 1.0 + }, + { + "p": 0.09601792693138123, + "m": 1.0 + }, + { + "p": 0.009515250101685524, + "m": 1.0 + }, + { + "p": 0.047210175544023514, + "m": 1.0 + }, + { + "p": 0.05878058448433876, + "m": 1.0 + }, + { + "p": 0.14336682856082916, + "m": 1.0 + }, + { + "p": 0.022935032844543457, + "m": 1.0 + }, + { + "p": 0.10129605233669281, + "m": 1.0 + }, + { + "p": 0.1957615315914154, + "m": 1.0 + }, + { + "p": 0.029579900205135345, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.9620861411094666, + "val_loss": 0.7538983225822449, + "acc": 73.34, + "time": 117.68645129702054, + "param": [ + { + "p": 0.18986883759498596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09200101345777512, + "m": 1.0 + }, + { + "p": 0.011831519193947315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09990246593952179, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04284583777189255, + "m": 1.0 + }, + { + "p": 0.07751450687646866, + "m": 1.0 + }, + { + "p": 0.1243043914437294, + "m": 1.0 + }, + { + "p": 0.025245262309908867, + "m": 1.0 + }, + { + "p": 0.10364027321338654, + "m": 1.0 + }, + { + "p": 0.2029784768819809, + "m": 1.0 + }, + { + "p": 0.02986736036837101, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.097054123878479, + "val_loss": 0.8022747039794922, + "acc": 73.55, + "time": 118.98559702700004, + "param": [ + { + "p": 0.18456627428531647, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08108101040124893, + "m": 1.0 + }, + { + "p": 0.028091540560126305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09928837418556213, + "m": 1.0 + }, + { + "p": 0.0050071473233401775, + "m": 1.0 + }, + { + "p": 0.046082720160484314, + "m": 1.0 + }, + { + "p": 0.08099565654993057, + "m": 1.0 + }, + { + "p": 0.1035599485039711, + "m": 1.0 + }, + { + "p": 0.03026648424565792, + "m": 1.0 + }, + { + "p": 0.09927002340555191, + "m": 1.0 + }, + { + "p": 0.19978319108486176, + "m": 1.0 + }, + { + "p": 0.04200764745473862, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.0738340616226196, + "val_loss": 0.8464134931564331, + "acc": 73.16, + "time": 115.88767041102983, + "param": [ + { + "p": 0.18261106312274933, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07646209001541138, + "m": 1.0 + }, + { + "p": 0.03822208568453789, + "m": 1.0 + }, + { + "p": 0.0008006321149878204, + "m": 1.0 + }, + { + "p": 0.09497954696416855, + "m": 1.0 + }, + { + "p": 0.0008705122163519263, + "m": 1.0 + }, + { + "p": 0.05306142196059227, + "m": 1.0 + }, + { + "p": 0.08339320868253708, + "m": 1.0 + }, + { + "p": 0.0843670591711998, + "m": 1.0 + }, + { + "p": 0.03537047654390335, + "m": 1.0 + }, + { + "p": 0.1018340140581131, + "m": 1.0 + }, + { + "p": 0.20088337361812592, + "m": 1.0 + }, + { + "p": 0.04714444279670715, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.999251663684845, + "val_loss": 0.6281042695045471, + "acc": 74.04, + "time": 116.9552917201072, + "param": [ + { + "p": 0.16796639561653137, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08530763536691666, + "m": 1.0 + }, + { + "p": 0.0306388046592474, + "m": 1.0 + }, + { + "p": 0.008996156044304371, + "m": 1.0 + }, + { + "p": 0.06855946034193039, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.060463566333055496, + "m": 1.0 + }, + { + "p": 0.08291584998369217, + "m": 1.0 + }, + { + "p": 0.08347015827894211, + "m": 1.0 + }, + { + "p": 0.05321705341339111, + "m": 1.0 + }, + { + "p": 0.10151185095310211, + "m": 1.0 + }, + { + "p": 0.20386116206645966, + "m": 1.0 + }, + { + "p": 0.05309194698929787, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.9607635140419006, + "val_loss": 0.767680287361145, + "acc": 73.78, + "time": 117.32988436892629, + "param": [ + { + "p": 0.1680230349302292, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09600258618593216, + "m": 1.0 + }, + { + "p": 0.007836202159523964, + "m": 1.0 + }, + { + "p": 0.005927112884819508, + "m": 1.0 + }, + { + "p": 0.037642043083906174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.058229777961969376, + "m": 1.0 + }, + { + "p": 0.07754310220479965, + "m": 1.0 + }, + { + "p": 0.09566639363765717, + "m": 1.0 + }, + { + "p": 0.06283346563577652, + "m": 1.0 + }, + { + "p": 0.10576871782541275, + "m": 1.0 + }, + { + "p": 0.23748813569545746, + "m": 1.0 + }, + { + "p": 0.04703948646783829, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.9673582315444946, + "val_loss": 0.7234567999839783, + "acc": 73.81, + "time": 114.94613887299784, + "param": [ + { + "p": 0.17644724249839783, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11115369945764542, + "m": 1.0 + }, + { + "p": 0.0003478667058516294, + "m": 1.0 + }, + { + "p": 0.0015242926310747862, + "m": 1.0 + }, + { + "p": 0.026223074644804, + "m": 1.0 + }, + { + "p": 0.0033871284686028957, + "m": 1.0 + }, + { + "p": 0.05282595753669739, + "m": 1.0 + }, + { + "p": 0.06177020072937012, + "m": 1.0 + }, + { + "p": 0.08754926174879074, + "m": 1.0 + }, + { + "p": 0.0631679967045784, + "m": 1.0 + }, + { + "p": 0.10867657512426376, + "m": 1.0 + }, + { + "p": 0.266142874956131, + "m": 1.0 + }, + { + "p": 0.04078380763530731, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.8793952465057373, + "val_loss": 0.8185586333274841, + "acc": 74.23, + "time": 119.09499132586643, + "param": [ + { + "p": 0.1956215649843216, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11460068076848984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025027379393577576, + "m": 1.0 + }, + { + "p": 0.0023526912555098534, + "m": 1.0 + }, + { + "p": 0.03843386843800545, + "m": 1.0 + }, + { + "p": 0.04706161096692085, + "m": 1.0 + }, + { + "p": 0.05916597321629524, + "m": 1.0 + }, + { + "p": 0.0524386465549469, + "m": 1.0 + }, + { + "p": 0.1249484196305275, + "m": 1.0 + }, + { + "p": 0.3034973442554474, + "m": 1.0 + }, + { + "p": 0.036851849406957626, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.9789692759513855, + "val_loss": 0.9444234371185303, + "acc": 72.6, + "time": 117.84611409902573, + "param": [ + { + "p": 0.20151445269584656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10010723024606705, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007903888821601868, + "m": 1.0 + }, + { + "p": 0.04426833987236023, + "m": 1.0 + }, + { + "p": 0.012139060534536839, + "m": 1.0 + }, + { + "p": 0.013443726114928722, + "m": 1.0 + }, + { + "p": 0.04279225319623947, + "m": 1.0 + }, + { + "p": 0.03532223030924797, + "m": 1.0 + }, + { + "p": 0.05670802295207977, + "m": 1.0 + }, + { + "p": 0.13022270798683167, + "m": 1.0 + }, + { + "p": 0.31591251492500305, + "m": 1.0 + }, + { + "p": 0.03966551274061203, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.9514529705047607, + "val_loss": 0.6530928611755371, + "acc": 73.07, + "time": 118.37932171393186, + "param": [ + { + "p": 0.22012153267860413, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10067762434482574, + "m": 1.0 + }, + { + "p": 0.00043757405364885926, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.059991925954818726, + "m": 1.0 + }, + { + "p": 0.012687909416854382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0439135804772377, + "m": 1.0 + }, + { + "p": 0.04342501983046532, + "m": 1.0 + }, + { + "p": 0.0440710224211216, + "m": 1.0 + }, + { + "p": 0.13346795737743378, + "m": 1.0 + }, + { + "p": 0.3117400109767914, + "m": 1.0 + }, + { + "p": 0.02946583926677704, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.088053822517395, + "val_loss": 0.7141702771186829, + "acc": 74.47, + "time": 118.24974571703933, + "param": [ + { + "p": 0.22377274930477142, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11117534339427948, + "m": 1.0 + }, + { + "p": 0.005900404416024685, + "m": 1.0 + }, + { + "p": 0.004134529270231724, + "m": 1.0 + }, + { + "p": 0.0628342553973198, + "m": 1.0 + }, + { + "p": 0.015441820956766605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042530689388513565, + "m": 1.0 + }, + { + "p": 0.06217321753501892, + "m": 1.0 + }, + { + "p": 0.04226504638791084, + "m": 1.0 + }, + { + "p": 0.1234075054526329, + "m": 1.0 + }, + { + "p": 0.283664733171463, + "m": 1.0 + }, + { + "p": 0.02269970253109932, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.9351933002471924, + "val_loss": 0.8969612717628479, + "acc": 73.6, + "time": 119.75961695890874, + "param": [ + { + "p": 0.22421225905418396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10459922254085541, + "m": 1.0 + }, + { + "p": 0.008935501798987389, + "m": 1.0 + }, + { + "p": 0.01597275398671627, + "m": 1.0 + }, + { + "p": 0.061770156025886536, + "m": 1.0 + }, + { + "p": 0.019187606871128082, + "m": 1.0 + }, + { + "p": 0.003299048636108637, + "m": 1.0 + }, + { + "p": 0.039930395781993866, + "m": 1.0 + }, + { + "p": 0.07512032985687256, + "m": 1.0 + }, + { + "p": 0.039095133543014526, + "m": 1.0 + }, + { + "p": 0.12822996079921722, + "m": 1.0 + }, + { + "p": 0.26096081733703613, + "m": 1.0 + }, + { + "p": 0.01868680864572525, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.2623628377914429, + "val_loss": 0.70931077003479, + "acc": 73.58, + "time": 117.33826738712378, + "param": [ + { + "p": 0.20536203682422638, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10764537006616592, + "m": 1.0 + }, + { + "p": 0.008090798743069172, + "m": 1.0 + }, + { + "p": 0.04179916903376579, + "m": 1.0 + }, + { + "p": 0.07002764940261841, + "m": 1.0 + }, + { + "p": 0.021540822461247444, + "m": 1.0 + }, + { + "p": 0.015551365911960602, + "m": 1.0 + }, + { + "p": 0.04628871753811836, + "m": 1.0 + }, + { + "p": 0.08689739555120468, + "m": 1.0 + }, + { + "p": 0.046998411417007446, + "m": 1.0 + }, + { + "p": 0.10785742104053497, + "m": 1.0 + }, + { + "p": 0.22277894616127014, + "m": 1.0 + }, + { + "p": 0.019161926582455635, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.2401411533355713, + "val_loss": 0.698961079120636, + "acc": 73.85, + "time": 117.50219695316628, + "param": [ + { + "p": 0.19330626726150513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10540293902158737, + "m": 1.0 + }, + { + "p": 0.0058681112714111805, + "m": 1.0 + }, + { + "p": 0.0681631788611412, + "m": 1.0 + }, + { + "p": 0.09347434341907501, + "m": 1.0 + }, + { + "p": 0.019523898139595985, + "m": 1.0 + }, + { + "p": 0.01573037914931774, + "m": 1.0 + }, + { + "p": 0.05262695252895355, + "m": 1.0 + }, + { + "p": 0.09424275904893875, + "m": 1.0 + }, + { + "p": 0.05283597856760025, + "m": 1.0 + }, + { + "p": 0.0924108624458313, + "m": 1.0 + }, + { + "p": 0.19063015282154083, + "m": 1.0 + }, + { + "p": 0.015784243121743202, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.0655392408370972, + "val_loss": 0.7434176802635193, + "acc": 73.93, + "time": 111.6902752481401, + "param": [ + { + "p": 0.18890273571014404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11272788047790527, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06637930870056152, + "m": 1.0 + }, + { + "p": 0.11034296452999115, + "m": 1.0 + }, + { + "p": 0.02520739659667015, + "m": 1.0 + }, + { + "p": 0.013731183484196663, + "m": 1.0 + }, + { + "p": 0.05534405633807182, + "m": 1.0 + }, + { + "p": 0.10119130462408066, + "m": 1.0 + }, + { + "p": 0.04594012722373009, + "m": 1.0 + }, + { + "p": 0.08368416875600815, + "m": 1.0 + }, + { + "p": 0.18973061442375183, + "m": 1.0 + }, + { + "p": 0.0068182386457920074, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.9872846603393555, + "val_loss": 0.8100811839103699, + "acc": 73.88, + "time": 114.79556618002243, + "param": [ + { + "p": 0.19133959710597992, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11684191226959229, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04273802414536476, + "m": 1.0 + }, + { + "p": 0.11521439254283905, + "m": 1.0 + }, + { + "p": 0.03033670037984848, + "m": 1.0 + }, + { + "p": 0.01542058028280735, + "m": 1.0 + }, + { + "p": 0.048500046133995056, + "m": 1.0 + }, + { + "p": 0.11038060486316681, + "m": 1.0 + }, + { + "p": 0.04216952994465828, + "m": 1.0 + }, + { + "p": 0.07821334898471832, + "m": 1.0 + }, + { + "p": 0.2034115493297577, + "m": 1.0 + }, + { + "p": 0.005433731246739626, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.0184317827224731, + "val_loss": 0.8565689325332642, + "acc": 73.97, + "time": 119.61550175212324, + "param": [ + { + "p": 0.1897914558649063, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1117810308933258, + "m": 1.0 + }, + { + "p": 0.003110470250248909, + "m": 1.0 + }, + { + "p": 0.03263566642999649, + "m": 1.0 + }, + { + "p": 0.10549794882535934, + "m": 1.0 + }, + { + "p": 0.03754432871937752, + "m": 1.0 + }, + { + "p": 0.026967966929078102, + "m": 1.0 + }, + { + "p": 0.04358580708503723, + "m": 1.0 + }, + { + "p": 0.12009234726428986, + "m": 1.0 + }, + { + "p": 0.03911223262548447, + "m": 1.0 + }, + { + "p": 0.07705839723348618, + "m": 1.0 + }, + { + "p": 0.20212136209011078, + "m": 1.0 + }, + { + "p": 0.0107010742649436, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.0267096757888794, + "val_loss": 0.8324080109596252, + "acc": 74.61, + "time": 116.54599023610353, + "param": [ + { + "p": 0.15806029736995697, + "m": 1.0 + }, + { + "p": 0.0015323543921113014, + "m": 1.0 + }, + { + "p": 0.09162075072526932, + "m": 1.0 + }, + { + "p": 0.023377683013677597, + "m": 1.0 + }, + { + "p": 0.04452763497829437, + "m": 1.0 + }, + { + "p": 0.0895535796880722, + "m": 1.0 + }, + { + "p": 0.051258623600006104, + "m": 1.0 + }, + { + "p": 0.051570527255535126, + "m": 1.0 + }, + { + "p": 0.04408533126115799, + "m": 1.0 + }, + { + "p": 0.10382117331027985, + "m": 1.0 + }, + { + "p": 0.05733796954154968, + "m": 1.0 + }, + { + "p": 0.08142798393964767, + "m": 1.0 + }, + { + "p": 0.17020799219608307, + "m": 1.0 + }, + { + "p": 0.03161809965968132, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.932287871837616, + "val_loss": 0.8365305066108704, + "acc": 73.85, + "time": 118.66937622101977, + "param": [ + { + "p": 0.12907566130161285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07565388828516006, + "m": 1.0 + }, + { + "p": 0.03900937736034393, + "m": 1.0 + }, + { + "p": 0.06274814158678055, + "m": 1.0 + }, + { + "p": 0.08190242201089859, + "m": 1.0 + }, + { + "p": 0.06179625913500786, + "m": 1.0 + }, + { + "p": 0.06848051398992538, + "m": 1.0 + }, + { + "p": 0.045864686369895935, + "m": 1.0 + }, + { + "p": 0.1006845012307167, + "m": 1.0 + }, + { + "p": 0.06045680493116379, + "m": 1.0 + }, + { + "p": 0.08899977803230286, + "m": 1.0 + }, + { + "p": 0.15004906058311462, + "m": 1.0 + }, + { + "p": 0.03527892008423805, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json new file mode 100644 index 0000000..92603c2 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx3-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 73.54, + "Time": [ + 117.71760095490298, + 2.3110566499226666 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2469465732574463, + "val_loss": 2.2653045654296875, + "acc": 15.5, + "time": 119.15317938500084, + "param": [ + { + "p": 0.07554710656404495, + "m": 1.0 + }, + { + "p": 0.07033520936965942, + "m": 1.0 + }, + { + "p": 0.06957511603832245, + "m": 1.0 + }, + { + "p": 0.0844968929886818, + "m": 1.0 + }, + { + "p": 0.07974838465452194, + "m": 1.0 + }, + { + "p": 0.06734487414360046, + "m": 1.0 + }, + { + "p": 0.08501770347356796, + "m": 1.0 + }, + { + "p": 0.07077611982822418, + "m": 1.0 + }, + { + "p": 0.07340145856142044, + "m": 1.0 + }, + { + "p": 0.06345216184854507, + "m": 1.0 + }, + { + "p": 0.07849473506212234, + "m": 1.0 + }, + { + "p": 0.08587098866701126, + "m": 1.0 + }, + { + "p": 0.08494594693183899, + "m": 1.0 + }, + { + "p": 0.010993249714374542, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.1923959255218506, + "val_loss": 2.065476179122925, + "acc": 24.02, + "time": 118.30222428496927, + "param": [ + { + "p": 0.0674719586968422, + "m": 1.0 + }, + { + "p": 0.0762636736035347, + "m": 1.0 + }, + { + "p": 0.08878844231367111, + "m": 1.0 + }, + { + "p": 0.09141434729099274, + "m": 1.0 + }, + { + "p": 0.07411562651395798, + "m": 1.0 + }, + { + "p": 0.06803309172391891, + "m": 1.0 + }, + { + "p": 0.071304090321064, + "m": 1.0 + }, + { + "p": 0.072688028216362, + "m": 1.0 + }, + { + "p": 0.06490528583526611, + "m": 1.0 + }, + { + "p": 0.0800730362534523, + "m": 1.0 + }, + { + "p": 0.07045739889144897, + "m": 1.0 + }, + { + "p": 0.08357532322406769, + "m": 1.0 + }, + { + "p": 0.09090970456600189, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.008043050765991, + "val_loss": 2.0015625953674316, + "acc": 26.36, + "time": 118.09144239290617, + "param": [ + { + "p": 0.06218831241130829, + "m": 1.0 + }, + { + "p": 0.06285367906093597, + "m": 1.0 + }, + { + "p": 0.1165204793214798, + "m": 1.0 + }, + { + "p": 0.08835619688034058, + "m": 1.0 + }, + { + "p": 0.07799678295850754, + "m": 1.0 + }, + { + "p": 0.05044570192694664, + "m": 1.0 + }, + { + "p": 0.054083507508039474, + "m": 1.0 + }, + { + "p": 0.07710633426904678, + "m": 1.0 + }, + { + "p": 0.06289540976285934, + "m": 1.0 + }, + { + "p": 0.08265473693609238, + "m": 1.0 + }, + { + "p": 0.050034329295158386, + "m": 1.0 + }, + { + "p": 0.10538627207279205, + "m": 1.0 + }, + { + "p": 0.10947820544242859, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.0874581336975098, + "val_loss": 2.0219404697418213, + "acc": 29.29, + "time": 118.92902462510392, + "param": [ + { + "p": 0.0683080181479454, + "m": 1.0 + }, + { + "p": 0.05674298480153084, + "m": 1.0 + }, + { + "p": 0.13744305074214935, + "m": 1.0 + }, + { + "p": 0.08091780543327332, + "m": 1.0 + }, + { + "p": 0.07746969908475876, + "m": 1.0 + }, + { + "p": 0.016263151541352272, + "m": 1.0 + }, + { + "p": 0.05197586491703987, + "m": 1.0 + }, + { + "p": 0.07729268819093704, + "m": 1.0 + }, + { + "p": 0.06441692262887955, + "m": 1.0 + }, + { + "p": 0.07964220643043518, + "m": 1.0 + }, + { + "p": 0.026206189766526222, + "m": 1.0 + }, + { + "p": 0.1287534385919571, + "m": 1.0 + }, + { + "p": 0.13456791639328003, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 1.9430978298187256, + "val_loss": 1.8625948429107666, + "acc": 35.64, + "time": 118.36717107403092, + "param": [ + { + "p": 0.08665851503610611, + "m": 1.0 + }, + { + "p": 0.04197277873754501, + "m": 1.0 + }, + { + "p": 0.15952391922473907, + "m": 1.0 + }, + { + "p": 0.07649804651737213, + "m": 1.0 + }, + { + "p": 0.0670161172747612, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.044976554811000824, + "m": 1.0 + }, + { + "p": 0.05758974701166153, + "m": 1.0 + }, + { + "p": 0.061342254281044006, + "m": 1.0 + }, + { + "p": 0.06978017836809158, + "m": 1.0 + }, + { + "p": 0.02309049479663372, + "m": 1.0 + }, + { + "p": 0.15252767503261566, + "m": 1.0 + }, + { + "p": 0.1590237319469452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.982931137084961, + "val_loss": 1.7587130069732666, + "acc": 39.53, + "time": 118.8170359400101, + "param": [ + { + "p": 0.10171446204185486, + "m": 1.0 + }, + { + "p": 0.009194024838507175, + "m": 1.0 + }, + { + "p": 0.19208717346191406, + "m": 1.0 + }, + { + "p": 0.07970066368579865, + "m": 1.0 + }, + { + "p": 0.0505816787481308, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02395336516201496, + "m": 1.0 + }, + { + "p": 0.04598209634423256, + "m": 1.0 + }, + { + "p": 0.05248841643333435, + "m": 1.0 + }, + { + "p": 0.06833665817975998, + "m": 1.0 + }, + { + "p": 0.009466329589486122, + "m": 1.0 + }, + { + "p": 0.16817450523376465, + "m": 1.0 + }, + { + "p": 0.1983206570148468, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 2.0076355934143066, + "val_loss": 1.6946144104003906, + "acc": 42.69, + "time": 117.76425532787107, + "param": [ + { + "p": 0.1046144887804985, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22194291651248932, + "m": 1.0 + }, + { + "p": 0.07955658435821533, + "m": 1.0 + }, + { + "p": 0.02082659862935543, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010444335639476776, + "m": 1.0 + }, + { + "p": 0.04491405189037323, + "m": 1.0 + }, + { + "p": 0.04982125759124756, + "m": 1.0 + }, + { + "p": 0.06400693207979202, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1899205595254898, + "m": 1.0 + }, + { + "p": 0.2139522284269333, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.9632010459899902, + "val_loss": 1.659531831741333, + "acc": 41.13, + "time": 119.04481938295066, + "param": [ + { + "p": 0.10042813420295715, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22739002108573914, + "m": 1.0 + }, + { + "p": 0.06812480092048645, + "m": 1.0 + }, + { + "p": 0.0026865138206630945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015721598640084267, + "m": 1.0 + }, + { + "p": 0.055198606103658676, + "m": 1.0 + }, + { + "p": 0.05023379623889923, + "m": 1.0 + }, + { + "p": 0.05884334444999695, + "m": 1.0 + }, + { + "p": 0.00280795362778008, + "m": 1.0 + }, + { + "p": 0.20532116293907166, + "m": 1.0 + }, + { + "p": 0.21324405074119568, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.9266326427459717, + "val_loss": 1.4946354627609253, + "acc": 43.85, + "time": 118.58563505904749, + "param": [ + { + "p": 0.10081912577152252, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2278624325990677, + "m": 1.0 + }, + { + "p": 0.05362210050225258, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03330531343817711, + "m": 1.0 + }, + { + "p": 0.05381443724036217, + "m": 1.0 + }, + { + "p": 0.05746323615312576, + "m": 1.0 + }, + { + "p": 0.06159527227282524, + "m": 1.0 + }, + { + "p": 9.934108675224707e-05, + "m": 1.0 + }, + { + "p": 0.20807482302188873, + "m": 1.0 + }, + { + "p": 0.2033439576625824, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.67075777053833, + "val_loss": 1.6209840774536133, + "acc": 44.07, + "time": 119.19175362307578, + "param": [ + { + "p": 0.0903429165482521, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22711826860904694, + "m": 1.0 + }, + { + "p": 0.04212994873523712, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04422033578157425, + "m": 1.0 + }, + { + "p": 0.03980975225567818, + "m": 1.0 + }, + { + "p": 0.06066977232694626, + "m": 1.0 + }, + { + "p": 0.06153368949890137, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2186344712972641, + "m": 1.0 + }, + { + "p": 0.2155408263206482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.7663851976394653, + "val_loss": 1.4946759939193726, + "acc": 45.35, + "time": 119.08848206698895, + "param": [ + { + "p": 0.09393560141324997, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22160948812961578, + "m": 1.0 + }, + { + "p": 0.048345524817705154, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05317888408899307, + "m": 1.0 + }, + { + "p": 0.019086655229330063, + "m": 1.0 + }, + { + "p": 0.06015865132212639, + "m": 1.0 + }, + { + "p": 0.053735267370939255, + "m": 1.0 + }, + { + "p": 0.001730751944705844, + "m": 1.0 + }, + { + "p": 0.21528208255767822, + "m": 1.0 + }, + { + "p": 0.23080727458000183, + "m": 1.0 + }, + { + "p": 0.002129762666299939, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.8225289583206177, + "val_loss": 1.660368800163269, + "acc": 46.38, + "time": 115.82402268005535, + "param": [ + { + "p": 0.08708563446998596, + "m": 1.0 + }, + { + "p": 0.0005128573393449187, + "m": 1.0 + }, + { + "p": 0.20182275772094727, + "m": 1.0 + }, + { + "p": 0.06502062827348709, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06385895609855652, + "m": 1.0 + }, + { + "p": 0.016961846500635147, + "m": 1.0 + }, + { + "p": 0.06450027227401733, + "m": 1.0 + }, + { + "p": 0.056103892624378204, + "m": 1.0 + }, + { + "p": 0.02536759525537491, + "m": 1.0 + }, + { + "p": 0.18891923129558563, + "m": 1.0 + }, + { + "p": 0.22917035222053528, + "m": 1.0 + }, + { + "p": 0.0006759014795534313, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.8588793277740479, + "val_loss": 1.482359528541565, + "acc": 47.42, + "time": 119.44461862393655, + "param": [ + { + "p": 0.08413612097501755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2051886022090912, + "m": 1.0 + }, + { + "p": 0.06908043473958969, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07060443609952927, + "m": 1.0 + }, + { + "p": 0.003532473463565111, + "m": 1.0 + }, + { + "p": 0.063773512840271, + "m": 1.0 + }, + { + "p": 0.056007761508226395, + "m": 1.0 + }, + { + "p": 0.01649029366672039, + "m": 1.0 + }, + { + "p": 0.18769219517707825, + "m": 1.0 + }, + { + "p": 0.2434941679239273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7228264808654785, + "val_loss": 1.4347013235092163, + "acc": 48.5, + "time": 118.3801817020867, + "param": [ + { + "p": 0.08160516619682312, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.212739959359169, + "m": 1.0 + }, + { + "p": 0.062019288539886475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06714221835136414, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.057060420513153076, + "m": 1.0 + }, + { + "p": 0.0502597913146019, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20566000044345856, + "m": 1.0 + }, + { + "p": 0.2635132074356079, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.901001214981079, + "val_loss": 1.3550134897232056, + "acc": 50.67, + "time": 119.09811791707762, + "param": [ + { + "p": 0.07442113012075424, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23510119318962097, + "m": 1.0 + }, + { + "p": 0.04483639448881149, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06443828344345093, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04398201033473015, + "m": 1.0 + }, + { + "p": 0.024632636457681656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2239644080400467, + "m": 1.0 + }, + { + "p": 0.28862398862838745, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.5477581024169922, + "val_loss": 1.4031884670257568, + "acc": 50.96, + "time": 119.48610489605926, + "param": [ + { + "p": 0.07692679017782211, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24674862623214722, + "m": 1.0 + }, + { + "p": 0.039495065808296204, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.066771499812603, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02519526518881321, + "m": 1.0 + }, + { + "p": 0.000681171368341893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24266110360622406, + "m": 1.0 + }, + { + "p": 0.3015204668045044, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.6609935760498047, + "val_loss": 1.4026708602905273, + "acc": 51.08, + "time": 112.76926581305452, + "param": [ + { + "p": 0.07666577398777008, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23985446989536285, + "m": 1.0 + }, + { + "p": 0.04379501938819885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07206010073423386, + "m": 1.0 + }, + { + "p": 0.0007854912546463311, + "m": 1.0 + }, + { + "p": 0.01684889756143093, + "m": 1.0 + }, + { + "p": 0.0028873933479189873, + "m": 1.0 + }, + { + "p": 0.002694009570404887, + "m": 1.0 + }, + { + "p": 0.24555569887161255, + "m": 1.0 + }, + { + "p": 0.29885321855545044, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.7391799688339233, + "val_loss": 1.3138699531555176, + "acc": 50.71, + "time": 119.29843537695706, + "param": [ + { + "p": 0.06781410425901413, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25682082772254944, + "m": 1.0 + }, + { + "p": 0.03271682560443878, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0025423928163945675, + "m": 1.0 + }, + { + "p": 0.06886857002973557, + "m": 1.0 + }, + { + "p": 0.0006020691944286227, + "m": 1.0 + }, + { + "p": 0.0006971937255002558, + "m": 1.0 + }, + { + "p": 0.010344605892896652, + "m": 1.0 + }, + { + "p": 0.001186165027320385, + "m": 1.0 + }, + { + "p": 0.2549889087677002, + "m": 1.0 + }, + { + "p": 0.3034183979034424, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.4617873430252075, + "val_loss": 1.4435830116271973, + "acc": 54.02, + "time": 118.55458079301752, + "param": [ + { + "p": 0.053620487451553345, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2546182870864868, + "m": 1.0 + }, + { + "p": 0.025152746587991714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010198322124779224, + "m": 1.0 + }, + { + "p": 0.06922386586666107, + "m": 1.0 + }, + { + "p": 0.006412600167095661, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028215715661644936, + "m": 1.0 + }, + { + "p": 0.013387849554419518, + "m": 1.0 + }, + { + "p": 0.2464645504951477, + "m": 1.0 + }, + { + "p": 0.29270559549331665, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.7746020555496216, + "val_loss": 1.334925651550293, + "acc": 53.15, + "time": 116.3703334920574, + "param": [ + { + "p": 0.04705125465989113, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2722662389278412, + "m": 1.0 + }, + { + "p": 0.00745138805359602, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06662441045045853, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024895619601011276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2793964147567749, + "m": 1.0 + }, + { + "p": 0.30231472849845886, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.7771377563476562, + "val_loss": 1.2553561925888062, + "acc": 54.6, + "time": 118.59249616600573, + "param": [ + { + "p": 0.027826210483908653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2778586447238922, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06461334973573685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02386222966015339, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2950783371925354, + "m": 1.0 + }, + { + "p": 0.3107612133026123, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.305907964706421, + "val_loss": 1.3035252094268799, + "acc": 53.35, + "time": 117.57369416602887, + "param": [ + { + "p": 0.0015933711547404528, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2927374839782715, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.053768523037433624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018404992297291756, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30433136224746704, + "m": 1.0 + }, + { + "p": 0.3291643261909485, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.7485575675964355, + "val_loss": 1.3834810256958008, + "acc": 51.35, + "time": 118.59802429610863, + "param": [ + { + "p": 0.00404432974755764, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28306159377098083, + "m": 1.0 + }, + { + "p": 0.005360690411180258, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.051222749054431915, + "m": 1.0 + }, + { + "p": 0.012736063450574875, + "m": 1.0 + }, + { + "p": 0.002780814189463854, + "m": 1.0 + }, + { + "p": 0.019687999039888382, + "m": 1.0 + }, + { + "p": 0.0066486503928899765, + "m": 1.0 + }, + { + "p": 0.2875991463661194, + "m": 1.0 + }, + { + "p": 0.3257867395877838, + "m": 1.0 + }, + { + "p": 0.0010711412178352475, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.5962244272232056, + "val_loss": 1.2260730266571045, + "acc": 56.11, + "time": 118.671813020017, + "param": [ + { + "p": 0.024360673502087593, + "m": 1.0 + }, + { + "p": 0.008561914786696434, + "m": 1.0 + }, + { + "p": 0.24084407091140747, + "m": 1.0 + }, + { + "p": 0.01956796646118164, + "m": 1.0 + }, + { + "p": 0.002837131964042783, + "m": 1.0 + }, + { + "p": 0.010241691023111343, + "m": 1.0 + }, + { + "p": 0.057745546102523804, + "m": 1.0 + }, + { + "p": 0.03886746987700462, + "m": 1.0 + }, + { + "p": 0.021531343460083008, + "m": 1.0 + }, + { + "p": 0.037392232567071915, + "m": 1.0 + }, + { + "p": 0.03017796389758587, + "m": 1.0 + }, + { + "p": 0.2263806015253067, + "m": 1.0 + }, + { + "p": 0.26786133646965027, + "m": 1.0 + }, + { + "p": 0.013630073517560959, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.6036639213562012, + "val_loss": 1.1676158905029297, + "acc": 57.23, + "time": 118.9123100519646, + "param": [ + { + "p": 0.03470952808856964, + "m": 1.0 + }, + { + "p": 0.008790481835603714, + "m": 1.0 + }, + { + "p": 0.21151429414749146, + "m": 1.0 + }, + { + "p": 0.027355074882507324, + "m": 1.0 + }, + { + "p": 0.003870431799441576, + "m": 1.0 + }, + { + "p": 0.026205142959952354, + "m": 1.0 + }, + { + "p": 0.06325194239616394, + "m": 1.0 + }, + { + "p": 0.04628148674964905, + "m": 1.0 + }, + { + "p": 0.040936630219221115, + "m": 1.0 + }, + { + "p": 0.05420659855008125, + "m": 1.0 + }, + { + "p": 0.04486578330397606, + "m": 1.0 + }, + { + "p": 0.1890782117843628, + "m": 1.0 + }, + { + "p": 0.23227757215499878, + "m": 1.0 + }, + { + "p": 0.01665690541267395, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.5715855360031128, + "val_loss": 1.2445943355560303, + "acc": 56.89, + "time": 118.56194738904014, + "param": [ + { + "p": 0.03808177635073662, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2110757976770401, + "m": 1.0 + }, + { + "p": 0.01961262710392475, + "m": 1.0 + }, + { + "p": 0.0019629981834441423, + "m": 1.0 + }, + { + "p": 0.03250793740153313, + "m": 1.0 + }, + { + "p": 0.05227404832839966, + "m": 1.0 + }, + { + "p": 0.039999909698963165, + "m": 1.0 + }, + { + "p": 0.054792966693639755, + "m": 1.0 + }, + { + "p": 0.07299820333719254, + "m": 1.0 + }, + { + "p": 0.047272939234972, + "m": 1.0 + }, + { + "p": 0.1887877732515335, + "m": 1.0 + }, + { + "p": 0.24063295125961304, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.5888845920562744, + "val_loss": 1.1935969591140747, + "acc": 57.89, + "time": 116.93594002909958, + "param": [ + { + "p": 0.045122962445020676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20941057801246643, + "m": 1.0 + }, + { + "p": 0.01335084531456232, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.032006267458200455, + "m": 1.0 + }, + { + "p": 0.04589179530739784, + "m": 1.0 + }, + { + "p": 0.03127346932888031, + "m": 1.0 + }, + { + "p": 0.06680189073085785, + "m": 1.0 + }, + { + "p": 0.077147476375103, + "m": 1.0 + }, + { + "p": 0.05669976770877838, + "m": 1.0 + }, + { + "p": 0.18425410985946655, + "m": 1.0 + }, + { + "p": 0.2380407154560089, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.4438133239746094, + "val_loss": 1.1106979846954346, + "acc": 57.44, + "time": 119.07584167202003, + "param": [ + { + "p": 0.05479205399751663, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20189833641052246, + "m": 1.0 + }, + { + "p": 0.015077203512191772, + "m": 1.0 + }, + { + "p": 0.0027264810632914305, + "m": 1.0 + }, + { + "p": 0.027586407959461212, + "m": 1.0 + }, + { + "p": 0.04495229944586754, + "m": 1.0 + }, + { + "p": 0.03426269441843033, + "m": 1.0 + }, + { + "p": 0.07572276890277863, + "m": 1.0 + }, + { + "p": 0.07700126618146896, + "m": 1.0 + }, + { + "p": 0.06543415039777756, + "m": 1.0 + }, + { + "p": 0.17459169030189514, + "m": 1.0 + }, + { + "p": 0.22595466673374176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.4752802848815918, + "val_loss": 1.1401028633117676, + "acc": 59.3, + "time": 118.44684224296361, + "param": [ + { + "p": 0.07236802577972412, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19394166767597198, + "m": 1.0 + }, + { + "p": 0.017699522897601128, + "m": 1.0 + }, + { + "p": 0.011761382222175598, + "m": 1.0 + }, + { + "p": 0.02537180483341217, + "m": 1.0 + }, + { + "p": 0.05061434209346771, + "m": 1.0 + }, + { + "p": 0.03941662609577179, + "m": 1.0 + }, + { + "p": 0.07320483773946762, + "m": 1.0 + }, + { + "p": 0.07611162960529327, + "m": 1.0 + }, + { + "p": 0.0643712729215622, + "m": 1.0 + }, + { + "p": 0.1593606173992157, + "m": 1.0 + }, + { + "p": 0.21577829122543335, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.5084911584854126, + "val_loss": 1.1499735116958618, + "acc": 58.52, + "time": 108.79142115288414, + "param": [ + { + "p": 0.08244427293539047, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20423606038093567, + "m": 1.0 + }, + { + "p": 0.012351717799901962, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014379668980836868, + "m": 1.0 + }, + { + "p": 0.0510764941573143, + "m": 1.0 + }, + { + "p": 0.0321093387901783, + "m": 1.0 + }, + { + "p": 0.07067548483610153, + "m": 1.0 + }, + { + "p": 0.07605675607919693, + "m": 1.0 + }, + { + "p": 0.06028255075216293, + "m": 1.0 + }, + { + "p": 0.16730020940303802, + "m": 1.0 + }, + { + "p": 0.2290874421596527, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.5201386213302612, + "val_loss": 1.0689284801483154, + "acc": 58.4, + "time": 109.04723056103103, + "param": [ + { + "p": 0.09273014962673187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19271507859230042, + "m": 1.0 + }, + { + "p": 0.017081627622246742, + "m": 1.0 + }, + { + "p": 0.0013601455138996243, + "m": 1.0 + }, + { + "p": 0.017397716641426086, + "m": 1.0 + }, + { + "p": 0.04779160022735596, + "m": 1.0 + }, + { + "p": 0.040724657475948334, + "m": 1.0 + }, + { + "p": 0.07550924271345139, + "m": 1.0 + }, + { + "p": 0.07906769961118698, + "m": 1.0 + }, + { + "p": 0.06404048204421997, + "m": 1.0 + }, + { + "p": 0.1539168506860733, + "m": 1.0 + }, + { + "p": 0.21766476333141327, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.346045970916748, + "val_loss": 1.1251635551452637, + "acc": 59.59, + "time": 118.99720416893251, + "param": [ + { + "p": 0.10423359274864197, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18560023605823517, + "m": 1.0 + }, + { + "p": 0.014965631999075413, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021632865071296692, + "m": 1.0 + }, + { + "p": 0.03165446221828461, + "m": 1.0 + }, + { + "p": 0.049486126750707626, + "m": 1.0 + }, + { + "p": 0.07419832050800323, + "m": 1.0 + }, + { + "p": 0.08469460904598236, + "m": 1.0 + }, + { + "p": 0.07428404688835144, + "m": 1.0 + }, + { + "p": 0.1468999981880188, + "m": 1.0 + }, + { + "p": 0.21235021948814392, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.430717945098877, + "val_loss": 1.13156259059906, + "acc": 59.65, + "time": 115.08463525003754, + "param": [ + { + "p": 0.11521889269351959, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18980494141578674, + "m": 1.0 + }, + { + "p": 0.013732082210481167, + "m": 1.0 + }, + { + "p": 0.0026685353368520737, + "m": 1.0 + }, + { + "p": 0.019648969173431396, + "m": 1.0 + }, + { + "p": 0.016276849433779716, + "m": 1.0 + }, + { + "p": 0.05406713858246803, + "m": 1.0 + }, + { + "p": 0.07008614391088486, + "m": 1.0 + }, + { + "p": 0.09431334584951401, + "m": 1.0 + }, + { + "p": 0.07226525247097015, + "m": 1.0 + }, + { + "p": 0.14303143322467804, + "m": 1.0 + }, + { + "p": 0.20888642966747284, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.363312840461731, + "val_loss": 1.1036282777786255, + "acc": 59.03, + "time": 118.7015486031305, + "param": [ + { + "p": 0.1262568235397339, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2037077397108078, + "m": 1.0 + }, + { + "p": 0.014191780239343643, + "m": 1.0 + }, + { + "p": 0.0028264622669667006, + "m": 1.0 + }, + { + "p": 0.014266803860664368, + "m": 1.0 + }, + { + "p": 0.011047936044633389, + "m": 1.0 + }, + { + "p": 0.0510619692504406, + "m": 1.0 + }, + { + "p": 0.06525415927171707, + "m": 1.0 + }, + { + "p": 0.10133709013462067, + "m": 1.0 + }, + { + "p": 0.06078973412513733, + "m": 1.0 + }, + { + "p": 0.14535534381866455, + "m": 1.0 + }, + { + "p": 0.20354662835597992, + "m": 1.0 + }, + { + "p": 0.00035755030694417655, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.5905709266662598, + "val_loss": 1.14822518825531, + "acc": 59.94, + "time": 118.41907589812763, + "param": [ + { + "p": 0.13501159846782684, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21716582775115967, + "m": 1.0 + }, + { + "p": 0.01064615324139595, + "m": 1.0 + }, + { + "p": 0.004801106173545122, + "m": 1.0 + }, + { + "p": 0.009849184192717075, + "m": 1.0 + }, + { + "p": 0.010974411852657795, + "m": 1.0 + }, + { + "p": 0.04795985296368599, + "m": 1.0 + }, + { + "p": 0.06516338884830475, + "m": 1.0 + }, + { + "p": 0.10585304349660873, + "m": 1.0 + }, + { + "p": 0.05217692628502846, + "m": 1.0 + }, + { + "p": 0.1488313376903534, + "m": 1.0 + }, + { + "p": 0.19156722724437714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.4240963459014893, + "val_loss": 1.2211467027664185, + "acc": 59.61, + "time": 117.88877919013612, + "param": [ + { + "p": 0.14187030494213104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21436752378940582, + "m": 1.0 + }, + { + "p": 0.017165331169962883, + "m": 1.0 + }, + { + "p": 0.017763162031769753, + "m": 1.0 + }, + { + "p": 0.012004605494439602, + "m": 1.0 + }, + { + "p": 0.004539115354418755, + "m": 1.0 + }, + { + "p": 0.056817565113306046, + "m": 1.0 + }, + { + "p": 0.06602474302053452, + "m": 1.0 + }, + { + "p": 0.10660132765769958, + "m": 1.0 + }, + { + "p": 0.04073207452893257, + "m": 1.0 + }, + { + "p": 0.14853529632091522, + "m": 1.0 + }, + { + "p": 0.1735789030790329, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.5714974403381348, + "val_loss": 1.1058241128921509, + "acc": 61.31, + "time": 116.96889517316595, + "param": [ + { + "p": 0.14841488003730774, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21251480281352997, + "m": 1.0 + }, + { + "p": 0.007792666554450989, + "m": 1.0 + }, + { + "p": 0.020443614572286606, + "m": 1.0 + }, + { + "p": 0.008765505626797676, + "m": 1.0 + }, + { + "p": 0.006314005237072706, + "m": 1.0 + }, + { + "p": 0.055823806673288345, + "m": 1.0 + }, + { + "p": 0.06394639611244202, + "m": 1.0 + }, + { + "p": 0.1151217669248581, + "m": 1.0 + }, + { + "p": 0.039809223264455795, + "m": 1.0 + }, + { + "p": 0.15349897742271423, + "m": 1.0 + }, + { + "p": 0.16755446791648865, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.5508766174316406, + "val_loss": 1.2149723768234253, + "acc": 60.95, + "time": 115.7747284679208, + "param": [ + { + "p": 0.16662944853305817, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20490553975105286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021790886297822, + "m": 1.0 + }, + { + "p": 0.006864115130156279, + "m": 1.0 + }, + { + "p": 0.008462600409984589, + "m": 1.0 + }, + { + "p": 0.0506051629781723, + "m": 1.0 + }, + { + "p": 0.06010068207979202, + "m": 1.0 + }, + { + "p": 0.11691252887248993, + "m": 1.0 + }, + { + "p": 0.03713119775056839, + "m": 1.0 + }, + { + "p": 0.1578047126531601, + "m": 1.0 + }, + { + "p": 0.16879317164421082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.2672796249389648, + "val_loss": 1.0880882740020752, + "acc": 60.91, + "time": 110.67585382796824, + "param": [ + { + "p": 0.18613985180854797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21240191161632538, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013421609997749329, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006404231768101454, + "m": 1.0 + }, + { + "p": 0.0419035367667675, + "m": 1.0 + }, + { + "p": 0.05123751983046532, + "m": 1.0 + }, + { + "p": 0.11440335959196091, + "m": 1.0 + }, + { + "p": 0.031352002173662186, + "m": 1.0 + }, + { + "p": 0.1687152087688446, + "m": 1.0 + }, + { + "p": 0.17402078211307526, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.1974318027496338, + "val_loss": 1.1105468273162842, + "acc": 61.19, + "time": 117.65546539705247, + "param": [ + { + "p": 0.1954278200864792, + "m": 1.0 + }, + { + "p": 0.0017813683953136206, + "m": 1.0 + }, + { + "p": 0.23163455724716187, + "m": 1.0 + }, + { + "p": 0.0009621507488191128, + "m": 1.0 + }, + { + "p": 0.0004058589693158865, + "m": 1.0 + }, + { + "p": 0.004297666717320681, + "m": 1.0 + }, + { + "p": 0.010880490764975548, + "m": 1.0 + }, + { + "p": 0.03767863288521767, + "m": 1.0 + }, + { + "p": 0.04399473965167999, + "m": 1.0 + }, + { + "p": 0.10531759262084961, + "m": 1.0 + }, + { + "p": 0.022079426795244217, + "m": 1.0 + }, + { + "p": 0.17226694524288177, + "m": 1.0 + }, + { + "p": 0.1708376556634903, + "m": 1.0 + }, + { + "p": 0.002435064408928156, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.370106816291809, + "val_loss": 1.0658947229385376, + "acc": 61.97, + "time": 112.77258685510606, + "param": [ + { + "p": 0.17904965579509735, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21212898194789886, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00832424033433199, + "m": 1.0 + }, + { + "p": 0.031785961240530014, + "m": 1.0 + }, + { + "p": 0.02535409852862358, + "m": 1.0 + }, + { + "p": 0.042387474328279495, + "m": 1.0 + }, + { + "p": 0.03993184119462967, + "m": 1.0 + }, + { + "p": 0.10222423076629639, + "m": 1.0 + }, + { + "p": 0.03969661891460419, + "m": 1.0 + }, + { + "p": 0.16077271103858948, + "m": 1.0 + }, + { + "p": 0.1452542245388031, + "m": 1.0 + }, + { + "p": 0.0130899827927351, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.199897050857544, + "val_loss": 1.2154980897903442, + "acc": 58.66, + "time": 118.76699830312282, + "param": [ + { + "p": 0.16964632272720337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19190838932991028, + "m": 1.0 + }, + { + "p": 0.0013155880151316524, + "m": 1.0 + }, + { + "p": 0.023725777864456177, + "m": 1.0 + }, + { + "p": 0.04722766578197479, + "m": 1.0 + }, + { + "p": 0.02751302719116211, + "m": 1.0 + }, + { + "p": 0.042497504502534866, + "m": 1.0 + }, + { + "p": 0.03985151648521423, + "m": 1.0 + }, + { + "p": 0.09581131488084793, + "m": 1.0 + }, + { + "p": 0.05920702591538429, + "m": 1.0 + }, + { + "p": 0.14897602796554565, + "m": 1.0 + }, + { + "p": 0.1402106136083603, + "m": 1.0 + }, + { + "p": 0.012109220027923584, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.564969778060913, + "val_loss": 1.028132677078247, + "acc": 63.79, + "time": 118.25142808794044, + "param": [ + { + "p": 0.17932437360286713, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20244890451431274, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03181790933012962, + "m": 1.0 + }, + { + "p": 0.021276894956827164, + "m": 1.0 + }, + { + "p": 0.01274324581027031, + "m": 1.0 + }, + { + "p": 0.03619671240448952, + "m": 1.0 + }, + { + "p": 0.04150935634970665, + "m": 1.0 + }, + { + "p": 0.10076676309108734, + "m": 1.0 + }, + { + "p": 0.05944164842367172, + "m": 1.0 + }, + { + "p": 0.15740470588207245, + "m": 1.0 + }, + { + "p": 0.15706950426101685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.495015025138855, + "val_loss": 1.0445539951324463, + "acc": 62.72, + "time": 117.8910315381363, + "param": [ + { + "p": 0.1842476725578308, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1960587501525879, + "m": 1.0 + }, + { + "p": 0.006209196522831917, + "m": 1.0 + }, + { + "p": 0.022634310647845268, + "m": 1.0 + }, + { + "p": 0.0005859149387106299, + "m": 1.0 + }, + { + "p": 0.011349393986165524, + "m": 1.0 + }, + { + "p": 0.0327778086066246, + "m": 1.0 + }, + { + "p": 0.045354682952165604, + "m": 1.0 + }, + { + "p": 0.11014273762702942, + "m": 1.0 + }, + { + "p": 0.06512809544801712, + "m": 1.0 + }, + { + "p": 0.15886318683624268, + "m": 1.0 + }, + { + "p": 0.1666482836008072, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.5250356197357178, + "val_loss": 1.0441266298294067, + "acc": 63.42, + "time": 119.55601409613155, + "param": [ + { + "p": 0.18558523058891296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1872548758983612, + "m": 1.0 + }, + { + "p": 0.007236008998006582, + "m": 1.0 + }, + { + "p": 0.018271036446094513, + "m": 1.0 + }, + { + "p": 0.0011830442817881703, + "m": 1.0 + }, + { + "p": 0.023653090000152588, + "m": 1.0 + }, + { + "p": 0.02821626514196396, + "m": 1.0 + }, + { + "p": 0.04820244014263153, + "m": 1.0 + }, + { + "p": 0.11425673961639404, + "m": 1.0 + }, + { + "p": 0.06681925058364868, + "m": 1.0 + }, + { + "p": 0.14883345365524292, + "m": 1.0 + }, + { + "p": 0.17048852145671844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.2510462999343872, + "val_loss": 1.080872654914856, + "acc": 62.52, + "time": 119.2299480130896, + "param": [ + { + "p": 0.19536098837852478, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19496400654315948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01370045356452465, + "m": 1.0 + }, + { + "p": 0.004948392976075411, + "m": 1.0 + }, + { + "p": 0.026834342628717422, + "m": 1.0 + }, + { + "p": 0.015991777181625366, + "m": 1.0 + }, + { + "p": 0.04627469554543495, + "m": 1.0 + }, + { + "p": 0.1152951791882515, + "m": 1.0 + }, + { + "p": 0.058188602328300476, + "m": 1.0 + }, + { + "p": 0.14327652752399445, + "m": 1.0 + }, + { + "p": 0.1851649284362793, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.4513994455337524, + "val_loss": 1.0670002698898315, + "acc": 63.45, + "time": 117.81155225611292, + "param": [ + { + "p": 0.2084456980228424, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21879956126213074, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004920365288853645, + "m": 1.0 + }, + { + "p": 0.012874572537839413, + "m": 1.0 + }, + { + "p": 0.028334127739071846, + "m": 1.0 + }, + { + "p": 0.0005731056444346905, + "m": 1.0 + }, + { + "p": 0.03675682097673416, + "m": 1.0 + }, + { + "p": 0.11644599586725235, + "m": 1.0 + }, + { + "p": 0.04191087931394577, + "m": 1.0 + }, + { + "p": 0.1422019898891449, + "m": 1.0 + }, + { + "p": 0.1887369304895401, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.3547109365463257, + "val_loss": 0.9965241551399231, + "acc": 63.27, + "time": 119.56932779494673, + "param": [ + { + "p": 0.21297071874141693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21337322890758514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01231008768081665, + "m": 1.0 + }, + { + "p": 0.01742732524871826, + "m": 1.0 + }, + { + "p": 0.02297746203839779, + "m": 1.0 + }, + { + "p": 0.0027877602260559797, + "m": 1.0 + }, + { + "p": 0.03344205766916275, + "m": 1.0 + }, + { + "p": 0.11327864229679108, + "m": 1.0 + }, + { + "p": 0.03839701786637306, + "m": 1.0 + }, + { + "p": 0.14404894411563873, + "m": 1.0 + }, + { + "p": 0.18844707310199738, + "m": 1.0 + }, + { + "p": 0.000539651489816606, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.4071069955825806, + "val_loss": 1.0683923959732056, + "acc": 62.31, + "time": 116.86891074595042, + "param": [ + { + "p": 0.21128563582897186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21273589134216309, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02519216015934944, + "m": 1.0 + }, + { + "p": 0.017167942598462105, + "m": 1.0 + }, + { + "p": 0.015510018914937973, + "m": 1.0 + }, + { + "p": 0.019175522029399872, + "m": 1.0 + }, + { + "p": 0.02922058291733265, + "m": 1.0 + }, + { + "p": 0.10192177444696426, + "m": 1.0 + }, + { + "p": 0.04678685963153839, + "m": 1.0 + }, + { + "p": 0.1356528401374817, + "m": 1.0 + }, + { + "p": 0.18535085022449493, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.6769509315490723, + "val_loss": 0.9307926297187805, + "acc": 64.04, + "time": 118.25552383810282, + "param": [ + { + "p": 0.23543812334537506, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22196856141090393, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02042091079056263, + "m": 1.0 + }, + { + "p": 0.0030308535788208246, + "m": 1.0 + }, + { + "p": 0.0020957260858267546, + "m": 1.0 + }, + { + "p": 0.01829102821648121, + "m": 1.0 + }, + { + "p": 0.017513351514935493, + "m": 1.0 + }, + { + "p": 0.093227319419384, + "m": 1.0 + }, + { + "p": 0.040077123790979385, + "m": 1.0 + }, + { + "p": 0.1487567275762558, + "m": 1.0 + }, + { + "p": 0.19918031990528107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.460884928703308, + "val_loss": 1.0501199960708618, + "acc": 63.06, + "time": 118.57232121401466, + "param": [ + { + "p": 0.24596291780471802, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22280968725681305, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02224082127213478, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019915655255317688, + "m": 1.0 + }, + { + "p": 0.010407982394099236, + "m": 1.0 + }, + { + "p": 0.09254299104213715, + "m": 1.0 + }, + { + "p": 0.02519915997982025, + "m": 1.0 + }, + { + "p": 0.15478333830833435, + "m": 1.0 + }, + { + "p": 0.2061374932527542, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.3310530185699463, + "val_loss": 1.0409729480743408, + "acc": 63.94, + "time": 118.53918871283531, + "param": [ + { + "p": 0.21995516121387482, + "m": 1.0 + }, + { + "p": 0.0046484144404530525, + "m": 1.0 + }, + { + "p": 0.19886226952075958, + "m": 1.0 + }, + { + "p": 0.002622886560857296, + "m": 1.0 + }, + { + "p": 0.027348151430487633, + "m": 1.0 + }, + { + "p": 0.003070671809837222, + "m": 1.0 + }, + { + "p": 0.009215299040079117, + "m": 1.0 + }, + { + "p": 0.025771237909793854, + "m": 1.0 + }, + { + "p": 0.026675371453166008, + "m": 1.0 + }, + { + "p": 0.09882966428995132, + "m": 1.0 + }, + { + "p": 0.028923479840159416, + "m": 1.0 + }, + { + "p": 0.1512203812599182, + "m": 1.0 + }, + { + "p": 0.1929987370967865, + "m": 1.0 + }, + { + "p": 0.009858223609626293, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.4721758365631104, + "val_loss": 1.170989751815796, + "acc": 65.53, + "time": 117.81439088797197, + "param": [ + { + "p": 0.19338823854923248, + "m": 1.0 + }, + { + "p": 0.0028970912098884583, + "m": 1.0 + }, + { + "p": 0.1719355583190918, + "m": 1.0 + }, + { + "p": 0.006978490389883518, + "m": 1.0 + }, + { + "p": 0.022383928298950195, + "m": 1.0 + }, + { + "p": 0.012203707359731197, + "m": 1.0 + }, + { + "p": 0.01937280222773552, + "m": 1.0 + }, + { + "p": 0.04363026097416878, + "m": 1.0 + }, + { + "p": 0.047746215015649796, + "m": 1.0 + }, + { + "p": 0.10583162307739258, + "m": 1.0 + }, + { + "p": 0.0362493060529232, + "m": 1.0 + }, + { + "p": 0.14506277441978455, + "m": 1.0 + }, + { + "p": 0.17696771025657654, + "m": 1.0 + }, + { + "p": 0.015352248214185238, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.4491653442382812, + "val_loss": 1.0243430137634277, + "acc": 64.5, + "time": 118.63285769312643, + "param": [ + { + "p": 0.18979744613170624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16084280610084534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01588054746389389, + "m": 1.0 + }, + { + "p": 0.014618643559515476, + "m": 1.0 + }, + { + "p": 0.024740058928728104, + "m": 1.0 + }, + { + "p": 0.04774422198534012, + "m": 1.0 + }, + { + "p": 0.06903818249702454, + "m": 1.0 + }, + { + "p": 0.12085865437984467, + "m": 1.0 + }, + { + "p": 0.0400693379342556, + "m": 1.0 + }, + { + "p": 0.13578152656555176, + "m": 1.0 + }, + { + "p": 0.17585158348083496, + "m": 1.0 + }, + { + "p": 0.004777060821652412, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.392364501953125, + "val_loss": 0.9066392779350281, + "acc": 64.38, + "time": 119.15933146793395, + "param": [ + { + "p": 0.20907087624073029, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1597067266702652, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009440980851650238, + "m": 1.0 + }, + { + "p": 0.004003901965916157, + "m": 1.0 + }, + { + "p": 0.014308341778814793, + "m": 1.0 + }, + { + "p": 0.029743388295173645, + "m": 1.0 + }, + { + "p": 0.07771831750869751, + "m": 1.0 + }, + { + "p": 0.13011077046394348, + "m": 1.0 + }, + { + "p": 0.03427891433238983, + "m": 1.0 + }, + { + "p": 0.1418343037366867, + "m": 1.0 + }, + { + "p": 0.1897834986448288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.3857083320617676, + "val_loss": 1.0025275945663452, + "acc": 65.95, + "time": 118.5742910259869, + "param": [ + { + "p": 0.21719610691070557, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16288864612579346, + "m": 1.0 + }, + { + "p": 0.0004859043110627681, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008129104040563107, + "m": 1.0 + }, + { + "p": 0.006147313863039017, + "m": 1.0 + }, + { + "p": 0.012859968468546867, + "m": 1.0 + }, + { + "p": 0.0823758915066719, + "m": 1.0 + }, + { + "p": 0.13124562799930573, + "m": 1.0 + }, + { + "p": 0.02497749961912632, + "m": 1.0 + }, + { + "p": 0.14477653801441193, + "m": 1.0 + }, + { + "p": 0.20891739428043365, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.3835505247116089, + "val_loss": 0.931906521320343, + "acc": 65.68, + "time": 118.30724728992209, + "param": [ + { + "p": 0.22301796078681946, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1597924530506134, + "m": 1.0 + }, + { + "p": 0.008820882998406887, + "m": 1.0 + }, + { + "p": 0.00010159095108974725, + "m": 1.0 + }, + { + "p": 0.012625589035451412, + "m": 1.0 + }, + { + "p": 0.00032568685128353536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09345611929893494, + "m": 1.0 + }, + { + "p": 0.13310624659061432, + "m": 1.0 + }, + { + "p": 0.020578987896442413, + "m": 1.0 + }, + { + "p": 0.14032720029354095, + "m": 1.0 + }, + { + "p": 0.20784728229045868, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.226134181022644, + "val_loss": 1.0281145572662354, + "acc": 65.75, + "time": 118.98412181506865, + "param": [ + { + "p": 0.22265039384365082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15352965891361237, + "m": 1.0 + }, + { + "p": 0.008152807131409645, + "m": 1.0 + }, + { + "p": 0.008557253517210484, + "m": 1.0 + }, + { + "p": 0.026317860931158066, + "m": 1.0 + }, + { + "p": 0.013686330989003181, + "m": 1.0 + }, + { + "p": 0.0030222174245864153, + "m": 1.0 + }, + { + "p": 0.09410779923200607, + "m": 1.0 + }, + { + "p": 0.12630102038383484, + "m": 1.0 + }, + { + "p": 0.021908055990934372, + "m": 1.0 + }, + { + "p": 0.1266372799873352, + "m": 1.0 + }, + { + "p": 0.19512923061847687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.1473140716552734, + "val_loss": 0.880540668964386, + "acc": 65.63, + "time": 118.60094062122516, + "param": [ + { + "p": 0.22416841983795166, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14544831216335297, + "m": 1.0 + }, + { + "p": 0.001395070692524314, + "m": 1.0 + }, + { + "p": 0.010138414800167084, + "m": 1.0 + }, + { + "p": 0.02636907622218132, + "m": 1.0 + }, + { + "p": 0.02470955066382885, + "m": 1.0 + }, + { + "p": 0.014961247332394123, + "m": 1.0 + }, + { + "p": 0.08898632228374481, + "m": 1.0 + }, + { + "p": 0.12627635896205902, + "m": 1.0 + }, + { + "p": 0.020568357780575752, + "m": 1.0 + }, + { + "p": 0.12668538093566895, + "m": 1.0 + }, + { + "p": 0.19029349088668823, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.2270323038101196, + "val_loss": 0.9995343089103699, + "acc": 67.02, + "time": 103.75272425706498, + "param": [ + { + "p": 0.23050887882709503, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13419368863105774, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003305642167106271, + "m": 1.0 + }, + { + "p": 0.0371917262673378, + "m": 1.0 + }, + { + "p": 0.01742926798760891, + "m": 1.0 + }, + { + "p": 0.02360941842198372, + "m": 1.0 + }, + { + "p": 0.07766572386026382, + "m": 1.0 + }, + { + "p": 0.13220863044261932, + "m": 1.0 + }, + { + "p": 0.022144019603729248, + "m": 1.0 + }, + { + "p": 0.13358670473098755, + "m": 1.0 + }, + { + "p": 0.1881563365459442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.2942358255386353, + "val_loss": 0.9481583833694458, + "acc": 67.07, + "time": 109.95941735384986, + "param": [ + { + "p": 0.23091194033622742, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11882396787405014, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04574524238705635, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023853933438658714, + "m": 1.0 + }, + { + "p": 0.07491302490234375, + "m": 1.0 + }, + { + "p": 0.14538434147834778, + "m": 1.0 + }, + { + "p": 0.02409309893846512, + "m": 1.0 + }, + { + "p": 0.14942659437656403, + "m": 1.0 + }, + { + "p": 0.18684779107570648, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.2749440670013428, + "val_loss": 0.9576793313026428, + "acc": 67.3, + "time": 119.23815767187625, + "param": [ + { + "p": 0.2399248331785202, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11093232035636902, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04905563220381737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003161878092214465, + "m": 1.0 + }, + { + "p": 0.07549968361854553, + "m": 1.0 + }, + { + "p": 0.15629662573337555, + "m": 1.0 + }, + { + "p": 0.012788079679012299, + "m": 1.0 + }, + { + "p": 0.15777818858623505, + "m": 1.0 + }, + { + "p": 0.19456282258033752, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.158795952796936, + "val_loss": 1.0296765565872192, + "acc": 66.02, + "time": 117.39700005482882, + "param": [ + { + "p": 0.24715696275234222, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10266269743442535, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.043370816856622696, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07065652310848236, + "m": 1.0 + }, + { + "p": 0.16485373675823212, + "m": 1.0 + }, + { + "p": 0.0011825986439362168, + "m": 1.0 + }, + { + "p": 0.1620968133211136, + "m": 1.0 + }, + { + "p": 0.20801982283592224, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.2102339267730713, + "val_loss": 1.1059741973876953, + "acc": 66.35, + "time": 118.5457220589742, + "param": [ + { + "p": 0.24016237258911133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09809286892414093, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.051793135702610016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00036575517151504755, + "m": 1.0 + }, + { + "p": 0.06413649022579193, + "m": 1.0 + }, + { + "p": 0.16606374084949493, + "m": 1.0 + }, + { + "p": 0.003379045519977808, + "m": 1.0 + }, + { + "p": 0.16271743178367615, + "m": 1.0 + }, + { + "p": 0.20806555449962616, + "m": 1.0 + }, + { + "p": 0.005223684012889862, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.3453751802444458, + "val_loss": 0.9052826166152954, + "acc": 67.22, + "time": 119.3826327258721, + "param": [ + { + "p": 0.21862433850765228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09997174888849258, + "m": 1.0 + }, + { + "p": 0.004598732106387615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05364218354225159, + "m": 1.0 + }, + { + "p": 7.42558331694454e-05, + "m": 1.0 + }, + { + "p": 0.0016759559512138367, + "m": 1.0 + }, + { + "p": 0.05929144471883774, + "m": 1.0 + }, + { + "p": 0.16012297570705414, + "m": 1.0 + }, + { + "p": 0.013840141706168652, + "m": 1.0 + }, + { + "p": 0.1741217076778412, + "m": 1.0 + }, + { + "p": 0.20538976788520813, + "m": 1.0 + }, + { + "p": 0.008646783418953419, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.213043451309204, + "val_loss": 0.9040546417236328, + "acc": 65.57, + "time": 119.18822569493204, + "param": [ + { + "p": 0.21026618778705597, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10291431844234467, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04887530952692032, + "m": 1.0 + }, + { + "p": 0.003078355686739087, + "m": 1.0 + }, + { + "p": 0.00336257042363286, + "m": 1.0 + }, + { + "p": 0.06147192046046257, + "m": 1.0 + }, + { + "p": 0.15651613473892212, + "m": 1.0 + }, + { + "p": 0.018873034045100212, + "m": 1.0 + }, + { + "p": 0.18483570218086243, + "m": 1.0 + }, + { + "p": 0.20980650186538696, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.3711001873016357, + "val_loss": 0.9846542477607727, + "acc": 66.7, + "time": 117.54967778502032, + "param": [ + { + "p": 0.20310820639133453, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11934898048639297, + "m": 1.0 + }, + { + "p": 0.0012078023282811046, + "m": 1.0 + }, + { + "p": 0.0032269395887851715, + "m": 1.0 + }, + { + "p": 0.049165990203619, + "m": 1.0 + }, + { + "p": 0.012888733297586441, + "m": 1.0 + }, + { + "p": 0.0017695383867248893, + "m": 1.0 + }, + { + "p": 0.06633224338293076, + "m": 1.0 + }, + { + "p": 0.14280487596988678, + "m": 1.0 + }, + { + "p": 0.0062066977843642235, + "m": 1.0 + }, + { + "p": 0.19422262907028198, + "m": 1.0 + }, + { + "p": 0.19971740245819092, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.034140944480896, + "val_loss": 0.9458965063095093, + "acc": 66.62, + "time": 114.0340300949756, + "param": [ + { + "p": 0.20752504467964172, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1283826380968094, + "m": 1.0 + }, + { + "p": 0.002336204517632723, + "m": 1.0 + }, + { + "p": 0.005312757100909948, + "m": 1.0 + }, + { + "p": 0.05468592420220375, + "m": 1.0 + }, + { + "p": 0.021606072783470154, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06539564579725266, + "m": 1.0 + }, + { + "p": 0.13547638058662415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1951742023229599, + "m": 1.0 + }, + { + "p": 0.18410511314868927, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.3931231498718262, + "val_loss": 0.8443761467933655, + "acc": 66.82, + "time": 119.16868872893974, + "param": [ + { + "p": 0.228257954120636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1344602108001709, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05892092362046242, + "m": 1.0 + }, + { + "p": 0.010815739631652832, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06074755638837814, + "m": 1.0 + }, + { + "p": 0.1344510167837143, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2027510106563568, + "m": 1.0 + }, + { + "p": 0.16959553956985474, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.2898794412612915, + "val_loss": 0.864331841468811, + "acc": 67.82, + "time": 117.73626738297753, + "param": [ + { + "p": 0.23833028972148895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1342470943927765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005891894921660423, + "m": 1.0 + }, + { + "p": 0.06013979762792587, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05170020833611488, + "m": 1.0 + }, + { + "p": 0.1274431198835373, + "m": 1.0 + }, + { + "p": 9.016487456392497e-05, + "m": 1.0 + }, + { + "p": 0.21494309604167938, + "m": 1.0 + }, + { + "p": 0.1672143191099167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.487333059310913, + "val_loss": 0.8869855999946594, + "acc": 66.99, + "time": 119.13291603908874, + "param": [ + { + "p": 0.2412877380847931, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1279446929693222, + "m": 1.0 + }, + { + "p": 0.005188349634408951, + "m": 1.0 + }, + { + "p": 0.0071164811961352825, + "m": 1.0 + }, + { + "p": 0.05848710983991623, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0008513197535648942, + "m": 1.0 + }, + { + "p": 0.047490447759628296, + "m": 1.0 + }, + { + "p": 0.12218888849020004, + "m": 1.0 + }, + { + "p": 0.0016650831094011664, + "m": 1.0 + }, + { + "p": 0.21325258910655975, + "m": 1.0 + }, + { + "p": 0.17452728748321533, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.2015457153320312, + "val_loss": 0.8876984715461731, + "acc": 67.0, + "time": 117.61994963698089, + "param": [ + { + "p": 0.24945852160453796, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12331390380859375, + "m": 1.0 + }, + { + "p": 0.013564817607402802, + "m": 1.0 + }, + { + "p": 0.012033582665026188, + "m": 1.0 + }, + { + "p": 0.05748317763209343, + "m": 1.0 + }, + { + "p": 0.002371029695495963, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.047180481255054474, + "m": 1.0 + }, + { + "p": 0.11327508836984634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20141883194446564, + "m": 1.0 + }, + { + "p": 0.17990055680274963, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.1099491119384766, + "val_loss": 0.8937565088272095, + "acc": 67.7, + "time": 119.07473022607155, + "param": [ + { + "p": 0.255625456571579, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.129097118973732, + "m": 1.0 + }, + { + "p": 0.01408578921109438, + "m": 1.0 + }, + { + "p": 0.01587754115462303, + "m": 1.0 + }, + { + "p": 0.05252818018198013, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00024112386745400727, + "m": 1.0 + }, + { + "p": 0.05222984403371811, + "m": 1.0 + }, + { + "p": 0.10357286036014557, + "m": 1.0 + }, + { + "p": 0.005044827703386545, + "m": 1.0 + }, + { + "p": 0.18958531320095062, + "m": 1.0 + }, + { + "p": 0.18211190402507782, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.3814347982406616, + "val_loss": 0.9237745404243469, + "acc": 69.11, + "time": 116.87262307619676, + "param": [ + { + "p": 0.26332560181617737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1392875462770462, + "m": 1.0 + }, + { + "p": 0.006525869015604258, + "m": 1.0 + }, + { + "p": 0.008635764010250568, + "m": 1.0 + }, + { + "p": 0.05745607987046242, + "m": 1.0 + }, + { + "p": 0.009480769746005535, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050473086535930634, + "m": 1.0 + }, + { + "p": 0.09505047649145126, + "m": 1.0 + }, + { + "p": 0.013997635804116726, + "m": 1.0 + }, + { + "p": 0.17820237576961517, + "m": 1.0 + }, + { + "p": 0.17655673623085022, + "m": 1.0 + }, + { + "p": 0.0010080356150865555, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 0.9921672344207764, + "val_loss": 0.9612897634506226, + "acc": 66.73, + "time": 116.80459769885056, + "param": [ + { + "p": 0.27403151988983154, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14328241348266602, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05623197555541992, + "m": 1.0 + }, + { + "p": 0.01748163066804409, + "m": 1.0 + }, + { + "p": 0.0008647814393043518, + "m": 1.0 + }, + { + "p": 0.046825625002384186, + "m": 1.0 + }, + { + "p": 0.08798617869615555, + "m": 1.0 + }, + { + "p": 0.026340682059526443, + "m": 1.0 + }, + { + "p": 0.16897699236869812, + "m": 1.0 + }, + { + "p": 0.1779782772064209, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.380821704864502, + "val_loss": 0.9404593706130981, + "acc": 68.84, + "time": 118.7650795110967, + "param": [ + { + "p": 0.263531357049942, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14113497734069824, + "m": 1.0 + }, + { + "p": 0.005523163825273514, + "m": 1.0 + }, + { + "p": 0.0006847724434919655, + "m": 1.0 + }, + { + "p": 0.05492262542247772, + "m": 1.0 + }, + { + "p": 0.038022223860025406, + "m": 1.0 + }, + { + "p": 0.013774249702692032, + "m": 1.0 + }, + { + "p": 0.045363470911979675, + "m": 1.0 + }, + { + "p": 0.09672925621271133, + "m": 1.0 + }, + { + "p": 0.035728950053453445, + "m": 1.0 + }, + { + "p": 0.14671841263771057, + "m": 1.0 + }, + { + "p": 0.15712910890579224, + "m": 1.0 + }, + { + "p": 0.0007373396074399352, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.156766653060913, + "val_loss": 0.8965772390365601, + "acc": 67.98, + "time": 119.06133190495893, + "param": [ + { + "p": 0.27685943245887756, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14482645690441132, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03356510400772095, + "m": 1.0 + }, + { + "p": 0.044172026216983795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04666770249605179, + "m": 1.0 + }, + { + "p": 0.10689393430948257, + "m": 1.0 + }, + { + "p": 0.042454469949007034, + "m": 1.0 + }, + { + "p": 0.1387881487607956, + "m": 1.0 + }, + { + "p": 0.15179260075092316, + "m": 1.0 + }, + { + "p": 0.013980061747133732, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.088919758796692, + "val_loss": 0.847993791103363, + "acc": 68.38, + "time": 118.94991029286757, + "param": [ + { + "p": 0.2568373382091522, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13764122128486633, + "m": 1.0 + }, + { + "p": 0.012462906539440155, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02810773253440857, + "m": 1.0 + }, + { + "p": 0.05235545337200165, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05500161275267601, + "m": 1.0 + }, + { + "p": 0.1107492744922638, + "m": 1.0 + }, + { + "p": 0.059562064707279205, + "m": 1.0 + }, + { + "p": 0.12009046226739883, + "m": 1.0 + }, + { + "p": 0.14753001928329468, + "m": 1.0 + }, + { + "p": 0.019661881029605865, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.034968376159668, + "val_loss": 0.9337912201881409, + "acc": 68.41, + "time": 117.86343110795133, + "param": [ + { + "p": 0.2671845257282257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14857110381126404, + "m": 1.0 + }, + { + "p": 0.008855493739247322, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00988729391247034, + "m": 1.0 + }, + { + "p": 0.051856860518455505, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.059999871999025345, + "m": 1.0 + }, + { + "p": 0.1132826879620552, + "m": 1.0 + }, + { + "p": 0.06111498549580574, + "m": 1.0 + }, + { + "p": 0.11854202300310135, + "m": 1.0 + }, + { + "p": 0.15014205873012543, + "m": 1.0 + }, + { + "p": 0.010563025251030922, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.1222089529037476, + "val_loss": 0.9397999048233032, + "acc": 68.92, + "time": 118.16880033398047, + "param": [ + { + "p": 0.2981593906879425, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1638258397579193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0023653481621295214, + "m": 1.0 + }, + { + "p": 0.02985963597893715, + "m": 1.0 + }, + { + "p": 0.0013562949607148767, + "m": 1.0 + }, + { + "p": 0.05100300908088684, + "m": 1.0 + }, + { + "p": 0.11529256403446198, + "m": 1.0 + }, + { + "p": 0.05092685669660568, + "m": 1.0 + }, + { + "p": 0.13096961379051208, + "m": 1.0 + }, + { + "p": 0.15624137222766876, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 0.901840329170227, + "val_loss": 0.9502301812171936, + "acc": 69.1, + "time": 118.92465032590553, + "param": [ + { + "p": 0.30045223236083984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16817225515842438, + "m": 1.0 + }, + { + "p": 0.002029537223279476, + "m": 1.0 + }, + { + "p": 0.003340747905895114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009672666899859905, + "m": 1.0 + }, + { + "p": 0.01448835525661707, + "m": 1.0 + }, + { + "p": 0.0577995702624321, + "m": 1.0 + }, + { + "p": 0.10415792465209961, + "m": 1.0 + }, + { + "p": 0.06169731914997101, + "m": 1.0 + }, + { + "p": 0.1295751929283142, + "m": 1.0 + }, + { + "p": 0.14861410856246948, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.2654767036437988, + "val_loss": 0.9432433247566223, + "acc": 69.0, + "time": 117.37294512498192, + "param": [ + { + "p": 0.2927614748477936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1793639212846756, + "m": 1.0 + }, + { + "p": 0.00888251606374979, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021323133260011673, + "m": 1.0 + }, + { + "p": 0.060800742357969284, + "m": 1.0 + }, + { + "p": 0.09379026293754578, + "m": 1.0 + }, + { + "p": 0.07789234817028046, + "m": 1.0 + }, + { + "p": 0.12650500237941742, + "m": 1.0 + }, + { + "p": 0.1386806070804596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.0764331817626953, + "val_loss": 0.9240800142288208, + "acc": 68.75, + "time": 118.42698538606055, + "param": [ + { + "p": 0.27302971482276917, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16701801121234894, + "m": 1.0 + }, + { + "p": 0.0196894109249115, + "m": 1.0 + }, + { + "p": 0.0005777564365416765, + "m": 1.0 + }, + { + "p": 0.00225067138671875, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039159227162599564, + "m": 1.0 + }, + { + "p": 0.08088479936122894, + "m": 1.0 + }, + { + "p": 0.07758056372404099, + "m": 1.0 + }, + { + "p": 0.08528947830200195, + "m": 1.0 + }, + { + "p": 0.12350450456142426, + "m": 1.0 + }, + { + "p": 0.12891031801700592, + "m": 1.0 + }, + { + "p": 0.0021056781988590956, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.3710790872573853, + "val_loss": 0.9009746313095093, + "acc": 69.13, + "time": 118.0482517729979, + "param": [ + { + "p": 0.24562083184719086, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15820574760437012, + "m": 1.0 + }, + { + "p": 0.010754118673503399, + "m": 1.0 + }, + { + "p": 0.005116406362503767, + "m": 1.0 + }, + { + "p": 0.009974018670618534, + "m": 1.0 + }, + { + "p": 0.006313856691122055, + "m": 1.0 + }, + { + "p": 0.048261404037475586, + "m": 1.0 + }, + { + "p": 0.09675004333257675, + "m": 1.0 + }, + { + "p": 0.0691261887550354, + "m": 1.0 + }, + { + "p": 0.08706797659397125, + "m": 1.0 + }, + { + "p": 0.1277540922164917, + "m": 1.0 + }, + { + "p": 0.12182845175266266, + "m": 1.0 + }, + { + "p": 0.013226746581494808, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.192559838294983, + "val_loss": 0.8680346608161926, + "acc": 69.79, + "time": 119.37943280301988, + "param": [ + { + "p": 0.22806695103645325, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15143363177776337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008226126432418823, + "m": 1.0 + }, + { + "p": 0.029048774391412735, + "m": 1.0 + }, + { + "p": 0.011876764707267284, + "m": 1.0 + }, + { + "p": 0.04378544166684151, + "m": 1.0 + }, + { + "p": 0.10745742917060852, + "m": 1.0 + }, + { + "p": 0.07113926112651825, + "m": 1.0 + }, + { + "p": 0.08611238747835159, + "m": 1.0 + }, + { + "p": 0.13374800980091095, + "m": 1.0 + }, + { + "p": 0.1191440299153328, + "m": 1.0 + }, + { + "p": 0.009961197152733803, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.263082504272461, + "val_loss": 0.9978417754173279, + "acc": 69.79, + "time": 110.25934041896835, + "param": [ + { + "p": 0.24134258925914764, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15551482141017914, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03957962617278099, + "m": 1.0 + }, + { + "p": 0.01063629612326622, + "m": 1.0 + }, + { + "p": 0.030221402645111084, + "m": 1.0 + }, + { + "p": 0.1188352108001709, + "m": 1.0 + }, + { + "p": 0.06705453246831894, + "m": 1.0 + }, + { + "p": 0.07264713943004608, + "m": 1.0 + }, + { + "p": 0.13842064142227173, + "m": 1.0 + }, + { + "p": 0.12574777007102966, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.1575357913970947, + "val_loss": 0.9318225383758545, + "acc": 69.38, + "time": 116.91442099492997, + "param": [ + { + "p": 0.26405632495880127, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1721310317516327, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.000616661855019629, + "m": 1.0 + }, + { + "p": 0.023760735988616943, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018363310024142265, + "m": 1.0 + }, + { + "p": 0.12629571557044983, + "m": 1.0 + }, + { + "p": 0.059945765882730484, + "m": 1.0 + }, + { + "p": 0.04924819618463516, + "m": 1.0 + }, + { + "p": 0.14412537217140198, + "m": 1.0 + }, + { + "p": 0.14145685732364655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.1491543054580688, + "val_loss": 0.9224131107330322, + "acc": 69.0, + "time": 117.45258547482081, + "param": [ + { + "p": 0.2807600796222687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16914181411266327, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017918409779667854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014555541798472404, + "m": 1.0 + }, + { + "p": 0.12407828867435455, + "m": 1.0 + }, + { + "p": 0.06709368526935577, + "m": 1.0 + }, + { + "p": 0.036743585020303726, + "m": 1.0 + }, + { + "p": 0.13786624372005463, + "m": 1.0 + }, + { + "p": 0.1518423706293106, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.2442468404769897, + "val_loss": 0.7437374591827393, + "acc": 70.23, + "time": 118.53298317501321, + "param": [ + { + "p": 0.28063058853149414, + "m": 1.0 + }, + { + "p": 0.0016134760808199644, + "m": 1.0 + }, + { + "p": 0.15577219426631927, + "m": 1.0 + }, + { + "p": 0.0005244886851869524, + "m": 1.0 + }, + { + "p": 0.001713423989713192, + "m": 1.0 + }, + { + "p": 0.0180634967982769, + "m": 1.0 + }, + { + "p": 0.00848157238215208, + "m": 1.0 + }, + { + "p": 0.0023355900775641203, + "m": 1.0 + }, + { + "p": 0.12616772949695587, + "m": 1.0 + }, + { + "p": 0.06753996014595032, + "m": 1.0 + }, + { + "p": 0.036230165511369705, + "m": 1.0 + }, + { + "p": 0.14141646027565002, + "m": 1.0 + }, + { + "p": 0.15487532317638397, + "m": 1.0 + }, + { + "p": 0.004635506775230169, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 0.8942553400993347, + "val_loss": 0.9900257587432861, + "acc": 67.81, + "time": 118.33694042707793, + "param": [ + { + "p": 0.2579886317253113, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1511947363615036, + "m": 1.0 + }, + { + "p": 0.0020180472638458014, + "m": 1.0 + }, + { + "p": 0.009630272164940834, + "m": 1.0 + }, + { + "p": 0.010608146898448467, + "m": 1.0 + }, + { + "p": 0.021739646792411804, + "m": 1.0 + }, + { + "p": 0.00012930817320011556, + "m": 1.0 + }, + { + "p": 0.1403428018093109, + "m": 1.0 + }, + { + "p": 0.06358754634857178, + "m": 1.0 + }, + { + "p": 0.03655696660280228, + "m": 1.0 + }, + { + "p": 0.1438997983932495, + "m": 1.0 + }, + { + "p": 0.14602001011371613, + "m": 1.0 + }, + { + "p": 0.01628415286540985, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.233939290046692, + "val_loss": 0.9353702068328857, + "acc": 69.23, + "time": 118.37669261381961, + "param": [ + { + "p": 0.267615407705307, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16446110606193542, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0011674906127154827, + "m": 1.0 + }, + { + "p": 0.016674499958753586, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15813884139060974, + "m": 1.0 + }, + { + "p": 0.06036234647035599, + "m": 1.0 + }, + { + "p": 0.025015950202941895, + "m": 1.0 + }, + { + "p": 0.1457904875278473, + "m": 1.0 + }, + { + "p": 0.14527280628681183, + "m": 1.0 + }, + { + "p": 0.015501044690608978, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.3337010145187378, + "val_loss": 0.8069438934326172, + "acc": 70.43, + "time": 118.60344078810886, + "param": [ + { + "p": 0.2602418065071106, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15804274380207062, + "m": 1.0 + }, + { + "p": 0.009782383218407631, + "m": 1.0 + }, + { + "p": 0.0008000765228644013, + "m": 1.0 + }, + { + "p": 0.0038907057605683804, + "m": 1.0 + }, + { + "p": 0.017952067777514458, + "m": 1.0 + }, + { + "p": 0.008312310092151165, + "m": 1.0 + }, + { + "p": 0.14753872156143188, + "m": 1.0 + }, + { + "p": 0.06593821942806244, + "m": 1.0 + }, + { + "p": 0.031129783019423485, + "m": 1.0 + }, + { + "p": 0.13790811598300934, + "m": 1.0 + }, + { + "p": 0.14778703451156616, + "m": 1.0 + }, + { + "p": 0.010675955563783646, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.1781452894210815, + "val_loss": 0.8564797043800354, + "acc": 70.44, + "time": 119.16382142389193, + "param": [ + { + "p": 0.2524294853210449, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15516908466815948, + "m": 1.0 + }, + { + "p": 0.01802499033510685, + "m": 1.0 + }, + { + "p": 0.011242503300309181, + "m": 1.0 + }, + { + "p": 0.0016854015411809087, + "m": 1.0 + }, + { + "p": 0.02304556593298912, + "m": 1.0 + }, + { + "p": 0.014519575983285904, + "m": 1.0 + }, + { + "p": 0.12875771522521973, + "m": 1.0 + }, + { + "p": 0.07740852981805801, + "m": 1.0 + }, + { + "p": 0.04636247456073761, + "m": 1.0 + }, + { + "p": 0.1300354301929474, + "m": 1.0 + }, + { + "p": 0.14131924510002136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.1793839931488037, + "val_loss": 0.811493992805481, + "acc": 69.95, + "time": 118.46217923006043, + "param": [ + { + "p": 0.2034224569797516, + "m": 1.0 + }, + { + "p": 0.010477430187165737, + "m": 1.0 + }, + { + "p": 0.1329808533191681, + "m": 1.0 + }, + { + "p": 0.025488248094916344, + "m": 1.0 + }, + { + "p": 0.028586383908987045, + "m": 1.0 + }, + { + "p": 0.01838569901883602, + "m": 1.0 + }, + { + "p": 0.050756316632032394, + "m": 1.0 + }, + { + "p": 0.027707414701581, + "m": 1.0 + }, + { + "p": 0.10216636210680008, + "m": 1.0 + }, + { + "p": 0.07907311618328094, + "m": 1.0 + }, + { + "p": 0.06654491275548935, + "m": 1.0 + }, + { + "p": 0.1295536905527115, + "m": 1.0 + }, + { + "p": 0.10831373184919357, + "m": 1.0 + }, + { + "p": 0.016543418169021606, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.182801604270935, + "val_loss": 0.8445991277694702, + "acc": 70.58, + "time": 116.63436676305719, + "param": [ + { + "p": 0.1881425380706787, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1293988674879074, + "m": 1.0 + }, + { + "p": 0.02728014439344406, + "m": 1.0 + }, + { + "p": 0.025587989017367363, + "m": 1.0 + }, + { + "p": 0.02485107257962227, + "m": 1.0 + }, + { + "p": 0.05665825679898262, + "m": 1.0 + }, + { + "p": 0.03528425469994545, + "m": 1.0 + }, + { + "p": 0.0951077789068222, + "m": 1.0 + }, + { + "p": 0.07883263379335403, + "m": 1.0 + }, + { + "p": 0.07459987699985504, + "m": 1.0 + }, + { + "p": 0.14250700175762177, + "m": 1.0 + }, + { + "p": 0.09803909808397293, + "m": 1.0 + }, + { + "p": 0.023710506036877632, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.126867651939392, + "val_loss": 0.824440062046051, + "acc": 70.29, + "time": 117.23378956713714, + "param": [ + { + "p": 0.17129956185817719, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12814268469810486, + "m": 1.0 + }, + { + "p": 0.030905943363904953, + "m": 1.0 + }, + { + "p": 0.023318523541092873, + "m": 1.0 + }, + { + "p": 0.023205773904919624, + "m": 1.0 + }, + { + "p": 0.0508706271648407, + "m": 1.0 + }, + { + "p": 0.046815045177936554, + "m": 1.0 + }, + { + "p": 0.08416518568992615, + "m": 1.0 + }, + { + "p": 0.08291018009185791, + "m": 1.0 + }, + { + "p": 0.08270697295665741, + "m": 1.0 + }, + { + "p": 0.1458538919687271, + "m": 1.0 + }, + { + "p": 0.1000838652253151, + "m": 1.0 + }, + { + "p": 0.029721699655056, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 0.9528710842132568, + "val_loss": 0.8651745319366455, + "acc": 70.44, + "time": 117.52210564818233, + "param": [ + { + "p": 0.1733664721250534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.133554145693779, + "m": 1.0 + }, + { + "p": 0.010806362144649029, + "m": 1.0 + }, + { + "p": 0.01616518944501877, + "m": 1.0 + }, + { + "p": 0.025727277621626854, + "m": 1.0 + }, + { + "p": 0.036276910454034805, + "m": 1.0 + }, + { + "p": 0.055682942271232605, + "m": 1.0 + }, + { + "p": 0.07703365385532379, + "m": 1.0 + }, + { + "p": 0.1003720834851265, + "m": 1.0 + }, + { + "p": 0.08460579812526703, + "m": 1.0 + }, + { + "p": 0.1688275933265686, + "m": 1.0 + }, + { + "p": 0.11758153885602951, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.012976050376892, + "val_loss": 0.902385950088501, + "acc": 69.85, + "time": 119.64901641686447, + "param": [ + { + "p": 0.1674685776233673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1272464394569397, + "m": 1.0 + }, + { + "p": 0.010193925350904465, + "m": 1.0 + }, + { + "p": 0.016346342861652374, + "m": 1.0 + }, + { + "p": 0.03927820548415184, + "m": 1.0 + }, + { + "p": 0.023478271439671516, + "m": 1.0 + }, + { + "p": 0.06201419234275818, + "m": 1.0 + }, + { + "p": 0.06416656821966171, + "m": 1.0 + }, + { + "p": 0.11652374267578125, + "m": 1.0 + }, + { + "p": 0.09258656203746796, + "m": 1.0 + }, + { + "p": 0.16330504417419434, + "m": 1.0 + }, + { + "p": 0.1173921525478363, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.181352972984314, + "val_loss": 0.9018388986587524, + "acc": 70.89, + "time": 118.9695805569645, + "param": [ + { + "p": 0.17668625712394714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11450128257274628, + "m": 1.0 + }, + { + "p": 0.005472065880894661, + "m": 1.0 + }, + { + "p": 0.00020336230227258056, + "m": 1.0 + }, + { + "p": 0.05134895071387291, + "m": 1.0 + }, + { + "p": 0.006914272904396057, + "m": 1.0 + }, + { + "p": 0.07285824418067932, + "m": 1.0 + }, + { + "p": 0.049181513488292694, + "m": 1.0 + }, + { + "p": 0.1323254406452179, + "m": 1.0 + }, + { + "p": 0.1058635264635086, + "m": 1.0 + }, + { + "p": 0.16894970834255219, + "m": 1.0 + }, + { + "p": 0.11569532752037048, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.174337387084961, + "val_loss": 0.916195809841156, + "acc": 70.72, + "time": 119.25832345616072, + "param": [ + { + "p": 0.18778878450393677, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10900848358869553, + "m": 1.0 + }, + { + "p": 0.007118987385183573, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0411967895925045, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07941961288452148, + "m": 1.0 + }, + { + "p": 0.03740204870700836, + "m": 1.0 + }, + { + "p": 0.13427217304706573, + "m": 1.0 + }, + { + "p": 0.10409584641456604, + "m": 1.0 + }, + { + "p": 0.18459807336330414, + "m": 1.0 + }, + { + "p": 0.11482857167720795, + "m": 1.0 + }, + { + "p": 0.0002706115774344653, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.0635489225387573, + "val_loss": 0.7234390377998352, + "acc": 70.76, + "time": 116.7270001550205, + "param": [ + { + "p": 0.19545583426952362, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10521790385246277, + "m": 1.0 + }, + { + "p": 0.01649061217904091, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02717307209968567, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0908425822854042, + "m": 1.0 + }, + { + "p": 0.03962351754307747, + "m": 1.0 + }, + { + "p": 0.1286643147468567, + "m": 1.0 + }, + { + "p": 0.09278968721628189, + "m": 1.0 + }, + { + "p": 0.18318364024162292, + "m": 1.0 + }, + { + "p": 0.12055886536836624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.1599823236465454, + "val_loss": 0.8075196146965027, + "acc": 70.91, + "time": 119.48474289104342, + "param": [ + { + "p": 0.1979653686285019, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10810869932174683, + "m": 1.0 + }, + { + "p": 0.009303092956542969, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0042892335914075375, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09630347788333893, + "m": 1.0 + }, + { + "p": 0.04848361387848854, + "m": 1.0 + }, + { + "p": 0.1309136152267456, + "m": 1.0 + }, + { + "p": 0.08472108840942383, + "m": 1.0 + }, + { + "p": 0.1895938217639923, + "m": 1.0 + }, + { + "p": 0.13031809031963348, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.1373882293701172, + "val_loss": 0.9012699127197266, + "acc": 70.22, + "time": 118.96993812499568, + "param": [ + { + "p": 0.19748732447624207, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11084748804569244, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08800569921731949, + "m": 1.0 + }, + { + "p": 0.06178637966513634, + "m": 1.0 + }, + { + "p": 0.12821051478385925, + "m": 1.0 + }, + { + "p": 0.07701311260461807, + "m": 1.0 + }, + { + "p": 0.1990870237350464, + "m": 1.0 + }, + { + "p": 0.13756245374679565, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.2951496839523315, + "val_loss": 0.815082848072052, + "acc": 71.24, + "time": 117.14674997306429, + "param": [ + { + "p": 0.1833421140909195, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11886908113956451, + "m": 1.0 + }, + { + "p": 0.006514191627502441, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002833134261891246, + "m": 1.0 + }, + { + "p": 0.01074580941349268, + "m": 1.0 + }, + { + "p": 0.0703420639038086, + "m": 1.0 + }, + { + "p": 0.07280925661325455, + "m": 1.0 + }, + { + "p": 0.12455606460571289, + "m": 1.0 + }, + { + "p": 0.07457035779953003, + "m": 1.0 + }, + { + "p": 0.18944339454174042, + "m": 1.0 + }, + { + "p": 0.14583955705165863, + "m": 1.0 + }, + { + "p": 0.00013497185136657208, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.0742985010147095, + "val_loss": 0.8487507104873657, + "acc": 70.72, + "time": 116.82590262009762, + "param": [ + { + "p": 0.18442954123020172, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13230687379837036, + "m": 1.0 + }, + { + "p": 0.0032184573356062174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01181337982416153, + "m": 1.0 + }, + { + "p": 0.057349517941474915, + "m": 1.0 + }, + { + "p": 0.08040421456098557, + "m": 1.0 + }, + { + "p": 0.12856365740299225, + "m": 1.0 + }, + { + "p": 0.07293152064085007, + "m": 1.0 + }, + { + "p": 0.177384153008461, + "m": 1.0 + }, + { + "p": 0.15146155655384064, + "m": 1.0 + }, + { + "p": 0.00013718174886889756, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.4825903177261353, + "val_loss": 0.8345310091972351, + "acc": 70.81, + "time": 117.99357629497536, + "param": [ + { + "p": 0.18742789328098297, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13706491887569427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048648808151483536, + "m": 1.0 + }, + { + "p": 0.09116028994321823, + "m": 1.0 + }, + { + "p": 0.13348983228206635, + "m": 1.0 + }, + { + "p": 0.07078438252210617, + "m": 1.0 + }, + { + "p": 0.17297513782978058, + "m": 1.0 + }, + { + "p": 0.15844883024692535, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 0.9503896832466125, + "val_loss": 0.8451241254806519, + "acc": 70.9, + "time": 118.74966085189953, + "param": [ + { + "p": 0.19765938818454742, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14714395999908447, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0002606022171676159, + "m": 1.0 + }, + { + "p": 0.00013984869292471558, + "m": 1.0 + }, + { + "p": 0.04412268102169037, + "m": 1.0 + }, + { + "p": 0.09101460874080658, + "m": 1.0 + }, + { + "p": 0.13674715161323547, + "m": 1.0 + }, + { + "p": 0.06647158414125443, + "m": 1.0 + }, + { + "p": 0.1652146875858307, + "m": 1.0 + }, + { + "p": 0.14948523044586182, + "m": 1.0 + }, + { + "p": 0.0017402557423338294, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.1646708250045776, + "val_loss": 0.8995369672775269, + "acc": 71.14, + "time": 118.80539992987178, + "param": [ + { + "p": 0.19342151284217834, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1621229350566864, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006542379502207041, + "m": 1.0 + }, + { + "p": 0.0005342933000065386, + "m": 1.0 + }, + { + "p": 0.050663482397794724, + "m": 1.0 + }, + { + "p": 0.09452876448631287, + "m": 1.0 + }, + { + "p": 0.1394902765750885, + "m": 1.0 + }, + { + "p": 0.06038442999124527, + "m": 1.0 + }, + { + "p": 0.1583327353000641, + "m": 1.0 + }, + { + "p": 0.12829233705997467, + "m": 1.0 + }, + { + "p": 0.00568676833063364, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.0690996646881104, + "val_loss": 0.915764570236206, + "acc": 70.76, + "time": 116.32126231212169, + "param": [ + { + "p": 0.1923406422138214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1853984147310257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005586558021605015, + "m": 1.0 + }, + { + "p": 0.0033348044380545616, + "m": 1.0 + }, + { + "p": 0.06053552031517029, + "m": 1.0 + }, + { + "p": 0.09632346034049988, + "m": 1.0 + }, + { + "p": 0.12436355650424957, + "m": 1.0 + }, + { + "p": 0.05474632978439331, + "m": 1.0 + }, + { + "p": 0.1497427076101303, + "m": 1.0 + }, + { + "p": 0.11711865663528442, + "m": 1.0 + }, + { + "p": 0.010509352199733257, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.1386759281158447, + "val_loss": 0.8586107492446899, + "acc": 71.31, + "time": 115.40213899500668, + "param": [ + { + "p": 0.1892382651567459, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18842783570289612, + "m": 1.0 + }, + { + "p": 4.779342361871386e-06, + "m": 1.0 + }, + { + "p": 0.0010979966027662158, + "m": 1.0 + }, + { + "p": 0.013453250750899315, + "m": 1.0 + }, + { + "p": 0.010004627518355846, + "m": 1.0 + }, + { + "p": 0.06400242447853088, + "m": 1.0 + }, + { + "p": 0.10119923204183578, + "m": 1.0 + }, + { + "p": 0.11257505416870117, + "m": 1.0 + }, + { + "p": 0.04755675047636032, + "m": 1.0 + }, + { + "p": 0.13600760698318481, + "m": 1.0 + }, + { + "p": 0.11798500269651413, + "m": 1.0 + }, + { + "p": 0.018447067588567734, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.0839697122573853, + "val_loss": 0.8388321399688721, + "acc": 71.13, + "time": 118.59251022292301, + "param": [ + { + "p": 0.17984864115715027, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1826588362455368, + "m": 1.0 + }, + { + "p": 0.0011991319479420781, + "m": 1.0 + }, + { + "p": 0.00473440857604146, + "m": 1.0 + }, + { + "p": 0.016750052571296692, + "m": 1.0 + }, + { + "p": 0.021322647109627724, + "m": 1.0 + }, + { + "p": 0.061945222318172455, + "m": 1.0 + }, + { + "p": 0.10693308711051941, + "m": 1.0 + }, + { + "p": 0.10655359923839569, + "m": 1.0 + }, + { + "p": 0.04542437940835953, + "m": 1.0 + }, + { + "p": 0.11891165375709534, + "m": 1.0 + }, + { + "p": 0.12671588361263275, + "m": 1.0 + }, + { + "p": 0.027002394199371338, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.1255649328231812, + "val_loss": 0.753158450126648, + "acc": 71.29, + "time": 117.98495648801327, + "param": [ + { + "p": 0.17146986722946167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19039753079414368, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.019718190655112267, + "m": 1.0 + }, + { + "p": 0.01731938309967518, + "m": 1.0 + }, + { + "p": 0.06261013448238373, + "m": 1.0 + }, + { + "p": 0.11179567873477936, + "m": 1.0 + }, + { + "p": 0.12760983407497406, + "m": 1.0 + }, + { + "p": 0.03527245298027992, + "m": 1.0 + }, + { + "p": 0.0986795574426651, + "m": 1.0 + }, + { + "p": 0.13626262545585632, + "m": 1.0 + }, + { + "p": 0.02886485867202282, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 0.9091206192970276, + "val_loss": 0.9665138721466064, + "acc": 71.43, + "time": 118.25987149984576, + "param": [ + { + "p": 0.1519971489906311, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17425552010536194, + "m": 1.0 + }, + { + "p": 0.0021597843151539564, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02091982215642929, + "m": 1.0 + }, + { + "p": 0.002811598824337125, + "m": 1.0 + }, + { + "p": 0.06998341530561447, + "m": 1.0 + }, + { + "p": 0.11995751410722733, + "m": 1.0 + }, + { + "p": 0.14921124279499054, + "m": 1.0 + }, + { + "p": 0.03840804100036621, + "m": 1.0 + }, + { + "p": 0.09525632113218307, + "m": 1.0 + }, + { + "p": 0.15065060555934906, + "m": 1.0 + }, + { + "p": 0.024388957768678665, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.160853385925293, + "val_loss": 0.7034400701522827, + "acc": 70.73, + "time": 118.50283514801413, + "param": [ + { + "p": 0.1515989899635315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15009084343910217, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02185547724366188, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06419689208269119, + "m": 1.0 + }, + { + "p": 0.12595348060131073, + "m": 1.0 + }, + { + "p": 0.16631047427654266, + "m": 1.0 + }, + { + "p": 0.047149546444416046, + "m": 1.0 + }, + { + "p": 0.09299883991479874, + "m": 1.0 + }, + { + "p": 0.1536722481250763, + "m": 1.0 + }, + { + "p": 0.026173271238803864, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.077019214630127, + "val_loss": 0.7381918430328369, + "acc": 70.92, + "time": 113.33821656997316, + "param": [ + { + "p": 0.14447517693042755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1331147700548172, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0010021069319918752, + "m": 1.0 + }, + { + "p": 0.023895200341939926, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0739852711558342, + "m": 1.0 + }, + { + "p": 0.12520280480384827, + "m": 1.0 + }, + { + "p": 0.17311760783195496, + "m": 1.0 + }, + { + "p": 0.05511750653386116, + "m": 1.0 + }, + { + "p": 0.08958113193511963, + "m": 1.0 + }, + { + "p": 0.16114874184131622, + "m": 1.0 + }, + { + "p": 0.01935972273349762, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.0363960266113281, + "val_loss": 0.7418943047523499, + "acc": 71.33, + "time": 121.01716878078878, + "param": [ + { + "p": 0.12935186922550201, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11854761093854904, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0046388558112084866, + "m": 1.0 + }, + { + "p": 0.017659718170762062, + "m": 1.0 + }, + { + "p": 0.002981433877721429, + "m": 1.0 + }, + { + "p": 0.07702505588531494, + "m": 1.0 + }, + { + "p": 0.1300172656774521, + "m": 1.0 + }, + { + "p": 0.1735522747039795, + "m": 1.0 + }, + { + "p": 0.07004418224096298, + "m": 1.0 + }, + { + "p": 0.0845814123749733, + "m": 1.0 + }, + { + "p": 0.19160032272338867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.1670202016830444, + "val_loss": 0.8792203664779663, + "acc": 71.76, + "time": 119.13174942298792, + "param": [ + { + "p": 0.11770065873861313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11868937313556671, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0065086898393929005, + "m": 1.0 + }, + { + "p": 0.02151848003268242, + "m": 1.0 + }, + { + "p": 0.0023935881908982992, + "m": 1.0 + }, + { + "p": 0.0685955360531807, + "m": 1.0 + }, + { + "p": 0.12646828591823578, + "m": 1.0 + }, + { + "p": 0.16644777357578278, + "m": 1.0 + }, + { + "p": 0.07434999942779541, + "m": 1.0 + }, + { + "p": 0.08277514576911926, + "m": 1.0 + }, + { + "p": 0.21455255150794983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.2902486324310303, + "val_loss": 0.8402929902076721, + "acc": 71.09, + "time": 119.04104990395717, + "param": [ + { + "p": 0.1200844794511795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13489288091659546, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01822853647172451, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04750075191259384, + "m": 1.0 + }, + { + "p": 0.12528742849826813, + "m": 1.0 + }, + { + "p": 0.16100208461284637, + "m": 1.0 + }, + { + "p": 0.07303360849618912, + "m": 1.0 + }, + { + "p": 0.0792127251625061, + "m": 1.0 + }, + { + "p": 0.24075742065906525, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.0633666515350342, + "val_loss": 0.8701186180114746, + "acc": 71.58, + "time": 118.0531623440329, + "param": [ + { + "p": 0.12708140909671783, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15492580831050873, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013201066292822361, + "m": 1.0 + }, + { + "p": 0.0019115378381684422, + "m": 1.0 + }, + { + "p": 0.03855978697538376, + "m": 1.0 + }, + { + "p": 0.12323016673326492, + "m": 1.0 + }, + { + "p": 0.1632063239812851, + "m": 1.0 + }, + { + "p": 0.05402955040335655, + "m": 1.0 + }, + { + "p": 0.07151766121387482, + "m": 1.0 + }, + { + "p": 0.252336710691452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.0316158533096313, + "val_loss": 0.8369965553283691, + "acc": 71.18, + "time": 118.66503264405765, + "param": [ + { + "p": 0.13061334192752838, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15319137275218964, + "m": 1.0 + }, + { + "p": 0.0023769151885062456, + "m": 1.0 + }, + { + "p": 0.004252862185239792, + "m": 1.0 + }, + { + "p": 0.010530953295528889, + "m": 1.0 + }, + { + "p": 0.01910327933728695, + "m": 1.0 + }, + { + "p": 0.0519205667078495, + "m": 1.0 + }, + { + "p": 0.12544995546340942, + "m": 1.0 + }, + { + "p": 0.14736869931221008, + "m": 1.0 + }, + { + "p": 0.047304242849349976, + "m": 1.0 + }, + { + "p": 0.07262545078992844, + "m": 1.0 + }, + { + "p": 0.2342148721218109, + "m": 1.0 + }, + { + "p": 0.001047563273459673, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 0.9754794836044312, + "val_loss": 0.8265206813812256, + "acc": 71.34, + "time": 114.78651212109253, + "param": [ + { + "p": 0.13339604437351227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1500106006860733, + "m": 1.0 + }, + { + "p": 0.0027852265629917383, + "m": 1.0 + }, + { + "p": 0.008329407311975956, + "m": 1.0 + }, + { + "p": 0.010022507049143314, + "m": 1.0 + }, + { + "p": 0.03424500674009323, + "m": 1.0 + }, + { + "p": 0.059784386307001114, + "m": 1.0 + }, + { + "p": 0.1310751587152481, + "m": 1.0 + }, + { + "p": 0.13455629348754883, + "m": 1.0 + }, + { + "p": 0.05342130735516548, + "m": 1.0 + }, + { + "p": 0.07274778932332993, + "m": 1.0 + }, + { + "p": 0.20853681862354279, + "m": 1.0 + }, + { + "p": 0.001089357421733439, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 0.993459165096283, + "val_loss": 0.8741273283958435, + "acc": 71.7, + "time": 118.0972571100574, + "param": [ + { + "p": 0.12847429513931274, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13169407844543457, + "m": 1.0 + }, + { + "p": 0.007252257317304611, + "m": 1.0 + }, + { + "p": 0.021396400406956673, + "m": 1.0 + }, + { + "p": 0.012739459052681923, + "m": 1.0 + }, + { + "p": 0.03717407211661339, + "m": 1.0 + }, + { + "p": 0.05873199179768562, + "m": 1.0 + }, + { + "p": 0.14193695783615112, + "m": 1.0 + }, + { + "p": 0.1153259351849556, + "m": 1.0 + }, + { + "p": 0.06154467165470123, + "m": 1.0 + }, + { + "p": 0.0815686583518982, + "m": 1.0 + }, + { + "p": 0.2016061544418335, + "m": 1.0 + }, + { + "p": 0.0005550722125917673, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 0.9949245452880859, + "val_loss": 0.8653276562690735, + "acc": 71.17, + "time": 118.26337146712467, + "param": [ + { + "p": 0.114393450319767, + "m": 1.0 + }, + { + "p": 0.0021606115624308586, + "m": 1.0 + }, + { + "p": 0.11663041263818741, + "m": 1.0 + }, + { + "p": 0.0026172054931521416, + "m": 1.0 + }, + { + "p": 0.0303358044475317, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023734968155622482, + "m": 1.0 + }, + { + "p": 0.0750139132142067, + "m": 1.0 + }, + { + "p": 0.14519760012626648, + "m": 1.0 + }, + { + "p": 0.11552692204713821, + "m": 1.0 + }, + { + "p": 0.07936089485883713, + "m": 1.0 + }, + { + "p": 0.08865057677030563, + "m": 1.0 + }, + { + "p": 0.19839730858802795, + "m": 1.0 + }, + { + "p": 0.007980338297784328, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.0833624601364136, + "val_loss": 0.9694770574569702, + "acc": 71.78, + "time": 118.76957374694757, + "param": [ + { + "p": 0.1059725433588028, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11491864174604416, + "m": 1.0 + }, + { + "p": 0.011722305789589882, + "m": 1.0 + }, + { + "p": 0.04133050516247749, + "m": 1.0 + }, + { + "p": 0.003644022159278393, + "m": 1.0 + }, + { + "p": 0.014486313797533512, + "m": 1.0 + }, + { + "p": 0.08154746890068054, + "m": 1.0 + }, + { + "p": 0.1335865706205368, + "m": 1.0 + }, + { + "p": 0.11440196633338928, + "m": 1.0 + }, + { + "p": 0.09365356713533401, + "m": 1.0 + }, + { + "p": 0.09739656001329422, + "m": 1.0 + }, + { + "p": 0.1868562549352646, + "m": 1.0 + }, + { + "p": 0.00048328188131563365, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.2080265283584595, + "val_loss": 0.8544278740882874, + "acc": 71.57, + "time": 117.8248660909012, + "param": [ + { + "p": 0.09575731307268143, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1214534118771553, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0582193098962307, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.000497411354444921, + "m": 1.0 + }, + { + "p": 0.08715017884969711, + "m": 1.0 + }, + { + "p": 0.11703110486268997, + "m": 1.0 + }, + { + "p": 0.09813686460256577, + "m": 1.0 + }, + { + "p": 0.10917534679174423, + "m": 1.0 + }, + { + "p": 0.11682343482971191, + "m": 1.0 + }, + { + "p": 0.19575552642345428, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.882992684841156, + "val_loss": 0.7098762392997742, + "acc": 71.7, + "time": 117.85669109015726, + "param": [ + { + "p": 0.09286725521087646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11652981489896774, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06667862832546234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08171737939119339, + "m": 1.0 + }, + { + "p": 0.10239726305007935, + "m": 1.0 + }, + { + "p": 0.08932749927043915, + "m": 1.0 + }, + { + "p": 0.11025429517030716, + "m": 1.0 + }, + { + "p": 0.13085320591926575, + "m": 1.0 + }, + { + "p": 0.20797434449195862, + "m": 1.0 + }, + { + "p": 0.0014003805117681623, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.1312954425811768, + "val_loss": 0.8719374537467957, + "acc": 71.92, + "time": 116.785888829967, + "param": [ + { + "p": 0.09205856919288635, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11598829925060272, + "m": 1.0 + }, + { + "p": 0.0030613692943006754, + "m": 1.0 + }, + { + "p": 0.07902868837118149, + "m": 1.0 + }, + { + "p": 0.0066508823074400425, + "m": 1.0 + }, + { + "p": 0.004943623207509518, + "m": 1.0 + }, + { + "p": 0.07163970917463303, + "m": 1.0 + }, + { + "p": 0.10111687332391739, + "m": 1.0 + }, + { + "p": 0.07832146435976028, + "m": 1.0 + }, + { + "p": 0.11326687783002853, + "m": 1.0 + }, + { + "p": 0.1284697949886322, + "m": 1.0 + }, + { + "p": 0.19378522038459778, + "m": 1.0 + }, + { + "p": 0.011668616905808449, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.9654353260993958, + "val_loss": 0.671369731426239, + "acc": 71.9, + "time": 118.49706849292852, + "param": [ + { + "p": 0.09386389702558517, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11634131520986557, + "m": 1.0 + }, + { + "p": 0.014299911446869373, + "m": 1.0 + }, + { + "p": 0.0840509831905365, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025336673483252525, + "m": 1.0 + }, + { + "p": 0.05235668644309044, + "m": 1.0 + }, + { + "p": 0.09363368153572083, + "m": 1.0 + }, + { + "p": 0.08321825414896011, + "m": 1.0 + }, + { + "p": 0.10614916682243347, + "m": 1.0 + }, + { + "p": 0.12802420556545258, + "m": 1.0 + }, + { + "p": 0.17211706936359406, + "m": 1.0 + }, + { + "p": 0.0306081585586071, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.9527662992477417, + "val_loss": 0.776358962059021, + "acc": 71.5, + "time": 119.60460431384854, + "param": [ + { + "p": 0.10394337773323059, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11384465545415878, + "m": 1.0 + }, + { + "p": 0.01370287872850895, + "m": 1.0 + }, + { + "p": 0.07645036280155182, + "m": 1.0 + }, + { + "p": 0.0060838572680950165, + "m": 1.0 + }, + { + "p": 0.04303402826189995, + "m": 1.0 + }, + { + "p": 0.048676565289497375, + "m": 1.0 + }, + { + "p": 0.09372156113386154, + "m": 1.0 + }, + { + "p": 0.07071635127067566, + "m": 1.0 + }, + { + "p": 0.0888526514172554, + "m": 1.0 + }, + { + "p": 0.14173045754432678, + "m": 1.0 + }, + { + "p": 0.16280502080917358, + "m": 1.0 + }, + { + "p": 0.03643817454576492, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.9689460396766663, + "val_loss": 0.6984854340553284, + "acc": 71.59, + "time": 118.20665881689638, + "param": [ + { + "p": 0.10880037397146225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.107362762093544, + "m": 1.0 + }, + { + "p": 0.02378496341407299, + "m": 1.0 + }, + { + "p": 0.06740434467792511, + "m": 1.0 + }, + { + "p": 0.017051540315151215, + "m": 1.0 + }, + { + "p": 0.04951421543955803, + "m": 1.0 + }, + { + "p": 0.05329066514968872, + "m": 1.0 + }, + { + "p": 0.10109753906726837, + "m": 1.0 + }, + { + "p": 0.06368047744035721, + "m": 1.0 + }, + { + "p": 0.08403139561414719, + "m": 1.0 + }, + { + "p": 0.13722601532936096, + "m": 1.0 + }, + { + "p": 0.1499444991350174, + "m": 1.0 + }, + { + "p": 0.036811210215091705, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.0086123943328857, + "val_loss": 0.7593710422515869, + "acc": 72.14, + "time": 117.01118107815273, + "param": [ + { + "p": 0.10882571339607239, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10286670923233032, + "m": 1.0 + }, + { + "p": 0.026337094604969025, + "m": 1.0 + }, + { + "p": 0.06359966099262238, + "m": 1.0 + }, + { + "p": 0.024989327415823936, + "m": 1.0 + }, + { + "p": 0.03793967887759209, + "m": 1.0 + }, + { + "p": 0.0559975691139698, + "m": 1.0 + }, + { + "p": 0.10863013565540314, + "m": 1.0 + }, + { + "p": 0.06527449935674667, + "m": 1.0 + }, + { + "p": 0.08050122857093811, + "m": 1.0 + }, + { + "p": 0.13124437630176544, + "m": 1.0 + }, + { + "p": 0.15233485400676727, + "m": 1.0 + }, + { + "p": 0.041459232568740845, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.2270065546035767, + "val_loss": 0.8479938507080078, + "acc": 72.66, + "time": 117.21125426609069, + "param": [ + { + "p": 0.10742663592100143, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10617218166589737, + "m": 1.0 + }, + { + "p": 0.03230201452970505, + "m": 1.0 + }, + { + "p": 0.04790325462818146, + "m": 1.0 + }, + { + "p": 0.01749047078192234, + "m": 1.0 + }, + { + "p": 0.030199794098734856, + "m": 1.0 + }, + { + "p": 0.04870527982711792, + "m": 1.0 + }, + { + "p": 0.11604993045330048, + "m": 1.0 + }, + { + "p": 0.06532518565654755, + "m": 1.0 + }, + { + "p": 0.07878351956605911, + "m": 1.0 + }, + { + "p": 0.13814206421375275, + "m": 1.0 + }, + { + "p": 0.17562337219715118, + "m": 1.0 + }, + { + "p": 0.03587634116411209, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.8724295496940613, + "val_loss": 0.7976489663124084, + "acc": 72.05, + "time": 119.91976593481377, + "param": [ + { + "p": 0.10720057040452957, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11745081841945648, + "m": 1.0 + }, + { + "p": 0.04099733754992485, + "m": 1.0 + }, + { + "p": 0.02861200086772442, + "m": 1.0 + }, + { + "p": 0.012346472591161728, + "m": 1.0 + }, + { + "p": 0.040285658091306686, + "m": 1.0 + }, + { + "p": 0.041556864976882935, + "m": 1.0 + }, + { + "p": 0.12257105857133865, + "m": 1.0 + }, + { + "p": 0.06279515475034714, + "m": 1.0 + }, + { + "p": 0.07239124923944473, + "m": 1.0 + }, + { + "p": 0.1282646507024765, + "m": 1.0 + }, + { + "p": 0.18896475434303284, + "m": 1.0 + }, + { + "p": 0.03656340017914772, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.9185034036636353, + "val_loss": 0.8516759276390076, + "acc": 71.24, + "time": 118.92192901903763, + "param": [ + { + "p": 0.09968284517526627, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12398382276296616, + "m": 1.0 + }, + { + "p": 0.05198177322745323, + "m": 1.0 + }, + { + "p": 0.020985763520002365, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06966137140989304, + "m": 1.0 + }, + { + "p": 0.055876560509204865, + "m": 1.0 + }, + { + "p": 0.11261258274316788, + "m": 1.0 + }, + { + "p": 0.04674039036035538, + "m": 1.0 + }, + { + "p": 0.07759785652160645, + "m": 1.0 + }, + { + "p": 0.11969924718141556, + "m": 1.0 + }, + { + "p": 0.17497223615646362, + "m": 1.0 + }, + { + "p": 0.04620562493801117, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.2115463018417358, + "val_loss": 0.8740304708480835, + "acc": 72.09, + "time": 116.90284638502635, + "param": [ + { + "p": 0.0955934152007103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1267930567264557, + "m": 1.0 + }, + { + "p": 0.055858124047517776, + "m": 1.0 + }, + { + "p": 0.015997139737010002, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08393632620573044, + "m": 1.0 + }, + { + "p": 0.059529390186071396, + "m": 1.0 + }, + { + "p": 0.09521818906068802, + "m": 1.0 + }, + { + "p": 0.03741646930575371, + "m": 1.0 + }, + { + "p": 0.0780542865395546, + "m": 1.0 + }, + { + "p": 0.11828124523162842, + "m": 1.0 + }, + { + "p": 0.17794260382652283, + "m": 1.0 + }, + { + "p": 0.05537976324558258, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 0.8828968405723572, + "val_loss": 0.8750391602516174, + "acc": 71.12, + "time": 113.38516810000874, + "param": [ + { + "p": 0.09324867278337479, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13486269116401672, + "m": 1.0 + }, + { + "p": 0.05280350148677826, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09090998768806458, + "m": 1.0 + }, + { + "p": 0.04499930143356323, + "m": 1.0 + }, + { + "p": 0.08877820521593094, + "m": 1.0 + }, + { + "p": 0.042600903660058975, + "m": 1.0 + }, + { + "p": 0.0774696096777916, + "m": 1.0 + }, + { + "p": 0.13142287731170654, + "m": 1.0 + }, + { + "p": 0.20291395485401154, + "m": 1.0 + }, + { + "p": 0.039990294724702835, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.8199638724327087, + "val_loss": 0.9576615691184998, + "acc": 72.32, + "time": 117.33229062380269, + "param": [ + { + "p": 0.09163851290941238, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14720480144023895, + "m": 1.0 + }, + { + "p": 0.05410144105553627, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01815601997077465, + "m": 1.0 + }, + { + "p": 0.08708317577838898, + "m": 1.0 + }, + { + "p": 0.03721078857779503, + "m": 1.0 + }, + { + "p": 0.08294357359409332, + "m": 1.0 + }, + { + "p": 0.07151586562395096, + "m": 1.0 + }, + { + "p": 0.06497147679328918, + "m": 1.0 + }, + { + "p": 0.11805689334869385, + "m": 1.0 + }, + { + "p": 0.18989521265029907, + "m": 1.0 + }, + { + "p": 0.037222232669591904, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.0239301919937134, + "val_loss": 0.7749910354614258, + "acc": 72.1, + "time": 118.92767493496649, + "param": [ + { + "p": 0.09888194501399994, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15051423013210297, + "m": 1.0 + }, + { + "p": 0.04814651980996132, + "m": 1.0 + }, + { + "p": 0.0005720311310142279, + "m": 1.0 + }, + { + "p": 0.039410486817359924, + "m": 1.0 + }, + { + "p": 0.08539348840713501, + "m": 1.0 + }, + { + "p": 0.02293841540813446, + "m": 1.0 + }, + { + "p": 0.0829390287399292, + "m": 1.0 + }, + { + "p": 0.08841011673212051, + "m": 1.0 + }, + { + "p": 0.05080525204539299, + "m": 1.0 + }, + { + "p": 0.09798219054937363, + "m": 1.0 + }, + { + "p": 0.20380619168281555, + "m": 1.0 + }, + { + "p": 0.030200203880667686, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.00665283203125, + "val_loss": 0.8655616044998169, + "acc": 72.86, + "time": 117.71337392390706, + "param": [ + { + "p": 0.09988818317651749, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13916349411010742, + "m": 1.0 + }, + { + "p": 0.04463952034711838, + "m": 1.0 + }, + { + "p": 0.0038106017746031284, + "m": 1.0 + }, + { + "p": 0.05170965567231178, + "m": 1.0 + }, + { + "p": 0.09496751427650452, + "m": 1.0 + }, + { + "p": 0.03342019021511078, + "m": 1.0 + }, + { + "p": 0.09770403802394867, + "m": 1.0 + }, + { + "p": 0.09030850976705551, + "m": 1.0 + }, + { + "p": 0.05449233949184418, + "m": 1.0 + }, + { + "p": 0.07945651561021805, + "m": 1.0 + }, + { + "p": 0.18538258969783783, + "m": 1.0 + }, + { + "p": 0.0250567477196455, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.2011134624481201, + "val_loss": 0.700509786605835, + "acc": 73.54, + "time": 119.58924125204794, + "param": [ + { + "p": 0.11505188047885895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14606095850467682, + "m": 1.0 + }, + { + "p": 0.026015957817435265, + "m": 1.0 + }, + { + "p": 0.0035158945247530937, + "m": 1.0 + }, + { + "p": 0.04777075722813606, + "m": 1.0 + }, + { + "p": 0.09260739386081696, + "m": 1.0 + }, + { + "p": 0.03324310481548309, + "m": 1.0 + }, + { + "p": 0.11575181782245636, + "m": 1.0 + }, + { + "p": 0.08473775535821915, + "m": 1.0 + }, + { + "p": 0.04295305162668228, + "m": 1.0 + }, + { + "p": 0.08625313639640808, + "m": 1.0 + }, + { + "p": 0.19467905163764954, + "m": 1.0 + }, + { + "p": 0.011359225027263165, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.8897905349731445, + "val_loss": 0.7787200808525085, + "acc": 72.93, + "time": 118.22530312184244, + "param": [ + { + "p": 0.12866149842739105, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14768138527870178, + "m": 1.0 + }, + { + "p": 0.026765506714582443, + "m": 1.0 + }, + { + "p": 0.016525616869330406, + "m": 1.0 + }, + { + "p": 0.05058601126074791, + "m": 1.0 + }, + { + "p": 0.08063040673732758, + "m": 1.0 + }, + { + "p": 0.04383774474263191, + "m": 1.0 + }, + { + "p": 0.12556038796901703, + "m": 1.0 + }, + { + "p": 0.07289400696754456, + "m": 1.0 + }, + { + "p": 0.035052403807640076, + "m": 1.0 + }, + { + "p": 0.09242001920938492, + "m": 1.0 + }, + { + "p": 0.1787976771593094, + "m": 1.0 + }, + { + "p": 0.0005873777554370463, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.0664876699447632, + "val_loss": 0.7720990777015686, + "acc": 73.24, + "time": 118.03602641494945, + "param": [ + { + "p": 0.13582006096839905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17669916152954102, + "m": 1.0 + }, + { + "p": 0.016402726992964745, + "m": 1.0 + }, + { + "p": 0.011527585797011852, + "m": 1.0 + }, + { + "p": 0.05724406987428665, + "m": 1.0 + }, + { + "p": 0.06652528792619705, + "m": 1.0 + }, + { + "p": 0.03908882662653923, + "m": 1.0 + }, + { + "p": 0.12938670814037323, + "m": 1.0 + }, + { + "p": 0.05517437309026718, + "m": 1.0 + }, + { + "p": 0.028438139706850052, + "m": 1.0 + }, + { + "p": 0.09371151030063629, + "m": 1.0 + }, + { + "p": 0.18998156487941742, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.9212281703948975, + "val_loss": 0.8407171964645386, + "acc": 72.06, + "time": 116.38693295209669, + "param": [ + { + "p": 0.1325550228357315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19362224638462067, + "m": 1.0 + }, + { + "p": 0.002772429259493947, + "m": 1.0 + }, + { + "p": 0.007838151417672634, + "m": 1.0 + }, + { + "p": 0.05811099708080292, + "m": 1.0 + }, + { + "p": 0.06380897015333176, + "m": 1.0 + }, + { + "p": 0.038366153836250305, + "m": 1.0 + }, + { + "p": 0.13800136744976044, + "m": 1.0 + }, + { + "p": 0.05417400225996971, + "m": 1.0 + }, + { + "p": 0.03552167862653732, + "m": 1.0 + }, + { + "p": 0.08895885944366455, + "m": 1.0 + }, + { + "p": 0.186270073056221, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.0011001825332642, + "val_loss": 0.8655965924263, + "acc": 72.01, + "time": 117.65871279709972, + "param": [ + { + "p": 0.1390640139579773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20400889217853546, + "m": 1.0 + }, + { + "p": 0.0009991420665755868, + "m": 1.0 + }, + { + "p": 0.008473344147205353, + "m": 1.0 + }, + { + "p": 0.05038665980100632, + "m": 1.0 + }, + { + "p": 0.05499840900301933, + "m": 1.0 + }, + { + "p": 0.041612423956394196, + "m": 1.0 + }, + { + "p": 0.1439664214849472, + "m": 1.0 + }, + { + "p": 0.05779458209872246, + "m": 1.0 + }, + { + "p": 0.0377143993973732, + "m": 1.0 + }, + { + "p": 0.06628905981779099, + "m": 1.0 + }, + { + "p": 0.18984454870224, + "m": 1.0 + }, + { + "p": 0.004848026670515537, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.891123354434967, + "val_loss": 0.7884183526039124, + "acc": 72.8, + "time": 119.47660588100553, + "param": [ + { + "p": 0.13993491232395172, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1974109560251236, + "m": 1.0 + }, + { + "p": 0.009388335980474949, + "m": 1.0 + }, + { + "p": 1.3037799362791702e-05, + "m": 1.0 + }, + { + "p": 0.049776554107666016, + "m": 1.0 + }, + { + "p": 0.03397466987371445, + "m": 1.0 + }, + { + "p": 0.04448731988668442, + "m": 1.0 + }, + { + "p": 0.13961796462535858, + "m": 1.0 + }, + { + "p": 0.06723739951848984, + "m": 1.0 + }, + { + "p": 0.057541027665138245, + "m": 1.0 + }, + { + "p": 0.06369688361883163, + "m": 1.0 + }, + { + "p": 0.1715852916240692, + "m": 1.0 + }, + { + "p": 0.025335652753710747, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.9485635757446289, + "val_loss": 0.94785076379776, + "acc": 72.29, + "time": 118.75499837007374, + "param": [ + { + "p": 0.13042600452899933, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18086348474025726, + "m": 1.0 + }, + { + "p": 0.043927863240242004, + "m": 1.0 + }, + { + "p": 0.0011056037619709969, + "m": 1.0 + }, + { + "p": 0.046476032584905624, + "m": 1.0 + }, + { + "p": 0.024201180785894394, + "m": 1.0 + }, + { + "p": 0.05120420828461647, + "m": 1.0 + }, + { + "p": 0.1302930861711502, + "m": 1.0 + }, + { + "p": 0.07255377620458603, + "m": 1.0 + }, + { + "p": 0.0679788589477539, + "m": 1.0 + }, + { + "p": 0.06118607521057129, + "m": 1.0 + }, + { + "p": 0.14365600049495697, + "m": 1.0 + }, + { + "p": 0.046127788722515106, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.0742568969726562, + "val_loss": 0.6447279453277588, + "acc": 72.69, + "time": 118.90655254898593, + "param": [ + { + "p": 0.11146967858076096, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1507713347673416, + "m": 1.0 + }, + { + "p": 0.059997253119945526, + "m": 1.0 + }, + { + "p": 0.013622689060866833, + "m": 1.0 + }, + { + "p": 0.055138446390628815, + "m": 1.0 + }, + { + "p": 0.02225581184029579, + "m": 1.0 + }, + { + "p": 0.0603298619389534, + "m": 1.0 + }, + { + "p": 0.12178643047809601, + "m": 1.0 + }, + { + "p": 0.08552192151546478, + "m": 1.0 + }, + { + "p": 0.08288312703371048, + "m": 1.0 + }, + { + "p": 0.06259507685899734, + "m": 1.0 + }, + { + "p": 0.11715268343687057, + "m": 1.0 + }, + { + "p": 0.0564756914973259, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.053968071937561, + "val_loss": 0.8024330735206604, + "acc": 72.64, + "time": 117.1665617369581, + "param": [ + { + "p": 0.1057862713932991, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1462162435054779, + "m": 1.0 + }, + { + "p": 0.05901145190000534, + "m": 1.0 + }, + { + "p": 0.015434504486620426, + "m": 1.0 + }, + { + "p": 0.062265317887067795, + "m": 1.0 + }, + { + "p": 0.019228460267186165, + "m": 1.0 + }, + { + "p": 0.06853337585926056, + "m": 1.0 + }, + { + "p": 0.11556744575500488, + "m": 1.0 + }, + { + "p": 0.09672246128320694, + "m": 1.0 + }, + { + "p": 0.08479049801826477, + "m": 1.0 + }, + { + "p": 0.07368803769350052, + "m": 1.0 + }, + { + "p": 0.10422603040933609, + "m": 1.0 + }, + { + "p": 0.048529867082834244, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.9115527272224426, + "val_loss": 0.8808339238166809, + "acc": 72.62, + "time": 119.22683831187896, + "param": [ + { + "p": 0.11002741754055023, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15473179519176483, + "m": 1.0 + }, + { + "p": 0.04139695316553116, + "m": 1.0 + }, + { + "p": 0.008135168813169003, + "m": 1.0 + }, + { + "p": 0.05888524651527405, + "m": 1.0 + }, + { + "p": 0.021705903112888336, + "m": 1.0 + }, + { + "p": 0.06731007993221283, + "m": 1.0 + }, + { + "p": 0.11646483838558197, + "m": 1.0 + }, + { + "p": 0.10813523083925247, + "m": 1.0 + }, + { + "p": 0.09645665436983109, + "m": 1.0 + }, + { + "p": 0.08501807600259781, + "m": 1.0 + }, + { + "p": 0.1019323393702507, + "m": 1.0 + }, + { + "p": 0.029800234362483025, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.2044246196746826, + "val_loss": 0.8926034569740295, + "acc": 72.56, + "time": 119.30125888809562, + "param": [ + { + "p": 0.13018475472927094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1656550019979477, + "m": 1.0 + }, + { + "p": 0.02991396188735962, + "m": 1.0 + }, + { + "p": 0.006708139553666115, + "m": 1.0 + }, + { + "p": 0.049514323472976685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0523855946958065, + "m": 1.0 + }, + { + "p": 0.1237148642539978, + "m": 1.0 + }, + { + "p": 0.12383634597063065, + "m": 1.0 + }, + { + "p": 0.1088530644774437, + "m": 1.0 + }, + { + "p": 0.0925811231136322, + "m": 1.0 + }, + { + "p": 0.0992383062839508, + "m": 1.0 + }, + { + "p": 0.017414655536413193, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json new file mode 100644 index 0000000..f0d0215 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-0.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 70.31, + "Time": [ + 492.0796461094419, + 431.56943876784226 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.308213710784912, + "val_loss": 2.2856242656707764, + "acc": 12.46, + "time": 1307.1678046109155, + "param": [ + { + "p": 0.06324320286512375, + "m": 1.0 + }, + { + "p": 0.054997317492961884, + "m": 1.0 + }, + { + "p": 0.09189430624246597, + "m": 1.0 + }, + { + "p": 0.10980702936649323, + "m": 0.9903502464294434 + }, + { + "p": 0.05603558197617531, + "m": 0.9742030501365662 + }, + { + "p": 0.09496719390153885, + "m": 0.9373355507850647 + }, + { + "p": 0.053706154227256775, + "m": 0.9748660922050476 + }, + { + "p": 0.06849197298288345, + "m": 0.9834517240524292 + }, + { + "p": 0.041671380400657654, + "m": 0.9715355634689331 + }, + { + "p": 0.09647279977798462, + "m": 1.0 + }, + { + "p": 0.0994858518242836, + "m": 0.9985334873199463 + }, + { + "p": 0.07226549834012985, + "m": 0.9846883416175842 + }, + { + "p": 0.09414900094270706, + "m": 1.0 + }, + { + "p": 0.0028126228135079145, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.1526265144348145, + "val_loss": 2.1228268146514893, + "acc": 24.58, + "time": 1260.2504072291777, + "param": [ + { + "p": 0.07417678833007812, + "m": 1.0 + }, + { + "p": 0.06125066056847572, + "m": 1.0 + }, + { + "p": 0.08246084302663803, + "m": 1.0 + }, + { + "p": 0.09757307171821594, + "m": 0.9988168478012085 + }, + { + "p": 0.06709301471710205, + "m": 0.9490282535552979 + }, + { + "p": 0.09118464589118958, + "m": 0.8753618597984314 + }, + { + "p": 0.05292406678199768, + "m": 1.0 + }, + { + "p": 0.0763876810669899, + "m": 0.929597795009613 + }, + { + "p": 0.05166978761553764, + "m": 0.9548065662384033 + }, + { + "p": 0.09658148884773254, + "m": 1.0 + }, + { + "p": 0.08605028688907623, + "m": 0.9822076559066772 + }, + { + "p": 0.08090472966432571, + "m": 0.9802564382553101 + }, + { + "p": 0.08174280822277069, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1329898834228516, + "val_loss": 2.084179162979126, + "acc": 21.79, + "time": 1256.0305850370787, + "param": [ + { + "p": 0.08590441942214966, + "m": 1.0 + }, + { + "p": 0.03550570458173752, + "m": 1.0 + }, + { + "p": 0.07237062603235245, + "m": 1.0 + }, + { + "p": 0.12157649546861649, + "m": 0.9535871744155884 + }, + { + "p": 0.09366926550865173, + "m": 0.9303238391876221 + }, + { + "p": 0.10017739236354828, + "m": 0.8610264658927917 + }, + { + "p": 0.04896865040063858, + "m": 0.9787381291389465 + }, + { + "p": 0.0678662359714508, + "m": 0.9220454096794128 + }, + { + "p": 0.025082973763346672, + "m": 0.9257442951202393 + }, + { + "p": 0.1137147769331932, + "m": 0.996267557144165 + }, + { + "p": 0.08208315074443817, + "m": 0.984400749206543 + }, + { + "p": 0.07683002948760986, + "m": 0.9660254120826721 + }, + { + "p": 0.0762503370642662, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.1455748081207275, + "val_loss": 2.0241611003875732, + "acc": 27.29, + "time": 1322.3282942851074, + "param": [ + { + "p": 0.11340640485286713, + "m": 1.0 + }, + { + "p": 0.012156134471297264, + "m": 1.0 + }, + { + "p": 0.04766492173075676, + "m": 1.0 + }, + { + "p": 0.12928690016269684, + "m": 0.9078290462493896 + }, + { + "p": 0.10250276327133179, + "m": 0.9358818531036377 + }, + { + "p": 0.1215798556804657, + "m": 0.8759855031967163 + }, + { + "p": 0.027847418561577797, + "m": 0.9657526612281799 + }, + { + "p": 0.052399348467588425, + "m": 0.9057537913322449 + }, + { + "p": 0.00018348613230045885, + "m": 0.8802345395088196 + }, + { + "p": 0.14672967791557312, + "m": 0.9681046605110168 + }, + { + "p": 0.10291378200054169, + "m": 0.9653804898262024 + }, + { + "p": 0.09634636342525482, + "m": 0.943818986415863 + }, + { + "p": 0.04698295518755913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.1445915699005127, + "val_loss": 1.9202396869659424, + "acc": 27.03, + "time": 1304.841967470944, + "param": [ + { + "p": 0.14021070301532745, + "m": 1.0 + }, + { + "p": 0.01087928470224142, + "m": 1.0 + }, + { + "p": 0.009773362427949905, + "m": 1.0 + }, + { + "p": 0.15732699632644653, + "m": 0.8843753933906555 + }, + { + "p": 0.09571608155965805, + "m": 0.9354211091995239 + }, + { + "p": 0.11239506304264069, + "m": 0.9056956768035889 + }, + { + "p": 0.04105344042181969, + "m": 0.946991503238678 + }, + { + "p": 0.031893860548734665, + "m": 0.8845016956329346 + }, + { + "p": 0.0, + "m": 0.8619723916053772 + }, + { + "p": 0.1532287746667862, + "m": 0.9489647746086121 + }, + { + "p": 0.11650662869215012, + "m": 0.955686092376709 + }, + { + "p": 0.11308804899454117, + "m": 0.9278417229652405 + }, + { + "p": 0.01792770065367222, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.8889029026031494, + "val_loss": 1.9065603017807007, + "acc": 32.88, + "time": 1310.474617967382, + "param": [ + { + "p": 0.15798406302928925, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1957460343837738, + "m": 0.8579595685005188 + }, + { + "p": 0.08483540266752243, + "m": 0.9707687497138977 + }, + { + "p": 0.10297606885433197, + "m": 0.9408754110336304 + }, + { + "p": 0.047581952065229416, + "m": 0.9174492359161377 + }, + { + "p": 0.010672153905034065, + "m": 0.8604530692100525 + }, + { + "p": 0.0, + "m": 0.8457700610160828 + }, + { + "p": 0.1601552665233612, + "m": 0.948112964630127 + }, + { + "p": 0.11492764949798584, + "m": 0.9265850782394409 + }, + { + "p": 0.12512138485908508, + "m": 0.8832026720046997 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.983670949935913, + "val_loss": 1.8640528917312622, + "acc": 35.51, + "time": 1306.6458439608105, + "param": [ + { + "p": 0.1877274364233017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0018130152020603418, + "m": 1.0 + }, + { + "p": 0.23240500688552856, + "m": 0.798100471496582 + }, + { + "p": 0.06905847787857056, + "m": 1.0 + }, + { + "p": 0.07585538923740387, + "m": 0.9710659384727478 + }, + { + "p": 0.03579239174723625, + "m": 0.8838447332382202 + }, + { + "p": 0.00041707127820700407, + "m": 0.8527780175209045 + }, + { + "p": 0.0, + "m": 0.8103154897689819 + }, + { + "p": 0.15257035195827484, + "m": 0.9460828304290771 + }, + { + "p": 0.10397190600633621, + "m": 0.8826332092285156 + }, + { + "p": 0.13644875586032867, + "m": 0.8249173760414124 + }, + { + "p": 0.0039402092806994915, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 2.1523773670196533, + "val_loss": 1.7041069269180298, + "acc": 38.87, + "time": 1196.198824040126, + "param": [ + { + "p": 0.24523025751113892, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2813170254230499, + "m": 0.7592018842697144 + }, + { + "p": 0.043461114168167114, + "m": 1.0 + }, + { + "p": 0.03890308737754822, + "m": 1.0 + }, + { + "p": 0.0020259669981896877, + "m": 0.8755929470062256 + }, + { + "p": 0.0, + "m": 0.8736696839332581 + }, + { + "p": 0.00038232080987654626, + "m": 0.7470964193344116 + }, + { + "p": 0.15774936974048615, + "m": 0.9636896848678589 + }, + { + "p": 0.08197053521871567, + "m": 0.8051775097846985 + }, + { + "p": 0.14896027743816376, + "m": 0.797590434551239 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.7658443450927734, + "val_loss": 1.7095677852630615, + "acc": 37.79, + "time": 1318.1632728669792, + "param": [ + { + "p": 0.29459530115127563, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.31860002875328064, + "m": 0.7200769782066345 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0073033482767641544, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8255559802055359 + }, + { + "p": 0.0, + "m": 0.8675270676612854 + }, + { + "p": 0.0, + "m": 0.6910336017608643 + }, + { + "p": 0.15648537874221802, + "m": 0.9738684892654419 + }, + { + "p": 0.057098425924777985, + "m": 0.7318803668022156 + }, + { + "p": 0.1659175157546997, + "m": 0.81745445728302 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.7299633026123047, + "val_loss": 1.6263885498046875, + "acc": 40.17, + "time": 1170.1563835800625, + "param": [ + { + "p": 0.3186754882335663, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 3.0864845030009747e-05, + "m": 1.0 + }, + { + "p": 0.3342432677745819, + "m": 0.6974001526832581 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7801721692085266 + }, + { + "p": 0.0, + "m": 0.876145601272583 + }, + { + "p": 0.008661709725856781, + "m": 0.645923912525177 + }, + { + "p": 0.15498392283916473, + "m": 0.9941093325614929 + }, + { + "p": 0.03380195051431656, + "m": 0.6643295884132385 + }, + { + "p": 0.14532874524593353, + "m": 0.8178178071975708 + }, + { + "p": 0.004274056293070316, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.821633219718933, + "val_loss": 1.5792137384414673, + "acc": 41.78, + "time": 1310.3332129237242, + "param": [ + { + "p": 0.3210335075855255, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.34338364005088806, + "m": 0.638231635093689 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7362390160560608 + }, + { + "p": 0.0, + "m": 0.8345116376876831 + }, + { + "p": 0.02272973768413067, + "m": 0.5958337783813477 + }, + { + "p": 0.15265248715877533, + "m": 1.0 + }, + { + "p": 0.03052351251244545, + "m": 0.6305176019668579 + }, + { + "p": 0.12967711687088013, + "m": 0.8061739802360535 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.923734188079834, + "val_loss": 1.5752593278884888, + "acc": 40.06, + "time": 1312.0682563027367, + "param": [ + { + "p": 0.31429323554039, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.327595978975296, + "m": 0.5927691459655762 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002816480817273259, + "m": 0.7226476073265076 + }, + { + "p": 0.0008856277563609183, + "m": 0.8184496760368347 + }, + { + "p": 0.03443579003214836, + "m": 0.5653530359268188 + }, + { + "p": 0.14790380001068115, + "m": 0.9983235597610474 + }, + { + "p": 0.041939690709114075, + "m": 0.6233221292495728 + }, + { + "p": 0.13012933731079102, + "m": 0.83033287525177 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.901206374168396, + "val_loss": 1.5806912183761597, + "acc": 44.68, + "time": 1306.195022357162, + "param": [ + { + "p": 0.23729170858860016, + "m": 1.0 + }, + { + "p": 0.00480491342023015, + "m": 1.0 + }, + { + "p": 0.021837826818227768, + "m": 1.0 + }, + { + "p": 0.23660604655742645, + "m": 0.5877015590667725 + }, + { + "p": 0.0009636225295253098, + "m": 1.0 + }, + { + "p": 0.015534649603068829, + "m": 0.9817360639572144 + }, + { + "p": 0.037083789706230164, + "m": 0.6849236488342285 + }, + { + "p": 0.02729950286448002, + "m": 0.8271603584289551 + }, + { + "p": 0.06629345566034317, + "m": 0.5858673453330994 + }, + { + "p": 0.1369975507259369, + "m": 0.982281506061554 + }, + { + "p": 0.06890358030796051, + "m": 0.6492487192153931 + }, + { + "p": 0.1126149594783783, + "m": 0.8661224842071533 + }, + { + "p": 0.033768363296985626, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.7913250923156738, + "val_loss": 1.5591824054718018, + "acc": 41.89, + "time": 1306.5505905388854, + "param": [ + { + "p": 0.1944168210029602, + "m": 1.0 + }, + { + "p": 0.0042732334695756435, + "m": 1.0 + }, + { + "p": 0.05075317621231079, + "m": 1.0 + }, + { + "p": 0.18025732040405273, + "m": 0.5808366537094116 + }, + { + "p": 0.0, + "m": 0.9961457848548889 + }, + { + "p": 0.004594717174768448, + "m": 0.9675353765487671 + }, + { + "p": 0.060136791318655014, + "m": 0.6332964897155762 + }, + { + "p": 0.041994981467723846, + "m": 0.8583704829216003 + }, + { + "p": 0.08152812719345093, + "m": 0.6157093048095703 + }, + { + "p": 0.13267463445663452, + "m": 0.982060432434082 + }, + { + "p": 0.08196420967578888, + "m": 0.6717281341552734 + }, + { + "p": 0.113765649497509, + "m": 0.8748483061790466 + }, + { + "p": 0.05313047394156456, + "m": 1.0 + }, + { + "p": 0.0005098821711726487, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.7708550691604614, + "val_loss": 1.3903710842132568, + "acc": 46.78, + "time": 1186.9146497780457, + "param": [ + { + "p": 0.16376224160194397, + "m": 1.0 + }, + { + "p": 0.0076111434027552605, + "m": 1.0 + }, + { + "p": 0.07722710072994232, + "m": 1.0 + }, + { + "p": 0.1405181884765625, + "m": 0.591853141784668 + }, + { + "p": 0.0, + "m": 0.9855288863182068 + }, + { + "p": 0.0, + "m": 0.9861473441123962 + }, + { + "p": 0.07930629700422287, + "m": 0.6123709082603455 + }, + { + "p": 0.04827972874045372, + "m": 0.8785953521728516 + }, + { + "p": 0.08558987826108932, + "m": 0.6395549774169922 + }, + { + "p": 0.13156269490718842, + "m": 0.9897646307945251 + }, + { + "p": 0.08364211767911911, + "m": 0.6800476908683777 + }, + { + "p": 0.11644622683525085, + "m": 0.8768916130065918 + }, + { + "p": 0.06605439633131027, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.843298316001892, + "val_loss": 1.5176018476486206, + "acc": 46.29, + "time": 1308.1242936067283, + "param": [ + { + "p": 0.17288897931575775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10312452912330627, + "m": 1.0 + }, + { + "p": 0.12283916026353836, + "m": 0.5749978423118591 + }, + { + "p": 0.0, + "m": 0.9722239375114441 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08097824454307556, + "m": 0.5766082406044006 + }, + { + "p": 0.03721912205219269, + "m": 0.8748958706855774 + }, + { + "p": 0.09597867727279663, + "m": 0.6565566658973694 + }, + { + "p": 0.12875504791736603, + "m": 0.9967116117477417 + }, + { + "p": 0.08474313467741013, + "m": 0.676918089389801 + }, + { + "p": 0.11052362620830536, + "m": 0.8928013443946838 + }, + { + "p": 0.06294949352741241, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.9247509241104126, + "val_loss": 1.5215237140655518, + "acc": 46.4, + "time": 1308.8633770067245, + "param": [ + { + "p": 0.18952882289886475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12125011533498764, + "m": 1.0 + }, + { + "p": 0.11423460394144058, + "m": 0.54208904504776 + }, + { + "p": 0.0, + "m": 0.9567642211914062 + }, + { + "p": 0.0, + "m": 0.9852240681648254 + }, + { + "p": 0.07677656412124634, + "m": 0.5184465050697327 + }, + { + "p": 0.020167013630270958, + "m": 0.8591104745864868 + }, + { + "p": 0.10791613906621933, + "m": 0.6613311767578125 + }, + { + "p": 0.14744968712329865, + "m": 0.9996156692504883 + }, + { + "p": 0.07338003814220428, + "m": 0.6576623916625977 + }, + { + "p": 0.09461122751235962, + "m": 0.9073490500450134 + }, + { + "p": 0.054685790091753006, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.7644561529159546, + "val_loss": 1.4621134996414185, + "acc": 48.89, + "time": 1303.5102344439365, + "param": [ + { + "p": 0.20049282908439636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13628563284873962, + "m": 1.0 + }, + { + "p": 0.0843304768204689, + "m": 0.5416951775550842 + }, + { + "p": 0.0, + "m": 0.9659897685050964 + }, + { + "p": 0.0, + "m": 0.9880887866020203 + }, + { + "p": 0.08938159793615341, + "m": 0.4744708240032196 + }, + { + "p": 0.01319210883229971, + "m": 0.8597274422645569 + }, + { + "p": 0.11495115607976913, + "m": 0.6427819132804871 + }, + { + "p": 0.1506427675485611, + "m": 1.0 + }, + { + "p": 0.06674684584140778, + "m": 0.6342442631721497 + }, + { + "p": 0.06764740496873856, + "m": 0.911014974117279 + }, + { + "p": 0.07632908225059509, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.7450878620147705, + "val_loss": 1.3287408351898193, + "acc": 49.58, + "time": 1306.1594916158356, + "param": [ + { + "p": 0.18102484941482544, + "m": 1.0 + }, + { + "p": 0.0013069279957562685, + "m": 1.0 + }, + { + "p": 0.12837256491184235, + "m": 1.0 + }, + { + "p": 0.07032394409179688, + "m": 0.5456973314285278 + }, + { + "p": 0.0, + "m": 0.985954225063324 + }, + { + "p": 0.014380844309926033, + "m": 0.9875273108482361 + }, + { + "p": 0.08967709541320801, + "m": 0.4428180754184723 + }, + { + "p": 0.029861390590667725, + "m": 0.8777596354484558 + }, + { + "p": 0.11186651885509491, + "m": 0.6312421560287476 + }, + { + "p": 0.14292971789836884, + "m": 1.0 + }, + { + "p": 0.07549502700567245, + "m": 0.6340631246566772 + }, + { + "p": 0.05729550123214722, + "m": 0.9236295223236084 + }, + { + "p": 0.09626971185207367, + "m": 1.0 + }, + { + "p": 0.0011958529939875007, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.7954185009002686, + "val_loss": 1.377872109413147, + "acc": 50.3, + "time": 1299.9228604380041, + "param": [ + { + "p": 0.18133075535297394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12638406455516815, + "m": 1.0 + }, + { + "p": 0.059958040714263916, + "m": 0.5465006232261658 + }, + { + "p": 0.0, + "m": 0.9753330945968628 + }, + { + "p": 0.007677977904677391, + "m": 1.0 + }, + { + "p": 0.09513438493013382, + "m": 0.42992398142814636 + }, + { + "p": 0.03495021164417267, + "m": 0.9051455855369568 + }, + { + "p": 0.09778094291687012, + "m": 0.6068140864372253 + }, + { + "p": 0.1562233418226242, + "m": 1.0 + }, + { + "p": 0.08746552467346191, + "m": 0.6318657994270325 + }, + { + "p": 0.042505890130996704, + "m": 0.9521671533584595 + }, + { + "p": 0.11058884114027023, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.430328607559204, + "val_loss": 1.3255419731140137, + "acc": 49.85, + "time": 1209.487814755179, + "param": [ + { + "p": 0.18451695144176483, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1272810399532318, + "m": 1.0 + }, + { + "p": 0.0664990246295929, + "m": 0.5471518635749817 + }, + { + "p": 0.0, + "m": 0.9758279323577881 + }, + { + "p": 0.0015253829769790173, + "m": 1.0 + }, + { + "p": 0.10625939816236496, + "m": 0.38865262269973755 + }, + { + "p": 0.021783996373414993, + "m": 0.8919445872306824 + }, + { + "p": 0.07703035324811935, + "m": 0.5857385993003845 + }, + { + "p": 0.1493843048810959, + "m": 0.9899302124977112 + }, + { + "p": 0.09840629994869232, + "m": 0.6493735313415527 + }, + { + "p": 0.045883141458034515, + "m": 0.9803186655044556 + }, + { + "p": 0.11441310495138168, + "m": 1.0 + }, + { + "p": 0.007017005234956741, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.8354068994522095, + "val_loss": 1.4058959484100342, + "acc": 51.05, + "time": 1210.0421725488268, + "param": [ + { + "p": 0.17915864288806915, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1318417638540268, + "m": 1.0 + }, + { + "p": 0.0591578409075737, + "m": 0.548374354839325 + }, + { + "p": 0.0, + "m": 0.9736326336860657 + }, + { + "p": 0.017853962257504463, + "m": 1.0 + }, + { + "p": 0.11794249713420868, + "m": 0.32897695899009705 + }, + { + "p": 0.01935090869665146, + "m": 0.8725414872169495 + }, + { + "p": 0.07786117494106293, + "m": 0.5877745747566223 + }, + { + "p": 0.1355130821466446, + "m": 0.9901908040046692 + }, + { + "p": 0.09743686765432358, + "m": 0.6727480292320251 + }, + { + "p": 0.056540921330451965, + "m": 1.0 + }, + { + "p": 0.10393905639648438, + "m": 1.0 + }, + { + "p": 0.0034033539704978466, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.7653887271881104, + "val_loss": 1.3846631050109863, + "acc": 51.9, + "time": 1250.461551817134, + "param": [ + { + "p": 0.19692853093147278, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13805125653743744, + "m": 1.0 + }, + { + "p": 0.04048272594809532, + "m": 0.5350565314292908 + }, + { + "p": 0.0, + "m": 0.9622370004653931 + }, + { + "p": 0.0111325578764081, + "m": 0.9997666478157043 + }, + { + "p": 0.12102946639060974, + "m": 0.26869770884513855 + }, + { + "p": 0.011364629492163658, + "m": 0.8417323231697083 + }, + { + "p": 0.0773669108748436, + "m": 0.5861856937408447 + }, + { + "p": 0.13520652055740356, + "m": 1.0 + }, + { + "p": 0.1085764691233635, + "m": 0.6743144989013672 + }, + { + "p": 0.06445426493883133, + "m": 1.0 + }, + { + "p": 0.09540669620037079, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.5912785530090332, + "val_loss": 1.3985257148742676, + "acc": 51.34, + "time": 1299.484444082249, + "param": [ + { + "p": 0.26229360699653625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14968052506446838, + "m": 1.0 + }, + { + "p": 0.0088501563295722, + "m": 0.5163534879684448 + }, + { + "p": 0.0, + "m": 0.9895065426826477 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12209711968898773, + "m": 0.19675035774707794 + }, + { + "p": 0.0, + "m": 0.8012176156044006 + }, + { + "p": 0.060006290674209595, + "m": 0.5513573288917542 + }, + { + "p": 0.15956850349903107, + "m": 1.0 + }, + { + "p": 0.10770981758832932, + "m": 0.6458401679992676 + }, + { + "p": 0.060157205909490585, + "m": 1.0 + }, + { + "p": 0.06963685154914856, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.8514220714569092, + "val_loss": 1.3262763023376465, + "acc": 52.47, + "time": 1301.7530980277807, + "param": [ + { + "p": 0.36450427770614624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14633148908615112, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.48645150661468506 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9992681741714478 + }, + { + "p": 0.134522944688797, + "m": 0.1652868092060089 + }, + { + "p": 0.0, + "m": 0.7591924071311951 + }, + { + "p": 0.019167732447385788, + "m": 0.5053501725196838 + }, + { + "p": 0.1941339373588562, + "m": 0.9999774694442749 + }, + { + "p": 0.09300947189331055, + "m": 0.6141395568847656 + }, + { + "p": 0.02707538940012455, + "m": 1.0 + }, + { + "p": 0.02125466614961624, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.4375678300857544, + "val_loss": 1.2802296876907349, + "acc": 53.06, + "time": 1303.6113610020839, + "param": [ + { + "p": 0.40614280104637146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1430923193693161, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4723527133464813 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9850824475288391 + }, + { + "p": 0.14475341141223907, + "m": 0.16023311018943787 + }, + { + "p": 0.0, + "m": 0.7688840627670288 + }, + { + "p": 0.0, + "m": 0.47461146116256714 + }, + { + "p": 0.20896601676940918, + "m": 1.0 + }, + { + "p": 0.08687541633844376, + "m": 0.5971165299415588 + }, + { + "p": 0.010170025750994682, + "m": 0.9999697804450989 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.572999119758606, + "val_loss": 1.2567729949951172, + "acc": 52.59, + "time": 1303.1629252228886, + "param": [ + { + "p": 0.39970967173576355, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13264718651771545, + "m": 1.0 + }, + { + "p": 0.001218217657878995, + "m": 0.45217227935791016 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0012017313856631517, + "m": 0.9592906832695007 + }, + { + "p": 0.1489485502243042, + "m": 0.15344403684139252 + }, + { + "p": 0.0017356718890368938, + "m": 0.8080155849456787 + }, + { + "p": 0.000594150391407311, + "m": 0.45515376329421997 + }, + { + "p": 0.20501653850078583, + "m": 0.9924064874649048 + }, + { + "p": 0.08625492453575134, + "m": 0.594647228717804 + }, + { + "p": 0.014378286898136139, + "m": 0.9983789324760437 + }, + { + "p": 0.008295025676488876, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.5452483892440796, + "val_loss": 1.3130342960357666, + "acc": 54.05, + "time": 1181.55690510571, + "param": [ + { + "p": 0.33079612255096436, + "m": 1.0 + }, + { + "p": 0.005054305773228407, + "m": 1.0 + }, + { + "p": 0.1217629536986351, + "m": 1.0 + }, + { + "p": 0.014673647470772266, + "m": 0.42289257049560547 + }, + { + "p": 0.0007180141983553767, + "m": 1.0 + }, + { + "p": 0.018061110749840736, + "m": 0.9598654508590698 + }, + { + "p": 0.1423303633928299, + "m": 0.17879439890384674 + }, + { + "p": 0.023435456678271294, + "m": 0.8385107517242432 + }, + { + "p": 0.01210363395512104, + "m": 0.4590277075767517 + }, + { + "p": 0.18183258175849915, + "m": 0.9897210597991943 + }, + { + "p": 0.087712861597538, + "m": 0.5968037843704224 + }, + { + "p": 0.020692655816674232, + "m": 1.0 + }, + { + "p": 0.0362175814807415, + "m": 1.0 + }, + { + "p": 0.004608644172549248, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.7100721597671509, + "val_loss": 1.3690851926803589, + "acc": 53.45, + "time": 1307.7388149551116, + "param": [ + { + "p": 0.27297013998031616, + "m": 1.0 + }, + { + "p": 0.0030461540445685387, + "m": 1.0 + }, + { + "p": 0.11310666799545288, + "m": 1.0 + }, + { + "p": 0.0261568371206522, + "m": 0.4023154675960541 + }, + { + "p": 0.0024805529974400997, + "m": 1.0 + }, + { + "p": 0.0327158197760582, + "m": 0.9757773876190186 + }, + { + "p": 0.12723319232463837, + "m": 0.17843639850616455 + }, + { + "p": 0.04487834498286247, + "m": 0.8650119304656982 + }, + { + "p": 0.024489447474479675, + "m": 0.4635591506958008 + }, + { + "p": 0.1646191030740738, + "m": 0.9908785820007324 + }, + { + "p": 0.08702817559242249, + "m": 0.5865697264671326 + }, + { + "p": 0.038043372333049774, + "m": 1.0 + }, + { + "p": 0.0632321760058403, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.6179641485214233, + "val_loss": 1.3546421527862549, + "acc": 54.13, + "time": 1307.0179465599358, + "param": [ + { + "p": 0.30360567569732666, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11377403885126114, + "m": 1.0 + }, + { + "p": 0.00904864352196455, + "m": 0.39159366488456726 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02359875664114952, + "m": 0.9953805804252625 + }, + { + "p": 0.1280006766319275, + "m": 0.17240329086780548 + }, + { + "p": 0.040920644998550415, + "m": 0.8762378692626953 + }, + { + "p": 0.010453817434608936, + "m": 0.43981873989105225 + }, + { + "p": 0.1692306399345398, + "m": 0.990774929523468 + }, + { + "p": 0.08326353132724762, + "m": 0.5722639560699463 + }, + { + "p": 0.041627105325460434, + "m": 1.0 + }, + { + "p": 0.07647651433944702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.6363003253936768, + "val_loss": 1.2106250524520874, + "acc": 54.86, + "time": 1309.3970373426564, + "param": [ + { + "p": 0.3710978627204895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12318853288888931, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.36856386065483093 + }, + { + "p": 0.0, + "m": 0.9957830309867859 + }, + { + "p": 0.0, + "m": 0.9880459904670715 + }, + { + "p": 0.1310293972492218, + "m": 0.179086372256279 + }, + { + "p": 0.024724027141928673, + "m": 0.8642259836196899 + }, + { + "p": 0.0, + "m": 0.42343226075172424 + }, + { + "p": 0.18359237909317017, + "m": 0.995234489440918 + }, + { + "p": 0.07351697981357574, + "m": 0.5457369685173035 + }, + { + "p": 0.026170700788497925, + "m": 1.0 + }, + { + "p": 0.06668020784854889, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.827404260635376, + "val_loss": 1.1784747838974, + "acc": 55.89, + "time": 1305.3958709510043, + "param": [ + { + "p": 0.3871363699436188, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12411696463823318, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3740634024143219 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0013396723661571741, + "m": 0.9800631999969482 + }, + { + "p": 0.12365682423114777, + "m": 0.19344677031040192 + }, + { + "p": 0.021403072401881218, + "m": 0.8630813360214233 + }, + { + "p": 0.0, + "m": 0.40975913405418396 + }, + { + "p": 0.18201659619808197, + "m": 1.0 + }, + { + "p": 0.07242762297391891, + "m": 0.5234724283218384 + }, + { + "p": 0.020190346986055374, + "m": 1.0 + }, + { + "p": 0.0677124410867691, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.77083158493042, + "val_loss": 1.335646629333496, + "acc": 54.39, + "time": 1311.4340148591436, + "param": [ + { + "p": 0.41173604130744934, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11875676363706589, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.367350310087204 + }, + { + "p": 0.0, + "m": 0.9966623187065125 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12388867884874344, + "m": 0.20510387420654297 + }, + { + "p": 0.006685220170766115, + "m": 0.8950393795967102 + }, + { + "p": 0.0, + "m": 0.41166311502456665 + }, + { + "p": 0.18937784433364868, + "m": 1.0 + }, + { + "p": 0.07845649123191833, + "m": 0.528252363204956 + }, + { + "p": 0.0054251039400696754, + "m": 1.0 + }, + { + "p": 0.065673828125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.6409761905670166, + "val_loss": 1.2202773094177246, + "acc": 55.56, + "time": 1172.0241997679695, + "param": [ + { + "p": 0.43879830837249756, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0984012559056282, + "m": 1.0 + }, + { + "p": 0.0009358396637253463, + "m": 0.35706818103790283 + }, + { + "p": 0.00026946153957396746, + "m": 0.992573618888855 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11954466998577118, + "m": 0.22536230087280273 + }, + { + "p": 0.0, + "m": 0.9476206302642822 + }, + { + "p": 0.0, + "m": 0.4065735340118408 + }, + { + "p": 0.20276416838169098, + "m": 1.0 + }, + { + "p": 0.07629641145467758, + "m": 0.5321260690689087 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06298986077308655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.3699023723602295, + "val_loss": 1.3272590637207031, + "acc": 55.84, + "time": 1069.296287456993, + "param": [ + { + "p": 0.449908584356308, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0790284052491188, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3647373616695404 + }, + { + "p": 0.0, + "m": 0.9516367316246033 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12903344631195068, + "m": 0.25369298458099365 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.42821627855300903 + }, + { + "p": 0.20980030298233032, + "m": 0.9909178614616394 + }, + { + "p": 0.06892868131399155, + "m": 0.5271937847137451 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06330066174268723, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.4144989252090454, + "val_loss": 1.2521882057189941, + "acc": 55.71, + "time": 256.9122732290998, + "param": [ + { + "p": 0.46146678924560547, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06528614461421967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3824597895145416 + }, + { + "p": 0.0, + "m": 0.9577934145927429 + }, + { + "p": 0.00036193529376760125, + "m": 1.0 + }, + { + "p": 0.1331479698419571, + "m": 0.2446332573890686 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.44653594493865967 + }, + { + "p": 0.20272181928157806, + "m": 0.9616404175758362 + }, + { + "p": 0.06190798059105873, + "m": 0.5385821461677551 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0751073807477951, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.6512118577957153, + "val_loss": 1.1274850368499756, + "acc": 55.83, + "time": 258.41994219785556, + "param": [ + { + "p": 0.46779799461364746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05571907013654709, + "m": 1.0 + }, + { + "p": 8.697206067154184e-05, + "m": 0.392015278339386 + }, + { + "p": 0.0, + "m": 0.9820958971977234 + }, + { + "p": 0.000659043958876282, + "m": 1.0 + }, + { + "p": 0.12489399313926697, + "m": 0.21784481406211853 + }, + { + "p": 0.00874292477965355, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.455720990896225 + }, + { + "p": 0.19933821260929108, + "m": 0.9352204203605652 + }, + { + "p": 0.05786793306469917, + "m": 0.5392796993255615 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0848938524723053, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.7376998662948608, + "val_loss": 1.2834210395812988, + "acc": 56.98, + "time": 258.25382464705035, + "param": [ + { + "p": 0.49014392495155334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.038262851536273956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.35741668939590454 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0031393507961183786, + "m": 1.0 + }, + { + "p": 0.12807898223400116, + "m": 0.2255927324295044 + }, + { + "p": 0.0, + "m": 0.9984128475189209 + }, + { + "p": 0.00013903128274250776, + "m": 0.4342312514781952 + }, + { + "p": 0.20511014759540558, + "m": 0.8975705504417419 + }, + { + "p": 0.051835253834724426, + "m": 0.5136227607727051 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08329056948423386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.6862276792526245, + "val_loss": 1.2026413679122925, + "acc": 56.67, + "time": 256.0856129801832, + "param": [ + { + "p": 0.46228986978530884, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.036474306136369705, + "m": 1.0 + }, + { + "p": 0.0023832155857235193, + "m": 0.3243032693862915 + }, + { + "p": 0.010171718895435333, + "m": 0.9921032786369324 + }, + { + "p": 0.009013896808028221, + "m": 1.0 + }, + { + "p": 0.11637552827596664, + "m": 0.24152150750160217 + }, + { + "p": 0.008429363369941711, + "m": 0.9879205226898193 + }, + { + "p": 0.009487072937190533, + "m": 0.4218129813671112 + }, + { + "p": 0.19725118577480316, + "m": 0.8586653470993042 + }, + { + "p": 0.052207447588443756, + "m": 0.5048806667327881 + }, + { + "p": 0.010041862726211548, + "m": 1.0 + }, + { + "p": 0.085874542593956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.4595534801483154, + "val_loss": 1.2274856567382812, + "acc": 57.7, + "time": 254.66244091000408, + "param": [ + { + "p": 0.4648995101451874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03423348441720009, + "m": 1.0 + }, + { + "p": 0.0025926968082785606, + "m": 0.30392295122146606 + }, + { + "p": 0.006524594500660896, + "m": 1.0 + }, + { + "p": 0.005600881762802601, + "m": 0.9957956671714783 + }, + { + "p": 0.11000419408082962, + "m": 0.23693042993545532 + }, + { + "p": 0.004278399515897036, + "m": 1.0 + }, + { + "p": 0.011715320870280266, + "m": 0.416058212518692 + }, + { + "p": 0.1948745995759964, + "m": 0.8603522181510925 + }, + { + "p": 0.06018475443124771, + "m": 0.49093058705329895 + }, + { + "p": 0.02224334143102169, + "m": 1.0 + }, + { + "p": 0.0828482061624527, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.690020203590393, + "val_loss": 1.169455647468567, + "acc": 58.09, + "time": 254.8273450951092, + "param": [ + { + "p": 0.45494815707206726, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028721114620566368, + "m": 1.0 + }, + { + "p": 0.00015690969303250313, + "m": 0.2851090431213379 + }, + { + "p": 0.005335129797458649, + "m": 1.0 + }, + { + "p": 0.015593445859849453, + "m": 1.0 + }, + { + "p": 0.11368820816278458, + "m": 0.2636009454727173 + }, + { + "p": 0.0005435601924546063, + "m": 0.9999383687973022 + }, + { + "p": 0.013840700499713421, + "m": 0.41561010479927063 + }, + { + "p": 0.1840486228466034, + "m": 0.8595665693283081 + }, + { + "p": 0.07350535690784454, + "m": 0.47387686371803284 + }, + { + "p": 0.029191968962550163, + "m": 1.0 + }, + { + "p": 0.07958876341581345, + "m": 1.0 + }, + { + "p": 0.0008381399675272405, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.5610641241073608, + "val_loss": 1.1920571327209473, + "acc": 58.61, + "time": 254.92604891769588, + "param": [ + { + "p": 0.39951327443122864, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.034322209656238556, + "m": 1.0 + }, + { + "p": 0.007185337599366903, + "m": 0.2646908164024353 + }, + { + "p": 0.007798926439136267, + "m": 1.0 + }, + { + "p": 0.037996064871549606, + "m": 0.9998483657836914 + }, + { + "p": 0.10820277035236359, + "m": 0.28576046228408813 + }, + { + "p": 0.0028469515964388847, + "m": 0.9800999164581299 + }, + { + "p": 0.035826798528432846, + "m": 0.4280037581920624 + }, + { + "p": 0.15861380100250244, + "m": 0.8668891191482544 + }, + { + "p": 0.08269046247005463, + "m": 0.47855138778686523 + }, + { + "p": 0.04513475298881531, + "m": 1.0 + }, + { + "p": 0.0763208195567131, + "m": 1.0 + }, + { + "p": 0.003547841450199485, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.4738423824310303, + "val_loss": 1.136227011680603, + "acc": 58.81, + "time": 254.22818189719692, + "param": [ + { + "p": 0.3808942437171936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0439118966460228, + "m": 1.0 + }, + { + "p": 0.017001019790768623, + "m": 0.2570340633392334 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052215687930583954, + "m": 0.9807030558586121 + }, + { + "p": 0.11359881609678268, + "m": 0.30687516927719116 + }, + { + "p": 0.0, + "m": 0.9595566987991333 + }, + { + "p": 0.0429966039955616, + "m": 0.43684646487236023 + }, + { + "p": 0.15156057476997375, + "m": 0.874459445476532 + }, + { + "p": 0.07750298827886581, + "m": 0.4774242341518402 + }, + { + "p": 0.050052668899297714, + "m": 1.0 + }, + { + "p": 0.07026538997888565, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.5800663232803345, + "val_loss": 1.2700693607330322, + "acc": 58.02, + "time": 258.6118139680475, + "param": [ + { + "p": 0.3688603341579437, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05500392988324165, + "m": 1.0 + }, + { + "p": 0.010722361505031586, + "m": 0.23800845444202423 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.059290800243616104, + "m": 0.9511424899101257 + }, + { + "p": 0.1230309009552002, + "m": 0.2954522371292114 + }, + { + "p": 0.0, + "m": 0.9362972974777222 + }, + { + "p": 0.05050250515341759, + "m": 0.4276154637336731 + }, + { + "p": 0.13932305574417114, + "m": 0.8697129487991333 + }, + { + "p": 0.07947788387537003, + "m": 0.46546849608421326 + }, + { + "p": 0.054291851818561554, + "m": 1.0 + }, + { + "p": 0.059496358036994934, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.1997616291046143, + "val_loss": 1.156077265739441, + "acc": 59.32, + "time": 258.400291192811, + "param": [ + { + "p": 0.36487671732902527, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06723938137292862, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.20627136528491974 + }, + { + "p": 0.0, + "m": 0.9993809461593628 + }, + { + "p": 0.05729850009083748, + "m": 0.9635494351387024 + }, + { + "p": 0.132075235247612, + "m": 0.2775307893753052 + }, + { + "p": 0.0, + "m": 0.9119940996170044 + }, + { + "p": 0.04595772176980972, + "m": 0.42363572120666504 + }, + { + "p": 0.13379955291748047, + "m": 0.8806374669075012 + }, + { + "p": 0.08017414063215256, + "m": 0.48274073004722595 + }, + { + "p": 0.06555841863155365, + "m": 1.0 + }, + { + "p": 0.05302039161324501, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.5113593339920044, + "val_loss": 1.2885222434997559, + "acc": 59.04, + "time": 253.4584389301017, + "param": [ + { + "p": 0.3324609696865082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07695376873016357, + "m": 1.0 + }, + { + "p": 0.002127735409885645, + "m": 0.17000804841518402 + }, + { + "p": 0.0, + "m": 0.9997072815895081 + }, + { + "p": 0.058847084641456604, + "m": 0.9660124778747559 + }, + { + "p": 0.13921956717967987, + "m": 0.2891930937767029 + }, + { + "p": 0.0014045656425878406, + "m": 0.8918496370315552 + }, + { + "p": 0.04858268052339554, + "m": 0.4275451898574829 + }, + { + "p": 0.12789586186408997, + "m": 0.9117006659507751 + }, + { + "p": 0.08733025938272476, + "m": 0.5100350975990295 + }, + { + "p": 0.07155845314264297, + "m": 1.0 + }, + { + "p": 0.05361904203891754, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.5768450498580933, + "val_loss": 1.0793030261993408, + "acc": 59.88, + "time": 254.81199959898368, + "param": [ + { + "p": 0.32335951924324036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07364753633737564, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.12263783812522888 + }, + { + "p": 0.0, + "m": 0.9882991313934326 + }, + { + "p": 0.0658574104309082, + "m": 0.9905840158462524 + }, + { + "p": 0.14327286183834076, + "m": 0.26561230421066284 + }, + { + "p": 0.0, + "m": 0.8748010396957397 + }, + { + "p": 0.049685195088386536, + "m": 0.432331383228302 + }, + { + "p": 0.12145457416772842, + "m": 0.9320237636566162 + }, + { + "p": 0.089112788438797, + "m": 0.5312376022338867 + }, + { + "p": 0.07153206318616867, + "m": 1.0 + }, + { + "p": 0.06207810342311859, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.746599555015564, + "val_loss": 1.054840326309204, + "acc": 60.58, + "time": 254.0812022346072, + "param": [ + { + "p": 0.2955784499645233, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07320105284452438, + "m": 1.0 + }, + { + "p": 0.007805525790899992, + "m": 0.07827173918485641 + }, + { + "p": 0.0, + "m": 0.9898338317871094 + }, + { + "p": 0.059009939432144165, + "m": 1.0 + }, + { + "p": 0.14514842629432678, + "m": 0.2590343952178955 + }, + { + "p": 0.003532963804900646, + "m": 0.8692619800567627 + }, + { + "p": 0.05708226561546326, + "m": 0.4507529139518738 + }, + { + "p": 0.11270298808813095, + "m": 0.9411125779151917 + }, + { + "p": 0.10034126043319702, + "m": 0.5718096494674683 + }, + { + "p": 0.07159588485956192, + "m": 1.0 + }, + { + "p": 0.07400111854076385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.3167170286178589, + "val_loss": 1.0613676309585571, + "acc": 60.32, + "time": 254.97303012618795, + "param": [ + { + "p": 0.2911148965358734, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07973241806030273, + "m": 1.0 + }, + { + "p": 0.012622756883502007, + "m": 0.01971350982785225 + }, + { + "p": 0.0, + "m": 0.9916191697120667 + }, + { + "p": 0.044947344809770584, + "m": 1.0 + }, + { + "p": 0.13846157491207123, + "m": 0.28519389033317566 + }, + { + "p": 0.0006648299749940634, + "m": 0.8506637215614319 + }, + { + "p": 0.05967411398887634, + "m": 0.45796242356300354 + }, + { + "p": 0.10468821227550507, + "m": 0.949981153011322 + }, + { + "p": 0.1140255331993103, + "m": 0.5985168814659119 + }, + { + "p": 0.06851701438426971, + "m": 1.0 + }, + { + "p": 0.08555130660533905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.3695794343948364, + "val_loss": 0.9827844500541687, + "acc": 61.16, + "time": 255.46334584103897, + "param": [ + { + "p": 0.2888764441013336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08420048654079437, + "m": 1.0 + }, + { + "p": 0.011828850023448467, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03630960360169411, + "m": 0.998225748538971 + }, + { + "p": 0.1258614957332611, + "m": 0.2859230041503906 + }, + { + "p": 0.00040730531327426434, + "m": 0.8389833569526672 + }, + { + "p": 0.06210150197148323, + "m": 0.4518545866012573 + }, + { + "p": 0.09496206045150757, + "m": 0.9526963233947754 + }, + { + "p": 0.1276548057794571, + "m": 0.6128103137016296 + }, + { + "p": 0.06574980914592743, + "m": 1.0 + }, + { + "p": 0.1020476371049881, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.2918068170547485, + "val_loss": 1.1239887475967407, + "acc": 62.68, + "time": 255.46249505504966, + "param": [ + { + "p": 0.281909316778183, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08981532603502274, + "m": 1.0 + }, + { + "p": 0.005373281892389059, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03194073215126991, + "m": 0.9829592704772949 + }, + { + "p": 0.11781420558691025, + "m": 0.28209829330444336 + }, + { + "p": 0.0027827711310237646, + "m": 0.8446157574653625 + }, + { + "p": 0.06501337885856628, + "m": 0.44231414794921875 + }, + { + "p": 0.08810881525278091, + "m": 0.958850085735321 + }, + { + "p": 0.1493200659751892, + "m": 0.6202355623245239 + }, + { + "p": 0.0628536194562912, + "m": 1.0 + }, + { + "p": 0.10506844520568848, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.788138747215271, + "val_loss": 1.1377973556518555, + "acc": 61.83, + "time": 253.13193218084052, + "param": [ + { + "p": 0.30124229192733765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09079951792955399, + "m": 1.0 + }, + { + "p": 0.0, + "m": 6.228160782484338e-05 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018393564969301224, + "m": 0.9664782881736755 + }, + { + "p": 0.0987580344080925, + "m": 0.28667253255844116 + }, + { + "p": 0.0, + "m": 0.8501583933830261 + }, + { + "p": 0.06370098888874054, + "m": 0.43485787510871887 + }, + { + "p": 0.091170534491539, + "m": 0.9558647871017456 + }, + { + "p": 0.16768008470535278, + "m": 0.6293725967407227 + }, + { + "p": 0.05366763100028038, + "m": 1.0 + }, + { + "p": 0.11458727717399597, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.675755262374878, + "val_loss": 1.067489743232727, + "acc": 61.8, + "time": 254.40787484683096, + "param": [ + { + "p": 0.30960947275161743, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09350888431072235, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.015293949283659458 + }, + { + "p": 0.0005569671629928052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9628902077674866 + }, + { + "p": 0.09226752817630768, + "m": 0.26606735587120056 + }, + { + "p": 0.0, + "m": 0.855083167552948 + }, + { + "p": 0.06904854625463486, + "m": 0.4460342526435852 + }, + { + "p": 0.09940948337316513, + "m": 0.9547221660614014 + }, + { + "p": 0.1718786656856537, + "m": 0.6187859177589417 + }, + { + "p": 0.04652881994843483, + "m": 1.0 + }, + { + "p": 0.11719164252281189, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.648046851158142, + "val_loss": 1.0462661981582642, + "acc": 62.82, + "time": 254.2154739582911, + "param": [ + { + "p": 0.3130907118320465, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0811547040939331, + "m": 1.0 + }, + { + "p": 0.0008846071432344615, + "m": 0.0 + }, + { + "p": 0.0017383007798343897, + "m": 0.995432436466217 + }, + { + "p": 0.0, + "m": 0.9714874625205994 + }, + { + "p": 0.09141857922077179, + "m": 0.2504539489746094 + }, + { + "p": 0.0, + "m": 0.8497899770736694 + }, + { + "p": 0.07577795535326004, + "m": 0.4551835358142853 + }, + { + "p": 0.09907083958387375, + "m": 0.9699484705924988 + }, + { + "p": 0.18319818377494812, + "m": 0.6114523410797119 + }, + { + "p": 0.04153652489185333, + "m": 1.0 + }, + { + "p": 0.11212963610887527, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.3985322713851929, + "val_loss": 0.9950329661369324, + "acc": 61.59, + "time": 252.96205357508734, + "param": [ + { + "p": 0.3189772069454193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07940410077571869, + "m": 1.0 + }, + { + "p": 0.0007368764490820467, + "m": 0.0 + }, + { + "p": 0.00175006955396384, + "m": 0.9840535521507263 + }, + { + "p": 0.0, + "m": 0.9681292176246643 + }, + { + "p": 0.08843640238046646, + "m": 0.26114705204963684 + }, + { + "p": 0.0002451316686347127, + "m": 0.8454886078834534 + }, + { + "p": 0.07792286574840546, + "m": 0.45082589983940125 + }, + { + "p": 0.10207556188106537, + "m": 0.9891757369041443 + }, + { + "p": 0.1917008012533188, + "m": 0.617965579032898 + }, + { + "p": 0.03689699247479439, + "m": 1.0 + }, + { + "p": 0.10185404866933823, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.1452053785324097, + "val_loss": 1.0079556703567505, + "acc": 62.3, + "time": 256.59208007436246, + "param": [ + { + "p": 0.33703646063804626, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09104672074317932, + "m": 1.0 + }, + { + "p": 0.0007909235428087413, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9712580442428589 + }, + { + "p": 0.0, + "m": 0.9743103981018066 + }, + { + "p": 0.0799766480922699, + "m": 0.2762628495693207 + }, + { + "p": 0.0, + "m": 0.8281024694442749 + }, + { + "p": 0.06612388789653778, + "m": 0.453676700592041 + }, + { + "p": 0.10388029366731644, + "m": 0.9996582865715027 + }, + { + "p": 0.19809924066066742, + "m": 0.6254649758338928 + }, + { + "p": 0.02071746625006199, + "m": 1.0 + }, + { + "p": 0.1023283526301384, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.2795883417129517, + "val_loss": 0.9825281500816345, + "acc": 63.34, + "time": 253.35171651793644, + "param": [ + { + "p": 0.36979812383651733, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10442161560058594, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9617308378219604 + }, + { + "p": 0.0, + "m": 0.9837175607681274 + }, + { + "p": 0.07149616628885269, + "m": 0.29956620931625366 + }, + { + "p": 0.00039170251693576574, + "m": 0.8261803984642029 + }, + { + "p": 0.04631168395280838, + "m": 0.46289587020874023 + }, + { + "p": 0.10718986392021179, + "m": 1.0 + }, + { + "p": 0.20991262793540955, + "m": 0.613336443901062 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09047815948724747, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.3763799667358398, + "val_loss": 1.0416449308395386, + "acc": 62.94, + "time": 252.96400265628472, + "param": [ + { + "p": 0.3198793828487396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10539716482162476, + "m": 1.0 + }, + { + "p": 0.006133856251835823, + "m": 0.0 + }, + { + "p": 0.0037126343231648207, + "m": 0.9484186172485352 + }, + { + "p": 0.013029537163674831, + "m": 0.9935527443885803 + }, + { + "p": 0.06054231524467468, + "m": 0.3075498640537262 + }, + { + "p": 0.017260372638702393, + "m": 0.7966173887252808 + }, + { + "p": 0.04993019625544548, + "m": 0.4872943162918091 + }, + { + "p": 0.11200583726167679, + "m": 0.9974045157432556 + }, + { + "p": 0.20203828811645508, + "m": 0.6195407509803772 + }, + { + "p": 0.019318314269185066, + "m": 1.0 + }, + { + "p": 0.08264035731554031, + "m": 1.0 + }, + { + "p": 0.008111769333481789, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.5462011098861694, + "val_loss": 1.0218442678451538, + "acc": 61.9, + "time": 252.74293906474486, + "param": [ + { + "p": 0.3027076721191406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09866973757743835, + "m": 1.0 + }, + { + "p": 0.00917007401585579, + "m": 0.0 + }, + { + "p": 0.011128674261271954, + "m": 0.9488590359687805 + }, + { + "p": 0.032063934952020645, + "m": 1.0 + }, + { + "p": 0.051866382360458374, + "m": 0.3002043068408966 + }, + { + "p": 0.016630910336971283, + "m": 0.7681419849395752 + }, + { + "p": 0.05068863183259964, + "m": 0.46862730383872986 + }, + { + "p": 0.11761660873889923, + "m": 0.9716151356697083 + }, + { + "p": 0.1953624188899994, + "m": 0.5939919948577881 + }, + { + "p": 0.034886714071035385, + "m": 1.0 + }, + { + "p": 0.07780786603689194, + "m": 1.0 + }, + { + "p": 0.0014004709664732218, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.406563401222229, + "val_loss": 1.0446054935455322, + "acc": 63.85, + "time": 254.42085798084736, + "param": [ + { + "p": 0.2841334342956543, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08672121912240982, + "m": 1.0 + }, + { + "p": 0.021176982671022415, + "m": 0.0 + }, + { + "p": 0.018484119325876236, + "m": 0.9326123595237732 + }, + { + "p": 0.04566533491015434, + "m": 0.996828556060791 + }, + { + "p": 0.046556178480386734, + "m": 0.2845660150051117 + }, + { + "p": 0.007945786230266094, + "m": 0.7706418633460999 + }, + { + "p": 0.054862093180418015, + "m": 0.45946937799453735 + }, + { + "p": 0.11828100681304932, + "m": 0.9584731459617615 + }, + { + "p": 0.19160529971122742, + "m": 0.5817922949790955 + }, + { + "p": 0.04996686801314354, + "m": 1.0 + }, + { + "p": 0.07460171729326248, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.3600008487701416, + "val_loss": 0.9728498458862305, + "acc": 62.76, + "time": 255.25450509786606, + "param": [ + { + "p": 0.2508699297904968, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07650453597307205, + "m": 1.0 + }, + { + "p": 0.027236459776759148, + "m": 0.0 + }, + { + "p": 0.024002812802791595, + "m": 0.9167496562004089 + }, + { + "p": 0.05320160835981369, + "m": 0.9808933734893799 + }, + { + "p": 0.03869008645415306, + "m": 0.2793879508972168 + }, + { + "p": 0.002808551536872983, + "m": 0.7927480340003967 + }, + { + "p": 0.06926051527261734, + "m": 0.4785577058792114 + }, + { + "p": 0.11528900265693665, + "m": 0.9429931640625 + }, + { + "p": 0.1806839406490326, + "m": 0.5796106457710266 + }, + { + "p": 0.06702475249767303, + "m": 1.0 + }, + { + "p": 0.08705408871173859, + "m": 1.0 + }, + { + "p": 0.007373768370598555, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.3297500610351562, + "val_loss": 1.126516580581665, + "acc": 64.09, + "time": 254.3104185028933, + "param": [ + { + "p": 0.254859060049057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07031159847974777, + "m": 1.0 + }, + { + "p": 0.019313419237732887, + "m": 0.0 + }, + { + "p": 0.01306210644543171, + "m": 0.9278079271316528 + }, + { + "p": 0.06429239362478256, + "m": 0.9616165161132812 + }, + { + "p": 0.0227891206741333, + "m": 0.26208168268203735 + }, + { + "p": 0.0, + "m": 0.8094083666801453 + }, + { + "p": 0.08229473233222961, + "m": 0.480586439371109 + }, + { + "p": 0.11838216334581375, + "m": 0.9258522391319275 + }, + { + "p": 0.18985433876514435, + "m": 0.5454559922218323 + }, + { + "p": 0.064296193420887, + "m": 1.0 + }, + { + "p": 0.10054491460323334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.3495523929595947, + "val_loss": 0.9479157328605652, + "acc": 63.45, + "time": 255.48458286002278, + "param": [ + { + "p": 0.27246788144111633, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05575830489397049, + "m": 1.0 + }, + { + "p": 0.002453400520607829, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9357135891914368 + }, + { + "p": 0.07317283004522324, + "m": 0.9652001857757568 + }, + { + "p": 0.002289524767547846, + "m": 0.2581590712070465 + }, + { + "p": 0.0, + "m": 0.8164471387863159 + }, + { + "p": 0.0897231176495552, + "m": 0.4960225224494934 + }, + { + "p": 0.12368170917034149, + "m": 0.9161778688430786 + }, + { + "p": 0.20506758987903595, + "m": 0.5277633666992188 + }, + { + "p": 0.07059577852487564, + "m": 1.0 + }, + { + "p": 0.10478980839252472, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.6104507446289062, + "val_loss": 0.911299467086792, + "acc": 64.16, + "time": 255.0613244380802, + "param": [ + { + "p": 0.2474963515996933, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07046613842248917, + "m": 1.0 + }, + { + "p": 0.007873134687542915, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9424388408660889 + }, + { + "p": 0.07935724407434464, + "m": 0.9780035614967346 + }, + { + "p": 0.006673202849924564, + "m": 0.23694929480552673 + }, + { + "p": 0.00437280023470521, + "m": 0.8475262522697449 + }, + { + "p": 0.09045715630054474, + "m": 0.5406705737113953 + }, + { + "p": 0.1201203465461731, + "m": 0.9204219579696655 + }, + { + "p": 0.19699421525001526, + "m": 0.5286983251571655 + }, + { + "p": 0.07627753168344498, + "m": 1.0 + }, + { + "p": 0.09991181641817093, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.4318243265151978, + "val_loss": 1.1545374393463135, + "acc": 64.13, + "time": 252.88065280485898, + "param": [ + { + "p": 0.2383500188589096, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08180402219295502, + "m": 1.0 + }, + { + "p": 0.008255679160356522, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.921463668346405 + }, + { + "p": 0.07710923999547958, + "m": 0.9875831007957458 + }, + { + "p": 0.0019070905400440097, + "m": 0.2407219260931015 + }, + { + "p": 0.0, + "m": 0.824153482913971 + }, + { + "p": 0.09672266244888306, + "m": 0.5681087970733643 + }, + { + "p": 0.11967413127422333, + "m": 0.9409612417221069 + }, + { + "p": 0.19871678948402405, + "m": 0.520069420337677 + }, + { + "p": 0.08440624922513962, + "m": 1.0 + }, + { + "p": 0.09305411577224731, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.3758230209350586, + "val_loss": 0.9261800646781921, + "acc": 64.12, + "time": 254.88093443587422, + "param": [ + { + "p": 0.21404120326042175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07642078399658203, + "m": 1.0 + }, + { + "p": 0.02048061415553093, + "m": 0.0 + }, + { + "p": 0.0003129331162199378, + "m": 0.9037311673164368 + }, + { + "p": 0.06648547202348709, + "m": 0.9851804971694946 + }, + { + "p": 0.004801318049430847, + "m": 0.22158561646938324 + }, + { + "p": 0.00018460476712789387, + "m": 0.8046029806137085 + }, + { + "p": 0.11018255352973938, + "m": 0.5996246933937073 + }, + { + "p": 0.129836767911911, + "m": 0.9542601704597473 + }, + { + "p": 0.21011902391910553, + "m": 0.5335883498191833 + }, + { + "p": 0.08194813877344131, + "m": 1.0 + }, + { + "p": 0.08518653362989426, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.2005888223648071, + "val_loss": 0.920158326625824, + "acc": 64.77, + "time": 253.83392573986202, + "param": [ + { + "p": 0.199686199426651, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07028695940971375, + "m": 1.0 + }, + { + "p": 0.031099766492843628, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9049111008644104 + }, + { + "p": 0.051574911922216415, + "m": 0.9946222901344299 + }, + { + "p": 0.014401977881789207, + "m": 0.20828655362129211 + }, + { + "p": 0.0001823526108637452, + "m": 0.8108096718788147 + }, + { + "p": 0.11601994931697845, + "m": 0.6125403046607971 + }, + { + "p": 0.13576488196849823, + "m": 0.9677784442901611 + }, + { + "p": 0.21429923176765442, + "m": 0.5311703085899353 + }, + { + "p": 0.07925650477409363, + "m": 1.0 + }, + { + "p": 0.08742726594209671, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.3868242502212524, + "val_loss": 0.9641219973564148, + "acc": 64.84, + "time": 254.65602437080815, + "param": [ + { + "p": 0.21674305200576782, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06587307900190353, + "m": 1.0 + }, + { + "p": 0.02246692217886448, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9347784519195557 + }, + { + "p": 0.026722503826022148, + "m": 1.0 + }, + { + "p": 0.004939884878695011, + "m": 0.15882891416549683 + }, + { + "p": 0.0, + "m": 0.8030601143836975 + }, + { + "p": 0.11448989063501358, + "m": 0.5994536280632019 + }, + { + "p": 0.15123191475868225, + "m": 0.9817231893539429 + }, + { + "p": 0.23591722548007965, + "m": 0.5039262771606445 + }, + { + "p": 0.06787586957216263, + "m": 1.0 + }, + { + "p": 0.0937395915389061, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.3586444854736328, + "val_loss": 0.9947876334190369, + "acc": 64.23, + "time": 255.09652679320425, + "param": [ + { + "p": 0.23143883049488068, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05958624184131622, + "m": 1.0 + }, + { + "p": 0.012335374020040035, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9849525690078735 + }, + { + "p": 0.015618082135915756, + "m": 0.9807587265968323 + }, + { + "p": 0.01134599931538105, + "m": 0.10693597048521042 + }, + { + "p": 0.0, + "m": 0.7862998843193054 + }, + { + "p": 0.11577265709638596, + "m": 0.5998942255973816 + }, + { + "p": 0.1664304882287979, + "m": 0.995276927947998 + }, + { + "p": 0.24198730289936066, + "m": 0.48045241832733154 + }, + { + "p": 0.044054508209228516, + "m": 1.0 + }, + { + "p": 0.1014304831624031, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.1295047998428345, + "val_loss": 0.9016925692558289, + "acc": 65.03, + "time": 254.4459260511212, + "param": [ + { + "p": 0.23036564886569977, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04138810932636261, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9973312020301819 + }, + { + "p": 0.015692422166466713, + "m": 0.9750021696090698 + }, + { + "p": 0.03072899766266346, + "m": 0.09852983057498932 + }, + { + "p": 0.0, + "m": 0.8076006174087524 + }, + { + "p": 0.11350280046463013, + "m": 0.6048991084098816 + }, + { + "p": 0.18038441240787506, + "m": 1.0 + }, + { + "p": 0.24215425550937653, + "m": 0.4507858455181122 + }, + { + "p": 0.03390480577945709, + "m": 1.0 + }, + { + "p": 0.11187853664159775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.2868289947509766, + "val_loss": 0.9656174182891846, + "acc": 65.1, + "time": 255.1376046440564, + "param": [ + { + "p": 0.20865324139595032, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03752816095948219, + "m": 1.0 + }, + { + "p": 0.02023305371403694, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9919732809066772 + }, + { + "p": 0.03315764665603638, + "m": 0.9706573486328125 + }, + { + "p": 0.04862290620803833, + "m": 0.0845397487282753 + }, + { + "p": 0.0031622990500181913, + "m": 0.8072147369384766 + }, + { + "p": 0.11161679774522781, + "m": 0.6142538189888 + }, + { + "p": 0.1726241558790207, + "m": 0.999642014503479 + }, + { + "p": 0.21634669601917267, + "m": 0.41971555352211 + }, + { + "p": 0.0358617901802063, + "m": 1.0 + }, + { + "p": 0.11219333112239838, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.193583607673645, + "val_loss": 0.9636686444282532, + "acc": 65.25, + "time": 255.7524520647712, + "param": [ + { + "p": 0.21218644082546234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03413364291191101, + "m": 1.0 + }, + { + "p": 0.033619992434978485, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9888435006141663 + }, + { + "p": 0.02932639978826046, + "m": 0.9675306081771851 + }, + { + "p": 0.05146891996264458, + "m": 0.05457694083452225 + }, + { + "p": 0.0010023878421634436, + "m": 0.8033630847930908 + }, + { + "p": 0.10714996606111526, + "m": 0.6230515837669373 + }, + { + "p": 0.16910810768604279, + "m": 0.9940776824951172 + }, + { + "p": 0.21922804415225983, + "m": 0.42368626594543457 + }, + { + "p": 0.036901481449604034, + "m": 1.0 + }, + { + "p": 0.10587464272975922, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.3511791229248047, + "val_loss": 0.9695703387260437, + "acc": 64.49, + "time": 255.5379779972136, + "param": [ + { + "p": 0.22323894500732422, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02765214443206787, + "m": 1.0 + }, + { + "p": 0.036067165434360504, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9933885931968689 + }, + { + "p": 0.01906566321849823, + "m": 0.9379698038101196 + }, + { + "p": 0.04929559677839279, + "m": 0.005860884673893452 + }, + { + "p": 0.0, + "m": 0.7843860983848572 + }, + { + "p": 0.10762986540794373, + "m": 0.6243191361427307 + }, + { + "p": 0.17713463306427002, + "m": 1.0 + }, + { + "p": 0.2196841835975647, + "m": 0.3875178396701813 + }, + { + "p": 0.03174339607357979, + "m": 1.0 + }, + { + "p": 0.10848837345838547, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.429368257522583, + "val_loss": 0.8873522281646729, + "acc": 65.75, + "time": 252.70578666310757, + "param": [ + { + "p": 0.20634061098098755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0387917123734951, + "m": 1.0 + }, + { + "p": 0.044533707201480865, + "m": 0.002720434684306383 + }, + { + "p": 0.0, + "m": 0.9964146018028259 + }, + { + "p": 0.014430632814764977, + "m": 0.9013933539390564 + }, + { + "p": 0.0426490493118763, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7870190739631653 + }, + { + "p": 0.12423272430896759, + "m": 0.6460543274879456 + }, + { + "p": 0.17444942891597748, + "m": 1.0 + }, + { + "p": 0.21096916496753693, + "m": 0.3461304306983948 + }, + { + "p": 0.03534478321671486, + "m": 0.9996842741966248 + }, + { + "p": 0.10825812816619873, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.461036205291748, + "val_loss": 0.9736012816429138, + "acc": 65.08, + "time": 254.55088336579502, + "param": [ + { + "p": 0.19228588044643402, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042464736849069595, + "m": 1.0 + }, + { + "p": 0.05404086783528328, + "m": 0.01675732247531414 + }, + { + "p": 0.0, + "m": 0.9830302596092224 + }, + { + "p": 0.009570310823619366, + "m": 0.8831205368041992 + }, + { + "p": 0.040204815566539764, + "m": 0.04451647773385048 + }, + { + "p": 2.3702210455667228e-05, + "m": 0.7941287159919739 + }, + { + "p": 0.13306143879890442, + "m": 0.6484798789024353 + }, + { + "p": 0.17092104256153107, + "m": 0.9968266487121582 + }, + { + "p": 0.20014062523841858, + "m": 0.32017678022384644 + }, + { + "p": 0.03524135425686836, + "m": 0.9992319345474243 + }, + { + "p": 0.12204526364803314, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.199175238609314, + "val_loss": 0.881742000579834, + "acc": 65.25, + "time": 254.38004500884563, + "param": [ + { + "p": 0.20114867389202118, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03723696246743202, + "m": 1.0 + }, + { + "p": 0.05197659879922867, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.982978343963623 + }, + { + "p": 0.0, + "m": 0.8775541186332703 + }, + { + "p": 0.0362078882753849, + "m": 0.06067221239209175 + }, + { + "p": 0.0, + "m": 0.8032090067863464 + }, + { + "p": 0.14663924276828766, + "m": 0.6485806107521057 + }, + { + "p": 0.17386643588542938, + "m": 0.9805219173431396 + }, + { + "p": 0.20310454070568085, + "m": 0.27748367190361023 + }, + { + "p": 0.021116890013217926, + "m": 1.0 + }, + { + "p": 0.128702774643898, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.4622722864151, + "val_loss": 1.1633868217468262, + "acc": 65.39, + "time": 256.3022961639799, + "param": [ + { + "p": 0.19606927037239075, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03457483649253845, + "m": 1.0 + }, + { + "p": 0.045129649341106415, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.997973620891571 + }, + { + "p": 0.00043665553675964475, + "m": 0.8749097585678101 + }, + { + "p": 0.033913254737854004, + "m": 0.0702672153711319 + }, + { + "p": 0.0006840566056780517, + "m": 0.7699533104896545 + }, + { + "p": 0.16168735921382904, + "m": 0.6322605609893799 + }, + { + "p": 0.1799408346414566, + "m": 0.9729039072990417 + }, + { + "p": 0.206450417637825, + "m": 0.20032742619514465 + }, + { + "p": 0.013302091509103775, + "m": 1.0 + }, + { + "p": 0.1278115212917328, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.154076099395752, + "val_loss": 1.0398050546646118, + "acc": 65.36, + "time": 255.2761948122643, + "param": [ + { + "p": 0.17223209142684937, + "m": 1.0 + }, + { + "p": 0.0012509195366874337, + "m": 1.0 + }, + { + "p": 0.04838242009282112, + "m": 1.0 + }, + { + "p": 0.0462847463786602, + "m": 0.0008389670983888209 + }, + { + "p": 0.0, + "m": 0.9953976273536682 + }, + { + "p": 0.005629977211356163, + "m": 0.8489074110984802 + }, + { + "p": 0.03980109095573425, + "m": 0.027868565171957016 + }, + { + "p": 0.018302086740732193, + "m": 0.726655900478363 + }, + { + "p": 0.160040482878685, + "m": 0.6200924515724182 + }, + { + "p": 0.15923598408699036, + "m": 0.9430462718009949 + }, + { + "p": 0.17845860123634338, + "m": 0.1334848552942276 + }, + { + "p": 0.035084404051303864, + "m": 1.0 + }, + { + "p": 0.11862953752279282, + "m": 1.0 + }, + { + "p": 0.01666758954524994, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.3625640869140625, + "val_loss": 0.8552451729774475, + "acc": 66.52, + "time": 256.90666350582615, + "param": [ + { + "p": 0.17333301901817322, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.057152584195137024, + "m": 1.0 + }, + { + "p": 0.048850324004888535, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.99769127368927 + }, + { + "p": 0.0, + "m": 0.8140028715133667 + }, + { + "p": 0.04240269586443901, + "m": 0.0 + }, + { + "p": 0.023896096274256706, + "m": 0.6863982677459717 + }, + { + "p": 0.1605847030878067, + "m": 0.610442578792572 + }, + { + "p": 0.16098785400390625, + "m": 0.9313100576400757 + }, + { + "p": 0.16181297600269318, + "m": 0.12739191949367523 + }, + { + "p": 0.04321267083287239, + "m": 1.0 + }, + { + "p": 0.10543232411146164, + "m": 1.0 + }, + { + "p": 0.022334733977913857, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.4754986763000488, + "val_loss": 0.9285972714424133, + "acc": 66.38, + "time": 252.25866285618395, + "param": [ + { + "p": 0.1784657984972, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0584246851503849, + "m": 1.0 + }, + { + "p": 0.04888937249779701, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9972516894340515 + }, + { + "p": 0.002113533904775977, + "m": 0.7909660339355469 + }, + { + "p": 0.03911144658923149, + "m": 0.0 + }, + { + "p": 0.030797719955444336, + "m": 0.7084850072860718 + }, + { + "p": 0.15124405920505524, + "m": 0.5897783637046814 + }, + { + "p": 0.16214068233966827, + "m": 0.9366647601127625 + }, + { + "p": 0.15441520512104034, + "m": 0.053346436470746994 + }, + { + "p": 0.04487587511539459, + "m": 1.0 + }, + { + "p": 0.10455092042684555, + "m": 1.0 + }, + { + "p": 0.024970639497041702, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.511771559715271, + "val_loss": 1.0084718465805054, + "acc": 65.7, + "time": 252.98928657686338, + "param": [ + { + "p": 0.18712118268013, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06232789531350136, + "m": 1.0 + }, + { + "p": 0.04558280110359192, + "m": 3.150947668473236e-05 + }, + { + "p": 0.0, + "m": 0.9704586267471313 + }, + { + "p": 0.01810031197965145, + "m": 0.772973895072937 + }, + { + "p": 0.03245031088590622, + "m": 0.0003726679424289614 + }, + { + "p": 0.014583121053874493, + "m": 0.6916235685348511 + }, + { + "p": 0.15252216160297394, + "m": 0.5803037285804749 + }, + { + "p": 0.16264885663986206, + "m": 0.9631199240684509 + }, + { + "p": 0.15703286230564117, + "m": 0.0 + }, + { + "p": 0.04001837968826294, + "m": 1.0 + }, + { + "p": 0.0991656482219696, + "m": 1.0 + }, + { + "p": 0.028446441516280174, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.4978195428848267, + "val_loss": 0.9519513249397278, + "acc": 65.95, + "time": 254.3124010991305, + "param": [ + { + "p": 0.19424380362033844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06446985900402069, + "m": 1.0 + }, + { + "p": 0.03858550637960434, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9638816714286804 + }, + { + "p": 0.025135677307844162, + "m": 0.756754457950592 + }, + { + "p": 0.028139309957623482, + "m": 0.03691332787275314 + }, + { + "p": 0.0, + "m": 0.6439513564109802 + }, + { + "p": 0.15666741132736206, + "m": 0.5670080184936523 + }, + { + "p": 0.16524045169353485, + "m": 0.9949899911880493 + }, + { + "p": 0.16179567575454712, + "m": 0.009005636908113956 + }, + { + "p": 0.05001702532172203, + "m": 1.0 + }, + { + "p": 0.08812020719051361, + "m": 1.0 + }, + { + "p": 0.02758507803082466, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.4551819562911987, + "val_loss": 0.9777215123176575, + "acc": 65.58, + "time": 254.56126789515838, + "param": [ + { + "p": 0.20202215015888214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.057341039180755615, + "m": 1.0 + }, + { + "p": 0.029249001294374466, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9632359147071838 + }, + { + "p": 0.01888076215982437, + "m": 0.7036529779434204 + }, + { + "p": 0.026154650375247, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6032329797744751 + }, + { + "p": 0.16515110433101654, + "m": 0.5269256234169006 + }, + { + "p": 0.1663477122783661, + "m": 1.0 + }, + { + "p": 0.18112850189208984, + "m": 0.0005355825996957719 + }, + { + "p": 0.057739343494176865, + "m": 0.9875967502593994 + }, + { + "p": 0.08198045939207077, + "m": 1.0 + }, + { + "p": 0.014005246572196484, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.667901873588562, + "val_loss": 1.0456725358963013, + "acc": 66.26, + "time": 254.9946404839866, + "param": [ + { + "p": 0.18178290128707886, + "m": 1.0 + }, + { + "p": 0.007973256520926952, + "m": 1.0 + }, + { + "p": 0.056031323969364166, + "m": 1.0 + }, + { + "p": 0.02675468847155571, + "m": 0.0 + }, + { + "p": 0.006322704255580902, + "m": 0.9662438631057739 + }, + { + "p": 0.03290283679962158, + "m": 0.6644015908241272 + }, + { + "p": 0.0334949791431427, + "m": 0.0 + }, + { + "p": 0.008080737665295601, + "m": 0.590370774269104 + }, + { + "p": 0.14987614750862122, + "m": 0.5235583186149597 + }, + { + "p": 0.1580190658569336, + "m": 1.0 + }, + { + "p": 0.17128795385360718, + "m": 0.0 + }, + { + "p": 0.06267954409122467, + "m": 0.9924244284629822 + }, + { + "p": 0.08553463220596313, + "m": 1.0 + }, + { + "p": 0.019259251654148102, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.4744676351547241, + "val_loss": 0.9716166853904724, + "acc": 66.12, + "time": 256.81014465587214, + "param": [ + { + "p": 0.16181400418281555, + "m": 1.0 + }, + { + "p": 0.005965628195554018, + "m": 1.0 + }, + { + "p": 0.06129013001918793, + "m": 1.0 + }, + { + "p": 0.02942528761923313, + "m": 0.0 + }, + { + "p": 0.007538029924035072, + "m": 0.9578719139099121 + }, + { + "p": 0.042090851813554764, + "m": 0.6662565469741821 + }, + { + "p": 0.04726864770054817, + "m": 0.00031091016717255116 + }, + { + "p": 0.019789723679423332, + "m": 0.5993611216545105 + }, + { + "p": 0.13101103901863098, + "m": 0.5206358432769775 + }, + { + "p": 0.15078508853912354, + "m": 0.9998299479484558 + }, + { + "p": 0.1638387143611908, + "m": 0.0 + }, + { + "p": 0.06977029889822006, + "m": 1.0 + }, + { + "p": 0.09302903711795807, + "m": 1.0 + }, + { + "p": 0.01638360694050789, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.3563334941864014, + "val_loss": 0.8917881846427917, + "acc": 66.53, + "time": 252.44368849415332, + "param": [ + { + "p": 0.15582621097564697, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06647717207670212, + "m": 1.0 + }, + { + "p": 0.036601606756448746, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9602386355400085 + }, + { + "p": 0.05854760482907295, + "m": 0.665916383266449 + }, + { + "p": 0.0544465146958828, + "m": 0.0 + }, + { + "p": 0.010555376298725605, + "m": 0.6190107464790344 + }, + { + "p": 0.11812067776918411, + "m": 0.5042678713798523 + }, + { + "p": 0.1493310183286667, + "m": 0.9927411675453186 + }, + { + "p": 0.14905957877635956, + "m": 0.021379757672548294 + }, + { + "p": 0.09301990270614624, + "m": 1.0 + }, + { + "p": 0.09620294719934464, + "m": 1.0 + }, + { + "p": 0.011811425909399986, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.4195971488952637, + "val_loss": 1.0317049026489258, + "acc": 65.51, + "time": 252.40428695827723, + "param": [ + { + "p": 0.14155375957489014, + "m": 1.0 + }, + { + "p": 0.00033692200668156147, + "m": 1.0 + }, + { + "p": 0.07063431292772293, + "m": 1.0 + }, + { + "p": 0.04764693230390549, + "m": 0.0 + }, + { + "p": 0.004855522885918617, + "m": 0.9790939688682556 + }, + { + "p": 0.06562736630439758, + "m": 0.6670538783073425 + }, + { + "p": 0.05639302730560303, + "m": 0.0 + }, + { + "p": 0.014717129059135914, + "m": 0.619927167892456 + }, + { + "p": 0.11349888145923615, + "m": 0.4862845838069916 + }, + { + "p": 0.13361120223999023, + "m": 0.9823546409606934 + }, + { + "p": 0.14164410531520844, + "m": 0.0 + }, + { + "p": 0.09834568202495575, + "m": 1.0 + }, + { + "p": 0.09864868968725204, + "m": 1.0 + }, + { + "p": 0.01248637493699789, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.4360171556472778, + "val_loss": 0.9302976727485657, + "acc": 66.44, + "time": 254.14021185413003, + "param": [ + { + "p": 0.1332925260066986, + "m": 1.0 + }, + { + "p": 0.0001612370106158778, + "m": 1.0 + }, + { + "p": 0.06466547399759293, + "m": 1.0 + }, + { + "p": 0.050214264541864395, + "m": 0.0 + }, + { + "p": 0.006105456501245499, + "m": 0.9836081266403198 + }, + { + "p": 0.05642395094037056, + "m": 0.6518786549568176 + }, + { + "p": 0.054411664605140686, + "m": 0.0 + }, + { + "p": 0.02581169269979, + "m": 0.6140331625938416 + }, + { + "p": 0.12720714509487152, + "m": 0.49345824122428894 + }, + { + "p": 0.12468787282705307, + "m": 0.9644472599029541 + }, + { + "p": 0.14647851884365082, + "m": 0.005212065298110247 + }, + { + "p": 0.09135203063488007, + "m": 1.0 + }, + { + "p": 0.10130362212657928, + "m": 1.0 + }, + { + "p": 0.017884457483887672, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.6497963666915894, + "val_loss": 1.1353228092193604, + "acc": 65.95, + "time": 252.22786120977253, + "param": [ + { + "p": 0.13572733104228973, + "m": 1.0 + }, + { + "p": 0.0015150100225582719, + "m": 1.0 + }, + { + "p": 0.05326951667666435, + "m": 1.0 + }, + { + "p": 0.047125499695539474, + "m": 0.0 + }, + { + "p": 0.003454785794019699, + "m": 0.9945646524429321 + }, + { + "p": 0.05029001086950302, + "m": 0.6309651732444763 + }, + { + "p": 0.04953401908278465, + "m": 0.0 + }, + { + "p": 0.03942551836371422, + "m": 0.6167054176330566 + }, + { + "p": 0.12915553152561188, + "m": 0.4844494163990021 + }, + { + "p": 0.12068716436624527, + "m": 0.9644426703453064 + }, + { + "p": 0.1505831927061081, + "m": 0.0 + }, + { + "p": 0.09274428337812424, + "m": 1.0 + }, + { + "p": 0.1145111620426178, + "m": 1.0 + }, + { + "p": 0.011976965703070164, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.4839818477630615, + "val_loss": 0.9293133020401001, + "acc": 66.83, + "time": 252.81266850372776, + "param": [ + { + "p": 0.12512940168380737, + "m": 1.0 + }, + { + "p": 0.0015148655511438847, + "m": 1.0 + }, + { + "p": 0.03497621789574623, + "m": 1.0 + }, + { + "p": 0.061956439167261124, + "m": 0.0008790289866738021 + }, + { + "p": 0.022196047008037567, + "m": 0.9979510307312012 + }, + { + "p": 0.05723009631037712, + "m": 0.6145468950271606 + }, + { + "p": 0.05508944019675255, + "m": 0.0 + }, + { + "p": 0.0555126890540123, + "m": 0.6322517395019531 + }, + { + "p": 0.11970057338476181, + "m": 0.48373958468437195 + }, + { + "p": 0.11884186416864395, + "m": 0.9803100228309631 + }, + { + "p": 0.14257678389549255, + "m": 0.0 + }, + { + "p": 0.09213224053382874, + "m": 1.0 + }, + { + "p": 0.10977789014577866, + "m": 1.0 + }, + { + "p": 0.00336546846665442, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.5332632064819336, + "val_loss": 1.0286906957626343, + "acc": 65.58, + "time": 255.07717085117474, + "param": [ + { + "p": 0.12070319801568985, + "m": 1.0 + }, + { + "p": 0.003051196690648794, + "m": 1.0 + }, + { + "p": 0.032214146107435226, + "m": 1.0 + }, + { + "p": 0.06459621340036392, + "m": 6.202577787917107e-05 + }, + { + "p": 0.04208368435502052, + "m": 1.0 + }, + { + "p": 0.05633201450109482, + "m": 0.5890178084373474 + }, + { + "p": 0.06409114599227905, + "m": 0.0 + }, + { + "p": 0.06378920376300812, + "m": 0.6222850680351257 + }, + { + "p": 0.11318906396627426, + "m": 0.4725741446018219 + }, + { + "p": 0.10910049825906754, + "m": 0.9791610240936279 + }, + { + "p": 0.14199315011501312, + "m": 0.0 + }, + { + "p": 0.08798956871032715, + "m": 1.0 + }, + { + "p": 0.10086692124605179, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.5348182916641235, + "val_loss": 1.039547324180603, + "acc": 66.68, + "time": 253.19562336802483, + "param": [ + { + "p": 0.11359003186225891, + "m": 1.0 + }, + { + "p": 0.000778083922341466, + "m": 1.0 + }, + { + "p": 0.026282820850610733, + "m": 1.0 + }, + { + "p": 0.07820902019739151, + "m": 0.004406756721436977 + }, + { + "p": 0.04070235416293144, + "m": 0.9616581797599792 + }, + { + "p": 0.05048466846346855, + "m": 0.5960159301757812 + }, + { + "p": 0.06343945860862732, + "m": 0.0 + }, + { + "p": 0.06244878098368645, + "m": 0.635075569152832 + }, + { + "p": 0.11640141904354095, + "m": 0.4689633548259735 + }, + { + "p": 0.11630183458328247, + "m": 0.9920951128005981 + }, + { + "p": 0.1308479905128479, + "m": 0.008619111962616444 + }, + { + "p": 0.1014595627784729, + "m": 1.0 + }, + { + "p": 0.0990539938211441, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.2387359142303467, + "val_loss": 0.9057941436767578, + "acc": 66.54, + "time": 255.63115440262482, + "param": [ + { + "p": 0.11749552935361862, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014186450280249119, + "m": 1.0 + }, + { + "p": 0.08589950948953629, + "m": 0.0 + }, + { + "p": 0.033419135957956314, + "m": 0.9474263191223145 + }, + { + "p": 0.04065466672182083, + "m": 0.5954108238220215 + }, + { + "p": 0.0680667832493782, + "m": 0.0030883473809808493 + }, + { + "p": 0.061361413449048996, + "m": 0.6377358436584473 + }, + { + "p": 0.12232585996389389, + "m": 0.47228381037712097 + }, + { + "p": 0.11578778177499771, + "m": 1.0 + }, + { + "p": 0.11877665668725967, + "m": 0.029547352343797684 + }, + { + "p": 0.12183807790279388, + "m": 1.0 + }, + { + "p": 0.09863031655550003, + "m": 1.0 + }, + { + "p": 0.0015577932354062796, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.4918626546859741, + "val_loss": 1.080361008644104, + "acc": 66.86, + "time": 258.1340446751565, + "param": [ + { + "p": 0.10124803334474564, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01601635292172432, + "m": 1.0 + }, + { + "p": 0.07691251486539841, + "m": 0.0 + }, + { + "p": 0.03294757381081581, + "m": 0.9245187044143677 + }, + { + "p": 0.0559689998626709, + "m": 0.5906322598457336 + }, + { + "p": 0.06873256713151932, + "m": 0.05183349549770355 + }, + { + "p": 0.06890667229890823, + "m": 0.6205584406852722 + }, + { + "p": 0.12066823989152908, + "m": 0.4579737186431885 + }, + { + "p": 0.1024579256772995, + "m": 1.0 + }, + { + "p": 0.12049641460180283, + "m": 0.0 + }, + { + "p": 0.1356208622455597, + "m": 1.0 + }, + { + "p": 0.09273703396320343, + "m": 1.0 + }, + { + "p": 0.007286788895726204, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.3864775896072388, + "val_loss": 0.9612237215042114, + "acc": 66.91, + "time": 250.71395017858595, + "param": [ + { + "p": 0.0901486948132515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016969768330454826, + "m": 1.0 + }, + { + "p": 0.06808197498321533, + "m": 0.0 + }, + { + "p": 0.01568499393761158, + "m": 0.9289758801460266 + }, + { + "p": 0.06080865487456322, + "m": 0.5652538537979126 + }, + { + "p": 0.062481001019477844, + "m": 0.03892960399389267 + }, + { + "p": 0.08391270041465759, + "m": 0.5866584181785583 + }, + { + "p": 0.12562617659568787, + "m": 0.4516962170600891 + }, + { + "p": 0.10692204535007477, + "m": 1.0 + }, + { + "p": 0.13296575844287872, + "m": 0.0 + }, + { + "p": 0.14941023290157318, + "m": 1.0 + }, + { + "p": 0.0778527557849884, + "m": 1.0 + }, + { + "p": 0.009135296568274498, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.6785900592803955, + "val_loss": 0.9743228554725647, + "acc": 67.47, + "time": 255.07637076405808, + "param": [ + { + "p": 0.08066123723983765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03299694508314133, + "m": 1.0 + }, + { + "p": 0.06957423686981201, + "m": 0.004683870822191238 + }, + { + "p": 0.007608254440128803, + "m": 0.9478065371513367 + }, + { + "p": 0.05417759716510773, + "m": 0.5461251735687256 + }, + { + "p": 0.06072976812720299, + "m": 0.0 + }, + { + "p": 0.08396913856267929, + "m": 0.5082922577857971 + }, + { + "p": 0.11991582065820694, + "m": 0.4392581582069397 + }, + { + "p": 0.1191307082772255, + "m": 0.9998311400413513 + }, + { + "p": 0.13544020056724548, + "m": 0.0 + }, + { + "p": 0.15510138869285583, + "m": 1.0 + }, + { + "p": 0.06167784333229065, + "m": 1.0 + }, + { + "p": 0.019016897305846214, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.3761370182037354, + "val_loss": 1.1073105335235596, + "acc": 66.31, + "time": 254.47473366418853, + "param": [ + { + "p": 0.07354043424129486, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052280131727457047, + "m": 1.0 + }, + { + "p": 0.06687004119157791, + "m": 0.0 + }, + { + "p": 0.001065357238985598, + "m": 0.9533929228782654 + }, + { + "p": 0.056755974888801575, + "m": 0.5369043946266174 + }, + { + "p": 0.051730137318372726, + "m": 0.0 + }, + { + "p": 0.0798199474811554, + "m": 0.45884278416633606 + }, + { + "p": 0.11819703876972198, + "m": 0.411224365234375 + }, + { + "p": 0.1299283802509308, + "m": 0.9993373155593872 + }, + { + "p": 0.1511940211057663, + "m": 0.0 + }, + { + "p": 0.16038928925991058, + "m": 1.0 + }, + { + "p": 0.04636624455451965, + "m": 1.0 + }, + { + "p": 0.01186304446309805, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.3814538717269897, + "val_loss": 0.8387418389320374, + "acc": 65.77, + "time": 253.952409545891, + "param": [ + { + "p": 0.07963625341653824, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07415236532688141, + "m": 1.0 + }, + { + "p": 0.06027117744088173, + "m": 0.0023257839493453503 + }, + { + "p": 0.0, + "m": 0.9389964938163757 + }, + { + "p": 0.0579964816570282, + "m": 0.5290314555168152 + }, + { + "p": 0.0442345105111599, + "m": 0.017754996195435524 + }, + { + "p": 0.06679366528987885, + "m": 0.459404855966568 + }, + { + "p": 0.12172247469425201, + "m": 0.39494267106056213 + }, + { + "p": 0.13602511584758759, + "m": 1.0 + }, + { + "p": 0.15465882420539856, + "m": 0.0 + }, + { + "p": 0.16036881506443024, + "m": 1.0 + }, + { + "p": 0.0441402867436409, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.2913001775741577, + "val_loss": 0.8028894662857056, + "acc": 67.71, + "time": 256.0496649350971, + "param": [ + { + "p": 0.08586952090263367, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07086879014968872, + "m": 1.0 + }, + { + "p": 0.04244522377848625, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9222280383110046 + }, + { + "p": 0.05326089262962341, + "m": 0.4994408190250397 + }, + { + "p": 0.04768528416752815, + "m": 0.033642299473285675 + }, + { + "p": 0.047260694205760956, + "m": 0.5322423577308655 + }, + { + "p": 0.12766118347644806, + "m": 0.3888173997402191 + }, + { + "p": 0.1552036851644516, + "m": 1.0 + }, + { + "p": 0.16573110222816467, + "m": 0.0 + }, + { + "p": 0.15222236514091492, + "m": 1.0 + }, + { + "p": 0.05179121717810631, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.3434323072433472, + "val_loss": 1.0333116054534912, + "acc": 67.59, + "time": 255.68510404834524, + "param": [ + { + "p": 0.08359457552433014, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07194305956363678, + "m": 1.0 + }, + { + "p": 0.0261874720454216, + "m": 0.0 + }, + { + "p": 0.0006653223535977304, + "m": 0.9028770327568054 + }, + { + "p": 0.045379165560007095, + "m": 0.5025473237037659 + }, + { + "p": 0.05619377642869949, + "m": 0.0 + }, + { + "p": 0.03747301176190376, + "m": 0.5823182463645935 + }, + { + "p": 0.12780393660068512, + "m": 0.39394304156303406 + }, + { + "p": 0.16691768169403076, + "m": 1.0 + }, + { + "p": 0.16654156148433685, + "m": 0.03194795921444893 + }, + { + "p": 0.1470116525888443, + "m": 1.0 + }, + { + "p": 0.06821852922439575, + "m": 1.0 + }, + { + "p": 0.002070189220830798, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.3996690511703491, + "val_loss": 0.9858092069625854, + "acc": 65.59, + "time": 253.71589582087472, + "param": [ + { + "p": 0.09223081916570663, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07441388815641403, + "m": 1.0 + }, + { + "p": 0.014243027195334435, + "m": 0.004774013999849558 + }, + { + "p": 0.0, + "m": 0.8880602717399597 + }, + { + "p": 0.04247759282588959, + "m": 0.500191330909729 + }, + { + "p": 0.06885607540607452, + "m": 0.0 + }, + { + "p": 0.028974417597055435, + "m": 0.5876753330230713 + }, + { + "p": 0.12349016219377518, + "m": 0.4016708433628082 + }, + { + "p": 0.17147959768772125, + "m": 0.9998639225959778 + }, + { + "p": 0.1588507741689682, + "m": 0.058756835758686066 + }, + { + "p": 0.13174881041049957, + "m": 1.0 + }, + { + "p": 0.08707647025585175, + "m": 1.0 + }, + { + "p": 0.0061583928763866425, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.2884256839752197, + "val_loss": 0.8829196095466614, + "acc": 67.53, + "time": 253.00616207811981, + "param": [ + { + "p": 0.10848824679851532, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08787334710359573, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.007845902815461159, + "m": 0.8504121899604797 + }, + { + "p": 0.03992704302072525, + "m": 0.49393296241760254 + }, + { + "p": 0.07361890375614166, + "m": 0.0 + }, + { + "p": 0.02470226213335991, + "m": 0.5845035910606384 + }, + { + "p": 0.12255561351776123, + "m": 0.40198203921318054 + }, + { + "p": 0.16244587302207947, + "m": 0.9935715794563293 + }, + { + "p": 0.15948842465877533, + "m": 0.060816440731287 + }, + { + "p": 0.1088971346616745, + "m": 1.0 + }, + { + "p": 0.10415714979171753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.1952297687530518, + "val_loss": 0.9427569508552551, + "acc": 65.18, + "time": 254.58394958637655, + "param": [ + { + "p": 0.11372122913599014, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10778893530368805, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.02671588584780693, + "m": 0.8338609337806702 + }, + { + "p": 0.03585641458630562, + "m": 0.49110740423202515 + }, + { + "p": 0.06747476011514664, + "m": 0.0 + }, + { + "p": 0.01677379384636879, + "m": 0.5787453055381775 + }, + { + "p": 0.11927834153175354, + "m": 0.41440752148628235 + }, + { + "p": 0.1527763158082962, + "m": 0.9648058414459229 + }, + { + "p": 0.14987248182296753, + "m": 0.07138600945472717 + }, + { + "p": 0.09591654688119888, + "m": 1.0 + }, + { + "p": 0.11130102723836899, + "m": 1.0 + }, + { + "p": 0.0025242245756089687, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.1464755535125732, + "val_loss": 1.0331910848617554, + "acc": 67.54, + "time": 252.51886455714703, + "param": [ + { + "p": 0.1182444840669632, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12455316632986069, + "m": 1.0 + }, + { + "p": 0.0055583263747394085, + "m": 0.0 + }, + { + "p": 0.024633780121803284, + "m": 0.8521389961242676 + }, + { + "p": 0.010089383460581303, + "m": 0.4781731069087982 + }, + { + "p": 0.07044944167137146, + "m": 0.0 + }, + { + "p": 0.014562933705747128, + "m": 0.5456553101539612 + }, + { + "p": 0.1348557025194168, + "m": 0.44366663694381714 + }, + { + "p": 0.15920059382915497, + "m": 0.9377730488777161 + }, + { + "p": 0.12790869176387787, + "m": 0.07928716391324997 + }, + { + "p": 0.08883855491876602, + "m": 1.0 + }, + { + "p": 0.1194826140999794, + "m": 1.0 + }, + { + "p": 0.001622287672944367, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.1561328172683716, + "val_loss": 0.9460821151733398, + "acc": 67.37, + "time": 255.19039368489757, + "param": [ + { + "p": 0.11718711256980896, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1282176971435547, + "m": 1.0 + }, + { + "p": 0.011260762810707092, + "m": 0.0 + }, + { + "p": 0.031404025852680206, + "m": 0.8227673768997192 + }, + { + "p": 0.0, + "m": 0.45351871848106384 + }, + { + "p": 0.06997276842594147, + "m": 0.0 + }, + { + "p": 0.029392989352345467, + "m": 0.47477731108665466 + }, + { + "p": 0.14441551268100739, + "m": 0.4667263925075531 + }, + { + "p": 0.14929182827472687, + "m": 0.9157053232192993 + }, + { + "p": 0.11119047552347183, + "m": 0.07167234271764755 + }, + { + "p": 0.0804264172911644, + "m": 1.0 + }, + { + "p": 0.11886432766914368, + "m": 1.0 + }, + { + "p": 0.008376093581318855, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.2319974899291992, + "val_loss": 0.9445942640304565, + "acc": 67.51, + "time": 252.74501256924123, + "param": [ + { + "p": 0.12964987754821777, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1373843103647232, + "m": 1.0 + }, + { + "p": 0.018433095887303352, + "m": 0.0024475010577589273 + }, + { + "p": 0.020670294761657715, + "m": 0.8056245446205139 + }, + { + "p": 0.0012304862029850483, + "m": 0.43042659759521484 + }, + { + "p": 0.07492934912443161, + "m": 0.0 + }, + { + "p": 0.030424466356635094, + "m": 0.4234530031681061 + }, + { + "p": 0.14271369576454163, + "m": 0.5002076029777527 + }, + { + "p": 0.14191383123397827, + "m": 0.9078736901283264 + }, + { + "p": 0.0778210461139679, + "m": 0.07560137659311295 + }, + { + "p": 0.0766860619187355, + "m": 1.0 + }, + { + "p": 0.13534408807754517, + "m": 1.0 + }, + { + "p": 0.012799420394003391, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.2348997592926025, + "val_loss": 1.028577208518982, + "acc": 67.79, + "time": 254.73623982770368, + "param": [ + { + "p": 0.13000765442848206, + "m": 1.0 + }, + { + "p": 0.002166131744161248, + "m": 1.0 + }, + { + "p": 0.1620464324951172, + "m": 1.0 + }, + { + "p": 0.02154974825680256, + "m": 0.004095645155757666 + }, + { + "p": 0.018613222986459732, + "m": 0.7555785775184631 + }, + { + "p": 0.012801260687410831, + "m": 0.42373326420783997 + }, + { + "p": 0.07884559035301208, + "m": 0.006382977124303579 + }, + { + "p": 0.03494687005877495, + "m": 0.3745112121105194 + }, + { + "p": 0.1390131562948227, + "m": 0.5229346752166748 + }, + { + "p": 0.13137102127075195, + "m": 0.9164794087409973 + }, + { + "p": 0.045352086424827576, + "m": 0.07504967600107193 + }, + { + "p": 0.06862572580575943, + "m": 1.0 + }, + { + "p": 0.14507168531417847, + "m": 1.0 + }, + { + "p": 0.009589409455657005, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.216619849205017, + "val_loss": 0.9811347126960754, + "acc": 67.87, + "time": 256.12812957679853, + "param": [ + { + "p": 0.12123922258615494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16107092797756195, + "m": 1.0 + }, + { + "p": 0.02023123949766159, + "m": 0.0 + }, + { + "p": 0.03268915414810181, + "m": 0.7212561368942261 + }, + { + "p": 0.023396862670779228, + "m": 0.44072553515434265 + }, + { + "p": 0.07699096947908401, + "m": 0.011994476430118084 + }, + { + "p": 0.0477885864675045, + "m": 0.34715452790260315 + }, + { + "p": 0.13971327245235443, + "m": 0.5195909738540649 + }, + { + "p": 0.1123293787240982, + "m": 0.9393523335456848 + }, + { + "p": 0.041211724281311035, + "m": 0.06402257084846497 + }, + { + "p": 0.06429025530815125, + "m": 1.0 + }, + { + "p": 0.14075753092765808, + "m": 1.0 + }, + { + "p": 0.01829083263874054, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.1111292839050293, + "val_loss": 0.9154265522956848, + "acc": 68.2, + "time": 255.39205774711445, + "param": [ + { + "p": 0.12092225253582001, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14776678383350372, + "m": 1.0 + }, + { + "p": 0.020797163248062134, + "m": 0.0002511825005058199 + }, + { + "p": 0.03876600041985512, + "m": 0.7339708209037781 + }, + { + "p": 0.041152432560920715, + "m": 0.47175416350364685 + }, + { + "p": 0.07453429698944092, + "m": 0.0 + }, + { + "p": 0.060652539134025574, + "m": 0.340322345495224 + }, + { + "p": 0.14097358286380768, + "m": 0.5384564399719238 + }, + { + "p": 0.09764701128005981, + "m": 0.955470085144043 + }, + { + "p": 0.03351713344454765, + "m": 0.06216796115040779 + }, + { + "p": 0.06634268164634705, + "m": 1.0 + }, + { + "p": 0.13905374705791473, + "m": 1.0 + }, + { + "p": 0.017874354496598244, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.163617730140686, + "val_loss": 0.8858516812324524, + "acc": 67.17, + "time": 255.56936143292114, + "param": [ + { + "p": 0.11687085777521133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14181847870349884, + "m": 1.0 + }, + { + "p": 0.024363141506910324, + "m": 0.0 + }, + { + "p": 0.038935668766498566, + "m": 0.7395853996276855 + }, + { + "p": 0.049919240176677704, + "m": 0.5311851501464844 + }, + { + "p": 0.07948371022939682, + "m": 0.0 + }, + { + "p": 0.053009726107120514, + "m": 0.34727635979652405 + }, + { + "p": 0.14423690736293793, + "m": 0.5562141537666321 + }, + { + "p": 0.09073106944561005, + "m": 0.9896209836006165 + }, + { + "p": 0.026590637862682343, + "m": 0.05308791249990463 + }, + { + "p": 0.07093046605587006, + "m": 1.0 + }, + { + "p": 0.13441632688045502, + "m": 1.0 + }, + { + "p": 0.02869378961622715, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.3618329763412476, + "val_loss": 1.0576053857803345, + "acc": 66.52, + "time": 250.43557481188327, + "param": [ + { + "p": 0.11933743208646774, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15397687256336212, + "m": 1.0 + }, + { + "p": 0.028860969468951225, + "m": 0.0 + }, + { + "p": 0.02851765975356102, + "m": 0.7419654726982117 + }, + { + "p": 0.05647300183773041, + "m": 0.5557727217674255 + }, + { + "p": 0.0919521227478981, + "m": 0.001965514151379466 + }, + { + "p": 0.042942196130752563, + "m": 0.2977549433708191 + }, + { + "p": 0.1562643051147461, + "m": 0.5894948244094849 + }, + { + "p": 0.09491883963346481, + "m": 1.0 + }, + { + "p": 0.007590834051370621, + "m": 0.059314850717782974 + }, + { + "p": 0.06780046224594116, + "m": 1.0 + }, + { + "p": 0.13246531784534454, + "m": 1.0 + }, + { + "p": 0.018900040537118912, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.071808934211731, + "val_loss": 0.7651647329330444, + "acc": 68.75, + "time": 254.92114897677675, + "param": [ + { + "p": 0.12388405203819275, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14195220172405243, + "m": 1.0 + }, + { + "p": 0.04028348997235298, + "m": 0.0 + }, + { + "p": 0.027598027139902115, + "m": 0.7296868562698364 + }, + { + "p": 0.07867321372032166, + "m": 0.5188848376274109 + }, + { + "p": 0.10302313417196274, + "m": 0.017742907628417015 + }, + { + "p": 0.03260233625769615, + "m": 0.27287620306015015 + }, + { + "p": 0.15152965486049652, + "m": 0.6088205575942993 + }, + { + "p": 0.08950124680995941, + "m": 0.9815508723258972 + }, + { + "p": 0.0044748540967702866, + "m": 0.05643177777528763 + }, + { + "p": 0.06625048071146011, + "m": 1.0 + }, + { + "p": 0.12669776380062103, + "m": 1.0 + }, + { + "p": 0.013529474847018719, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.082118034362793, + "val_loss": 0.8360294103622437, + "acc": 68.16, + "time": 256.4983819266781, + "param": [ + { + "p": 0.12006621807813644, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11681821942329407, + "m": 1.0 + }, + { + "p": 0.04969795420765877, + "m": 0.00466047041118145 + }, + { + "p": 0.03305201977491379, + "m": 0.7316485047340393 + }, + { + "p": 0.08676896244287491, + "m": 0.5523401498794556 + }, + { + "p": 0.11141040176153183, + "m": 0.018896300345659256 + }, + { + "p": 0.022322991862893105, + "m": 0.23901641368865967 + }, + { + "p": 0.14978303015232086, + "m": 0.6175786852836609 + }, + { + "p": 0.08410743623971939, + "m": 0.9757729172706604 + }, + { + "p": 0.02462805062532425, + "m": 0.05526436120271683 + }, + { + "p": 0.0740232840180397, + "m": 1.0 + }, + { + "p": 0.12010537087917328, + "m": 1.0 + }, + { + "p": 0.00721608055755496, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.2948657274246216, + "val_loss": 0.9233530759811401, + "acc": 68.48, + "time": 252.17610945366323, + "param": [ + { + "p": 0.11504482477903366, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09872732311487198, + "m": 1.0 + }, + { + "p": 0.058859679847955704, + "m": 0.0 + }, + { + "p": 0.018426744267344475, + "m": 0.7238996028900146 + }, + { + "p": 0.09102343767881393, + "m": 0.6078239679336548 + }, + { + "p": 0.11856541782617569, + "m": 0.0 + }, + { + "p": 0.0090183662250638, + "m": 0.23190446197986603 + }, + { + "p": 0.15270793437957764, + "m": 0.6458051800727844 + }, + { + "p": 0.07950695604085922, + "m": 0.9883422255516052 + }, + { + "p": 0.04616602510213852, + "m": 0.06501791626214981 + }, + { + "p": 0.08546832203865051, + "m": 1.0 + }, + { + "p": 0.12396186590194702, + "m": 1.0 + }, + { + "p": 0.002523043192923069, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.0143367052078247, + "val_loss": 0.8793895840644836, + "acc": 67.75, + "time": 255.50661083310843, + "param": [ + { + "p": 0.10863873362541199, + "m": 1.0 + }, + { + "p": 0.00222784630022943, + "m": 1.0 + }, + { + "p": 0.08662867546081543, + "m": 1.0 + }, + { + "p": 0.05346275120973587, + "m": 0.0 + }, + { + "p": 0.030814802274107933, + "m": 0.7082469463348389 + }, + { + "p": 0.09621129184961319, + "m": 0.6206368207931519 + }, + { + "p": 0.10839412361383438, + "m": 0.0015397226670756936 + }, + { + "p": 0.0020719049498438835, + "m": 0.19137154519557953 + }, + { + "p": 0.14824914932250977, + "m": 0.64930659532547 + }, + { + "p": 0.07818868011236191, + "m": 0.9939414262771606 + }, + { + "p": 0.07287538051605225, + "m": 0.06278663873672485 + }, + { + "p": 0.09059803932905197, + "m": 1.0 + }, + { + "p": 0.11704350262880325, + "m": 1.0 + }, + { + "p": 0.004595165140926838, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.33485746383667, + "val_loss": 0.9855333566665649, + "acc": 68.8, + "time": 253.37421548878774, + "param": [ + { + "p": 0.1121174618601799, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08453615009784698, + "m": 1.0 + }, + { + "p": 0.055098794400691986, + "m": 0.002541616326197982 + }, + { + "p": 0.014196250587701797, + "m": 0.7153357863426208 + }, + { + "p": 0.08232629299163818, + "m": 0.6189829707145691 + }, + { + "p": 0.10448908805847168, + "m": 0.005944083910435438 + }, + { + "p": 0.003238412318751216, + "m": 0.18502776324748993 + }, + { + "p": 0.14950482547283173, + "m": 0.6266756057739258 + }, + { + "p": 0.08008209615945816, + "m": 0.9873638153076172 + }, + { + "p": 0.10039373487234116, + "m": 0.047729626297950745 + }, + { + "p": 0.0904909074306488, + "m": 1.0 + }, + { + "p": 0.11225166916847229, + "m": 1.0 + }, + { + "p": 0.011274385266005993, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.1616147756576538, + "val_loss": 0.9611719846725464, + "acc": 68.34, + "time": 254.92801042320207, + "param": [ + { + "p": 0.11770177632570267, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0912773385643959, + "m": 1.0 + }, + { + "p": 0.057760823518037796, + "m": 0.00559626379981637 + }, + { + "p": 0.004384379368275404, + "m": 0.6829216480255127 + }, + { + "p": 0.0787612646818161, + "m": 0.5941550731658936 + }, + { + "p": 0.10013823211193085, + "m": 0.0 + }, + { + "p": 0.025032108649611473, + "m": 0.1837799996137619 + }, + { + "p": 0.1414032280445099, + "m": 0.6088655591011047 + }, + { + "p": 0.074671670794487, + "m": 0.9865927696228027 + }, + { + "p": 0.10693984478712082, + "m": 0.05032496899366379 + }, + { + "p": 0.09010321646928787, + "m": 1.0 + }, + { + "p": 0.09809383004903793, + "m": 1.0 + }, + { + "p": 0.013732297345995903, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.0718916654586792, + "val_loss": 0.7791448831558228, + "acc": 69.01, + "time": 251.9874804513529, + "param": [ + { + "p": 0.13058674335479736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09710264205932617, + "m": 1.0 + }, + { + "p": 0.06556443870067596, + "m": 0.0 + }, + { + "p": 0.0005527532193809748, + "m": 0.6557114124298096 + }, + { + "p": 0.08134955167770386, + "m": 0.5627405643463135 + }, + { + "p": 0.098898746073246, + "m": 0.0 + }, + { + "p": 0.03858087584376335, + "m": 0.18238626420497894 + }, + { + "p": 0.13365699350833893, + "m": 0.5842074155807495 + }, + { + "p": 0.06859905272722244, + "m": 1.0 + }, + { + "p": 0.09863768517971039, + "m": 0.06275228410959244 + }, + { + "p": 0.09311072528362274, + "m": 1.0 + }, + { + "p": 0.0826541930437088, + "m": 1.0 + }, + { + "p": 0.010705709457397461, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.1469112634658813, + "val_loss": 0.8596563339233398, + "acc": 68.84, + "time": 254.6695832409896, + "param": [ + { + "p": 0.1332262009382248, + "m": 1.0 + }, + { + "p": 0.007542026694864035, + "m": 1.0 + }, + { + "p": 0.10291968286037445, + "m": 1.0 + }, + { + "p": 0.06922470778226852, + "m": 0.0 + }, + { + "p": 0.010503054596483707, + "m": 0.6307317614555359 + }, + { + "p": 0.07757057249546051, + "m": 0.516520082950592 + }, + { + "p": 0.08502576500177383, + "m": 0.0 + }, + { + "p": 0.053180139511823654, + "m": 0.15854866802692413 + }, + { + "p": 0.13263541460037231, + "m": 0.5876667499542236 + }, + { + "p": 0.06544257700443268, + "m": 0.994274914264679 + }, + { + "p": 0.100425124168396, + "m": 0.06823806464672089 + }, + { + "p": 0.08724772930145264, + "m": 1.0 + }, + { + "p": 0.062343597412109375, + "m": 1.0 + }, + { + "p": 0.012713395990431309, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.2775076627731323, + "val_loss": 1.0019539594650269, + "acc": 68.26, + "time": 254.3377598109655, + "param": [ + { + "p": 0.13324014842510223, + "m": 1.0 + }, + { + "p": 0.00206498964689672, + "m": 1.0 + }, + { + "p": 0.09542602300643921, + "m": 1.0 + }, + { + "p": 0.07321503758430481, + "m": 0.006809931714087725 + }, + { + "p": 0.011793256737291813, + "m": 0.6131852269172668 + }, + { + "p": 0.08648629486560822, + "m": 0.4864710569381714 + }, + { + "p": 0.0750994086265564, + "m": 0.0 + }, + { + "p": 0.05813343822956085, + "m": 0.16927194595336914 + }, + { + "p": 0.12075681239366531, + "m": 0.5814592242240906 + }, + { + "p": 0.07437504082918167, + "m": 0.9998597502708435 + }, + { + "p": 0.10575985163450241, + "m": 0.06237206235527992 + }, + { + "p": 0.08577827364206314, + "m": 1.0 + }, + { + "p": 0.06574220210313797, + "m": 1.0 + }, + { + "p": 0.012129303999245167, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.2060524225234985, + "val_loss": 1.0382291078567505, + "acc": 68.19, + "time": 253.44170802086592, + "param": [ + { + "p": 0.14070063829421997, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08758091926574707, + "m": 1.0 + }, + { + "p": 0.0726994052529335, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6351688504219055 + }, + { + "p": 0.08821500092744827, + "m": 0.4866139590740204 + }, + { + "p": 0.07797284424304962, + "m": 0.0 + }, + { + "p": 0.04943889006972313, + "m": 0.15568570792675018 + }, + { + "p": 0.11086872220039368, + "m": 0.5606724619865417 + }, + { + "p": 0.08229927718639374, + "m": 0.9997960329055786 + }, + { + "p": 0.10989868640899658, + "m": 0.05597100779414177 + }, + { + "p": 0.0877801775932312, + "m": 1.0 + }, + { + "p": 0.07489639520645142, + "m": 1.0 + }, + { + "p": 0.01764904335141182, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.1029071807861328, + "val_loss": 0.8299312591552734, + "acc": 68.68, + "time": 256.27960360376164, + "param": [ + { + "p": 0.13818982243537903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08113224804401398, + "m": 1.0 + }, + { + "p": 0.073481984436512, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6844144463539124 + }, + { + "p": 0.08938704431056976, + "m": 0.47616568207740784 + }, + { + "p": 0.07545479387044907, + "m": 0.0 + }, + { + "p": 0.036366384476423264, + "m": 0.10774483531713486 + }, + { + "p": 0.1093735471367836, + "m": 0.5399025678634644 + }, + { + "p": 0.0920901671051979, + "m": 0.9825624227523804 + }, + { + "p": 0.12113060802221298, + "m": 0.040463052690029144 + }, + { + "p": 0.07834810763597488, + "m": 1.0 + }, + { + "p": 0.07878929376602173, + "m": 1.0 + }, + { + "p": 0.026256030425429344, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.1507269144058228, + "val_loss": 0.8592312932014465, + "acc": 69.05, + "time": 252.06548372702673, + "param": [ + { + "p": 0.15500323474407196, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07311930507421494, + "m": 1.0 + }, + { + "p": 0.06184425204992294, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7168366312980652 + }, + { + "p": 0.0809779241681099, + "m": 0.4563901722431183 + }, + { + "p": 0.0774354487657547, + "m": 0.0 + }, + { + "p": 0.03338997811079025, + "m": 0.06925339996814728 + }, + { + "p": 0.10953398048877716, + "m": 0.5335603952407837 + }, + { + "p": 0.09202248603105545, + "m": 0.971081018447876 + }, + { + "p": 0.13280756771564484, + "m": 0.05018061026930809 + }, + { + "p": 0.0710289478302002, + "m": 1.0 + }, + { + "p": 0.09020301699638367, + "m": 1.0 + }, + { + "p": 0.022633790969848633, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.080952763557434, + "val_loss": 0.9018652439117432, + "acc": 68.86, + "time": 252.9185269009322, + "param": [ + { + "p": 0.1469617336988449, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06233261153101921, + "m": 1.0 + }, + { + "p": 0.06504583358764648, + "m": 0.0020714295096695423 + }, + { + "p": 0.0019643441773951054, + "m": 0.7210257053375244 + }, + { + "p": 0.06881663203239441, + "m": 0.4703226387500763 + }, + { + "p": 0.0862036943435669, + "m": 0.00836221780627966 + }, + { + "p": 0.04596323519945145, + "m": 0.04572731629014015 + }, + { + "p": 0.10813742876052856, + "m": 0.5442002415657043 + }, + { + "p": 0.08970585465431213, + "m": 0.9600856900215149 + }, + { + "p": 0.13582544028759003, + "m": 0.05529552698135376 + }, + { + "p": 0.0660993829369545, + "m": 1.0 + }, + { + "p": 0.10330092161893845, + "m": 1.0 + }, + { + "p": 0.019642822444438934, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.2193692922592163, + "val_loss": 0.8867631554603577, + "acc": 69.62, + "time": 253.83932841196656, + "param": [ + { + "p": 0.14066657423973083, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04099132493138313, + "m": 1.0 + }, + { + "p": 0.06344866752624512, + "m": 0.0342775359749794 + }, + { + "p": 0.0, + "m": 0.7092493772506714 + }, + { + "p": 0.05417689308524132, + "m": 0.4716900587081909 + }, + { + "p": 0.07557056844234467, + "m": 0.054883092641830444 + }, + { + "p": 0.052096158266067505, + "m": 0.008577900007367134 + }, + { + "p": 0.11379458010196686, + "m": 0.5477336049079895 + }, + { + "p": 0.08740758895874023, + "m": 0.9541189074516296 + }, + { + "p": 0.14427706599235535, + "m": 0.05545830354094505 + }, + { + "p": 0.08349252492189407, + "m": 1.0 + }, + { + "p": 0.11144893616437912, + "m": 1.0 + }, + { + "p": 0.03262903541326523, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.1079527139663696, + "val_loss": 0.8301307559013367, + "acc": 68.41, + "time": 253.95860449410975, + "param": [ + { + "p": 0.15064342319965363, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01999600976705551, + "m": 1.0 + }, + { + "p": 0.05177595466375351, + "m": 0.019141975790262222 + }, + { + "p": 0.0, + "m": 0.6863224506378174 + }, + { + "p": 0.04392029345035553, + "m": 0.4663054049015045 + }, + { + "p": 0.06583952158689499, + "m": 0.024172691628336906 + }, + { + "p": 0.04228666424751282, + "m": 0.019561834633350372 + }, + { + "p": 0.13541635870933533, + "m": 0.5599026083946228 + }, + { + "p": 0.09064489603042603, + "m": 0.963089644908905 + }, + { + "p": 0.1456628441810608, + "m": 0.07776902616024017 + }, + { + "p": 0.09210216253995895, + "m": 1.0 + }, + { + "p": 0.12587545812129974, + "m": 1.0 + }, + { + "p": 0.03583642467856407, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.9725252985954285, + "val_loss": 0.863813042640686, + "acc": 68.41, + "time": 256.8004389330745, + "param": [ + { + "p": 0.179643914103508, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007359451614320278, + "m": 1.0 + }, + { + "p": 0.03092486597597599, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7075201272964478 + }, + { + "p": 0.049792174249887466, + "m": 0.45985928177833557 + }, + { + "p": 0.05167943611741066, + "m": 0.0 + }, + { + "p": 0.02961966209113598, + "m": 0.007763359230011702 + }, + { + "p": 0.15330815315246582, + "m": 0.5469298958778381 + }, + { + "p": 0.07665395736694336, + "m": 0.9746279120445251 + }, + { + "p": 0.16129225492477417, + "m": 0.07389998435974121 + }, + { + "p": 0.09780936688184738, + "m": 1.0 + }, + { + "p": 0.14007139205932617, + "m": 1.0 + }, + { + "p": 0.02184543013572693, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.0579490661621094, + "val_loss": 0.9217003583908081, + "acc": 68.6, + "time": 257.82833667704836, + "param": [ + { + "p": 0.1769920289516449, + "m": 1.0 + }, + { + "p": 0.00234322645701468, + "m": 1.0 + }, + { + "p": 0.012737203389406204, + "m": 1.0 + }, + { + "p": 0.031237883493304253, + "m": 0.0 + }, + { + "p": 0.002776001114398241, + "m": 0.7378488183021545 + }, + { + "p": 0.06429798901081085, + "m": 0.4503248929977417 + }, + { + "p": 0.053777772933244705, + "m": 0.0 + }, + { + "p": 0.037011776119470596, + "m": 0.0 + }, + { + "p": 0.13908790051937103, + "m": 0.5229102969169617 + }, + { + "p": 0.07147747278213501, + "m": 0.9838240146636963 + }, + { + "p": 0.16291014850139618, + "m": 0.06173001229763031 + }, + { + "p": 0.09267161041498184, + "m": 1.0 + }, + { + "p": 0.1336575448513031, + "m": 1.0 + }, + { + "p": 0.01902143657207489, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.1334357261657715, + "val_loss": 0.9759088754653931, + "acc": 68.6, + "time": 253.6464646118693, + "param": [ + { + "p": 0.1384868323802948, + "m": 1.0 + }, + { + "p": 0.00839284434914589, + "m": 1.0 + }, + { + "p": 0.04481446370482445, + "m": 1.0 + }, + { + "p": 0.050082799047231674, + "m": 4.2111234506592155e-05 + }, + { + "p": 0.01280517503619194, + "m": 0.7541794776916504 + }, + { + "p": 0.08514653146266937, + "m": 0.4641158878803253 + }, + { + "p": 0.05375982075929642, + "m": 0.0 + }, + { + "p": 0.04970167949795723, + "m": 0.0 + }, + { + "p": 0.10568676888942719, + "m": 0.5222054719924927 + }, + { + "p": 0.08328495919704437, + "m": 0.9685205221176147 + }, + { + "p": 0.14135803282260895, + "m": 0.06446270644664764 + }, + { + "p": 0.08955680578947067, + "m": 1.0 + }, + { + "p": 0.10909472405910492, + "m": 1.0 + }, + { + "p": 0.027828602120280266, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.004049301147461, + "val_loss": 0.8358765840530396, + "acc": 68.99, + "time": 253.72736080596223, + "param": [ + { + "p": 0.13033297657966614, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05326232314109802, + "m": 1.0 + }, + { + "p": 0.06264220923185349, + "m": 0.00033980864100158215 + }, + { + "p": 0.0, + "m": 0.779732346534729 + }, + { + "p": 0.11606001108884811, + "m": 0.46052226424217224 + }, + { + "p": 0.04294218122959137, + "m": 0.0 + }, + { + "p": 0.054719969630241394, + "m": 0.0 + }, + { + "p": 0.09728889912366867, + "m": 0.5201619863510132 + }, + { + "p": 0.08890826255083084, + "m": 0.9721325635910034 + }, + { + "p": 0.13765279948711395, + "m": 0.06154051423072815 + }, + { + "p": 0.09246713668107986, + "m": 1.0 + }, + { + "p": 0.09759820252656937, + "m": 1.0 + }, + { + "p": 0.026125047355890274, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.265614628791809, + "val_loss": 0.9363347291946411, + "acc": 69.91, + "time": 254.89790930133313, + "param": [ + { + "p": 0.13166753947734833, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05903718248009682, + "m": 1.0 + }, + { + "p": 0.05896548181772232, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8049830794334412 + }, + { + "p": 0.1347205489873886, + "m": 0.4381624460220337 + }, + { + "p": 0.0455985963344574, + "m": 0.0 + }, + { + "p": 0.05586516484618187, + "m": 3.151510827592574e-05 + }, + { + "p": 0.08332404494285583, + "m": 0.4954676330089569 + }, + { + "p": 0.0870426818728447, + "m": 0.99482262134552 + }, + { + "p": 0.13907967507839203, + "m": 0.07005735486745834 + }, + { + "p": 0.09296251088380814, + "m": 1.0 + }, + { + "p": 0.10035904496908188, + "m": 1.0 + }, + { + "p": 0.011377557180821896, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.8884878158569336, + "val_loss": 1.0870994329452515, + "acc": 69.16, + "time": 253.5249790130183, + "param": [ + { + "p": 0.13268594443798065, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.058058030903339386, + "m": 1.0 + }, + { + "p": 0.060809336602687836, + "m": 0.0 + }, + { + "p": 0.020696958526968956, + "m": 0.7731842398643494 + }, + { + "p": 0.14322935044765472, + "m": 0.4514152705669403 + }, + { + "p": 0.06621131300926208, + "m": 0.0 + }, + { + "p": 0.06154366955161095, + "m": 0.0 + }, + { + "p": 0.05537740886211395, + "m": 0.4519374668598175 + }, + { + "p": 0.07650629431009293, + "m": 1.0 + }, + { + "p": 0.1277262270450592, + "m": 0.07496397942304611 + }, + { + "p": 0.08784715086221695, + "m": 1.0 + }, + { + "p": 0.10540077835321426, + "m": 1.0 + }, + { + "p": 0.003907622769474983, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.2550923824310303, + "val_loss": 0.987048864364624, + "acc": 68.59, + "time": 254.68314929306507, + "param": [ + { + "p": 0.1215377151966095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.059773702174425125, + "m": 1.0 + }, + { + "p": 0.0661005973815918, + "m": 0.0 + }, + { + "p": 0.043093569576740265, + "m": 0.7222573161125183 + }, + { + "p": 0.14459073543548584, + "m": 0.4281700551509857 + }, + { + "p": 0.07654431462287903, + "m": 0.0 + }, + { + "p": 0.05440332740545273, + "m": 0.0010998924262821674 + }, + { + "p": 0.03785747289657593, + "m": 0.4265633523464203 + }, + { + "p": 0.08473523706197739, + "m": 0.9994139075279236 + }, + { + "p": 0.10926144570112228, + "m": 0.0856737270951271 + }, + { + "p": 0.0979149118065834, + "m": 1.0 + }, + { + "p": 0.09415581077337265, + "m": 1.0 + }, + { + "p": 0.010031142272055149, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.9729122519493103, + "val_loss": 0.8669010400772095, + "acc": 69.01, + "time": 252.8625190416351, + "param": [ + { + "p": 0.11949603259563446, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06439592689275742, + "m": 1.0 + }, + { + "p": 0.06728014349937439, + "m": 0.012197396717965603 + }, + { + "p": 0.048981647938489914, + "m": 0.6666815876960754 + }, + { + "p": 0.15895631909370422, + "m": 0.40432751178741455 + }, + { + "p": 0.08545581251382828, + "m": 0.0 + }, + { + "p": 0.045273274183273315, + "m": 0.02441401220858097 + }, + { + "p": 0.016174346208572388, + "m": 0.3981342911720276 + }, + { + "p": 0.08850224316120148, + "m": 0.9962487816810608 + }, + { + "p": 0.10292806476354599, + "m": 0.0884552150964737 + }, + { + "p": 0.10219558328390121, + "m": 1.0 + }, + { + "p": 0.08845631778240204, + "m": 1.0 + }, + { + "p": 0.011904343962669373, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.1974986791610718, + "val_loss": 0.990644097328186, + "acc": 69.59, + "time": 253.77895957790315, + "param": [ + { + "p": 0.12451490759849548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07609015703201294, + "m": 1.0 + }, + { + "p": 0.07097328454256058, + "m": 0.02241452783346176 + }, + { + "p": 0.03828174248337746, + "m": 0.6110830903053284 + }, + { + "p": 0.15748818218708038, + "m": 0.36828628182411194 + }, + { + "p": 0.10507290065288544, + "m": 0.0 + }, + { + "p": 0.04103656858205795, + "m": 0.04883819818496704 + }, + { + "p": 0.0, + "m": 0.3822097182273865 + }, + { + "p": 0.0808415561914444, + "m": 0.9931912422180176 + }, + { + "p": 0.09707711637020111, + "m": 0.08308468014001846 + }, + { + "p": 0.10619276016950607, + "m": 1.0 + }, + { + "p": 0.09671222418546677, + "m": 1.0 + }, + { + "p": 0.005718589760363102, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.3762731552124023, + "val_loss": 0.9268531203269958, + "acc": 69.19, + "time": 253.26205993816257, + "param": [ + { + "p": 0.13320791721343994, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0723603144288063, + "m": 1.0 + }, + { + "p": 0.0622282512485981, + "m": 0.0 + }, + { + "p": 0.02766995318233967, + "m": 0.5495719909667969 + }, + { + "p": 0.14166384935379028, + "m": 0.3585706353187561 + }, + { + "p": 0.12393254041671753, + "m": 0.0 + }, + { + "p": 0.02919873036444187, + "m": 0.006916498299688101 + }, + { + "p": 0.0006694048643112183, + "m": 0.36062997579574585 + }, + { + "p": 0.07885632663965225, + "m": 0.9961706399917603 + }, + { + "p": 0.10204023122787476, + "m": 0.07589814066886902 + }, + { + "p": 0.11367251724004745, + "m": 1.0 + }, + { + "p": 0.11259975284337997, + "m": 1.0 + }, + { + "p": 0.0019002696499228477, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.0942221879959106, + "val_loss": 1.0533115863800049, + "acc": 69.71, + "time": 253.166200065054, + "param": [ + { + "p": 0.1456049680709839, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07552623003721237, + "m": 1.0 + }, + { + "p": 0.04603441432118416, + "m": 0.0 + }, + { + "p": 0.02189084142446518, + "m": 0.46696755290031433 + }, + { + "p": 0.12336782366037369, + "m": 0.3574463427066803 + }, + { + "p": 0.14501170814037323, + "m": 0.005054358392953873 + }, + { + "p": 0.01075294055044651, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.36634770035743713 + }, + { + "p": 0.08084845542907715, + "m": 0.9864773154258728 + }, + { + "p": 0.08826031535863876, + "m": 0.08583419024944305 + }, + { + "p": 0.1231452003121376, + "m": 1.0 + }, + { + "p": 0.12935617566108704, + "m": 1.0 + }, + { + "p": 0.01020097080618143, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.8617980480194092, + "val_loss": 0.8596858978271484, + "acc": 68.59, + "time": 253.8025416098535, + "param": [ + { + "p": 0.16538235545158386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09007535129785538, + "m": 1.0 + }, + { + "p": 0.03997412323951721, + "m": 0.0 + }, + { + "p": 0.016721198335289955, + "m": 0.3646239936351776 + }, + { + "p": 0.11628636717796326, + "m": 0.31279733777046204 + }, + { + "p": 0.14142651855945587, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0003101389156654477, + "m": 0.36969250440597534 + }, + { + "p": 0.07448974996805191, + "m": 0.9918380379676819 + }, + { + "p": 0.06362700462341309, + "m": 0.10269737988710403 + }, + { + "p": 0.12428440898656845, + "m": 1.0 + }, + { + "p": 0.1443939357995987, + "m": 1.0 + }, + { + "p": 0.023028874769806862, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.0897575616836548, + "val_loss": 0.844024121761322, + "acc": 69.04, + "time": 255.02456677285954, + "param": [ + { + "p": 0.1553095132112503, + "m": 1.0 + }, + { + "p": 0.00018168374663218856, + "m": 1.0 + }, + { + "p": 0.10758137702941895, + "m": 1.0 + }, + { + "p": 0.051223210990428925, + "m": 0.0 + }, + { + "p": 0.016726620495319366, + "m": 0.30274564027786255 + }, + { + "p": 0.10138780623674393, + "m": 0.28524455428123474 + }, + { + "p": 0.1355195939540863, + "m": 0.0 + }, + { + "p": 0.010830960236489773, + "m": 0.0 + }, + { + "p": 0.016116954386234283, + "m": 0.35753777623176575 + }, + { + "p": 0.07668504118919373, + "m": 0.9723720550537109 + }, + { + "p": 0.06339820474386215, + "m": 0.0975460633635521 + }, + { + "p": 0.10718096792697906, + "m": 1.0 + }, + { + "p": 0.1349831372499466, + "m": 1.0 + }, + { + "p": 0.0228748582303524, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.7818735837936401, + "val_loss": 1.0600202083587646, + "acc": 69.07, + "time": 256.84094983991235, + "param": [ + { + "p": 0.1351291388273239, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11228469759225845, + "m": 1.0 + }, + { + "p": 0.07000982016324997, + "m": 0.009178423322737217 + }, + { + "p": 0.029004661366343498, + "m": 0.29185643792152405 + }, + { + "p": 0.0815955325961113, + "m": 0.2674659490585327 + }, + { + "p": 0.13570213317871094, + "m": 0.0 + }, + { + "p": 0.022124048322439194, + "m": 0.0013834149576723576 + }, + { + "p": 0.03591655194759369, + "m": 0.3537045419216156 + }, + { + "p": 0.0736006498336792, + "m": 0.9543153643608093 + }, + { + "p": 0.0682547315955162, + "m": 0.09198187291622162 + }, + { + "p": 0.099586620926857, + "m": 1.0 + }, + { + "p": 0.12541189789772034, + "m": 1.0 + }, + { + "p": 0.011379520408809185, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.0156382322311401, + "val_loss": 0.9997357726097107, + "acc": 69.66, + "time": 255.51604009559378, + "param": [ + { + "p": 0.13294708728790283, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11989468336105347, + "m": 1.0 + }, + { + "p": 0.07450313866138458, + "m": 0.0 + }, + { + "p": 0.043334219604730606, + "m": 0.28667595982551575 + }, + { + "p": 0.060436930507421494, + "m": 0.27011847496032715 + }, + { + "p": 0.13551969826221466, + "m": 0.0 + }, + { + "p": 0.03897358849644661, + "m": 0.0 + }, + { + "p": 0.045328110456466675, + "m": 0.37447381019592285 + }, + { + "p": 0.0699419379234314, + "m": 0.9596472978591919 + }, + { + "p": 0.0589548759162426, + "m": 0.09105069190263748 + }, + { + "p": 0.09696110337972641, + "m": 1.0 + }, + { + "p": 0.1195138469338417, + "m": 1.0 + }, + { + "p": 0.003690923796966672, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.1394370794296265, + "val_loss": 0.807163417339325, + "acc": 69.73, + "time": 254.21531083295122, + "param": [ + { + "p": 0.12537452578544617, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1300515979528427, + "m": 1.0 + }, + { + "p": 0.06796775013208389, + "m": 0.0 + }, + { + "p": 0.05709591507911682, + "m": 0.2562187910079956 + }, + { + "p": 0.053025756031274796, + "m": 0.2525928318500519 + }, + { + "p": 0.12698423862457275, + "m": 0.024434519931674004 + }, + { + "p": 0.043318070471286774, + "m": 0.00045199148007668555 + }, + { + "p": 0.04983578622341156, + "m": 0.3924308121204376 + }, + { + "p": 0.0626375675201416, + "m": 0.9647022485733032 + }, + { + "p": 0.05143487825989723, + "m": 0.09064848721027374 + }, + { + "p": 0.08494261652231216, + "m": 1.0 + }, + { + "p": 0.12131921947002411, + "m": 1.0 + }, + { + "p": 0.026012100279331207, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.9047056436538696, + "val_loss": 0.9365257620811462, + "acc": 70.03, + "time": 256.0010827407241, + "param": [ + { + "p": 0.11811144649982452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1309785395860672, + "m": 1.0 + }, + { + "p": 0.07086442410945892, + "m": 0.0 + }, + { + "p": 0.06046568974852562, + "m": 0.26730743050575256 + }, + { + "p": 0.05274510011076927, + "m": 0.22811809182167053 + }, + { + "p": 0.11980380862951279, + "m": 0.015582066960632801 + }, + { + "p": 0.03488946333527565, + "m": 0.0 + }, + { + "p": 0.0563921257853508, + "m": 0.4018682539463043 + }, + { + "p": 0.060609202831983566, + "m": 0.9627860188484192 + }, + { + "p": 0.05349201709032059, + "m": 0.09548090398311615 + }, + { + "p": 0.06908044219017029, + "m": 1.0 + }, + { + "p": 0.12160315364599228, + "m": 1.0 + }, + { + "p": 0.05096457153558731, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.0041075944900513, + "val_loss": 1.042680025100708, + "acc": 69.65, + "time": 255.19322669273242, + "param": [ + { + "p": 0.12565122544765472, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13188013434410095, + "m": 1.0 + }, + { + "p": 0.06407429277896881, + "m": 0.0012001782888546586 + }, + { + "p": 0.06167285889387131, + "m": 0.20935039222240448 + }, + { + "p": 0.037867285311222076, + "m": 0.2122616022825241 + }, + { + "p": 0.12479650229215622, + "m": 0.0 + }, + { + "p": 0.020479686558246613, + "m": 0.0 + }, + { + "p": 0.07308683544397354, + "m": 0.4060062766075134 + }, + { + "p": 0.06888855993747711, + "m": 0.9595298767089844 + }, + { + "p": 0.045920323580503464, + "m": 0.0938347652554512 + }, + { + "p": 0.07230543345212936, + "m": 1.0 + }, + { + "p": 0.117608442902565, + "m": 1.0 + }, + { + "p": 0.05576832592487335, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.8070423007011414, + "val_loss": 1.0139107704162598, + "acc": 69.85, + "time": 254.58040818804875, + "param": [ + { + "p": 0.1247105821967125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13445211946964264, + "m": 1.0 + }, + { + "p": 0.06982468068599701, + "m": 0.023849405348300934 + }, + { + "p": 0.0785721093416214, + "m": 0.11230877041816711 + }, + { + "p": 0.010949407704174519, + "m": 0.20539918541908264 + }, + { + "p": 0.12722037732601166, + "m": 0.0 + }, + { + "p": 0.006791124120354652, + "m": 0.0 + }, + { + "p": 0.07588529586791992, + "m": 0.3996792733669281 + }, + { + "p": 0.05780073627829552, + "m": 0.9660125970840454 + }, + { + "p": 0.06300638616085052, + "m": 0.08759736269712448 + }, + { + "p": 0.07581973820924759, + "m": 0.9979263544082642 + }, + { + "p": 0.1016988679766655, + "m": 1.0 + }, + { + "p": 0.07326857000589371, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.750475287437439, + "val_loss": 0.9423561096191406, + "acc": 70.31, + "time": 253.08720774389803, + "param": [ + { + "p": 0.11182311177253723, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1462896466255188, + "m": 1.0 + }, + { + "p": 0.05530150979757309, + "m": 0.025738144293427467 + }, + { + "p": 0.07379934191703796, + "m": 0.0 + }, + { + "p": 0.009397567249834538, + "m": 0.19629572331905365 + }, + { + "p": 0.14156004786491394, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.08157539367675781, + "m": 0.39068174362182617 + }, + { + "p": 0.05178209766745567, + "m": 0.9621773362159729 + }, + { + "p": 0.06673817336559296, + "m": 0.08978027105331421 + }, + { + "p": 0.08222596347332001, + "m": 0.992749810218811 + }, + { + "p": 0.10497553646564484, + "m": 1.0 + }, + { + "p": 0.07453158497810364, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.8638389110565186, + "val_loss": 1.0623584985733032, + "acc": 70.25, + "time": 254.70496176788583, + "param": [ + { + "p": 0.11070901900529861, + "m": 1.0 + }, + { + "p": 0.000992616405710578, + "m": 1.0 + }, + { + "p": 0.1605766862630844, + "m": 1.0 + }, + { + "p": 0.041159067302942276, + "m": 0.0326547771692276 + }, + { + "p": 0.04128841683268547, + "m": 0.0 + }, + { + "p": 0.0025816967245191336, + "m": 0.13628406822681427 + }, + { + "p": 0.14942783117294312, + "m": 0.0 + }, + { + "p": 0.0008059581159614027, + "m": 0.0 + }, + { + "p": 0.09447342902421951, + "m": 0.3842635154724121 + }, + { + "p": 0.05612560361623764, + "m": 0.957772433757782 + }, + { + "p": 0.07304750382900238, + "m": 0.09596341103315353 + }, + { + "p": 0.09438835084438324, + "m": 0.9757219552993774 + }, + { + "p": 0.09474870562553406, + "m": 1.0 + }, + { + "p": 0.07967519015073776, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.9303638935089111, + "val_loss": 1.0354702472686768, + "acc": 69.85, + "time": 253.5899833450094, + "param": [ + { + "p": 0.10439489036798477, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15675443410873413, + "m": 1.0 + }, + { + "p": 0.04060891643166542, + "m": 0.014904608950018883 + }, + { + "p": 0.017151089385151863, + "m": 0.0 + }, + { + "p": 0.010124514810740948, + "m": 0.0742829442024231 + }, + { + "p": 0.14574730396270752, + "m": 0.0 + }, + { + "p": 0.005417993292212486, + "m": 0.0005126045434735715 + }, + { + "p": 0.09955085068941116, + "m": 0.3646986782550812 + }, + { + "p": 0.053516898304224014, + "m": 0.9649050235748291 + }, + { + "p": 0.09041140228509903, + "m": 0.09131410717964172 + }, + { + "p": 0.10298636555671692, + "m": 0.9648485779762268 + }, + { + "p": 0.07272257655858994, + "m": 1.0 + }, + { + "p": 0.10061268508434296, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 0.871964156627655, + "val_loss": 0.9164395332336426, + "acc": 70.18, + "time": 252.59065788891166, + "param": [ + { + "p": 0.1010359674692154, + "m": 1.0 + }, + { + "p": 0.004520462825894356, + "m": 1.0 + }, + { + "p": 0.14497293531894684, + "m": 1.0 + }, + { + "p": 0.0371292382478714, + "m": 0.0 + }, + { + "p": 0.004230261780321598, + "m": 0.0 + }, + { + "p": 0.016556380316615105, + "m": 0.02656705304980278 + }, + { + "p": 0.139598548412323, + "m": 0.016647258773446083 + }, + { + "p": 0.01890241727232933, + "m": 0.003992626443505287 + }, + { + "p": 0.1028754711151123, + "m": 0.3598884046077728 + }, + { + "p": 0.04196808859705925, + "m": 0.9699411392211914 + }, + { + "p": 0.10395557433366776, + "m": 0.08791106194257736 + }, + { + "p": 0.09466604888439178, + "m": 0.9588057398796082 + }, + { + "p": 0.05898500233888626, + "m": 1.0 + }, + { + "p": 0.13060356676578522, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.9313070178031921, + "val_loss": 0.9198214411735535, + "acc": 70.0, + "time": 252.1656796503812, + "param": [ + { + "p": 0.09164876490831375, + "m": 1.0 + }, + { + "p": 0.024847671389579773, + "m": 1.0 + }, + { + "p": 0.1301865428686142, + "m": 1.0 + }, + { + "p": 0.036175020039081573, + "m": 0.009253514930605888 + }, + { + "p": 0.018431035801768303, + "m": 0.0025026057846844196 + }, + { + "p": 0.019712667912244797, + "m": 0.0 + }, + { + "p": 0.12172084301710129, + "m": 4.681481732404791e-05 + }, + { + "p": 0.027948971837759018, + "m": 0.0 + }, + { + "p": 0.10474897176027298, + "m": 0.3667168915271759 + }, + { + "p": 0.0537995882332325, + "m": 0.9803849458694458 + }, + { + "p": 0.10742825269699097, + "m": 0.0686781257390976 + }, + { + "p": 0.07705289125442505, + "m": 0.9797146916389465 + }, + { + "p": 0.03953919559717178, + "m": 1.0 + }, + { + "p": 0.14675961434841156, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json new file mode 100644 index 0000000..6e52d27 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-1.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 71.23, + "Time": [ + 255.22291142991435, + 1.4952070255411156 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.3179752826690674, + "val_loss": 2.288553476333618, + "acc": 10.7, + "time": 253.33295179205015, + "param": [ + { + "p": 0.0801314264535904, + "m": 1.0 + }, + { + "p": 0.06872381269931793, + "m": 1.0 + }, + { + "p": 0.09253917634487152, + "m": 1.0 + }, + { + "p": 0.06179104745388031, + "m": 0.9887164235115051 + }, + { + "p": 0.05629034340381622, + "m": 0.9830812215805054 + }, + { + "p": 0.07516289502382278, + "m": 0.9942938089370728 + }, + { + "p": 0.09180616587400436, + "m": 0.982334315776825 + }, + { + "p": 0.07510185241699219, + "m": 0.9813246130943298 + }, + { + "p": 0.09311403334140778, + "m": 1.0 + }, + { + "p": 0.06397388875484467, + "m": 1.0 + }, + { + "p": 0.060888249427080154, + "m": 0.9962363243103027 + }, + { + "p": 0.05821496620774269, + "m": 1.0 + }, + { + "p": 0.08863001316785812, + "m": 1.0 + }, + { + "p": 0.03363208472728729, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2391536235809326, + "val_loss": 2.1323330402374268, + "acc": 19.78, + "time": 256.7698115250096, + "param": [ + { + "p": 0.07895782589912415, + "m": 1.0 + }, + { + "p": 0.07032989710569382, + "m": 1.0 + }, + { + "p": 0.08114060014486313, + "m": 1.0 + }, + { + "p": 0.07431157678365707, + "m": 0.956167459487915 + }, + { + "p": 0.07331375777721405, + "m": 0.9182093143463135 + }, + { + "p": 0.08139118552207947, + "m": 0.9494483470916748 + }, + { + "p": 0.08338157832622528, + "m": 0.9423838257789612 + }, + { + "p": 0.08136274665594101, + "m": 0.9304900169372559 + }, + { + "p": 0.08111640810966492, + "m": 0.9792940616607666 + }, + { + "p": 0.07140767574310303, + "m": 1.0 + }, + { + "p": 0.06674150377511978, + "m": 0.9740137457847595 + }, + { + "p": 0.07346870005130768, + "m": 0.993972897529602 + }, + { + "p": 0.08307652920484543, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.2162728309631348, + "val_loss": 2.080662965774536, + "acc": 21.41, + "time": 255.67693433631212, + "param": [ + { + "p": 0.08884312212467194, + "m": 1.0 + }, + { + "p": 0.067280612885952, + "m": 1.0 + }, + { + "p": 0.08936754614114761, + "m": 1.0 + }, + { + "p": 0.09442609548568726, + "m": 0.9149980545043945 + }, + { + "p": 0.08275285363197327, + "m": 0.8661460876464844 + }, + { + "p": 0.06062864139676094, + "m": 0.8990710973739624 + }, + { + "p": 0.08076828718185425, + "m": 0.9489913582801819 + }, + { + "p": 0.06279560178518295, + "m": 0.8850011825561523 + }, + { + "p": 0.04654846340417862, + "m": 0.9492218494415283 + }, + { + "p": 0.08306314051151276, + "m": 0.9856365919113159 + }, + { + "p": 0.05553741008043289, + "m": 0.9653040170669556 + }, + { + "p": 0.08606304228305817, + "m": 1.0 + }, + { + "p": 0.10192517191171646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.1221349239349365, + "val_loss": 1.9477084875106812, + "acc": 25.71, + "time": 257.13759917393327, + "param": [ + { + "p": 0.07609361410140991, + "m": 1.0 + }, + { + "p": 0.059709466993808746, + "m": 1.0 + }, + { + "p": 0.08448228985071182, + "m": 1.0 + }, + { + "p": 0.08015094697475433, + "m": 0.8614206314086914 + }, + { + "p": 0.09292304515838623, + "m": 0.8332895040512085 + }, + { + "p": 0.07213415205478668, + "m": 0.8633254170417786 + }, + { + "p": 0.07164836674928665, + "m": 0.9276947379112244 + }, + { + "p": 0.053873006254434586, + "m": 0.8493805527687073 + }, + { + "p": 0.05957798659801483, + "m": 0.9758224487304688 + }, + { + "p": 0.08287477493286133, + "m": 0.9475854635238647 + }, + { + "p": 0.06722784787416458, + "m": 0.9856559038162231 + }, + { + "p": 0.08964920043945312, + "m": 0.9800012111663818 + }, + { + "p": 0.10965526103973389, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.1674764156341553, + "val_loss": 1.965469479560852, + "acc": 31.2, + "time": 257.14592632465065, + "param": [ + { + "p": 0.0900929793715477, + "m": 1.0 + }, + { + "p": 0.02779647894203663, + "m": 1.0 + }, + { + "p": 0.06967131048440933, + "m": 1.0 + }, + { + "p": 0.09328754991292953, + "m": 0.851965606212616 + }, + { + "p": 0.09758985042572021, + "m": 0.8489861488342285 + }, + { + "p": 0.06535924971103668, + "m": 0.8436232805252075 + }, + { + "p": 0.0790637880563736, + "m": 0.9064807891845703 + }, + { + "p": 0.04762118682265282, + "m": 0.854360044002533 + }, + { + "p": 0.0630708858370781, + "m": 0.9848156571388245 + }, + { + "p": 0.08393760770559311, + "m": 0.921633243560791 + }, + { + "p": 0.060274846851825714, + "m": 0.980442225933075 + }, + { + "p": 0.0904306024312973, + "m": 0.9305436611175537 + }, + { + "p": 0.13180363178253174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 2.053764581680298, + "val_loss": 1.8368574380874634, + "acc": 35.05, + "time": 255.99633269105107, + "param": [ + { + "p": 0.08437266945838928, + "m": 1.0 + }, + { + "p": 0.016764642670750618, + "m": 1.0 + }, + { + "p": 0.05988689884543419, + "m": 1.0 + }, + { + "p": 0.08846013247966766, + "m": 0.8717061281204224 + }, + { + "p": 0.09029369801282883, + "m": 0.8704376220703125 + }, + { + "p": 0.054281845688819885, + "m": 0.8316619396209717 + }, + { + "p": 0.07982048392295837, + "m": 0.8996238708496094 + }, + { + "p": 0.04711068049073219, + "m": 0.8100601434707642 + }, + { + "p": 0.056622426956892014, + "m": 0.9731212258338928 + }, + { + "p": 0.10636478662490845, + "m": 0.8849268555641174 + }, + { + "p": 0.04467356950044632, + "m": 0.9644434452056885 + }, + { + "p": 0.11387638002634048, + "m": 0.8820294141769409 + }, + { + "p": 0.15747186541557312, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.9392266273498535, + "val_loss": 1.849043607711792, + "acc": 33.92, + "time": 253.5096846963279, + "param": [ + { + "p": 0.08229943364858627, + "m": 1.0 + }, + { + "p": 0.0050600189715623856, + "m": 1.0 + }, + { + "p": 0.07145637273788452, + "m": 1.0 + }, + { + "p": 0.09659929573535919, + "m": 0.8970964550971985 + }, + { + "p": 0.07702338695526123, + "m": 0.8791106343269348 + }, + { + "p": 0.027238288894295692, + "m": 0.880578875541687 + }, + { + "p": 0.08379033207893372, + "m": 0.9021380543708801 + }, + { + "p": 0.040562234818935394, + "m": 0.7623957991600037 + }, + { + "p": 0.05457078665494919, + "m": 0.9814431667327881 + }, + { + "p": 0.1307998150587082, + "m": 0.8517387509346008 + }, + { + "p": 0.03744196891784668, + "m": 0.9438281059265137 + }, + { + "p": 0.12316001206636429, + "m": 0.8855040669441223 + }, + { + "p": 0.16999800503253937, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.9619354009628296, + "val_loss": 1.7573961019515991, + "acc": 38.12, + "time": 254.9153556372039, + "param": [ + { + "p": 0.09124185889959335, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08382555842399597, + "m": 1.0 + }, + { + "p": 0.09917806088924408, + "m": 0.8428460359573364 + }, + { + "p": 0.06087791174650192, + "m": 0.9001451730728149 + }, + { + "p": 0.0, + "m": 0.9458788633346558 + }, + { + "p": 0.07278638333082199, + "m": 0.8604708313941956 + }, + { + "p": 0.03275133669376373, + "m": 0.7335660457611084 + }, + { + "p": 0.051759082823991776, + "m": 0.9727395176887512 + }, + { + "p": 0.16082794964313507, + "m": 0.8274535536766052 + }, + { + "p": 0.013110802508890629, + "m": 0.9039341807365417 + }, + { + "p": 0.1332300752401352, + "m": 0.9024087190628052 + }, + { + "p": 0.20041096210479736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.8429393768310547, + "val_loss": 1.6694339513778687, + "acc": 39.49, + "time": 257.2370578008704, + "param": [ + { + "p": 0.09492576867341995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0753185972571373, + "m": 1.0 + }, + { + "p": 0.09396379441022873, + "m": 0.7975658178329468 + }, + { + "p": 0.04148389399051666, + "m": 0.9262186288833618 + }, + { + "p": 0.0, + "m": 0.9949893951416016 + }, + { + "p": 0.07177761942148209, + "m": 0.8266573548316956 + }, + { + "p": 0.019066981971263885, + "m": 0.7463700771331787 + }, + { + "p": 0.04384482651948929, + "m": 0.9385308027267456 + }, + { + "p": 0.18123559653759003, + "m": 0.8172379732131958 + }, + { + "p": 0.0, + "m": 0.8609204292297363 + }, + { + "p": 0.13923989236354828, + "m": 0.9203222990036011 + }, + { + "p": 0.23914305865764618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.9669784307479858, + "val_loss": 1.7488758563995361, + "acc": 38.41, + "time": 254.33178008906543, + "param": [ + { + "p": 0.10063603520393372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06733078509569168, + "m": 1.0 + }, + { + "p": 0.09233853965997696, + "m": 0.7714636921882629 + }, + { + "p": 0.021724635735154152, + "m": 0.9505084156990051 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07318689674139023, + "m": 0.8027569651603699 + }, + { + "p": 0.0013656020164489746, + "m": 0.7656806707382202 + }, + { + "p": 0.04009374976158142, + "m": 0.9042995572090149 + }, + { + "p": 0.19259248673915863, + "m": 0.8140875697135925 + }, + { + "p": 0.0, + "m": 0.8245010375976562 + }, + { + "p": 0.1454189270734787, + "m": 0.913437008857727 + }, + { + "p": 0.2653123140335083, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.9058573246002197, + "val_loss": 1.5329046249389648, + "acc": 42.39, + "time": 253.15018436824903, + "param": [ + { + "p": 0.09309205412864685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05549578741192818, + "m": 1.0 + }, + { + "p": 0.09305807203054428, + "m": 0.7555830478668213 + }, + { + "p": 1.9377086573513225e-05, + "m": 0.9636785387992859 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06982582807540894, + "m": 0.752300500869751 + }, + { + "p": 0.0, + "m": 0.788758397102356 + }, + { + "p": 0.04473729431629181, + "m": 0.8796360492706299 + }, + { + "p": 0.19898764789104462, + "m": 0.824941098690033 + }, + { + "p": 0.0, + "m": 0.7963826656341553 + }, + { + "p": 0.1566791832447052, + "m": 0.8972206115722656 + }, + { + "p": 0.2881048023700714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.7540637254714966, + "val_loss": 1.6475410461425781, + "acc": 39.92, + "time": 255.8938222802244, + "param": [ + { + "p": 0.09029901772737503, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04679279774427414, + "m": 1.0 + }, + { + "p": 0.08633676916360855, + "m": 0.7458455562591553 + }, + { + "p": 0.0, + "m": 0.9619483351707458 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0691429153084755, + "m": 0.729141891002655 + }, + { + "p": 0.0, + "m": 0.8265413641929626 + }, + { + "p": 0.046428132802248, + "m": 0.8408998250961304 + }, + { + "p": 0.19151152670383453, + "m": 0.837950587272644 + }, + { + "p": 0.00036520740832202137, + "m": 0.7693470120429993 + }, + { + "p": 0.1587662547826767, + "m": 0.9176434278488159 + }, + { + "p": 0.31035739183425903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.8770933151245117, + "val_loss": 1.552730679512024, + "acc": 44.95, + "time": 253.4959485461004, + "param": [ + { + "p": 0.09028250724077225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03095327690243721, + "m": 1.0 + }, + { + "p": 0.07970274239778519, + "m": 0.7394262552261353 + }, + { + "p": 0.0, + "m": 0.9627565741539001 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07520515471696854, + "m": 0.6844260096549988 + }, + { + "p": 0.0, + "m": 0.814164400100708 + }, + { + "p": 0.04529792070388794, + "m": 0.8070359826087952 + }, + { + "p": 0.18114620447158813, + "m": 0.8220142126083374 + }, + { + "p": 0.0013041106285527349, + "m": 0.739183783531189 + }, + { + "p": 0.1613345444202423, + "m": 0.9141543507575989 + }, + { + "p": 0.33477354049682617, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.988656997680664, + "val_loss": 1.6544684171676636, + "acc": 42.84, + "time": 255.2934703459032, + "param": [ + { + "p": 0.08538343012332916, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014467692002654076, + "m": 1.0 + }, + { + "p": 0.06770642101764679, + "m": 0.7283878922462463 + }, + { + "p": 0.0, + "m": 0.987062394618988 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06085900217294693, + "m": 0.6638587713241577 + }, + { + "p": 0.0, + "m": 0.8249832391738892 + }, + { + "p": 0.027945879846811295, + "m": 0.763229489326477 + }, + { + "p": 0.17915034294128418, + "m": 0.8091487884521484 + }, + { + "p": 0.0, + "m": 0.7033012509346008 + }, + { + "p": 0.1721249371767044, + "m": 0.9365407824516296 + }, + { + "p": 0.3923622965812683, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.4343136548995972, + "val_loss": 1.5284295082092285, + "acc": 44.05, + "time": 256.96839206293225, + "param": [ + { + "p": 0.07022695988416672, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0015023652231320739, + "m": 1.0 + }, + { + "p": 0.055822134017944336, + "m": 0.706144392490387 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.057407062500715256, + "m": 0.6636626124382019 + }, + { + "p": 0.0, + "m": 0.854941189289093 + }, + { + "p": 0.009823283180594444, + "m": 0.7291338443756104 + }, + { + "p": 0.18498684465885162, + "m": 0.7989816069602966 + }, + { + "p": 0.001005208701826632, + "m": 0.6817440390586853 + }, + { + "p": 0.1852417290210724, + "m": 0.99658203125 + }, + { + "p": 0.4339844286441803, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 2.0146114826202393, + "val_loss": 1.435118317604065, + "acc": 46.01, + "time": 255.7839052961208, + "param": [ + { + "p": 0.07077261060476303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013110378757119179, + "m": 1.0 + }, + { + "p": 0.05502602830529213, + "m": 0.6953386664390564 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06445872783660889, + "m": 0.6385329961776733 + }, + { + "p": 0.0, + "m": 0.8667181730270386 + }, + { + "p": 0.014756516553461552, + "m": 0.7056434154510498 + }, + { + "p": 0.17014071345329285, + "m": 0.7976561188697815 + }, + { + "p": 0.017771480605006218, + "m": 0.6746314764022827 + }, + { + "p": 0.18030405044555664, + "m": 1.0 + }, + { + "p": 0.4136594831943512, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 2.1933794021606445, + "val_loss": 1.4108223915100098, + "acc": 47.31, + "time": 254.9105061958544, + "param": [ + { + "p": 0.07675043493509293, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018550841137766838, + "m": 1.0 + }, + { + "p": 0.05291149765253067, + "m": 0.6937673687934875 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0070905908942222595, + "m": 0.9932618737220764 + }, + { + "p": 0.07682617008686066, + "m": 0.6407091021537781 + }, + { + "p": 0.0038899199571460485, + "m": 0.8607698678970337 + }, + { + "p": 0.016946522518992424, + "m": 0.6714534163475037 + }, + { + "p": 0.16229216754436493, + "m": 0.7965458631515503 + }, + { + "p": 0.015309181995689869, + "m": 0.6663872003555298 + }, + { + "p": 0.16907984018325806, + "m": 1.0 + }, + { + "p": 0.4003528356552124, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.703633427619934, + "val_loss": 1.5193830728530884, + "acc": 46.17, + "time": 257.3134165275842, + "param": [ + { + "p": 0.08324670046567917, + "m": 1.0 + }, + { + "p": 0.005209693685173988, + "m": 1.0 + }, + { + "p": 0.04565627872943878, + "m": 1.0 + }, + { + "p": 0.06241574510931969, + "m": 0.7223427891731262 + }, + { + "p": 0.003303160425275564, + "m": 1.0 + }, + { + "p": 0.03294237703084946, + "m": 0.9806380271911621 + }, + { + "p": 0.08633597940206528, + "m": 0.6371570825576782 + }, + { + "p": 0.022520344704389572, + "m": 0.8669964671134949 + }, + { + "p": 0.0314980149269104, + "m": 0.6413037180900574 + }, + { + "p": 0.13961616158485413, + "m": 0.771814227104187 + }, + { + "p": 0.03804789111018181, + "m": 0.6815544962882996 + }, + { + "p": 0.1380360871553421, + "m": 1.0 + }, + { + "p": 0.31117162108421326, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.7159862518310547, + "val_loss": 1.4634630680084229, + "acc": 49.09, + "time": 253.82454054430127, + "param": [ + { + "p": 0.09028494358062744, + "m": 1.0 + }, + { + "p": 0.008647097274661064, + "m": 1.0 + }, + { + "p": 0.06098480895161629, + "m": 1.0 + }, + { + "p": 0.07179044187068939, + "m": 0.740700900554657 + }, + { + "p": 0.0013793765101581812, + "m": 1.0 + }, + { + "p": 0.03930873051285744, + "m": 0.9785613417625427 + }, + { + "p": 0.09034556895494461, + "m": 0.6203116178512573 + }, + { + "p": 0.03595265373587608, + "m": 0.8574132919311523 + }, + { + "p": 0.05278555676341057, + "m": 0.6221452951431274 + }, + { + "p": 0.11987285315990448, + "m": 0.7601713538169861 + }, + { + "p": 0.05374450981616974, + "m": 0.6753405928611755 + }, + { + "p": 0.12293503433465958, + "m": 0.988636314868927 + }, + { + "p": 0.2519683837890625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.909792423248291, + "val_loss": 1.4146493673324585, + "acc": 49.05, + "time": 253.79799076495692, + "param": [ + { + "p": 0.09754417091608047, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06562299281358719, + "m": 1.0 + }, + { + "p": 0.07478046417236328, + "m": 0.7432620525360107 + }, + { + "p": 0.0, + "m": 0.9853760600090027 + }, + { + "p": 0.030842458829283714, + "m": 0.9880937337875366 + }, + { + "p": 0.09477739781141281, + "m": 0.5792050957679749 + }, + { + "p": 0.03792823851108551, + "m": 0.8555195927619934 + }, + { + "p": 0.06558232754468918, + "m": 0.6019511222839355 + }, + { + "p": 0.11297576129436493, + "m": 0.7584016919136047 + }, + { + "p": 0.06870413571596146, + "m": 0.6517353057861328 + }, + { + "p": 0.11682934314012527, + "m": 0.9806535243988037 + }, + { + "p": 0.23441274464130402, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.520540475845337, + "val_loss": 1.4577038288116455, + "acc": 50.01, + "time": 252.76476554386318, + "param": [ + { + "p": 0.10228600353002548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06678593903779984, + "m": 1.0 + }, + { + "p": 0.07701867073774338, + "m": 0.7716578841209412 + }, + { + "p": 0.0, + "m": 0.9753754138946533 + }, + { + "p": 0.025197472423315048, + "m": 0.9674428105354309 + }, + { + "p": 0.0944686084985733, + "m": 0.5162225961685181 + }, + { + "p": 0.04070631042122841, + "m": 0.8717052340507507 + }, + { + "p": 0.06443990767002106, + "m": 0.6002446413040161 + }, + { + "p": 0.10270247608423233, + "m": 0.7517282962799072 + }, + { + "p": 0.08482535928487778, + "m": 0.6535734534263611 + }, + { + "p": 0.11430831998586655, + "m": 1.0 + }, + { + "p": 0.22726091742515564, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.7326568365097046, + "val_loss": 1.3224250078201294, + "acc": 51.53, + "time": 256.66818012017757, + "param": [ + { + "p": 0.10568325221538544, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06251329928636551, + "m": 1.0 + }, + { + "p": 0.07717643678188324, + "m": 0.7891635298728943 + }, + { + "p": 0.0, + "m": 0.9580044150352478 + }, + { + "p": 0.0, + "m": 0.9793667197227478 + }, + { + "p": 0.09320368617773056, + "m": 0.46984022855758667 + }, + { + "p": 0.02851438894867897, + "m": 0.8804298639297485 + }, + { + "p": 0.07107272744178772, + "m": 0.596232533454895 + }, + { + "p": 0.1087542399764061, + "m": 0.7510262131690979 + }, + { + "p": 0.08314589411020279, + "m": 0.6436082720756531 + }, + { + "p": 0.11692056804895401, + "m": 1.0 + }, + { + "p": 0.2530156373977661, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.4247690439224243, + "val_loss": 1.3661744594573975, + "acc": 51.42, + "time": 254.16281704604626, + "param": [ + { + "p": 0.11002163589000702, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.051449425518512726, + "m": 1.0 + }, + { + "p": 0.06756055355072021, + "m": 0.7705895304679871 + }, + { + "p": 0.0, + "m": 0.9595788717269897 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07643503695726395, + "m": 0.44233646988868713 + }, + { + "p": 0.0, + "m": 0.8963050246238708 + }, + { + "p": 0.06587249040603638, + "m": 0.5902986526489258 + }, + { + "p": 0.10979652404785156, + "m": 0.7611497640609741 + }, + { + "p": 0.06526325643062592, + "m": 0.6145948767662048 + }, + { + "p": 0.13191744685173035, + "m": 1.0 + }, + { + "p": 0.3216836154460907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.591715693473816, + "val_loss": 1.3357083797454834, + "acc": 51.25, + "time": 252.61848240625113, + "param": [ + { + "p": 0.11831594258546829, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.034478649497032166, + "m": 1.0 + }, + { + "p": 0.05568013712763786, + "m": 0.7657926678657532 + }, + { + "p": 0.0, + "m": 0.9575377702713013 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06386300176382065, + "m": 0.4488019347190857 + }, + { + "p": 0.0, + "m": 0.9124583005905151 + }, + { + "p": 0.05598151311278343, + "m": 0.5805435180664062 + }, + { + "p": 0.1145407035946846, + "m": 0.7655251622200012 + }, + { + "p": 0.03969842940568924, + "m": 0.5882839560508728 + }, + { + "p": 0.1364908367395401, + "m": 1.0 + }, + { + "p": 0.3809507191181183, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.5967025756835938, + "val_loss": 1.2989438772201538, + "acc": 53.14, + "time": 253.35570472013205, + "param": [ + { + "p": 0.12487456947565079, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02841614931821823, + "m": 1.0 + }, + { + "p": 0.04407217353582382, + "m": 0.777081310749054 + }, + { + "p": 0.0, + "m": 0.9598277807235718 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.058280542492866516, + "m": 0.4237557649612427 + }, + { + "p": 0.0, + "m": 0.916084349155426 + }, + { + "p": 0.05110090225934982, + "m": 0.5655071139335632 + }, + { + "p": 0.11825472116470337, + "m": 0.7673164010047913 + }, + { + "p": 0.025203503668308258, + "m": 0.5715012550354004 + }, + { + "p": 0.14148792624473572, + "m": 1.0 + }, + { + "p": 0.4083095192909241, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.6736910343170166, + "val_loss": 1.3854974508285522, + "acc": 52.32, + "time": 252.86345393583179, + "param": [ + { + "p": 0.1262865662574768, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021511349827051163, + "m": 1.0 + }, + { + "p": 0.03038104996085167, + "m": 0.7829226851463318 + }, + { + "p": 0.0, + "m": 0.9347816109657288 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05506430193781853, + "m": 0.4014858305454254 + }, + { + "p": 0.0, + "m": 0.9421319365501404 + }, + { + "p": 0.05195508897304535, + "m": 0.5562913417816162 + }, + { + "p": 0.10954815149307251, + "m": 0.7850779294967651 + }, + { + "p": 0.01921587623655796, + "m": 0.5677739977836609 + }, + { + "p": 0.15076328814029694, + "m": 0.9949947595596313 + }, + { + "p": 0.4352743625640869, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.5567902326583862, + "val_loss": 1.2951308488845825, + "acc": 52.39, + "time": 254.7463261638768, + "param": [ + { + "p": 0.13583974540233612, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011712141335010529, + "m": 1.0 + }, + { + "p": 0.014816796407103539, + "m": 0.7822591662406921 + }, + { + "p": 0.0, + "m": 0.9333124756813049 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045937638729810715, + "m": 0.3883698582649231 + }, + { + "p": 0.0, + "m": 0.9797831773757935 + }, + { + "p": 0.043175242841243744, + "m": 0.5446229577064514 + }, + { + "p": 0.09699246287345886, + "m": 0.7945533394813538 + }, + { + "p": 0.0, + "m": 0.5606245994567871 + }, + { + "p": 0.16245032846927643, + "m": 1.0 + }, + { + "p": 0.48907560110092163, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.4776908159255981, + "val_loss": 1.2412675619125366, + "acc": 54.54, + "time": 254.6746664098464, + "param": [ + { + "p": 0.141163170337677, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027673769742250443, + "m": 1.0 + }, + { + "p": 0.01440518070012331, + "m": 0.7855201959609985 + }, + { + "p": 0.006367221474647522, + "m": 0.9203988909721375 + }, + { + "p": 0.007735063787549734, + "m": 1.0 + }, + { + "p": 0.048001356422901154, + "m": 0.3911585807800293 + }, + { + "p": 0.0090066809207201, + "m": 1.0 + }, + { + "p": 0.03577028959989548, + "m": 0.5481472015380859 + }, + { + "p": 0.09189664572477341, + "m": 0.7968732714653015 + }, + { + "p": 0.0027891758363693953, + "m": 0.5697680711746216 + }, + { + "p": 0.1610165387392044, + "m": 1.0 + }, + { + "p": 0.45417487621307373, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.7806484699249268, + "val_loss": 1.4505290985107422, + "acc": 52.42, + "time": 254.5008166320622, + "param": [ + { + "p": 0.15161077678203583, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03492884710431099, + "m": 1.0 + }, + { + "p": 0.01640591397881508, + "m": 0.8114556074142456 + }, + { + "p": 0.0009540278697386384, + "m": 0.9249840974807739 + }, + { + "p": 0.014014535583555698, + "m": 1.0 + }, + { + "p": 0.03891771286725998, + "m": 0.4148472249507904 + }, + { + "p": 0.014919071458280087, + "m": 0.9994460344314575 + }, + { + "p": 0.02543892152607441, + "m": 0.5648502707481384 + }, + { + "p": 0.09623772650957108, + "m": 0.8005717992782593 + }, + { + "p": 0.0, + "m": 0.5932707190513611 + }, + { + "p": 0.1651642620563507, + "m": 1.0 + }, + { + "p": 0.4414081573486328, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.8073583841323853, + "val_loss": 1.2665727138519287, + "acc": 53.65, + "time": 254.5885653407313, + "param": [ + { + "p": 0.15734106302261353, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04288380593061447, + "m": 1.0 + }, + { + "p": 0.017335403710603714, + "m": 0.8054539561271667 + }, + { + "p": 0.0, + "m": 0.9364421367645264 + }, + { + "p": 0.023424385115504265, + "m": 0.9922997951507568 + }, + { + "p": 0.03078925982117653, + "m": 0.4261603355407715 + }, + { + "p": 0.008970839902758598, + "m": 0.9959098100662231 + }, + { + "p": 0.025536898523569107, + "m": 0.5795961618423462 + }, + { + "p": 0.10073871165513992, + "m": 0.795220673084259 + }, + { + "p": 0.0, + "m": 0.5933231115341187 + }, + { + "p": 0.1680818349123001, + "m": 1.0 + }, + { + "p": 0.42489778995513916, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.5680416822433472, + "val_loss": 1.2303627729415894, + "acc": 54.72, + "time": 253.25408012699336, + "param": [ + { + "p": 0.17708994448184967, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025860516354441643, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.777288556098938 + }, + { + "p": 0.0, + "m": 0.9430473446846008 + }, + { + "p": 0.0, + "m": 0.9607111215591431 + }, + { + "p": 0.0, + "m": 0.40979817509651184 + }, + { + "p": 0.0, + "m": 0.9758033752441406 + }, + { + "p": 0.0, + "m": 0.5740774273872375 + }, + { + "p": 0.10751701891422272, + "m": 0.7883286476135254 + }, + { + "p": 0.0, + "m": 0.5598514080047607 + }, + { + "p": 0.18189479410648346, + "m": 1.0 + }, + { + "p": 0.5076377391815186, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.8746258020401, + "val_loss": 1.4345903396606445, + "acc": 50.51, + "time": 253.44831759808585, + "param": [ + { + "p": 0.18468736112117767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0017566470196470618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7632465958595276 + }, + { + "p": 0.0, + "m": 0.9594245553016663 + }, + { + "p": 0.0, + "m": 0.9466810822486877 + }, + { + "p": 0.0, + "m": 0.4068041145801544 + }, + { + "p": 0.0, + "m": 0.9441878199577332 + }, + { + "p": 0.0, + "m": 0.5458844900131226 + }, + { + "p": 0.09032049030065536, + "m": 0.805795431137085 + }, + { + "p": 0.0, + "m": 0.5329678058624268 + }, + { + "p": 0.18070901930332184, + "m": 1.0 + }, + { + "p": 0.5425264835357666, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.4722307920455933, + "val_loss": 1.2329915761947632, + "acc": 55.24, + "time": 253.98318292107433, + "param": [ + { + "p": 0.18533484637737274, + "m": 1.0 + }, + { + "p": 0.002441243501380086, + "m": 1.0 + }, + { + "p": 0.012159612961113453, + "m": 1.0 + }, + { + "p": 0.003455613972619176, + "m": 0.7549746036529541 + }, + { + "p": 0.005003599915653467, + "m": 0.9447189569473267 + }, + { + "p": 0.004243781790137291, + "m": 0.914976954460144 + }, + { + "p": 0.011308528482913971, + "m": 0.4185473620891571 + }, + { + "p": 0.011851321905851364, + "m": 0.9443168640136719 + }, + { + "p": 0.008496178314089775, + "m": 0.5530784726142883 + }, + { + "p": 0.07928746193647385, + "m": 0.8009672164916992 + }, + { + "p": 0.005338571034371853, + "m": 0.5340989828109741 + }, + { + "p": 0.1766236573457718, + "m": 1.0 + }, + { + "p": 0.4927269518375397, + "m": 1.0 + }, + { + "p": 0.001728637726046145, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.6809622049331665, + "val_loss": 1.217737078666687, + "acc": 56.35, + "time": 255.73988191829994, + "param": [ + { + "p": 0.16973403096199036, + "m": 1.0 + }, + { + "p": 0.0036189197562634945, + "m": 1.0 + }, + { + "p": 0.027126992121338844, + "m": 1.0 + }, + { + "p": 0.014955363236367702, + "m": 0.7442659139633179 + }, + { + "p": 0.011092668399214745, + "m": 0.9497084021568298 + }, + { + "p": 0.026195809245109558, + "m": 0.8776658773422241 + }, + { + "p": 0.03250964730978012, + "m": 0.4325936734676361 + }, + { + "p": 0.027168795466423035, + "m": 0.9780021905899048 + }, + { + "p": 0.019166065379977226, + "m": 0.5536339282989502 + }, + { + "p": 0.0796303078532219, + "m": 0.7941403985023499 + }, + { + "p": 0.026307521387934685, + "m": 0.5374600291252136 + }, + { + "p": 0.159326434135437, + "m": 1.0 + }, + { + "p": 0.40270358324050903, + "m": 1.0 + }, + { + "p": 0.00046391336945816875, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.9941155910491943, + "val_loss": 1.2164403200149536, + "acc": 56.79, + "time": 254.10170661704615, + "param": [ + { + "p": 0.16598930954933167, + "m": 1.0 + }, + { + "p": 0.0013060002820566297, + "m": 1.0 + }, + { + "p": 0.03176771104335785, + "m": 1.0 + }, + { + "p": 0.011576115153729916, + "m": 0.7237996459007263 + }, + { + "p": 0.0, + "m": 0.9497206211090088 + }, + { + "p": 0.03085479885339737, + "m": 0.8597070574760437 + }, + { + "p": 0.038824208080768585, + "m": 0.45191001892089844 + }, + { + "p": 0.03211887925863266, + "m": 0.9922989010810852 + }, + { + "p": 0.022285573184490204, + "m": 0.5500606298446655 + }, + { + "p": 0.08020389825105667, + "m": 0.7974226474761963 + }, + { + "p": 0.04342307150363922, + "m": 0.5451561808586121 + }, + { + "p": 0.15675918757915497, + "m": 1.0 + }, + { + "p": 0.3837876617908478, + "m": 1.0 + }, + { + "p": 0.001103677204810083, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.8968693017959595, + "val_loss": 1.1374191045761108, + "acc": 58.08, + "time": 255.9981714207679, + "param": [ + { + "p": 0.16501136124134064, + "m": 1.0 + }, + { + "p": 0.0014269400853663683, + "m": 1.0 + }, + { + "p": 0.03047492355108261, + "m": 1.0 + }, + { + "p": 0.01323646679520607, + "m": 0.7296578884124756 + }, + { + "p": 0.000254262238740921, + "m": 0.9467742443084717 + }, + { + "p": 0.028410136699676514, + "m": 0.8562367558479309 + }, + { + "p": 0.04120109602808952, + "m": 0.49891042709350586 + }, + { + "p": 0.03949220851063728, + "m": 0.9850253462791443 + }, + { + "p": 0.033367764204740524, + "m": 0.5651220679283142 + }, + { + "p": 0.08163629472255707, + "m": 0.796800971031189 + }, + { + "p": 0.05025416240096092, + "m": 0.5601200461387634 + }, + { + "p": 0.15192970633506775, + "m": 1.0 + }, + { + "p": 0.3627032935619354, + "m": 1.0 + }, + { + "p": 0.0006013997481204569, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.4903627634048462, + "val_loss": 1.2158209085464478, + "acc": 58.23, + "time": 253.35555354086682, + "param": [ + { + "p": 0.15382802486419678, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04786684736609459, + "m": 1.0 + }, + { + "p": 0.014295365661382675, + "m": 0.730617344379425 + }, + { + "p": 0.0013344492763280869, + "m": 0.9411138892173767 + }, + { + "p": 0.034572817385196686, + "m": 0.860114574432373 + }, + { + "p": 0.04530727118253708, + "m": 0.5139227509498596 + }, + { + "p": 0.046893566846847534, + "m": 0.9659134745597839 + }, + { + "p": 0.03933611884713173, + "m": 0.57786625623703 + }, + { + "p": 0.09382081776857376, + "m": 0.7950987219810486 + }, + { + "p": 0.057014111429452896, + "m": 0.5941363573074341 + }, + { + "p": 0.1496860533952713, + "m": 1.0 + }, + { + "p": 0.31604453921318054, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.4399572610855103, + "val_loss": 1.1454517841339111, + "acc": 58.46, + "time": 253.1189396637492, + "param": [ + { + "p": 0.15488483011722565, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06353525817394257, + "m": 1.0 + }, + { + "p": 0.013360334560275078, + "m": 0.7175602912902832 + }, + { + "p": 0.0, + "m": 0.9439722299575806 + }, + { + "p": 0.037046097218990326, + "m": 0.8756920099258423 + }, + { + "p": 0.04277252405881882, + "m": 0.48889389634132385 + }, + { + "p": 0.03938424959778786, + "m": 0.9596836566925049 + }, + { + "p": 0.02971639297902584, + "m": 0.5779748558998108 + }, + { + "p": 0.10417499393224716, + "m": 0.8060477375984192 + }, + { + "p": 0.051205433905124664, + "m": 0.5998575091362 + }, + { + "p": 0.1555895209312439, + "m": 1.0 + }, + { + "p": 0.30833032727241516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.5081212520599365, + "val_loss": 1.1110308170318604, + "acc": 57.59, + "time": 253.78637302387506, + "param": [ + { + "p": 0.15213090181350708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07582972943782806, + "m": 1.0 + }, + { + "p": 0.015197191387414932, + "m": 0.6933651566505432 + }, + { + "p": 0.0, + "m": 0.9555538296699524 + }, + { + "p": 0.037777841091156006, + "m": 0.8874074220657349 + }, + { + "p": 0.033902186900377274, + "m": 0.48704907298088074 + }, + { + "p": 0.031371671706438065, + "m": 0.9768834710121155 + }, + { + "p": 0.03399887681007385, + "m": 0.584816038608551 + }, + { + "p": 0.10632411390542984, + "m": 0.8239065408706665 + }, + { + "p": 0.04930019751191139, + "m": 0.6059338450431824 + }, + { + "p": 0.15316641330718994, + "m": 1.0 + }, + { + "p": 0.31100085377693176, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.584309458732605, + "val_loss": 1.1225725412368774, + "acc": 59.16, + "time": 253.94255574885756, + "param": [ + { + "p": 0.14041028916835785, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08043213188648224, + "m": 1.0 + }, + { + "p": 0.027723873034119606, + "m": 0.682628870010376 + }, + { + "p": 0.0033358389046043158, + "m": 0.9301139712333679 + }, + { + "p": 0.0446714386343956, + "m": 0.8871313333511353 + }, + { + "p": 0.03150124475359917, + "m": 0.48716339468955994 + }, + { + "p": 0.029156606644392014, + "m": 0.9751821756362915 + }, + { + "p": 0.040734175592660904, + "m": 0.5938193202018738 + }, + { + "p": 0.10704242438077927, + "m": 0.829004168510437 + }, + { + "p": 0.04985520616173744, + "m": 0.632535994052887 + }, + { + "p": 0.14368823170661926, + "m": 1.0 + }, + { + "p": 0.29703065752983093, + "m": 1.0 + }, + { + "p": 0.004417958669364452, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.483150601387024, + "val_loss": 1.1640045642852783, + "acc": 58.73, + "time": 255.64700811496004, + "param": [ + { + "p": 0.1288616806268692, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07361506670713425, + "m": 1.0 + }, + { + "p": 0.04604334011673927, + "m": 0.6570178866386414 + }, + { + "p": 0.010687535628676414, + "m": 0.9343624711036682 + }, + { + "p": 0.04885949194431305, + "m": 0.8980147242546082 + }, + { + "p": 0.038380809128284454, + "m": 0.4736025929450989 + }, + { + "p": 0.03612364083528519, + "m": 0.9505024552345276 + }, + { + "p": 0.045807134360075, + "m": 0.6028391718864441 + }, + { + "p": 0.10777363926172256, + "m": 0.8417438864707947 + }, + { + "p": 0.05994495376944542, + "m": 0.6722930073738098 + }, + { + "p": 0.12867681682109833, + "m": 1.0 + }, + { + "p": 0.2752258777618408, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.5141876935958862, + "val_loss": 1.0957183837890625, + "acc": 60.11, + "time": 254.982436475344, + "param": [ + { + "p": 0.1256599873304367, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0629943460226059, + "m": 1.0 + }, + { + "p": 0.04935827478766441, + "m": 0.6568653583526611 + }, + { + "p": 0.006172738969326019, + "m": 0.9550840854644775 + }, + { + "p": 0.04297427460551262, + "m": 0.9155729413032532 + }, + { + "p": 0.035602398216724396, + "m": 0.4635050594806671 + }, + { + "p": 0.039970044046640396, + "m": 0.9426484704017639 + }, + { + "p": 0.05157757177948952, + "m": 0.6018224954605103 + }, + { + "p": 0.11924449354410172, + "m": 0.8460479378700256 + }, + { + "p": 0.06960096210241318, + "m": 0.688790500164032 + }, + { + "p": 0.12428999692201614, + "m": 1.0 + }, + { + "p": 0.2725549638271332, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.4741109609603882, + "val_loss": 1.0950924158096313, + "acc": 59.71, + "time": 255.99117155373096, + "param": [ + { + "p": 0.12199293076992035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06102437898516655, + "m": 1.0 + }, + { + "p": 0.052564606070518494, + "m": 0.6275449991226196 + }, + { + "p": 0.0027846230659633875, + "m": 0.9725797772407532 + }, + { + "p": 0.037761140614748, + "m": 0.9555286169052124 + }, + { + "p": 0.027393056079745293, + "m": 0.45359131693840027 + }, + { + "p": 0.03495372459292412, + "m": 0.928808867931366 + }, + { + "p": 0.056828346103429794, + "m": 0.587479293346405 + }, + { + "p": 0.12601642310619354, + "m": 0.8544225096702576 + }, + { + "p": 0.08180117607116699, + "m": 0.7038686871528625 + }, + { + "p": 0.12254498898983002, + "m": 1.0 + }, + { + "p": 0.274334579706192, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.6675505638122559, + "val_loss": 1.15186607837677, + "acc": 60.15, + "time": 257.4841717341915, + "param": [ + { + "p": 0.11760187894105911, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06823284924030304, + "m": 1.0 + }, + { + "p": 0.05152997374534607, + "m": 0.6000523567199707 + }, + { + "p": 0.0002681960177142173, + "m": 0.9906442761421204 + }, + { + "p": 0.038569025695323944, + "m": 0.9674509763717651 + }, + { + "p": 0.023392917588353157, + "m": 0.4305196702480316 + }, + { + "p": 0.038911812007427216, + "m": 0.8896561861038208 + }, + { + "p": 0.0457715280354023, + "m": 0.570505678653717 + }, + { + "p": 0.12788470089435577, + "m": 0.8470534682273865 + }, + { + "p": 0.10028297454118729, + "m": 0.7244573831558228 + }, + { + "p": 0.12242225557565689, + "m": 1.0 + }, + { + "p": 0.2651319205760956, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.6760259866714478, + "val_loss": 1.1588356494903564, + "acc": 60.16, + "time": 257.5647700279951, + "param": [ + { + "p": 0.1169644221663475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08049791306257248, + "m": 1.0 + }, + { + "p": 0.0373077429831028, + "m": 0.5891520977020264 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.039029981940984726, + "m": 0.9915875792503357 + }, + { + "p": 0.019996866583824158, + "m": 0.43133386969566345 + }, + { + "p": 0.04437689855694771, + "m": 0.8484824895858765 + }, + { + "p": 0.03566442430019379, + "m": 0.5753487348556519 + }, + { + "p": 0.13098858296871185, + "m": 0.8439339399337769 + }, + { + "p": 0.1100478321313858, + "m": 0.7394570112228394 + }, + { + "p": 0.12112335860729218, + "m": 1.0 + }, + { + "p": 0.2640019655227661, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.702484369277954, + "val_loss": 1.0393173694610596, + "acc": 61.17, + "time": 256.5545894470997, + "param": [ + { + "p": 0.1131989136338234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08076988905668259, + "m": 1.0 + }, + { + "p": 0.029514413326978683, + "m": 0.5735143423080444 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.036365848034620285, + "m": 1.0 + }, + { + "p": 0.015380156226456165, + "m": 0.44802793860435486 + }, + { + "p": 0.04873493313789368, + "m": 0.8441296219825745 + }, + { + "p": 0.03447023034095764, + "m": 0.5894148945808411 + }, + { + "p": 0.1442718654870987, + "m": 0.8271018862724304 + }, + { + "p": 0.12769736349582672, + "m": 0.7499839067459106 + }, + { + "p": 0.09792332351207733, + "m": 1.0 + }, + { + "p": 0.2716731131076813, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.3962020874023438, + "val_loss": 1.1042729616165161, + "acc": 61.41, + "time": 254.7121578217484, + "param": [ + { + "p": 0.1121547743678093, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0863204151391983, + "m": 1.0 + }, + { + "p": 0.024332791566848755, + "m": 0.5493869781494141 + }, + { + "p": 0.0, + "m": 0.9776981472969055 + }, + { + "p": 0.025880523025989532, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.438622385263443 + }, + { + "p": 0.04777340963482857, + "m": 0.8586432933807373 + }, + { + "p": 0.019670965149998665, + "m": 0.5781381130218506 + }, + { + "p": 0.15920592844486237, + "m": 0.8216891288757324 + }, + { + "p": 0.1492629051208496, + "m": 0.7512242794036865 + }, + { + "p": 0.08486383408308029, + "m": 1.0 + }, + { + "p": 0.29053446650505066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.5011554956436157, + "val_loss": 1.1668026447296143, + "acc": 59.44, + "time": 254.15796662075445, + "param": [ + { + "p": 0.10655487328767776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09110286086797714, + "m": 1.0 + }, + { + "p": 0.015237097628414631, + "m": 0.5259448289871216 + }, + { + "p": 0.0, + "m": 0.979099452495575 + }, + { + "p": 0.008611047640442848, + "m": 0.9981250762939453 + }, + { + "p": 0.0, + "m": 0.4545607566833496 + }, + { + "p": 0.03738170862197876, + "m": 0.8790464997291565 + }, + { + "p": 0.0, + "m": 0.565952479839325 + }, + { + "p": 0.17298516631126404, + "m": 0.8277176022529602 + }, + { + "p": 0.17034268379211426, + "m": 0.7407546043395996 + }, + { + "p": 0.0851316973567009, + "m": 1.0 + }, + { + "p": 0.3126528263092041, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.6878759860992432, + "val_loss": 1.1110857725143433, + "acc": 61.61, + "time": 255.533927380573, + "param": [ + { + "p": 0.10445903986692429, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09725415706634521, + "m": 1.0 + }, + { + "p": 0.011295055970549583, + "m": 0.500064492225647 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9984491467475891 + }, + { + "p": 0.0, + "m": 0.4953221082687378 + }, + { + "p": 0.028446557000279427, + "m": 0.8777835369110107 + }, + { + "p": 0.0003266309213358909, + "m": 0.5668723583221436 + }, + { + "p": 0.18504364788532257, + "m": 0.8302344679832458 + }, + { + "p": 0.17562855780124664, + "m": 0.738976240158081 + }, + { + "p": 0.0814344733953476, + "m": 1.0 + }, + { + "p": 0.31611183285713196, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.2851061820983887, + "val_loss": 1.1556001901626587, + "acc": 59.68, + "time": 257.6045621931553, + "param": [ + { + "p": 0.10351144522428513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08568742126226425, + "m": 1.0 + }, + { + "p": 0.0017160451970994473, + "m": 0.47440019249916077 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9777091145515442 + }, + { + "p": 0.0, + "m": 0.5170139074325562 + }, + { + "p": 0.012592218816280365, + "m": 0.8537289500236511 + }, + { + "p": 0.0, + "m": 0.5786467790603638 + }, + { + "p": 0.2014535665512085, + "m": 0.8211131691932678 + }, + { + "p": 0.17893478274345398, + "m": 0.7263225317001343 + }, + { + "p": 0.08798061311244965, + "m": 1.0 + }, + { + "p": 0.32812392711639404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.4909048080444336, + "val_loss": 1.1322828531265259, + "acc": 61.54, + "time": 254.0020832400769, + "param": [ + { + "p": 0.10458842664957047, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0804574117064476, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4515320062637329 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9742112755775452 + }, + { + "p": 0.0, + "m": 0.532472550868988 + }, + { + "p": 0.00609886460006237, + "m": 0.8713808655738831 + }, + { + "p": 0.0008026905707083642, + "m": 0.5989363789558411 + }, + { + "p": 0.20302820205688477, + "m": 0.7978717684745789 + }, + { + "p": 0.18085326254367828, + "m": 0.7278517484664917 + }, + { + "p": 0.09466836601495743, + "m": 1.0 + }, + { + "p": 0.32950276136398315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.5887283086776733, + "val_loss": 1.059921383857727, + "acc": 62.91, + "time": 253.88796169869602, + "param": [ + { + "p": 0.09868625551462173, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08003383129835129, + "m": 1.0 + }, + { + "p": 0.006741681136190891, + "m": 0.4591886103153229 + }, + { + "p": 0.00888325460255146, + "m": 0.9949883818626404 + }, + { + "p": 0.0, + "m": 0.9533960223197937 + }, + { + "p": 0.01269605103880167, + "m": 0.5416975617408752 + }, + { + "p": 0.012941403314471245, + "m": 0.8796449899673462 + }, + { + "p": 0.018897555768489838, + "m": 0.6167991161346436 + }, + { + "p": 0.18529798090457916, + "m": 0.7793501615524292 + }, + { + "p": 0.17188313603401184, + "m": 0.7522876262664795 + }, + { + "p": 0.10849961638450623, + "m": 1.0 + }, + { + "p": 0.2954392731189728, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.2255815267562866, + "val_loss": 1.0936918258666992, + "acc": 61.81, + "time": 254.10272830771282, + "param": [ + { + "p": 0.09814666956663132, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07509837299585342, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.45784226059913635 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9617984294891357 + }, + { + "p": 0.0, + "m": 0.5366151332855225 + }, + { + "p": 0.004008358810096979, + "m": 0.8935884237289429 + }, + { + "p": 0.0, + "m": 0.6183051466941833 + }, + { + "p": 0.1940634399652481, + "m": 0.774223268032074 + }, + { + "p": 0.17737245559692383, + "m": 0.7248194813728333 + }, + { + "p": 0.12087641656398773, + "m": 1.0 + }, + { + "p": 0.3304343521595001, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.3640774488449097, + "val_loss": 1.0562357902526855, + "acc": 62.9, + "time": 256.4118362562731, + "param": [ + { + "p": 0.08694258332252502, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05289487913250923, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.43049195408821106 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.966421365737915 + }, + { + "p": 0.0, + "m": 0.5367414951324463 + }, + { + "p": 0.0, + "m": 0.8722318410873413 + }, + { + "p": 0.0, + "m": 0.6100171804428101 + }, + { + "p": 0.19920766353607178, + "m": 0.7710034847259521 + }, + { + "p": 0.1729612946510315, + "m": 0.6673551797866821 + }, + { + "p": 0.12176121026277542, + "m": 1.0 + }, + { + "p": 0.36623242497444153, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.4107099771499634, + "val_loss": 1.0640511512756348, + "acc": 62.75, + "time": 254.82950860913843, + "param": [ + { + "p": 0.0774952694773674, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04347175732254982, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.42019787430763245 + }, + { + "p": 0.0, + "m": 0.9983335137367249 + }, + { + "p": 0.0, + "m": 0.9704432487487793 + }, + { + "p": 0.0, + "m": 0.5796250104904175 + }, + { + "p": 0.0, + "m": 0.8454357385635376 + }, + { + "p": 0.005934018176048994, + "m": 0.6221228241920471 + }, + { + "p": 0.20324847102165222, + "m": 0.7520407438278198 + }, + { + "p": 0.16640311479568481, + "m": 0.6116329431533813 + }, + { + "p": 0.12032029032707214, + "m": 1.0 + }, + { + "p": 0.38312700390815735, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.5754711627960205, + "val_loss": 1.0246210098266602, + "acc": 63.52, + "time": 254.67205128399655, + "param": [ + { + "p": 0.07434378564357758, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03701930120587349, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4159129559993744 + }, + { + "p": 0.0, + "m": 0.9873819351196289 + }, + { + "p": 0.0, + "m": 0.972289502620697 + }, + { + "p": 0.0, + "m": 0.5955392122268677 + }, + { + "p": 0.0, + "m": 0.8629577159881592 + }, + { + "p": 0.011522358283400536, + "m": 0.6367438435554504 + }, + { + "p": 0.19833073019981384, + "m": 0.753943145275116 + }, + { + "p": 0.17163912951946259, + "m": 0.603149950504303 + }, + { + "p": 0.11984146386384964, + "m": 1.0 + }, + { + "p": 0.3873032033443451, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.277444839477539, + "val_loss": 1.0727906227111816, + "acc": 62.59, + "time": 253.78178506810218, + "param": [ + { + "p": 0.08066906034946442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03906339779496193, + "m": 1.0 + }, + { + "p": 0.004730707500129938, + "m": 0.4174540638923645 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003480116603896022, + "m": 0.9568554162979126 + }, + { + "p": 0.0014785841340199113, + "m": 0.6080926060676575 + }, + { + "p": 0.0, + "m": 0.9050463438034058 + }, + { + "p": 0.018467960879206657, + "m": 0.6518046855926514 + }, + { + "p": 0.19169452786445618, + "m": 0.7549475431442261 + }, + { + "p": 0.16995592415332794, + "m": 0.6007087826728821 + }, + { + "p": 0.11523973196744919, + "m": 1.0 + }, + { + "p": 0.3752199709415436, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.416467308998108, + "val_loss": 1.028063416481018, + "acc": 63.06, + "time": 255.2667145561427, + "param": [ + { + "p": 0.08360174298286438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05308718606829643, + "m": 1.0 + }, + { + "p": 0.0097574507817626, + "m": 0.4290422797203064 + }, + { + "p": 0.0, + "m": 0.9995093941688538 + }, + { + "p": 0.006618679501116276, + "m": 0.934000551700592 + }, + { + "p": 0.01684093102812767, + "m": 0.6153039336204529 + }, + { + "p": 0.005469604395329952, + "m": 0.9388870000839233 + }, + { + "p": 0.03350396454334259, + "m": 0.6655533313751221 + }, + { + "p": 0.17270679771900177, + "m": 0.757108747959137 + }, + { + "p": 0.15748678147792816, + "m": 0.5931893587112427 + }, + { + "p": 0.11796154826879501, + "m": 1.0 + }, + { + "p": 0.342965304851532, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.419188141822815, + "val_loss": 1.0810385942459106, + "acc": 63.4, + "time": 256.307575691957, + "param": [ + { + "p": 0.09136547148227692, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06169324740767479, + "m": 1.0 + }, + { + "p": 0.017040925100445747, + "m": 0.41315653920173645 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01596146635711193, + "m": 0.9239816665649414 + }, + { + "p": 0.03783131763339043, + "m": 0.5900059342384338 + }, + { + "p": 0.014551672153174877, + "m": 0.9419413805007935 + }, + { + "p": 0.051738906651735306, + "m": 0.6886496543884277 + }, + { + "p": 0.1442050039768219, + "m": 0.7719159722328186 + }, + { + "p": 0.14252084493637085, + "m": 0.5974164009094238 + }, + { + "p": 0.12025318294763565, + "m": 1.0 + }, + { + "p": 0.30283796787261963, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.2730023860931396, + "val_loss": 1.0171231031417847, + "acc": 63.79, + "time": 256.1303593236953, + "param": [ + { + "p": 0.10182089358568192, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07270890474319458, + "m": 1.0 + }, + { + "p": 0.02085971273481846, + "m": 0.38416481018066406 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013590974733233452, + "m": 0.9168092608451843 + }, + { + "p": 0.0353260412812233, + "m": 0.5642386674880981 + }, + { + "p": 0.013643044047057629, + "m": 0.937149703502655 + }, + { + "p": 0.05888032913208008, + "m": 0.701530933380127 + }, + { + "p": 0.12253212928771973, + "m": 0.7682231068611145 + }, + { + "p": 0.13424177467823029, + "m": 0.6083238124847412 + }, + { + "p": 0.12112133204936981, + "m": 1.0 + }, + { + "p": 0.3052748441696167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.5717650651931763, + "val_loss": 1.0242499113082886, + "acc": 64.44, + "time": 256.05358467809856, + "param": [ + { + "p": 0.11479910463094711, + "m": 1.0 + }, + { + "p": 0.0019036656012758613, + "m": 1.0 + }, + { + "p": 0.08067677915096283, + "m": 1.0 + }, + { + "p": 0.015851303935050964, + "m": 0.3551715314388275 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017900072038173676, + "m": 0.9133877754211426 + }, + { + "p": 0.03309079259634018, + "m": 0.5153526067733765 + }, + { + "p": 0.0, + "m": 0.9086106419563293 + }, + { + "p": 0.06242374703288078, + "m": 0.6948205232620239 + }, + { + "p": 0.10104674100875854, + "m": 0.7686585783958435 + }, + { + "p": 0.13511265814304352, + "m": 0.6241720914840698 + }, + { + "p": 0.12005913257598877, + "m": 1.0 + }, + { + "p": 0.31501856446266174, + "m": 1.0 + }, + { + "p": 0.0021174163557589054, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.3498656749725342, + "val_loss": 1.0483119487762451, + "acc": 65.18, + "time": 255.56500891782343, + "param": [ + { + "p": 0.10872935503721237, + "m": 1.0 + }, + { + "p": 0.01662997342646122, + "m": 1.0 + }, + { + "p": 0.07721809297800064, + "m": 1.0 + }, + { + "p": 0.011102714575827122, + "m": 0.33382919430732727 + }, + { + "p": 0.0065836976282298565, + "m": 1.0 + }, + { + "p": 0.030301837250590324, + "m": 0.8900725841522217 + }, + { + "p": 0.03757784143090248, + "m": 0.5209908485412598 + }, + { + "p": 0.0028948287945240736, + "m": 0.8836283087730408 + }, + { + "p": 0.077827587723732, + "m": 0.7132169604301453 + }, + { + "p": 0.08771295100450516, + "m": 0.756133496761322 + }, + { + "p": 0.14062365889549255, + "m": 0.6514025330543518 + }, + { + "p": 0.11186856031417847, + "m": 1.0 + }, + { + "p": 0.2758699059486389, + "m": 1.0 + }, + { + "p": 0.01505893561989069, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.4776012897491455, + "val_loss": 0.9557969570159912, + "acc": 64.4, + "time": 255.78487121593207, + "param": [ + { + "p": 0.11672309786081314, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08222971111536026, + "m": 1.0 + }, + { + "p": 0.0020658052526414394, + "m": 0.33359819650650024 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033369626849889755, + "m": 0.8867458701133728 + }, + { + "p": 0.027999090030789375, + "m": 0.5377364158630371 + }, + { + "p": 0.0, + "m": 0.876049280166626 + }, + { + "p": 0.07981856912374496, + "m": 0.7138417363166809 + }, + { + "p": 0.07807009667158127, + "m": 0.7595275044441223 + }, + { + "p": 0.16421088576316833, + "m": 0.6532772183418274 + }, + { + "p": 0.1272200495004654, + "m": 1.0 + }, + { + "p": 0.2843402326107025, + "m": 1.0 + }, + { + "p": 0.003952840808779001, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.2686423063278198, + "val_loss": 1.0665509700775146, + "acc": 64.12, + "time": 254.12784745171666, + "param": [ + { + "p": 0.12287799268960953, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07472372055053711, + "m": 1.0 + }, + { + "p": 0.0040253265760838985, + "m": 0.33778882026672363 + }, + { + "p": 0.0, + "m": 0.9981152415275574 + }, + { + "p": 0.034335315227508545, + "m": 0.881103515625 + }, + { + "p": 0.010826263576745987, + "m": 0.5273818373680115 + }, + { + "p": 0.0, + "m": 0.8941544890403748 + }, + { + "p": 0.08093862235546112, + "m": 0.7266685366630554 + }, + { + "p": 0.06239096075296402, + "m": 0.7660533785820007 + }, + { + "p": 0.17489521205425262, + "m": 0.6431291699409485 + }, + { + "p": 0.13934862613677979, + "m": 1.0 + }, + { + "p": 0.2956380248069763, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.4824823141098022, + "val_loss": 0.9180741906166077, + "acc": 64.2, + "time": 256.08177742687985, + "param": [ + { + "p": 0.13284406065940857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06034631282091141, + "m": 1.0 + }, + { + "p": 0.009771131910383701, + "m": 0.3311111629009247 + }, + { + "p": 0.003069212194532156, + "m": 0.9867640733718872 + }, + { + "p": 0.03281126543879509, + "m": 0.893660843372345 + }, + { + "p": 0.0021189015824347734, + "m": 0.5226527452468872 + }, + { + "p": 0.011840705759823322, + "m": 0.9235957860946655 + }, + { + "p": 0.0855293944478035, + "m": 0.7351483702659607 + }, + { + "p": 0.05886676535010338, + "m": 0.7661101222038269 + }, + { + "p": 0.1690107136964798, + "m": 0.6336405277252197 + }, + { + "p": 0.14286968111991882, + "m": 1.0 + }, + { + "p": 0.28992003202438354, + "m": 1.0 + }, + { + "p": 0.0010018571047112346, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.371407389640808, + "val_loss": 0.9286757707595825, + "acc": 65.02, + "time": 254.36724186921492, + "param": [ + { + "p": 0.13340544700622559, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06078818440437317, + "m": 1.0 + }, + { + "p": 0.008922106586396694, + "m": 0.3028064966201782 + }, + { + "p": 0.0, + "m": 0.9820654988288879 + }, + { + "p": 0.03341517224907875, + "m": 0.9112517237663269 + }, + { + "p": 0.0, + "m": 0.49462661147117615 + }, + { + "p": 0.021109269931912422, + "m": 0.969177782535553 + }, + { + "p": 0.08639828860759735, + "m": 0.7302847504615784 + }, + { + "p": 0.06238790228962898, + "m": 0.7670800685882568 + }, + { + "p": 0.16799698770046234, + "m": 0.6389317512512207 + }, + { + "p": 0.1405731737613678, + "m": 1.0 + }, + { + "p": 0.28070399165153503, + "m": 1.0 + }, + { + "p": 0.004299474414438009, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.3760403394699097, + "val_loss": 0.9363182187080383, + "acc": 65.93, + "time": 257.1254115952179, + "param": [ + { + "p": 0.1307573765516281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06366584450006485, + "m": 1.0 + }, + { + "p": 0.005363481119275093, + "m": 0.275285929441452 + }, + { + "p": 0.0, + "m": 0.9614243507385254 + }, + { + "p": 0.020999830216169357, + "m": 0.8942335844039917 + }, + { + "p": 0.0, + "m": 0.47029557824134827 + }, + { + "p": 0.019273659214377403, + "m": 0.995689332485199 + }, + { + "p": 0.09731407463550568, + "m": 0.7230578660964966 + }, + { + "p": 0.06756005436182022, + "m": 0.7826358675956726 + }, + { + "p": 0.17866043746471405, + "m": 0.6410451531410217 + }, + { + "p": 0.13593299686908722, + "m": 1.0 + }, + { + "p": 0.2804722189903259, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.3577337265014648, + "val_loss": 1.0684456825256348, + "acc": 65.16, + "time": 256.1993826390244, + "param": [ + { + "p": 0.1288769245147705, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06596038490533829, + "m": 1.0 + }, + { + "p": 0.008612863719463348, + "m": 0.26583099365234375 + }, + { + "p": 0.0, + "m": 0.9542206525802612 + }, + { + "p": 0.024492880329489708, + "m": 0.899937093257904 + }, + { + "p": 0.007526252884417772, + "m": 0.4688238799571991 + }, + { + "p": 0.02626653015613556, + "m": 0.988902747631073 + }, + { + "p": 0.1081233024597168, + "m": 0.7358551025390625 + }, + { + "p": 0.0733511671423912, + "m": 0.7785027623176575 + }, + { + "p": 0.17618611454963684, + "m": 0.6592059135437012 + }, + { + "p": 0.1262081116437912, + "m": 1.0 + }, + { + "p": 0.24672970175743103, + "m": 1.0 + }, + { + "p": 0.007665765937417746, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.2699429988861084, + "val_loss": 1.0689008235931396, + "acc": 66.3, + "time": 254.65303464699537, + "param": [ + { + "p": 0.14098577201366425, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0536663644015789, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.2558271586894989 + }, + { + "p": 0.0, + "m": 0.9774234890937805 + }, + { + "p": 0.0185552928596735, + "m": 0.9188421368598938 + }, + { + "p": 0.0, + "m": 0.44439712166786194 + }, + { + "p": 0.00970703549683094, + "m": 0.9529158473014832 + }, + { + "p": 0.11981797963380814, + "m": 0.7304298877716064 + }, + { + "p": 0.07979555428028107, + "m": 0.7737131714820862 + }, + { + "p": 0.17981776595115662, + "m": 0.6466473340988159 + }, + { + "p": 0.1329246461391449, + "m": 1.0 + }, + { + "p": 0.2506069839000702, + "m": 1.0 + }, + { + "p": 0.0141225541010499, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.2893246412277222, + "val_loss": 1.048405647277832, + "acc": 65.98, + "time": 253.14638427644968, + "param": [ + { + "p": 0.14807388186454773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052290551364421844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.24325299263000488 + }, + { + "p": 0.0, + "m": 0.9961758255958557 + }, + { + "p": 0.018582403659820557, + "m": 0.9656881093978882 + }, + { + "p": 0.0, + "m": 0.4066329002380371 + }, + { + "p": 0.0, + "m": 0.9024732112884521 + }, + { + "p": 0.1352851837873459, + "m": 0.7575708031654358 + }, + { + "p": 0.08693598210811615, + "m": 0.7738129496574402 + }, + { + "p": 0.17005404829978943, + "m": 0.6387060284614563 + }, + { + "p": 0.13500188291072845, + "m": 1.0 + }, + { + "p": 0.24864239990711212, + "m": 1.0 + }, + { + "p": 0.005133650731295347, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.2934004068374634, + "val_loss": 1.0604525804519653, + "acc": 66.47, + "time": 253.70162458810955, + "param": [ + { + "p": 0.15385261178016663, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046419255435466766, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.20635418593883514 + }, + { + "p": 0.0008597930427640676, + "m": 0.9994850158691406 + }, + { + "p": 0.008659737184643745, + "m": 0.9817934632301331 + }, + { + "p": 0.0, + "m": 0.35244423151016235 + }, + { + "p": 0.0, + "m": 0.8222852349281311 + }, + { + "p": 0.14394511282444, + "m": 0.7528422474861145 + }, + { + "p": 0.07393482327461243, + "m": 0.7933554649353027 + }, + { + "p": 0.1682591587305069, + "m": 0.6282117962837219 + }, + { + "p": 0.1446382701396942, + "m": 1.0 + }, + { + "p": 0.25943127274513245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.2720065116882324, + "val_loss": 0.9402368664741516, + "acc": 66.02, + "time": 253.65218325005844, + "param": [ + { + "p": 0.15504857897758484, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05478717386722565, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.18976841866970062 + }, + { + "p": 0.008318893611431122, + "m": 1.0 + }, + { + "p": 0.004864029120653868, + "m": 0.9673673510551453 + }, + { + "p": 0.0021961212623864412, + "m": 0.3118312358856201 + }, + { + "p": 0.002682539401575923, + "m": 0.7948809862136841 + }, + { + "p": 0.14289118349552155, + "m": 0.7502332925796509 + }, + { + "p": 0.07158836722373962, + "m": 0.79072505235672 + }, + { + "p": 0.1658535748720169, + "m": 0.6277626156806946 + }, + { + "p": 0.14441116154193878, + "m": 1.0 + }, + { + "p": 0.24735838174819946, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.3831944465637207, + "val_loss": 0.9449945092201233, + "acc": 66.19, + "time": 255.7318649161607, + "param": [ + { + "p": 0.15060684084892273, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07183409482240677, + "m": 1.0 + }, + { + "p": 0.0048096394166350365, + "m": 0.1622718721628189 + }, + { + "p": 0.009853934869170189, + "m": 1.0 + }, + { + "p": 0.01499869767576456, + "m": 0.9535415172576904 + }, + { + "p": 0.013780650682747364, + "m": 0.30301928520202637 + }, + { + "p": 0.0023125812876969576, + "m": 0.7726141810417175 + }, + { + "p": 0.14193083345890045, + "m": 0.7927014827728271 + }, + { + "p": 0.062084030359983444, + "m": 0.791570246219635 + }, + { + "p": 0.1577080935239792, + "m": 0.6202905774116516 + }, + { + "p": 0.1431128978729248, + "m": 1.0 + }, + { + "p": 0.2252608984708786, + "m": 1.0 + }, + { + "p": 0.0017067663138732314, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.3353984355926514, + "val_loss": 1.0319756269454956, + "acc": 67.04, + "time": 256.59115232294425, + "param": [ + { + "p": 0.15114189684391022, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08363403379917145, + "m": 1.0 + }, + { + "p": 0.0058709862641990185, + "m": 0.12267903238534927 + }, + { + "p": 0.0029715709388256073, + "m": 1.0 + }, + { + "p": 0.013785074464976788, + "m": 0.9577217102050781 + }, + { + "p": 0.012770281173288822, + "m": 0.3185488283634186 + }, + { + "p": 0.004696969408541918, + "m": 0.7760997414588928 + }, + { + "p": 0.14517754316329956, + "m": 0.8400898575782776 + }, + { + "p": 0.05605302006006241, + "m": 0.8064883947372437 + }, + { + "p": 0.15221171081066132, + "m": 0.6254634261131287 + }, + { + "p": 0.1499183475971222, + "m": 1.0 + }, + { + "p": 0.2217685580253601, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.4401088953018188, + "val_loss": 0.9460673928260803, + "acc": 66.15, + "time": 254.5174426608719, + "param": [ + { + "p": 0.14972372353076935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09717816114425659, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.10226386785507202 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00249465461820364, + "m": 0.9450878500938416 + }, + { + "p": 0.0059455279260873795, + "m": 0.30515894293785095 + }, + { + "p": 0.0, + "m": 0.7825773358345032 + }, + { + "p": 0.1381092369556427, + "m": 0.8411325812339783 + }, + { + "p": 0.048980481922626495, + "m": 0.8129163980484009 + }, + { + "p": 0.1601005345582962, + "m": 0.6288230419158936 + }, + { + "p": 0.15450124442577362, + "m": 1.0 + }, + { + "p": 0.24296648800373077, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.0792937278747559, + "val_loss": 0.991442084312439, + "acc": 66.53, + "time": 254.58704008022323, + "param": [ + { + "p": 0.13157086074352264, + "m": 1.0 + }, + { + "p": 0.0012804776197299361, + "m": 1.0 + }, + { + "p": 0.09868396818637848, + "m": 1.0 + }, + { + "p": 0.010755878873169422, + "m": 0.10306521505117416 + }, + { + "p": 0.014250450767576694, + "m": 1.0 + }, + { + "p": 0.007382678333669901, + "m": 0.9291524291038513 + }, + { + "p": 0.030542336404323578, + "m": 0.3046804964542389 + }, + { + "p": 0.023513473570346832, + "m": 0.820810854434967 + }, + { + "p": 0.1257413625717163, + "m": 0.8280928134918213 + }, + { + "p": 0.0647997334599495, + "m": 0.8183172345161438 + }, + { + "p": 0.14440540969371796, + "m": 0.6318830251693726 + }, + { + "p": 0.129207581281662, + "m": 1.0 + }, + { + "p": 0.2121087610721588, + "m": 1.0 + }, + { + "p": 0.0057569462805986404, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.1968543529510498, + "val_loss": 0.9702329039573669, + "acc": 66.7, + "time": 256.19888530671597, + "param": [ + { + "p": 0.13269498944282532, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09349635243415833, + "m": 1.0 + }, + { + "p": 0.01838444545865059, + "m": 0.0746532678604126 + }, + { + "p": 0.019111741334199905, + "m": 1.0 + }, + { + "p": 0.009184867143630981, + "m": 0.9334908723831177 + }, + { + "p": 0.0446850024163723, + "m": 0.3290124237537384 + }, + { + "p": 0.044795021414756775, + "m": 0.812664806842804 + }, + { + "p": 0.11943859606981277, + "m": 0.7933946847915649 + }, + { + "p": 0.0677020251750946, + "m": 0.8303089737892151 + }, + { + "p": 0.13668283820152283, + "m": 0.6153674125671387 + }, + { + "p": 0.11118987202644348, + "m": 1.0 + }, + { + "p": 0.19816070795059204, + "m": 1.0 + }, + { + "p": 0.004473513457924128, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.5069282054901123, + "val_loss": 0.9993235468864441, + "acc": 67.23, + "time": 254.7439010948874, + "param": [ + { + "p": 0.14404690265655518, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08890616148710251, + "m": 1.0 + }, + { + "p": 0.017896998673677444, + "m": 0.0 + }, + { + "p": 0.01852482743561268, + "m": 1.0 + }, + { + "p": 0.00581396697089076, + "m": 0.9465550184249878 + }, + { + "p": 0.046585965901613235, + "m": 0.337969571352005 + }, + { + "p": 0.05205429717898369, + "m": 0.8252858519554138 + }, + { + "p": 0.12607696652412415, + "m": 0.778959333896637 + }, + { + "p": 0.07037974894046783, + "m": 0.8482316732406616 + }, + { + "p": 0.1257561445236206, + "m": 0.5966905355453491 + }, + { + "p": 0.09658046811819077, + "m": 1.0 + }, + { + "p": 0.19794011116027832, + "m": 1.0 + }, + { + "p": 0.009437375701963902, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.135895013809204, + "val_loss": 0.9741466641426086, + "acc": 66.3, + "time": 253.46089461585507, + "param": [ + { + "p": 0.1481143981218338, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08728491514921188, + "m": 1.0 + }, + { + "p": 0.02267829328775406, + "m": 0.0004473975859582424 + }, + { + "p": 0.008530491963028908, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9683189988136292 + }, + { + "p": 0.03654017671942711, + "m": 0.33263033628463745 + }, + { + "p": 0.05690611153841019, + "m": 0.791470468044281 + }, + { + "p": 0.14179158210754395, + "m": 0.7636541128158569 + }, + { + "p": 0.0629769116640091, + "m": 0.8570654392242432 + }, + { + "p": 0.12020230293273926, + "m": 0.5712863206863403 + }, + { + "p": 0.09259191900491714, + "m": 1.0 + }, + { + "p": 0.2192915827035904, + "m": 1.0 + }, + { + "p": 0.003091272432357073, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.0996630191802979, + "val_loss": 0.9507236480712891, + "acc": 67.65, + "time": 255.7678202856332, + "param": [ + { + "p": 0.15991023182868958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08702220767736435, + "m": 1.0 + }, + { + "p": 0.024039659649133682, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9854684472084045 + }, + { + "p": 0.029403192922472954, + "m": 0.31630077958106995 + }, + { + "p": 0.04377914220094681, + "m": 0.7556751370429993 + }, + { + "p": 0.1508459895849228, + "m": 0.741925060749054 + }, + { + "p": 0.04957166686654091, + "m": 0.8652251958847046 + }, + { + "p": 0.13182222843170166, + "m": 0.564481794834137 + }, + { + "p": 0.0908079519867897, + "m": 1.0 + }, + { + "p": 0.23279768228530884, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.3121249675750732, + "val_loss": 0.9066084623336792, + "acc": 67.71, + "time": 255.81305828318, + "param": [ + { + "p": 0.17074468731880188, + "m": 1.0 + }, + { + "p": 0.004968761000782251, + "m": 1.0 + }, + { + "p": 0.0801338404417038, + "m": 1.0 + }, + { + "p": 0.023994700983166695, + "m": 0.0 + }, + { + "p": 0.003125095972791314, + "m": 0.9988686442375183 + }, + { + "p": 0.0015174467116594315, + "m": 0.9835878014564514 + }, + { + "p": 0.03580596297979355, + "m": 0.2975202202796936 + }, + { + "p": 0.040712498128414154, + "m": 0.7416459918022156 + }, + { + "p": 0.14769668877124786, + "m": 0.7102239727973938 + }, + { + "p": 0.03753800317645073, + "m": 0.8793772459030151 + }, + { + "p": 0.140085369348526, + "m": 0.5389742851257324 + }, + { + "p": 0.08821233361959457, + "m": 1.0 + }, + { + "p": 0.2252597063779831, + "m": 1.0 + }, + { + "p": 0.0002048652822850272, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.3536792993545532, + "val_loss": 0.8795169591903687, + "acc": 66.81, + "time": 256.3265163307078, + "param": [ + { + "p": 0.17060072720050812, + "m": 1.0 + }, + { + "p": 0.003260780591517687, + "m": 1.0 + }, + { + "p": 0.0730048269033432, + "m": 1.0 + }, + { + "p": 0.03514651954174042, + "m": 0.0005104001029394567 + }, + { + "p": 0.016800882294774055, + "m": 1.0 + }, + { + "p": 0.009839222766458988, + "m": 0.9736058115959167 + }, + { + "p": 0.042877547442913055, + "m": 0.2853994071483612 + }, + { + "p": 0.041840340942144394, + "m": 0.7290807366371155 + }, + { + "p": 0.14316728711128235, + "m": 0.7072123885154724 + }, + { + "p": 0.029750440269708633, + "m": 0.8752753734588623 + }, + { + "p": 0.14798738062381744, + "m": 0.5364775061607361 + }, + { + "p": 0.07601870596408844, + "m": 1.0 + }, + { + "p": 0.20970532298088074, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.382763385772705, + "val_loss": 0.9601511359214783, + "acc": 67.45, + "time": 256.5029424051754, + "param": [ + { + "p": 0.1784280687570572, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07271280139684677, + "m": 1.0 + }, + { + "p": 0.04347484931349754, + "m": 0.0 + }, + { + "p": 0.015899108722805977, + "m": 0.9933218359947205 + }, + { + "p": 0.016394373029470444, + "m": 0.9676513671875 + }, + { + "p": 0.04338934272527695, + "m": 0.29635322093963623 + }, + { + "p": 0.028018848970532417, + "m": 0.7508260607719421 + }, + { + "p": 0.14846892654895782, + "m": 0.6790205240249634 + }, + { + "p": 0.019715750589966774, + "m": 0.8834052085876465 + }, + { + "p": 0.15949487686157227, + "m": 0.5268371105194092 + }, + { + "p": 0.06068700551986694, + "m": 1.0 + }, + { + "p": 0.21331609785556793, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.047569990158081, + "val_loss": 0.8983573913574219, + "acc": 67.97, + "time": 252.81879594409838, + "param": [ + { + "p": 0.17812436819076538, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0763147696852684, + "m": 1.0 + }, + { + "p": 0.04711804911494255, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9922139644622803 + }, + { + "p": 0.006782237906008959, + "m": 0.958618700504303 + }, + { + "p": 0.04303942620754242, + "m": 0.2795834541320801 + }, + { + "p": 0.02726037986576557, + "m": 0.7414703369140625 + }, + { + "p": 0.15265218913555145, + "m": 0.6630252599716187 + }, + { + "p": 0.019955001771450043, + "m": 0.8847482800483704 + }, + { + "p": 0.17294003069400787, + "m": 0.5308802723884583 + }, + { + "p": 0.06104174256324768, + "m": 1.0 + }, + { + "p": 0.2147718369960785, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.0795483589172363, + "val_loss": 0.8803201913833618, + "acc": 67.26, + "time": 259.4966990048997, + "param": [ + { + "p": 0.1809837818145752, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08305343985557556, + "m": 1.0 + }, + { + "p": 0.04585742950439453, + "m": 0.0 + }, + { + "p": 0.0004272021760698408, + "m": 0.9870025515556335 + }, + { + "p": 0.0, + "m": 0.9586451649665833 + }, + { + "p": 0.023231856524944305, + "m": 0.2311651110649109 + }, + { + "p": 0.016608860343694687, + "m": 0.7193593978881836 + }, + { + "p": 0.16090194880962372, + "m": 0.6431804895401001 + }, + { + "p": 0.018273789435625076, + "m": 0.8737056255340576 + }, + { + "p": 0.1880963146686554, + "m": 0.5143158435821533 + }, + { + "p": 0.05956156179308891, + "m": 1.0 + }, + { + "p": 0.22300386428833008, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.254157304763794, + "val_loss": 0.9703661203384399, + "acc": 67.69, + "time": 255.73331936309114, + "param": [ + { + "p": 0.16835762560367584, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08236262947320938, + "m": 1.0 + }, + { + "p": 0.056553199887275696, + "m": 0.0 + }, + { + "p": 0.0030796783976256847, + "m": 0.9903953671455383 + }, + { + "p": 0.006288216449320316, + "m": 0.9742457866668701 + }, + { + "p": 0.01822555437684059, + "m": 0.18275615572929382 + }, + { + "p": 0.014411387033760548, + "m": 0.7322722673416138 + }, + { + "p": 0.15470804274082184, + "m": 0.6342405080795288 + }, + { + "p": 0.028130928054451942, + "m": 0.8628373742103577 + }, + { + "p": 0.1925908923149109, + "m": 0.5554160475730896 + }, + { + "p": 0.06415650248527527, + "m": 1.0 + }, + { + "p": 0.20538820326328278, + "m": 1.0 + }, + { + "p": 0.005747081711888313, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.258236050605774, + "val_loss": 0.7237216234207153, + "acc": 68.17, + "time": 257.0673942118883, + "param": [ + { + "p": 0.15496987104415894, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07953541725873947, + "m": 1.0 + }, + { + "p": 0.07221920043230057, + "m": 0.0 + }, + { + "p": 0.00879684928804636, + "m": 1.0 + }, + { + "p": 0.01576586253941059, + "m": 0.9920169711112976 + }, + { + "p": 0.021361511200666428, + "m": 0.15821599960327148 + }, + { + "p": 0.015456759370863438, + "m": 0.766400933265686 + }, + { + "p": 0.14329759776592255, + "m": 0.6670297980308533 + }, + { + "p": 0.05278760567307472, + "m": 0.8509652018547058 + }, + { + "p": 0.17442137002944946, + "m": 0.5795193314552307 + }, + { + "p": 0.06704558432102203, + "m": 1.0 + }, + { + "p": 0.17890268564224243, + "m": 1.0 + }, + { + "p": 0.015439582988619804, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.214842677116394, + "val_loss": 0.8560693860054016, + "acc": 68.54, + "time": 255.9319279449992, + "param": [ + { + "p": 0.15666157007217407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07523372024297714, + "m": 1.0 + }, + { + "p": 0.07830784469842911, + "m": 0.0 + }, + { + "p": 0.0016168768052011728, + "m": 0.9849704504013062 + }, + { + "p": 0.020058631896972656, + "m": 1.0 + }, + { + "p": 0.03095335327088833, + "m": 0.1556442677974701 + }, + { + "p": 0.019501250237226486, + "m": 0.7848733067512512 + }, + { + "p": 0.13838566839694977, + "m": 0.6601484417915344 + }, + { + "p": 0.06587227433919907, + "m": 0.8383657336235046 + }, + { + "p": 0.16108085215091705, + "m": 0.570554256439209 + }, + { + "p": 0.06974499672651291, + "m": 1.0 + }, + { + "p": 0.16523487865924835, + "m": 1.0 + }, + { + "p": 0.017348097637295723, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.18510103225708, + "val_loss": 0.887519359588623, + "acc": 69.07, + "time": 255.00375495804474, + "param": [ + { + "p": 0.1625024527311325, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06787516176700592, + "m": 1.0 + }, + { + "p": 0.07089944928884506, + "m": 0.0 + }, + { + "p": 0.002375994576141238, + "m": 0.9730755090713501 + }, + { + "p": 0.020431043580174446, + "m": 1.0 + }, + { + "p": 0.0502784289419651, + "m": 0.15641187131404877 + }, + { + "p": 0.023877877742052078, + "m": 0.7974779605865479 + }, + { + "p": 0.13010597229003906, + "m": 0.6391086578369141 + }, + { + "p": 0.0719112828373909, + "m": 0.827009379863739 + }, + { + "p": 0.14881841838359833, + "m": 0.5569146871566772 + }, + { + "p": 0.0776919424533844, + "m": 1.0 + }, + { + "p": 0.1560896784067154, + "m": 1.0 + }, + { + "p": 0.0171422827988863, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.1179496049880981, + "val_loss": 0.8901498913764954, + "acc": 68.68, + "time": 256.8995074736886, + "param": [ + { + "p": 0.1651565283536911, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06150480732321739, + "m": 1.0 + }, + { + "p": 0.06308240443468094, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9826248288154602 + }, + { + "p": 0.013907627202570438, + "m": 0.9822639226913452 + }, + { + "p": 0.05257600545883179, + "m": 0.16690179705619812 + }, + { + "p": 0.02973979339003563, + "m": 0.8154764175415039 + }, + { + "p": 0.13720829784870148, + "m": 0.6186881065368652 + }, + { + "p": 0.08020821958780289, + "m": 0.8237099647521973 + }, + { + "p": 0.14788731932640076, + "m": 0.5373126268386841 + }, + { + "p": 0.07775022834539413, + "m": 1.0 + }, + { + "p": 0.16521339118480682, + "m": 1.0 + }, + { + "p": 0.005765374284237623, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.2659577131271362, + "val_loss": 0.9589388966560364, + "acc": 69.11, + "time": 254.90111947897822, + "param": [ + { + "p": 0.1469409018754959, + "m": 1.0 + }, + { + "p": 0.005776135716587305, + "m": 1.0 + }, + { + "p": 0.057675570249557495, + "m": 1.0 + }, + { + "p": 0.05597926676273346, + "m": 0.006553253158926964 + }, + { + "p": 0.0056011672131717205, + "m": 0.9989886283874512 + }, + { + "p": 0.024729860946536064, + "m": 0.9348815083503723 + }, + { + "p": 0.05839093029499054, + "m": 0.1787261664867401 + }, + { + "p": 0.03521505743265152, + "m": 0.8458239436149597 + }, + { + "p": 0.1400303989648819, + "m": 0.5947647094726562 + }, + { + "p": 0.08912992477416992, + "m": 0.8272141218185425 + }, + { + "p": 0.14254947006702423, + "m": 0.5151179432868958 + }, + { + "p": 0.0727357268333435, + "m": 1.0 + }, + { + "p": 0.14777226746082306, + "m": 1.0 + }, + { + "p": 0.017473360523581505, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.1859915256500244, + "val_loss": 0.8648782968521118, + "acc": 69.18, + "time": 256.2678355560638, + "param": [ + { + "p": 0.13114412128925323, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06439219415187836, + "m": 1.0 + }, + { + "p": 0.049618255347013474, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9980005621910095 + }, + { + "p": 0.040104951709508896, + "m": 0.913455605506897 + }, + { + "p": 0.06554479151964188, + "m": 0.18189513683319092 + }, + { + "p": 0.03878747671842575, + "m": 0.8507751226425171 + }, + { + "p": 0.13798998296260834, + "m": 0.5949375629425049 + }, + { + "p": 0.09387651085853577, + "m": 0.8126733899116516 + }, + { + "p": 0.14950506389141083, + "m": 0.4999832212924957 + }, + { + "p": 0.06986325234174728, + "m": 1.0 + }, + { + "p": 0.1363905966281891, + "m": 1.0 + }, + { + "p": 0.02278278023004532, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.0492010116577148, + "val_loss": 0.9755482077598572, + "acc": 69.16, + "time": 254.19358206586912, + "param": [ + { + "p": 0.129111647605896, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07041848450899124, + "m": 1.0 + }, + { + "p": 0.05214230716228485, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9961017370223999 + }, + { + "p": 0.043844133615493774, + "m": 0.9188231825828552 + }, + { + "p": 0.06114007160067558, + "m": 0.17543989419937134 + }, + { + "p": 0.04125465825200081, + "m": 0.8330258727073669 + }, + { + "p": 0.13750280439853668, + "m": 0.6132847666740417 + }, + { + "p": 0.10771487653255463, + "m": 0.81544429063797 + }, + { + "p": 0.14353199303150177, + "m": 0.4874681234359741 + }, + { + "p": 0.059351250529289246, + "m": 1.0 + }, + { + "p": 0.13817602396011353, + "m": 1.0 + }, + { + "p": 0.015811672434210777, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.3389196395874023, + "val_loss": 0.9654302000999451, + "acc": 68.29, + "time": 256.5734896659851, + "param": [ + { + "p": 0.1410229206085205, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06753090769052505, + "m": 1.0 + }, + { + "p": 0.04920671507716179, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05062156543135643, + "m": 0.9261243343353271 + }, + { + "p": 0.04173187166452408, + "m": 0.17225874960422516 + }, + { + "p": 0.04063522815704346, + "m": 0.8159472346305847 + }, + { + "p": 0.14669401943683624, + "m": 0.6381009817123413 + }, + { + "p": 0.1212727352976799, + "m": 0.8174894452095032 + }, + { + "p": 0.14510641992092133, + "m": 0.4885963201522827 + }, + { + "p": 0.047073062509298325, + "m": 1.0 + }, + { + "p": 0.149104505777359, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.2579847574234009, + "val_loss": 0.9598937034606934, + "acc": 69.13, + "time": 256.0437681628391, + "param": [ + { + "p": 0.16242629289627075, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06523778289556503, + "m": 1.0 + }, + { + "p": 0.044806476682424545, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9986562132835388 + }, + { + "p": 0.06314630806446075, + "m": 0.9110730290412903 + }, + { + "p": 0.019205795601010323, + "m": 0.16625802218914032 + }, + { + "p": 0.026162948459386826, + "m": 0.7605995535850525 + }, + { + "p": 0.14930129051208496, + "m": 0.6330701112747192 + }, + { + "p": 0.134567528963089, + "m": 0.821875274181366 + }, + { + "p": 0.13773439824581146, + "m": 0.4829797148704529 + }, + { + "p": 0.03832055628299713, + "m": 1.0 + }, + { + "p": 0.15909062325954437, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 0.9963880777359009, + "val_loss": 1.0090267658233643, + "acc": 68.67, + "time": 256.73218967206776, + "param": [ + { + "p": 0.1590428203344345, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07177484035491943, + "m": 1.0 + }, + { + "p": 0.0482318140566349, + "m": 0.0 + }, + { + "p": 0.0006446926854550838, + "m": 0.9834648370742798 + }, + { + "p": 0.06326153874397278, + "m": 0.9176887273788452 + }, + { + "p": 0.022978927940130234, + "m": 0.16972953081130981 + }, + { + "p": 0.019143953919410706, + "m": 0.7219063639640808 + }, + { + "p": 0.14299219846725464, + "m": 0.6423382759094238 + }, + { + "p": 0.14126595854759216, + "m": 0.8168346285820007 + }, + { + "p": 0.12652310729026794, + "m": 0.47173550724983215 + }, + { + "p": 0.04085079953074455, + "m": 1.0 + }, + { + "p": 0.16328932344913483, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.1435011625289917, + "val_loss": 0.8757218718528748, + "acc": 68.41, + "time": 255.94166121911258, + "param": [ + { + "p": 0.1422346830368042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0730777233839035, + "m": 1.0 + }, + { + "p": 0.04369324818253517, + "m": 0.00039919535629451275 + }, + { + "p": 0.00027740802033804357, + "m": 0.9811264276504517 + }, + { + "p": 0.06270761042833328, + "m": 0.9622374773025513 + }, + { + "p": 0.034608982503414154, + "m": 0.1871824562549591 + }, + { + "p": 0.004219755996018648, + "m": 0.7016051411628723 + }, + { + "p": 0.146015927195549, + "m": 0.6363815069198608 + }, + { + "p": 0.15116503834724426, + "m": 0.8233041763305664 + }, + { + "p": 0.1200157031416893, + "m": 0.4551841914653778 + }, + { + "p": 0.0491500161588192, + "m": 1.0 + }, + { + "p": 0.1711142212152481, + "m": 1.0 + }, + { + "p": 0.0017197498818859458, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.17063570022583, + "val_loss": 0.8342810273170471, + "acc": 69.04, + "time": 255.40325688477606, + "param": [ + { + "p": 0.13977980613708496, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07800095528364182, + "m": 1.0 + }, + { + "p": 0.03846181184053421, + "m": 0.0 + }, + { + "p": 0.0015574017306789756, + "m": 1.0 + }, + { + "p": 0.05703287571668625, + "m": 0.967430591583252 + }, + { + "p": 0.03041917085647583, + "m": 0.19407697021961212 + }, + { + "p": 0.009421785362064838, + "m": 0.7326210141181946 + }, + { + "p": 0.1501595377922058, + "m": 0.6071833372116089 + }, + { + "p": 0.1487482786178589, + "m": 0.8302741646766663 + }, + { + "p": 0.11706484109163284, + "m": 0.4050582945346832 + }, + { + "p": 0.05219988152384758, + "m": 1.0 + }, + { + "p": 0.1646970808506012, + "m": 1.0 + }, + { + "p": 0.012456544674932957, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 0.9723058938980103, + "val_loss": 0.9616620540618896, + "acc": 68.38, + "time": 252.87499934481457, + "param": [ + { + "p": 0.14601393043994904, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08019649237394333, + "m": 1.0 + }, + { + "p": 0.03269415721297264, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06103484332561493, + "m": 0.9228469729423523 + }, + { + "p": 0.01236044056713581, + "m": 0.17585085332393646 + }, + { + "p": 0.009332528337836266, + "m": 0.7259368300437927 + }, + { + "p": 0.1480739265680313, + "m": 0.5869691967964172 + }, + { + "p": 0.15223482251167297, + "m": 0.8639200329780579 + }, + { + "p": 0.12077009677886963, + "m": 0.3821726143360138 + }, + { + "p": 0.04970399662852287, + "m": 1.0 + }, + { + "p": 0.16191112995147705, + "m": 1.0 + }, + { + "p": 0.02567349374294281, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.0452932119369507, + "val_loss": 0.9843846559524536, + "acc": 68.08, + "time": 255.6631737840362, + "param": [ + { + "p": 0.14074762165546417, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08611305803060532, + "m": 1.0 + }, + { + "p": 0.03656173124909401, + "m": 0.0006842422881163657 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06530623883008957, + "m": 0.8810009956359863 + }, + { + "p": 0.009271814487874508, + "m": 0.16398568451404572 + }, + { + "p": 0.016455337405204773, + "m": 0.6993971467018127 + }, + { + "p": 0.14567811787128448, + "m": 0.5906919240951538 + }, + { + "p": 0.13783012330532074, + "m": 0.8859220743179321 + }, + { + "p": 0.11626063287258148, + "m": 0.3879597783088684 + }, + { + "p": 0.05099761486053467, + "m": 1.0 + }, + { + "p": 0.1586088240146637, + "m": 1.0 + }, + { + "p": 0.03616885095834732, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.0992029905319214, + "val_loss": 1.0445022583007812, + "acc": 69.03, + "time": 254.35080013470724, + "param": [ + { + "p": 0.1513001173734665, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08432157337665558, + "m": 1.0 + }, + { + "p": 0.00780744943767786, + "m": 0.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05935056135058403, + "m": 0.8691326379776001 + }, + { + "p": 0.0, + "m": 0.12580199539661407 + }, + { + "p": 0.009235572069883347, + "m": 0.6504490375518799 + }, + { + "p": 0.1687116175889969, + "m": 0.5774921178817749 + }, + { + "p": 0.14515063166618347, + "m": 0.9077408313751221 + }, + { + "p": 0.12025855481624603, + "m": 0.3693256676197052 + }, + { + "p": 0.04825369268655777, + "m": 1.0 + }, + { + "p": 0.18577417731285095, + "m": 1.0 + }, + { + "p": 0.01983596198260784, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.1977266073226929, + "val_loss": 0.9452525973320007, + "acc": 67.85, + "time": 255.23619592795148, + "param": [ + { + "p": 0.1668173372745514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07799437642097473, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0037669623270630836 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045844901353120804, + "m": 0.8272680640220642 + }, + { + "p": 0.0, + "m": 0.07458285987377167 + }, + { + "p": 0.0, + "m": 0.6436548233032227 + }, + { + "p": 0.17910858988761902, + "m": 0.5885289311408997 + }, + { + "p": 0.1543039232492447, + "m": 0.9394210577011108 + }, + { + "p": 0.11996974796056747, + "m": 0.3619857132434845 + }, + { + "p": 0.03371686488389969, + "m": 1.0 + }, + { + "p": 0.21699698269367218, + "m": 1.0 + }, + { + "p": 0.005247278138995171, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.230660080909729, + "val_loss": 0.8706274628639221, + "acc": 68.78, + "time": 256.5196116119623, + "param": [ + { + "p": 0.15899670124053955, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07428432255983353, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.027377629652619362 + }, + { + "p": 0.0, + "m": 0.9988363981246948 + }, + { + "p": 0.03378180041909218, + "m": 0.7728815078735352 + }, + { + "p": 0.0030560533050447702, + "m": 0.05811433121562004 + }, + { + "p": 0.0, + "m": 0.6305516958236694 + }, + { + "p": 0.18006812036037445, + "m": 0.5850594639778137 + }, + { + "p": 0.16020014882087708, + "m": 0.9655358195304871 + }, + { + "p": 0.13158856332302094, + "m": 0.337450236082077 + }, + { + "p": 0.033278483897447586, + "m": 1.0 + }, + { + "p": 0.21728913486003876, + "m": 1.0 + }, + { + "p": 0.007456607650965452, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.3222429752349854, + "val_loss": 0.7533151507377625, + "acc": 68.94, + "time": 254.56214471487328, + "param": [ + { + "p": 0.16162821650505066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06471623480319977, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.996617317199707 + }, + { + "p": 0.02495461329817772, + "m": 0.7454963326454163 + }, + { + "p": 0.0, + "m": 0.0747901126742363 + }, + { + "p": 0.0014947556192055345, + "m": 0.6392062306404114 + }, + { + "p": 0.1865072101354599, + "m": 0.5637250542640686 + }, + { + "p": 0.16443073749542236, + "m": 0.9914742112159729 + }, + { + "p": 0.1345522701740265, + "m": 0.3018142879009247 + }, + { + "p": 0.042023349553346634, + "m": 1.0 + }, + { + "p": 0.21204188466072083, + "m": 1.0 + }, + { + "p": 0.007650614250451326, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.4895195960998535, + "val_loss": 0.8164984583854675, + "acc": 68.71, + "time": 254.20877123484388, + "param": [ + { + "p": 0.1579848974943161, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05037876218557358, + "m": 1.0 + }, + { + "p": 0.006930998060852289, + "m": 0.0001150073076132685 + }, + { + "p": 0.0, + "m": 0.9762329459190369 + }, + { + "p": 0.02228764072060585, + "m": 0.71319979429245 + }, + { + "p": 0.0017391954315826297, + "m": 0.0913141593337059 + }, + { + "p": 0.0, + "m": 0.645391583442688 + }, + { + "p": 0.20001335442066193, + "m": 0.5308515429496765 + }, + { + "p": 0.16049334406852722, + "m": 1.0 + }, + { + "p": 0.13635823130607605, + "m": 0.2566303312778473 + }, + { + "p": 0.046550583094358444, + "m": 1.0 + }, + { + "p": 0.20500193536281586, + "m": 1.0 + }, + { + "p": 0.012261045165359974, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.1245238780975342, + "val_loss": 0.8148677945137024, + "acc": 69.02, + "time": 256.89444663608447, + "param": [ + { + "p": 0.1770382821559906, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.043632879853248596, + "m": 1.0 + }, + { + "p": 0.014813522808253765, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9861714243888855 + }, + { + "p": 0.019946254789829254, + "m": 0.7369846105575562 + }, + { + "p": 0.0, + "m": 0.06311191618442535 + }, + { + "p": 0.0, + "m": 0.658544659614563 + }, + { + "p": 0.1970532089471817, + "m": 0.48750585317611694 + }, + { + "p": 0.16492417454719543, + "m": 1.0 + }, + { + "p": 0.13324911892414093, + "m": 0.23749840259552002 + }, + { + "p": 0.032417356967926025, + "m": 1.0 + }, + { + "p": 0.20945847034454346, + "m": 1.0 + }, + { + "p": 0.007466782350093126, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.256555199623108, + "val_loss": 0.896683931350708, + "acc": 69.32, + "time": 253.7175209503621, + "param": [ + { + "p": 0.18407782912254333, + "m": 1.0 + }, + { + "p": 0.003076799912378192, + "m": 1.0 + }, + { + "p": 0.046479105949401855, + "m": 1.0 + }, + { + "p": 0.020126866176724434, + "m": 0.0 + }, + { + "p": 0.0021719555370509624, + "m": 0.9986481666564941 + }, + { + "p": 0.03298158943653107, + "m": 0.7641463279724121 + }, + { + "p": 0.0009876767871901393, + "m": 0.03535480052232742 + }, + { + "p": 0.0005350157152861357, + "m": 0.6495707035064697 + }, + { + "p": 0.18768535554409027, + "m": 0.43348950147628784 + }, + { + "p": 0.15831056237220764, + "m": 0.9996823072433472 + }, + { + "p": 0.12378853559494019, + "m": 0.2158190757036209 + }, + { + "p": 0.026718325912952423, + "m": 1.0 + }, + { + "p": 0.20775511860847473, + "m": 1.0 + }, + { + "p": 0.005305296741425991, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.0736048221588135, + "val_loss": 0.99372798204422, + "acc": 69.55, + "time": 254.3099562432617, + "param": [ + { + "p": 0.18513444066047668, + "m": 1.0 + }, + { + "p": 0.0017899563536047935, + "m": 1.0 + }, + { + "p": 0.045735035091638565, + "m": 1.0 + }, + { + "p": 0.025890907272696495, + "m": 0.0010902165668085217 + }, + { + "p": 0.020995834842324257, + "m": 0.9961414933204651 + }, + { + "p": 0.0577998012304306, + "m": 0.7687200903892517 + }, + { + "p": 0.008562799543142319, + "m": 0.02037191018462181 + }, + { + "p": 0.0, + "m": 0.638542115688324 + }, + { + "p": 0.16670192778110504, + "m": 0.39496177434921265 + }, + { + "p": 0.15553660690784454, + "m": 0.9973238110542297 + }, + { + "p": 0.10170958936214447, + "m": 0.20203422009944916 + }, + { + "p": 0.02964017540216446, + "m": 1.0 + }, + { + "p": 0.1908746361732483, + "m": 1.0 + }, + { + "p": 0.009628218598663807, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.1558092832565308, + "val_loss": 0.9293806552886963, + "acc": 69.71, + "time": 252.05867545073852, + "param": [ + { + "p": 0.17243219912052155, + "m": 1.0 + }, + { + "p": 0.0057419678196311, + "m": 1.0 + }, + { + "p": 0.043484386056661606, + "m": 1.0 + }, + { + "p": 0.03228398784995079, + "m": 3.666359407361597e-05 + }, + { + "p": 0.039958830922842026, + "m": 0.977475643157959 + }, + { + "p": 0.07325486093759537, + "m": 0.7592647075653076 + }, + { + "p": 0.01967744156718254, + "m": 0.02606564201414585 + }, + { + "p": 0.008217432536184788, + "m": 0.6410095691680908 + }, + { + "p": 0.1465364694595337, + "m": 0.4090847969055176 + }, + { + "p": 0.1522858589887619, + "m": 1.0 + }, + { + "p": 0.09340028464794159, + "m": 0.19958814978599548 + }, + { + "p": 0.03315027803182602, + "m": 1.0 + }, + { + "p": 0.16113141179084778, + "m": 1.0 + }, + { + "p": 0.01844458095729351, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.1634665727615356, + "val_loss": 0.8735052943229675, + "acc": 67.6, + "time": 255.10810524597764, + "param": [ + { + "p": 0.1473560482263565, + "m": 1.0 + }, + { + "p": 0.009412980638444424, + "m": 1.0 + }, + { + "p": 0.05520947277545929, + "m": 1.0 + }, + { + "p": 0.04646528512239456, + "m": 0.0 + }, + { + "p": 0.04479203000664711, + "m": 1.0 + }, + { + "p": 0.07993266731500626, + "m": 0.7953102588653564 + }, + { + "p": 0.03792791813611984, + "m": 0.0020848081912845373 + }, + { + "p": 0.02007339894771576, + "m": 0.6349848508834839 + }, + { + "p": 0.1409141570329666, + "m": 0.4088524281978607 + }, + { + "p": 0.12721599638462067, + "m": 1.0 + }, + { + "p": 0.08448533713817596, + "m": 0.14309009909629822 + }, + { + "p": 0.043760985136032104, + "m": 1.0 + }, + { + "p": 0.1375458538532257, + "m": 1.0 + }, + { + "p": 0.02490789256989956, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.2998512983322144, + "val_loss": 0.9943781495094299, + "acc": 69.06, + "time": 255.70358272269368, + "param": [ + { + "p": 0.15246208012104034, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06031900271773338, + "m": 1.0 + }, + { + "p": 0.05376247689127922, + "m": 0.009931131266057491 + }, + { + "p": 0.043287232518196106, + "m": 1.0 + }, + { + "p": 0.08665136247873306, + "m": 0.7879540324211121 + }, + { + "p": 0.05354766175150871, + "m": 0.0 + }, + { + "p": 0.01849551312625408, + "m": 0.6024066209793091 + }, + { + "p": 0.1380859613418579, + "m": 0.3953714668750763 + }, + { + "p": 0.11728727072477341, + "m": 1.0 + }, + { + "p": 0.06872522085905075, + "m": 0.09347463399171829 + }, + { + "p": 0.03630037605762482, + "m": 1.0 + }, + { + "p": 0.14085856080055237, + "m": 1.0 + }, + { + "p": 0.030217261984944344, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.3211053609848022, + "val_loss": 0.7757657170295715, + "acc": 69.4, + "time": 253.19236744008958, + "param": [ + { + "p": 0.14434047043323517, + "m": 1.0 + }, + { + "p": 0.00030540762236341834, + "m": 1.0 + }, + { + "p": 0.05674446001648903, + "m": 1.0 + }, + { + "p": 0.055119965225458145, + "m": 0.0 + }, + { + "p": 0.045794207602739334, + "m": 0.9833484292030334 + }, + { + "p": 0.0831182450056076, + "m": 0.7664408087730408 + }, + { + "p": 0.07338157296180725, + "m": 0.0 + }, + { + "p": 0.02944815531373024, + "m": 0.5587726831436157 + }, + { + "p": 0.12647385895252228, + "m": 0.3800114691257477 + }, + { + "p": 0.10441327095031738, + "m": 1.0 + }, + { + "p": 0.06935416162014008, + "m": 0.07763418555259705 + }, + { + "p": 0.046554259955883026, + "m": 1.0 + }, + { + "p": 0.12822401523590088, + "m": 1.0 + }, + { + "p": 0.036727990955114365, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.544356346130371, + "val_loss": 0.8693814873695374, + "acc": 68.92, + "time": 254.12198458891362, + "param": [ + { + "p": 0.13538454473018646, + "m": 1.0 + }, + { + "p": 0.0009117285371758044, + "m": 1.0 + }, + { + "p": 0.05208433046936989, + "m": 1.0 + }, + { + "p": 0.06856948137283325, + "m": 7.555347110610455e-05 + }, + { + "p": 0.05052740499377251, + "m": 0.9711161851882935 + }, + { + "p": 0.06637072563171387, + "m": 0.7282882928848267 + }, + { + "p": 0.08428558707237244, + "m": 0.0 + }, + { + "p": 0.03330526873469353, + "m": 0.5339891910552979 + }, + { + "p": 0.11766188591718674, + "m": 0.34536927938461304 + }, + { + "p": 0.09994921088218689, + "m": 1.0 + }, + { + "p": 0.08015237003564835, + "m": 0.010137542150914669 + }, + { + "p": 0.05902639403939247, + "m": 1.0 + }, + { + "p": 0.12104529142379761, + "m": 1.0 + }, + { + "p": 0.03072577714920044, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.3434630632400513, + "val_loss": 1.0244299173355103, + "acc": 68.96, + "time": 253.82049949932843, + "param": [ + { + "p": 0.14235129952430725, + "m": 1.0 + }, + { + "p": 0.005236596334725618, + "m": 1.0 + }, + { + "p": 0.05306520313024521, + "m": 1.0 + }, + { + "p": 0.07925047725439072, + "m": 0.0 + }, + { + "p": 0.044780295342206955, + "m": 0.9658764004707336 + }, + { + "p": 0.040973927825689316, + "m": 0.6844663619995117 + }, + { + "p": 0.09865343570709229, + "m": 0.0 + }, + { + "p": 0.020748432725667953, + "m": 0.5209030508995056 + }, + { + "p": 0.11179961264133453, + "m": 0.33134353160858154 + }, + { + "p": 0.10599689185619354, + "m": 1.0 + }, + { + "p": 0.06660320609807968, + "m": 0.012374469079077244 + }, + { + "p": 0.06842819601297379, + "m": 1.0 + }, + { + "p": 0.1285254955291748, + "m": 1.0 + }, + { + "p": 0.033586833626031876, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.4087814092636108, + "val_loss": 0.7900089621543884, + "acc": 69.55, + "time": 254.37859135167673, + "param": [ + { + "p": 0.14709040522575378, + "m": 1.0 + }, + { + "p": 0.00032952241599559784, + "m": 1.0 + }, + { + "p": 0.04807144030928612, + "m": 1.0 + }, + { + "p": 0.09401346743106842, + "m": 0.0 + }, + { + "p": 0.03130181133747101, + "m": 0.9610028862953186 + }, + { + "p": 0.030497383326292038, + "m": 0.6488037109375 + }, + { + "p": 0.11299379914999008, + "m": 0.0 + }, + { + "p": 0.003689704928547144, + "m": 0.5064406394958496 + }, + { + "p": 0.10207761079072952, + "m": 0.3390845060348511 + }, + { + "p": 0.11406725645065308, + "m": 1.0 + }, + { + "p": 0.05506002902984619, + "m": 0.011467804200947285 + }, + { + "p": 0.08185642957687378, + "m": 1.0 + }, + { + "p": 0.13381341099739075, + "m": 1.0 + }, + { + "p": 0.04513762891292572, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.404404878616333, + "val_loss": 0.9465882778167725, + "acc": 69.94, + "time": 256.7243598480709, + "param": [ + { + "p": 0.14486107230186462, + "m": 1.0 + }, + { + "p": 0.0019089204724878073, + "m": 1.0 + }, + { + "p": 0.05751800164580345, + "m": 1.0 + }, + { + "p": 0.09996075183153152, + "m": 0.0 + }, + { + "p": 0.02388787269592285, + "m": 0.9590986967086792 + }, + { + "p": 0.03570070490241051, + "m": 0.6265981197357178 + }, + { + "p": 0.1130271852016449, + "m": 0.019658692181110382 + }, + { + "p": 0.008343742229044437, + "m": 0.5095838904380798 + }, + { + "p": 0.09890014678239822, + "m": 0.340156614780426 + }, + { + "p": 0.10878327488899231, + "m": 1.0 + }, + { + "p": 0.0491950623691082, + "m": 0.0 + }, + { + "p": 0.07831866294145584, + "m": 1.0 + }, + { + "p": 0.13908669352531433, + "m": 1.0 + }, + { + "p": 0.04050784185528755, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.319386601448059, + "val_loss": 0.7881281971931458, + "acc": 70.4, + "time": 258.4606606140733, + "param": [ + { + "p": 0.15389953553676605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06629005819559097, + "m": 1.0 + }, + { + "p": 0.10980631411075592, + "m": 0.0032768698874861 + }, + { + "p": 0.0, + "m": 0.915158212184906 + }, + { + "p": 0.06091225519776344, + "m": 0.5881454944610596 + }, + { + "p": 0.11491928994655609, + "m": 0.004964845255017281 + }, + { + "p": 0.003026300109922886, + "m": 0.534977912902832 + }, + { + "p": 0.10646996647119522, + "m": 0.3435481786727905 + }, + { + "p": 0.11300822347402573, + "m": 1.0 + }, + { + "p": 0.03170954808592796, + "m": 0.025703731924295425 + }, + { + "p": 0.07640283554792404, + "m": 1.0 + }, + { + "p": 0.1376582235097885, + "m": 1.0 + }, + { + "p": 0.025897426530718803, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.4117687940597534, + "val_loss": 0.8945075273513794, + "acc": 68.0, + "time": 257.1842364692129, + "param": [ + { + "p": 0.15708951652050018, + "m": 1.0 + }, + { + "p": 0.0023780670017004013, + "m": 1.0 + }, + { + "p": 0.07140958309173584, + "m": 1.0 + }, + { + "p": 0.11074637621641159, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9306288957595825 + }, + { + "p": 0.09251575917005539, + "m": 0.4762895703315735 + }, + { + "p": 0.11875034123659134, + "m": 0.0 + }, + { + "p": 0.0022429742384701967, + "m": 0.5791776776313782 + }, + { + "p": 0.11501362174749374, + "m": 0.3687383830547333 + }, + { + "p": 0.1027287095785141, + "m": 0.9743809700012207 + }, + { + "p": 0.012512658722698689, + "m": 0.03437912091612816 + }, + { + "p": 0.07296878099441528, + "m": 1.0 + }, + { + "p": 0.12905268371105194, + "m": 1.0 + }, + { + "p": 0.012590956874191761, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.288902997970581, + "val_loss": 0.9884527921676636, + "acc": 70.22, + "time": 252.7111243540421, + "param": [ + { + "p": 0.13846345245838165, + "m": 1.0 + }, + { + "p": 0.008467676118016243, + "m": 1.0 + }, + { + "p": 0.062125205993652344, + "m": 1.0 + }, + { + "p": 0.11001153290271759, + "m": 0.004506518132984638 + }, + { + "p": 0.008565862663090229, + "m": 0.8987806439399719 + }, + { + "p": 0.1091851070523262, + "m": 0.39890098571777344 + }, + { + "p": 0.1193263903260231, + "m": 0.009926061145961285 + }, + { + "p": 0.008639193139970303, + "m": 0.6094765663146973 + }, + { + "p": 0.12794232368469238, + "m": 0.3876069486141205 + }, + { + "p": 0.07830023765563965, + "m": 0.9607598185539246 + }, + { + "p": 0.02458551526069641, + "m": 0.0 + }, + { + "p": 0.07488087564706802, + "m": 1.0 + }, + { + "p": 0.1146928071975708, + "m": 1.0 + }, + { + "p": 0.01481378823518753, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.3428391218185425, + "val_loss": 0.9042612314224243, + "acc": 69.03, + "time": 259.3383513232693, + "param": [ + { + "p": 0.1182185560464859, + "m": 1.0 + }, + { + "p": 0.016396261751651764, + "m": 1.0 + }, + { + "p": 0.057946622371673584, + "m": 1.0 + }, + { + "p": 0.11337278038263321, + "m": 0.0 + }, + { + "p": 0.019875677302479744, + "m": 0.8388875722885132 + }, + { + "p": 0.10236676037311554, + "m": 0.34116002917289734 + }, + { + "p": 0.11482875049114227, + "m": 0.0 + }, + { + "p": 0.01503403764218092, + "m": 0.577019214630127 + }, + { + "p": 0.1297631561756134, + "m": 0.37805432081222534 + }, + { + "p": 0.07611116021871567, + "m": 0.948575496673584 + }, + { + "p": 0.03673224896192551, + "m": 0.0 + }, + { + "p": 0.0761103481054306, + "m": 1.0 + }, + { + "p": 0.1070079505443573, + "m": 1.0 + }, + { + "p": 0.016235744580626488, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.2572574615478516, + "val_loss": 1.0240364074707031, + "acc": 69.3, + "time": 255.17500837193802, + "param": [ + { + "p": 0.12839166820049286, + "m": 1.0 + }, + { + "p": 0.005817984230816364, + "m": 1.0 + }, + { + "p": 0.056180521845817566, + "m": 1.0 + }, + { + "p": 0.1381569355726242, + "m": 0.0023127268068492413 + }, + { + "p": 0.0002304457884747535, + "m": 0.7715885639190674 + }, + { + "p": 0.0846584290266037, + "m": 0.2701987028121948 + }, + { + "p": 0.12820503115653992, + "m": 0.0 + }, + { + "p": 0.0034562519285827875, + "m": 0.5471873879432678 + }, + { + "p": 0.15107150375843048, + "m": 0.36225834488868713 + }, + { + "p": 0.08496460318565369, + "m": 0.9382762312889099 + }, + { + "p": 0.021529991179704666, + "m": 0.0 + }, + { + "p": 0.07744332402944565, + "m": 1.0 + }, + { + "p": 0.11989331245422363, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.062595248222351, + "val_loss": 0.8199515342712402, + "acc": 70.07, + "time": 253.9288332988508, + "param": [ + { + "p": 0.13941767811775208, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0574360117316246, + "m": 1.0 + }, + { + "p": 0.14973178505897522, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7415729761123657 + }, + { + "p": 0.06974051892757416, + "m": 0.27160534262657166 + }, + { + "p": 0.12869781255722046, + "m": 0.0 + }, + { + "p": 0.00429652351886034, + "m": 0.5187951922416687 + }, + { + "p": 0.16275489330291748, + "m": 0.32498592138290405 + }, + { + "p": 0.08354432135820389, + "m": 0.9355965256690979 + }, + { + "p": 0.004406131338328123, + "m": 0.013946941122412682 + }, + { + "p": 0.08086594194173813, + "m": 1.0 + }, + { + "p": 0.11910838633775711, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.1004799604415894, + "val_loss": 0.8580068349838257, + "acc": 70.18, + "time": 254.72063820296898, + "param": [ + { + "p": 0.13768844306468964, + "m": 1.0 + }, + { + "p": 0.0021876220125705004, + "m": 1.0 + }, + { + "p": 0.06329814344644547, + "m": 1.0 + }, + { + "p": 0.14849162101745605, + "m": 0.0 + }, + { + "p": 0.0010970676084980369, + "m": 0.7062390446662903 + }, + { + "p": 0.058207981288433075, + "m": 0.2650115489959717 + }, + { + "p": 0.11974826455116272, + "m": 0.0 + }, + { + "p": 0.0003536794101819396, + "m": 0.4624577760696411 + }, + { + "p": 0.16660171747207642, + "m": 0.2937428653240204 + }, + { + "p": 0.07521826028823853, + "m": 0.9259505271911621 + }, + { + "p": 0.008923796936869621, + "m": 0.05721645802259445 + }, + { + "p": 0.09857781231403351, + "m": 1.0 + }, + { + "p": 0.11935821175575256, + "m": 1.0 + }, + { + "p": 0.00024735782062634826, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.0049381256103516, + "val_loss": 1.1015459299087524, + "acc": 70.32, + "time": 258.19847976602614, + "param": [ + { + "p": 0.13299155235290527, + "m": 1.0 + }, + { + "p": 0.001540430006571114, + "m": 1.0 + }, + { + "p": 0.06962430477142334, + "m": 1.0 + }, + { + "p": 0.12834735214710236, + "m": 9.140751353697851e-05 + }, + { + "p": 0.0031591823790222406, + "m": 0.6708934307098389 + }, + { + "p": 0.0625787153840065, + "m": 0.22887054085731506 + }, + { + "p": 0.10785499215126038, + "m": 0.0 + }, + { + "p": 0.0002570973301772028, + "m": 0.4047561287879944 + }, + { + "p": 0.1531188189983368, + "m": 0.2580851912498474 + }, + { + "p": 0.08015567064285278, + "m": 0.9069862365722656 + }, + { + "p": 0.03403659909963608, + "m": 0.048062026500701904 + }, + { + "p": 0.10352730005979538, + "m": 1.0 + }, + { + "p": 0.11938715726137161, + "m": 1.0 + }, + { + "p": 0.0034209047444164753, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 0.9493958353996277, + "val_loss": 0.8801667094230652, + "acc": 69.51, + "time": 255.9661743370816, + "param": [ + { + "p": 0.13393445312976837, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0700627863407135, + "m": 1.0 + }, + { + "p": 0.11263066530227661, + "m": 0.00018698876374401152 + }, + { + "p": 0.0, + "m": 0.6358007788658142 + }, + { + "p": 0.06577689200639725, + "m": 0.1989145576953888 + }, + { + "p": 0.11396849155426025, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.32228052616119385 + }, + { + "p": 0.15245722234249115, + "m": 0.24097459018230438 + }, + { + "p": 0.08386240154504776, + "m": 0.9002853035926819 + }, + { + "p": 0.04452993720769882, + "m": 0.050514113157987595 + }, + { + "p": 0.10435232520103455, + "m": 1.0 + }, + { + "p": 0.11842485517263412, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 0.9551315307617188, + "val_loss": 0.889150857925415, + "acc": 69.86, + "time": 257.04588012304157, + "param": [ + { + "p": 0.13358378410339355, + "m": 1.0 + }, + { + "p": 0.0003736692597158253, + "m": 1.0 + }, + { + "p": 0.08174226433038712, + "m": 1.0 + }, + { + "p": 0.09478458017110825, + "m": 0.0 + }, + { + "p": 0.007221467327326536, + "m": 0.6307899355888367 + }, + { + "p": 0.0672205239534378, + "m": 0.2064165472984314 + }, + { + "p": 0.11359889805316925, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.30129945278167725 + }, + { + "p": 0.14197349548339844, + "m": 0.24672959744930267 + }, + { + "p": 0.08169210702180862, + "m": 0.9172560572624207 + }, + { + "p": 0.04064580053091049, + "m": 0.050058893859386444 + }, + { + "p": 0.10801741480827332, + "m": 1.0 + }, + { + "p": 0.11784091591835022, + "m": 1.0 + }, + { + "p": 0.011304988525807858, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.0434598922729492, + "val_loss": 0.8767133355140686, + "acc": 70.42, + "time": 254.9564928212203, + "param": [ + { + "p": 0.1421722173690796, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09203515201807022, + "m": 1.0 + }, + { + "p": 0.09184551239013672, + "m": 0.0 + }, + { + "p": 0.01270468533039093, + "m": 0.6161226034164429 + }, + { + "p": 0.05580791458487511, + "m": 0.18844886124134064 + }, + { + "p": 0.11452304571866989, + "m": 0.0006552704144269228 + }, + { + "p": 0.0, + "m": 0.2911701798439026 + }, + { + "p": 0.12329813092947006, + "m": 0.28070640563964844 + }, + { + "p": 0.07744358479976654, + "m": 0.9339955449104309 + }, + { + "p": 0.018691210076212883, + "m": 0.05329401046037674 + }, + { + "p": 0.11389967799186707, + "m": 1.0 + }, + { + "p": 0.133977472782135, + "m": 1.0 + }, + { + "p": 0.023601459339261055, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.070408821105957, + "val_loss": 0.9427209496498108, + "acc": 68.35, + "time": 254.84850164828822, + "param": [ + { + "p": 0.14366267621517181, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1050674095749855, + "m": 1.0 + }, + { + "p": 0.09640535712242126, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.6126751899719238 + }, + { + "p": 0.037591222673654556, + "m": 0.18158642947673798 + }, + { + "p": 0.12056334316730499, + "m": 0.0 + }, + { + "p": 0.0010152468457818031, + "m": 0.28135067224502563 + }, + { + "p": 0.112093985080719, + "m": 0.3115960359573364 + }, + { + "p": 0.07767533510923386, + "m": 0.9274842739105225 + }, + { + "p": 0.0, + "m": 0.05414566025137901 + }, + { + "p": 0.12184067815542221, + "m": 1.0 + }, + { + "p": 0.15177375078201294, + "m": 1.0 + }, + { + "p": 0.03231097385287285, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.9983333945274353, + "val_loss": 0.8917900919914246, + "acc": 70.64, + "time": 255.98902623029426, + "param": [ + { + "p": 0.13191694021224976, + "m": 1.0 + }, + { + "p": 0.0041430131532251835, + "m": 1.0 + }, + { + "p": 0.09428787231445312, + "m": 1.0 + }, + { + "p": 0.09606797993183136, + "m": 0.0 + }, + { + "p": 0.004873977974057198, + "m": 0.6009057760238647 + }, + { + "p": 0.023175138980150223, + "m": 0.21605946123600006 + }, + { + "p": 0.11001873761415482, + "m": 0.0 + }, + { + "p": 0.01275756023824215, + "m": 0.25373807549476624 + }, + { + "p": 0.11316774785518646, + "m": 0.3688838481903076 + }, + { + "p": 0.0750255212187767, + "m": 0.90845787525177 + }, + { + "p": 0.007558599580079317, + "m": 0.0664813444018364 + }, + { + "p": 0.11983529478311539, + "m": 1.0 + }, + { + "p": 0.14251883327960968, + "m": 1.0 + }, + { + "p": 0.0646527111530304, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.8138180375099182, + "val_loss": 0.8164962530136108, + "acc": 70.85, + "time": 254.6218722681515, + "param": [ + { + "p": 0.13788345456123352, + "m": 1.0 + }, + { + "p": 0.004462966695427895, + "m": 1.0 + }, + { + "p": 0.08946840465068817, + "m": 1.0 + }, + { + "p": 0.0949450135231018, + "m": 0.0010641274275258183 + }, + { + "p": 0.018236003816127777, + "m": 0.575768232345581 + }, + { + "p": 0.011562343686819077, + "m": 0.21101585030555725 + }, + { + "p": 0.10194125771522522, + "m": 0.02168748714029789 + }, + { + "p": 0.015600647777318954, + "m": 0.22291447222232819 + }, + { + "p": 0.11447232961654663, + "m": 0.39865443110466003 + }, + { + "p": 0.06781495362520218, + "m": 0.8985849618911743 + }, + { + "p": 0.006246805191040039, + "m": 0.0764014795422554 + }, + { + "p": 0.11323797702789307, + "m": 1.0 + }, + { + "p": 0.1385023444890976, + "m": 1.0 + }, + { + "p": 0.08562541753053665, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.100219964981079, + "val_loss": 0.9113609194755554, + "acc": 70.03, + "time": 256.5452540060505, + "param": [ + { + "p": 0.14994478225708008, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09677397459745407, + "m": 1.0 + }, + { + "p": 0.09688961505889893, + "m": 0.0 + }, + { + "p": 0.009661550633609295, + "m": 0.5491103529930115 + }, + { + "p": 0.0, + "m": 0.20640745759010315 + }, + { + "p": 0.09831910580396652, + "m": 0.009555302560329437 + }, + { + "p": 0.005186597816646099, + "m": 0.17032450437545776 + }, + { + "p": 0.1157863587141037, + "m": 0.40781471133232117 + }, + { + "p": 0.06504899263381958, + "m": 0.872456431388855 + }, + { + "p": 0.0, + "m": 0.07855092734098434 + }, + { + "p": 0.11286814510822296, + "m": 1.0 + }, + { + "p": 0.14045357704162598, + "m": 1.0 + }, + { + "p": 0.10906728357076645, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.9114419221878052, + "val_loss": 0.9622712731361389, + "acc": 70.66, + "time": 255.17106186505407, + "param": [ + { + "p": 0.16097764670848846, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10099074989557266, + "m": 1.0 + }, + { + "p": 0.09264705330133438, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.48334476351737976 + }, + { + "p": 0.003811916569247842, + "m": 0.17439314723014832 + }, + { + "p": 0.1007668599486351, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.15644097328186035 + }, + { + "p": 0.09237030893564224, + "m": 0.381049245595932 + }, + { + "p": 0.051857009530067444, + "m": 0.8509214520454407 + }, + { + "p": 0.0, + "m": 0.07973898202180862 + }, + { + "p": 0.11712475121021271, + "m": 1.0 + }, + { + "p": 0.15777504444122314, + "m": 1.0 + }, + { + "p": 0.12167861312627792, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.9905818700790405, + "val_loss": 0.9076489806175232, + "acc": 69.82, + "time": 252.31139484234154, + "param": [ + { + "p": 0.16117100417613983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1006772518157959, + "m": 1.0 + }, + { + "p": 0.0849076509475708, + "m": 0.0017720391042530537 + }, + { + "p": 0.0, + "m": 0.440651535987854 + }, + { + "p": 0.0, + "m": 0.11408917605876923 + }, + { + "p": 0.10642731934785843, + "m": 0.004488438367843628 + }, + { + "p": 0.0, + "m": 0.18468770384788513 + }, + { + "p": 0.06797776371240616, + "m": 0.3617728650569916 + }, + { + "p": 0.04505082592368126, + "m": 0.8500896692276001 + }, + { + "p": 0.0, + "m": 0.08060158789157867 + }, + { + "p": 0.13280156254768372, + "m": 1.0 + }, + { + "p": 0.17007417976856232, + "m": 1.0 + }, + { + "p": 0.13091248273849487, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 0.8334174156188965, + "val_loss": 0.7286273837089539, + "acc": 70.05, + "time": 257.3006390342489, + "param": [ + { + "p": 0.16290287673473358, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1064232736825943, + "m": 1.0 + }, + { + "p": 0.0843033641576767, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.40126726031303406 + }, + { + "p": 0.0, + "m": 0.14058400690555573 + }, + { + "p": 0.09894362092018127, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.16710223257541656 + }, + { + "p": 0.05119369924068451, + "m": 0.322431743144989 + }, + { + "p": 0.036611177027225494, + "m": 0.8476823568344116 + }, + { + "p": 0.0, + "m": 0.07075606286525726 + }, + { + "p": 0.13385750353336334, + "m": 1.0 + }, + { + "p": 0.17331315577030182, + "m": 1.0 + }, + { + "p": 0.152451291680336, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.9488281011581421, + "val_loss": 0.8039085268974304, + "acc": 70.53, + "time": 256.0437414138578, + "param": [ + { + "p": 0.17100313305854797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10630641877651215, + "m": 1.0 + }, + { + "p": 0.08809751272201538, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.38296765089035034 + }, + { + "p": 0.0, + "m": 0.12734217941761017 + }, + { + "p": 0.08290840685367584, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.17379774153232574 + }, + { + "p": 0.04767465218901634, + "m": 0.30608972907066345 + }, + { + "p": 0.032267045229673386, + "m": 0.8421227335929871 + }, + { + "p": 0.0, + "m": 0.06079988181591034 + }, + { + "p": 0.13445544242858887, + "m": 1.0 + }, + { + "p": 0.17645038664340973, + "m": 1.0 + }, + { + "p": 0.1608370691537857, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.0326309204101562, + "val_loss": 0.8128397464752197, + "acc": 70.31, + "time": 254.44740853877738, + "param": [ + { + "p": 0.17808020114898682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10923635959625244, + "m": 1.0 + }, + { + "p": 0.09270942211151123, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.36560630798339844 + }, + { + "p": 0.0, + "m": 0.10069726407527924 + }, + { + "p": 0.08175384253263474, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.1276046186685562 + }, + { + "p": 0.03223837539553642, + "m": 0.3092018961906433 + }, + { + "p": 0.020448779687285423, + "m": 0.8535991311073303 + }, + { + "p": 0.0, + "m": 0.07258334755897522 + }, + { + "p": 0.13383416831493378, + "m": 1.0 + }, + { + "p": 0.18390387296676636, + "m": 1.0 + }, + { + "p": 0.16779503226280212, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 0.8334305286407471, + "val_loss": 0.8652091026306152, + "acc": 70.67, + "time": 255.26547755301, + "param": [ + { + "p": 0.1799267679452896, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11936784535646439, + "m": 1.0 + }, + { + "p": 0.09232859313488007, + "m": 0.0 + }, + { + "p": 0.010256534442305565, + "m": 0.3577364683151245 + }, + { + "p": 0.0, + "m": 0.04067808762192726 + }, + { + "p": 0.0890129804611206, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.07739539444446564 + }, + { + "p": 0.013622797094285488, + "m": 0.32121628522872925 + }, + { + "p": 0.009913239628076553, + "m": 0.8789239525794983 + }, + { + "p": 0.0, + "m": 0.08152280747890472 + }, + { + "p": 0.13718391954898834, + "m": 1.0 + }, + { + "p": 0.19472287595272064, + "m": 1.0 + }, + { + "p": 0.1536644995212555, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 0.9311679601669312, + "val_loss": 0.9293456673622131, + "acc": 70.99, + "time": 254.62620441569015, + "param": [ + { + "p": 0.18838004767894745, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11574596911668777, + "m": 1.0 + }, + { + "p": 0.09035209566354752, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.30853205919265747 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.09498570114374161, + "m": 0.0013685685116797686 + }, + { + "p": 0.0, + "m": 0.011550376191735268 + }, + { + "p": 0.0, + "m": 0.3329811096191406 + }, + { + "p": 0.0, + "m": 0.9029514789581299 + }, + { + "p": 0.0, + "m": 0.08764743059873581 + }, + { + "p": 0.13481172919273376, + "m": 1.0 + }, + { + "p": 0.22238394618034363, + "m": 1.0 + }, + { + "p": 0.15334048867225647, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.8646342158317566, + "val_loss": 0.9570279121398926, + "acc": 69.73, + "time": 259.21964981919155, + "param": [ + { + "p": 0.20022043585777283, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09886988252401352, + "m": 1.0 + }, + { + "p": 0.07649309933185577, + "m": 0.030630577355623245 + }, + { + "p": 0.0, + "m": 0.23635846376419067 + }, + { + "p": 0.003725745715200901, + "m": 0.00045488716568797827 + }, + { + "p": 0.10284620523452759, + "m": 0.0 + }, + { + "p": 0.002116183517500758, + "m": 0.044213272631168365 + }, + { + "p": 0.0, + "m": 0.33953970670700073 + }, + { + "p": 0.0, + "m": 0.9067893028259277 + }, + { + "p": 0.0, + "m": 0.09548911452293396 + }, + { + "p": 0.12280093878507614, + "m": 1.0 + }, + { + "p": 0.24139010906219482, + "m": 1.0 + }, + { + "p": 0.15153738856315613, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 0.7387009859085083, + "val_loss": 0.9625564217567444, + "acc": 70.38, + "time": 254.77562981611118, + "param": [ + { + "p": 0.21508589386940002, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09901505708694458, + "m": 1.0 + }, + { + "p": 0.05398888513445854, + "m": 0.029540786519646645 + }, + { + "p": 0.0, + "m": 0.19634629786014557 + }, + { + "p": 0.0008087356109172106, + "m": 0.005243399646133184 + }, + { + "p": 0.10429885238409042, + "m": 0.0 + }, + { + "p": 0.0024381205439567566, + "m": 0.09790144115686417 + }, + { + "p": 0.0, + "m": 0.35047823190689087 + }, + { + "p": 0.002057280857115984, + "m": 0.8985702395439148 + }, + { + "p": 0.0, + "m": 0.10460491478443146 + }, + { + "p": 0.10971147567033768, + "m": 1.0 + }, + { + "p": 0.2575584650039673, + "m": 1.0 + }, + { + "p": 0.15503720939159393, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 0.8832983374595642, + "val_loss": 0.950780987739563, + "acc": 70.32, + "time": 254.86230963515118, + "param": [ + { + "p": 0.19885112345218658, + "m": 1.0 + }, + { + "p": 0.006449433974921703, + "m": 1.0 + }, + { + "p": 0.11613011360168457, + "m": 1.0 + }, + { + "p": 0.04732278361916542, + "m": 0.016019679605960846 + }, + { + "p": 0.003729942487552762, + "m": 0.11718335747718811 + }, + { + "p": 0.016857894137501717, + "m": 0.0 + }, + { + "p": 0.09382591396570206, + "m": 0.04086610674858093 + }, + { + "p": 0.011244712397456169, + "m": 0.07193971425294876 + }, + { + "p": 0.004610712639987469, + "m": 0.35316187143325806 + }, + { + "p": 0.022724119946360588, + "m": 0.877517819404602 + }, + { + "p": 0.018930215388536453, + "m": 0.09509096294641495 + }, + { + "p": 0.08908058702945709, + "m": 1.0 + }, + { + "p": 0.23079222440719604, + "m": 1.0 + }, + { + "p": 0.1394502818584442, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.7019678950309753, + "val_loss": 0.9812701344490051, + "acc": 70.15, + "time": 252.57926312973723, + "param": [ + { + "p": 0.16925449669361115, + "m": 1.0 + }, + { + "p": 0.019467836245894432, + "m": 1.0 + }, + { + "p": 0.12070195376873016, + "m": 1.0 + }, + { + "p": 0.04840339720249176, + "m": 0.0 + }, + { + "p": 0.021481076255440712, + "m": 0.07097180187702179 + }, + { + "p": 0.025626931339502335, + "m": 0.0 + }, + { + "p": 0.07883627712726593, + "m": 0.04168618842959404 + }, + { + "p": 0.021861838176846504, + "m": 0.09999728947877884 + }, + { + "p": 0.01869954727590084, + "m": 0.3248465061187744 + }, + { + "p": 0.04949352517724037, + "m": 0.8676921725273132 + }, + { + "p": 0.04657776653766632, + "m": 0.07293274998664856 + }, + { + "p": 0.07480712980031967, + "m": 1.0 + }, + { + "p": 0.18603511154651642, + "m": 1.0 + }, + { + "p": 0.11875324696302414, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.962533712387085, + "val_loss": 0.9007968306541443, + "acc": 71.23, + "time": 255.72305447701365, + "param": [ + { + "p": 0.13821372389793396, + "m": 1.0 + }, + { + "p": 0.032930076122283936, + "m": 1.0 + }, + { + "p": 0.11307574808597565, + "m": 1.0 + }, + { + "p": 0.0596030130982399, + "m": 0.0 + }, + { + "p": 0.033886540681123734, + "m": 0.054204244166612625 + }, + { + "p": 0.04411699250340462, + "m": 0.0 + }, + { + "p": 0.06563115119934082, + "m": 0.0 + }, + { + "p": 0.032623112201690674, + "m": 0.11425258219242096 + }, + { + "p": 0.04181356355547905, + "m": 0.31327974796295166 + }, + { + "p": 0.06956678628921509, + "m": 0.8595597743988037 + }, + { + "p": 0.06660184264183044, + "m": 0.05441110581159592 + }, + { + "p": 0.0666707456111908, + "m": 1.0 + }, + { + "p": 0.14140164852142334, + "m": 1.0 + }, + { + "p": 0.09386508166790009, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.0335952043533325, + "val_loss": 0.8977780938148499, + "acc": 70.98, + "time": 256.44604616006836, + "param": [ + { + "p": 0.13827921450138092, + "m": 1.0 + }, + { + "p": 0.023914935067296028, + "m": 1.0 + }, + { + "p": 0.1222374439239502, + "m": 1.0 + }, + { + "p": 0.07174689322710037, + "m": 0.0036262376233935356 + }, + { + "p": 0.02424556203186512, + "m": 0.04098113253712654 + }, + { + "p": 0.04617452993988991, + "m": 0.0005684669595211744 + }, + { + "p": 0.06581824272871017, + "m": 0.0 + }, + { + "p": 0.016748033463954926, + "m": 0.10151223838329315 + }, + { + "p": 0.05760376527905464, + "m": 0.2956833243370056 + }, + { + "p": 0.06838357448577881, + "m": 0.8606615662574768 + }, + { + "p": 0.08907674252986908, + "m": 0.04791047424077988 + }, + { + "p": 0.054071031510829926, + "m": 1.0 + }, + { + "p": 0.1257813572883606, + "m": 1.0 + }, + { + "p": 0.09591871500015259, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.0801653861999512, + "val_loss": 0.9538413882255554, + "acc": 70.5, + "time": 254.44521194975823, + "param": [ + { + "p": 0.16852723062038422, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14743253588676453, + "m": 1.0 + }, + { + "p": 0.08008129149675369, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.03622877597808838 + }, + { + "p": 0.03765380382537842, + "m": 0.05443728715181351 + }, + { + "p": 0.07136191427707672, + "m": 0.00023039495863486081 + }, + { + "p": 0.0, + "m": 0.062007103115320206 + }, + { + "p": 0.06630758196115494, + "m": 0.3103437125682831 + }, + { + "p": 0.05949609354138374, + "m": 0.8647164702415466 + }, + { + "p": 0.09276417642831802, + "m": 0.08147121220827103 + }, + { + "p": 0.03763391822576523, + "m": 1.0 + }, + { + "p": 0.13320422172546387, + "m": 1.0 + }, + { + "p": 0.10553713887929916, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 0.7435433268547058, + "val_loss": 0.8208114504814148, + "acc": 70.41, + "time": 255.22539223032072, + "param": [ + { + "p": 0.19080469012260437, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15293656289577484, + "m": 1.0 + }, + { + "p": 0.09011056274175644, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.03525804728269577 + }, + { + "p": 0.03512909263372421, + "m": 0.053680699318647385 + }, + { + "p": 0.06962806731462479, + "m": 0.0 + }, + { + "p": 0.004313392098993063, + "m": 0.0 + }, + { + "p": 0.07088353484869003, + "m": 0.3014114201068878 + }, + { + "p": 0.04130352661013603, + "m": 0.8710011839866638 + }, + { + "p": 0.08394146710634232, + "m": 0.07475832104682922 + }, + { + "p": 0.029607748612761497, + "m": 1.0 + }, + { + "p": 0.12665580213069916, + "m": 1.0 + }, + { + "p": 0.10468549281358719, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.8776177167892456, + "val_loss": 0.8287512063980103, + "acc": 71.06, + "time": 257.8192470599897, + "param": [ + { + "p": 0.20378391444683075, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15455302596092224, + "m": 1.0 + }, + { + "p": 0.08453474193811417, + "m": 0.0 + }, + { + "p": 0.002982612233608961, + "m": 0.025138763710856438 + }, + { + "p": 0.032489631325006485, + "m": 0.05363764613866806 + }, + { + "p": 0.06014125794172287, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.09102921932935715, + "m": 0.2599276900291443 + }, + { + "p": 0.025851381942629814, + "m": 0.852652907371521 + }, + { + "p": 0.10135519504547119, + "m": 0.04005851596593857 + }, + { + "p": 0.01936066336929798, + "m": 1.0 + }, + { + "p": 0.11382826417684555, + "m": 1.0 + }, + { + "p": 0.11009003221988678, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 0.9604700803756714, + "val_loss": 0.7543066143989563, + "acc": 69.74, + "time": 254.96022927295417, + "param": [ + { + "p": 0.21619167923927307, + "m": 1.0 + }, + { + "p": 0.0009022330632433295, + "m": 1.0 + }, + { + "p": 0.16754701733589172, + "m": 1.0 + }, + { + "p": 0.07403513044118881, + "m": 0.0 + }, + { + "p": 0.0005711406120099127, + "m": 0.0 + }, + { + "p": 0.04318178817629814, + "m": 0.03800370171666145 + }, + { + "p": 0.0475076287984848, + "m": 0.0 + }, + { + "p": 0.0004274484817869961, + "m": 0.001492091454565525 + }, + { + "p": 0.10620763897895813, + "m": 0.23181456327438354 + }, + { + "p": 0.015578119084239006, + "m": 0.8272966742515564 + }, + { + "p": 0.11214100569486618, + "m": 0.01405637152493 + }, + { + "p": 0.007084527052938938, + "m": 1.0 + }, + { + "p": 0.09535929560661316, + "m": 1.0 + }, + { + "p": 0.11326531320810318, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.052441120147705, + "val_loss": 0.845667839050293, + "acc": 70.22, + "time": 253.7769510699436, + "param": [ + { + "p": 0.1765395849943161, + "m": 1.0 + }, + { + "p": 0.021944504231214523, + "m": 1.0 + }, + { + "p": 0.15655949711799622, + "m": 1.0 + }, + { + "p": 0.0710056722164154, + "m": 0.0 + }, + { + "p": 0.01656375452876091, + "m": 0.0 + }, + { + "p": 0.06533978134393692, + "m": 0.03153885528445244 + }, + { + "p": 0.04594743251800537, + "m": 0.0 + }, + { + "p": 0.0053147971630096436, + "m": 0.0431331992149353 + }, + { + "p": 0.10018620640039444, + "m": 0.24940231442451477 + }, + { + "p": 0.0264701247215271, + "m": 0.82889324426651 + }, + { + "p": 0.09670305997133255, + "m": 0.0525907427072525 + }, + { + "p": 0.015875304117798805, + "m": 1.0 + }, + { + "p": 0.08999262005090714, + "m": 1.0 + }, + { + "p": 0.1115577295422554, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 0.8351505994796753, + "val_loss": 0.8061202764511108, + "acc": 70.17, + "time": 257.80979187227786, + "param": [ + { + "p": 0.1427989900112152, + "m": 1.0 + }, + { + "p": 0.03816807642579079, + "m": 1.0 + }, + { + "p": 0.1580488085746765, + "m": 1.0 + }, + { + "p": 0.06868169456720352, + "m": 0.0 + }, + { + "p": 0.023858077824115753, + "m": 0.0 + }, + { + "p": 0.08207467943429947, + "m": 0.0 + }, + { + "p": 0.039302825927734375, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0582379512488842 + }, + { + "p": 0.08860898017883301, + "m": 0.26554223895072937 + }, + { + "p": 0.04766204580664635, + "m": 0.8153861165046692 + }, + { + "p": 0.07606645673513412, + "m": 0.09673488885164261 + }, + { + "p": 0.01766032539308071, + "m": 1.0 + }, + { + "p": 0.09427108615636826, + "m": 1.0 + }, + { + "p": 0.12279794365167618, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json new file mode 100644 index 0000000..b7b0a73 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-Mag)-LeNet)-150epochs(dataug:0)-10in_it-2.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 68.99, + "Time": [ + 254.8559846741613, + 1.6485991530154922 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2677555084228516, + "val_loss": 2.2775039672851562, + "acc": 13.77, + "time": 253.92052766494453, + "param": [ + { + "p": 0.06940974295139313, + "m": 1.0 + }, + { + "p": 0.08317485451698303, + "m": 1.0 + }, + { + "p": 0.08592062443494797, + "m": 1.0 + }, + { + "p": 0.06617802381515503, + "m": 0.997970700263977 + }, + { + "p": 0.08496864885091782, + "m": 0.9275693893432617 + }, + { + "p": 0.03710819035768509, + "m": 0.9553999900817871 + }, + { + "p": 0.07973325252532959, + "m": 0.955070972442627 + }, + { + "p": 0.05593423917889595, + "m": 0.9619795083999634 + }, + { + "p": 0.06713185459375381, + "m": 0.9974388480186462 + }, + { + "p": 0.07525067031383514, + "m": 1.0 + }, + { + "p": 0.07911333441734314, + "m": 0.9972516894340515 + }, + { + "p": 0.07685695588588715, + "m": 0.9983341693878174 + }, + { + "p": 0.07272747904062271, + "m": 1.0 + }, + { + "p": 0.06649217754602432, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2644755840301514, + "val_loss": 2.067660093307495, + "acc": 23.22, + "time": 255.00707412790507, + "param": [ + { + "p": 0.08677063882350922, + "m": 1.0 + }, + { + "p": 0.0862356498837471, + "m": 1.0 + }, + { + "p": 0.07940015941858292, + "m": 1.0 + }, + { + "p": 0.08826348930597305, + "m": 0.9643166065216064 + }, + { + "p": 0.08400504291057587, + "m": 0.8927543759346008 + }, + { + "p": 0.04506079480051994, + "m": 0.9313631057739258 + }, + { + "p": 0.06702259182929993, + "m": 0.9724879264831543 + }, + { + "p": 0.06443634629249573, + "m": 0.9148477911949158 + }, + { + "p": 0.0693533718585968, + "m": 0.9415265321731567 + }, + { + "p": 0.0759170800447464, + "m": 1.0 + }, + { + "p": 0.07572203129529953, + "m": 0.9492504000663757 + }, + { + "p": 0.07890833914279938, + "m": 0.9983428120613098 + }, + { + "p": 0.0854962095618248, + "m": 1.0 + }, + { + "p": 0.013408278115093708, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.0739128589630127, + "val_loss": 2.0514464378356934, + "acc": 23.34, + "time": 255.76903105620295, + "param": [ + { + "p": 0.10542876273393631, + "m": 1.0 + }, + { + "p": 0.09007008373737335, + "m": 1.0 + }, + { + "p": 0.07892639189958572, + "m": 1.0 + }, + { + "p": 0.09444291144609451, + "m": 0.9130576848983765 + }, + { + "p": 0.06286277621984482, + "m": 0.9236923456192017 + }, + { + "p": 0.01763596199452877, + "m": 0.9147732853889465 + }, + { + "p": 0.06314297020435333, + "m": 0.9613492488861084 + }, + { + "p": 0.07662270218133926, + "m": 0.8589026927947998 + }, + { + "p": 0.072647325694561, + "m": 0.9255039691925049 + }, + { + "p": 0.07881863415241241, + "m": 0.9762700796127319 + }, + { + "p": 0.07742268592119217, + "m": 0.9545998573303223 + }, + { + "p": 0.08090174943208694, + "m": 0.9746080040931702 + }, + { + "p": 0.10107701271772385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.021603584289551, + "val_loss": 1.9383741617202759, + "acc": 29.08, + "time": 254.651355443988, + "param": [ + { + "p": 0.13244584202766418, + "m": 1.0 + }, + { + "p": 0.07495077699422836, + "m": 1.0 + }, + { + "p": 0.09724436700344086, + "m": 1.0 + }, + { + "p": 0.09257767349481583, + "m": 0.870508074760437 + }, + { + "p": 0.054414086043834686, + "m": 0.944120466709137 + }, + { + "p": 0.004803884774446487, + "m": 0.8943213224411011 + }, + { + "p": 0.0513957217335701, + "m": 0.9390897750854492 + }, + { + "p": 0.06284042447805405, + "m": 0.7903642058372498 + }, + { + "p": 0.063675656914711, + "m": 0.9185281991958618 + }, + { + "p": 0.08242806792259216, + "m": 0.9575180411338806 + }, + { + "p": 0.07121159136295319, + "m": 0.9590501189231873 + }, + { + "p": 0.10463792085647583, + "m": 0.960199773311615 + }, + { + "p": 0.1073739230632782, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.050973415374756, + "val_loss": 1.8226878643035889, + "acc": 32.69, + "time": 255.98284419998527, + "param": [ + { + "p": 0.1239185780286789, + "m": 1.0 + }, + { + "p": 0.07037957012653351, + "m": 1.0 + }, + { + "p": 0.10500964522361755, + "m": 1.0 + }, + { + "p": 0.09277068823575974, + "m": 0.8402533531188965 + }, + { + "p": 0.06351501494646072, + "m": 0.9321877360343933 + }, + { + "p": 0.0, + "m": 0.8819487690925598 + }, + { + "p": 0.06285033375024796, + "m": 0.90590500831604 + }, + { + "p": 0.04425842687487602, + "m": 0.7086995244026184 + }, + { + "p": 0.07178598642349243, + "m": 0.9309067726135254 + }, + { + "p": 0.07643704861402512, + "m": 0.9190343618392944 + }, + { + "p": 0.06722643971443176, + "m": 0.9689342379570007 + }, + { + "p": 0.11152767390012741, + "m": 0.9381788969039917 + }, + { + "p": 0.11032061278820038, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.8499550819396973, + "val_loss": 1.8149954080581665, + "acc": 35.85, + "time": 257.09670627396554, + "param": [ + { + "p": 0.11843378096818924, + "m": 1.0 + }, + { + "p": 0.04606752470135689, + "m": 1.0 + }, + { + "p": 0.11044113337993622, + "m": 1.0 + }, + { + "p": 0.08764584362506866, + "m": 0.8366656303405762 + }, + { + "p": 0.07085651904344559, + "m": 0.9363429546356201 + }, + { + "p": 0.0, + "m": 0.9306386709213257 + }, + { + "p": 0.06477074325084686, + "m": 0.867343008518219 + }, + { + "p": 0.04691044241189957, + "m": 0.6735163927078247 + }, + { + "p": 0.06374481320381165, + "m": 0.9041644930839539 + }, + { + "p": 0.0767301693558693, + "m": 0.8823437094688416 + }, + { + "p": 0.06918217986822128, + "m": 0.966675341129303 + }, + { + "p": 0.1281287521123886, + "m": 0.9280502200126648 + }, + { + "p": 0.11708805710077286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.9130390882492065, + "val_loss": 1.7086749076843262, + "acc": 38.85, + "time": 256.9588598543778, + "param": [ + { + "p": 0.11741846799850464, + "m": 1.0 + }, + { + "p": 0.011343652382493019, + "m": 1.0 + }, + { + "p": 0.11422232538461685, + "m": 1.0 + }, + { + "p": 0.08994077891111374, + "m": 0.8186314702033997 + }, + { + "p": 0.078298419713974, + "m": 0.9576732516288757 + }, + { + "p": 0.0, + "m": 0.9993165135383606 + }, + { + "p": 0.07622266560792923, + "m": 0.8556297421455383 + }, + { + "p": 0.04445195570588112, + "m": 0.6736727952957153 + }, + { + "p": 0.06074495613574982, + "m": 0.8704641461372375 + }, + { + "p": 0.07063417136669159, + "m": 0.8578013777732849 + }, + { + "p": 0.06306826323270798, + "m": 0.9361221790313721 + }, + { + "p": 0.15036743879318237, + "m": 0.922231912612915 + }, + { + "p": 0.12328697741031647, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 2.004335880279541, + "val_loss": 1.8557301759719849, + "acc": 34.49, + "time": 256.4429546808824, + "param": [ + { + "p": 0.13223811984062195, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14631427824497223, + "m": 1.0 + }, + { + "p": 0.07946259528398514, + "m": 0.7864561676979065 + }, + { + "p": 0.08649124205112457, + "m": 0.9846851825714111 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08292806893587112, + "m": 0.8881808519363403 + }, + { + "p": 0.0, + "m": 0.6626436710357666 + }, + { + "p": 0.03347017616033554, + "m": 0.7959389686584473 + }, + { + "p": 0.044639576226472855, + "m": 0.8625757694244385 + }, + { + "p": 0.0441497303545475, + "m": 0.8669863939285278 + }, + { + "p": 0.207631453871727, + "m": 0.9658780097961426 + }, + { + "p": 0.14267472922801971, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.040696144104004, + "val_loss": 1.656996250152588, + "acc": 41.09, + "time": 254.5728461612016, + "param": [ + { + "p": 0.13973790407180786, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17210204899311066, + "m": 1.0 + }, + { + "p": 0.05232485756278038, + "m": 0.7686387896537781 + }, + { + "p": 0.08076033741235733, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07961717247962952, + "m": 0.8884735107421875 + }, + { + "p": 0.0, + "m": 0.638019323348999 + }, + { + "p": 0.0, + "m": 0.734287679195404 + }, + { + "p": 0.019586719572544098, + "m": 0.9003124237060547 + }, + { + "p": 0.037044405937194824, + "m": 0.812180757522583 + }, + { + "p": 0.25990256667137146, + "m": 0.9850416779518127 + }, + { + "p": 0.15892398357391357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.7829296588897705, + "val_loss": 1.5976313352584839, + "acc": 41.99, + "time": 253.11076343711466, + "param": [ + { + "p": 0.14742544293403625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18365585803985596, + "m": 1.0 + }, + { + "p": 0.023137738928198814, + "m": 0.752386212348938 + }, + { + "p": 0.06291686743497849, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07420356571674347, + "m": 0.8456957340240479 + }, + { + "p": 0.0, + "m": 0.5917367935180664 + }, + { + "p": 0.0, + "m": 0.6908186674118042 + }, + { + "p": 0.0028154803439974785, + "m": 0.918014645576477 + }, + { + "p": 0.030041655525565147, + "m": 0.7655244469642639 + }, + { + "p": 0.31108084321022034, + "m": 1.0 + }, + { + "p": 0.16472254693508148, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.9183846712112427, + "val_loss": 1.5157740116119385, + "acc": 43.18, + "time": 255.947238443885, + "param": [ + { + "p": 0.1688387542963028, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20095650851726532, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7404289841651917 + }, + { + "p": 0.021663842722773552, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0568125881254673, + "m": 0.7474607825279236 + }, + { + "p": 0.0, + "m": 0.5408613085746765 + }, + { + "p": 0.0022227345034480095, + "m": 0.6432711482048035 + }, + { + "p": 0.0, + "m": 0.9355424046516418 + }, + { + "p": 0.017910538241267204, + "m": 0.7161409258842468 + }, + { + "p": 0.3599046468734741, + "m": 0.982052743434906 + }, + { + "p": 0.17169038951396942, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.8830854892730713, + "val_loss": 1.5164484977722168, + "acc": 44.03, + "time": 256.9197455700487, + "param": [ + { + "p": 0.17996744811534882, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20431168377399445, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7045130133628845 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9975245594978333 + }, + { + "p": 0.04466027766466141, + "m": 0.7052273154258728 + }, + { + "p": 0.0002585659676697105, + "m": 0.5046089887619019 + }, + { + "p": 0.003905483288690448, + "m": 0.6112647652626038 + }, + { + "p": 0.007328232750296593, + "m": 0.9476103186607361 + }, + { + "p": 0.017612148076295853, + "m": 0.6898127794265747 + }, + { + "p": 0.3745535612106323, + "m": 0.9368386268615723 + }, + { + "p": 0.16740263998508453, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.8902757167816162, + "val_loss": 1.4848229885101318, + "acc": 45.76, + "time": 255.20135221490636, + "param": [ + { + "p": 0.19278985261917114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20734712481498718, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6765887141227722 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9903658032417297 + }, + { + "p": 0.047857191413640976, + "m": 0.668728232383728 + }, + { + "p": 0.0, + "m": 0.4709901213645935 + }, + { + "p": 0.0, + "m": 0.577512800693512 + }, + { + "p": 0.0006740513490512967, + "m": 0.9483357071876526 + }, + { + "p": 0.00012404013250488788, + "m": 0.66837477684021 + }, + { + "p": 0.3820893466472626, + "m": 0.9540449380874634 + }, + { + "p": 0.16911837458610535, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.6354460716247559, + "val_loss": 1.650478720664978, + "acc": 45.27, + "time": 260.4822519249283, + "param": [ + { + "p": 0.19924457371234894, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19907814264297485, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.678713321685791 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04383881017565727, + "m": 0.6278507113456726 + }, + { + "p": 0.0, + "m": 0.45152199268341064 + }, + { + "p": 0.0014940098626539111, + "m": 0.5611054301261902 + }, + { + "p": 0.0020544708240777254, + "m": 0.9522755146026611 + }, + { + "p": 0.0, + "m": 0.6539952754974365 + }, + { + "p": 0.3883823752403259, + "m": 0.9821631908416748 + }, + { + "p": 0.1659076064825058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 2.3309149742126465, + "val_loss": 1.4879430532455444, + "acc": 46.68, + "time": 253.08027867414057, + "param": [ + { + "p": 0.21589970588684082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.200852632522583, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.6996750831604004 + }, + { + "p": 0.0, + "m": 0.994811475276947 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004331657662987709, + "m": 0.616408109664917 + }, + { + "p": 0.0, + "m": 0.44015488028526306 + }, + { + "p": 0.0, + "m": 0.538210391998291 + }, + { + "p": 0.0, + "m": 0.9477516412734985 + }, + { + "p": 0.0, + "m": 0.6244407296180725 + }, + { + "p": 0.4301028549671173, + "m": 1.0 + }, + { + "p": 0.1488131433725357, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.8144068717956543, + "val_loss": 1.4854987859725952, + "acc": 48.27, + "time": 256.67848990811035, + "param": [ + { + "p": 0.223129004240036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20593850314617157, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7113993763923645 + }, + { + "p": 0.0, + "m": 0.9780948758125305 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.5701069831848145 + }, + { + "p": 0.0003938867594115436, + "m": 0.42944222688674927 + }, + { + "p": 0.006720455829054117, + "m": 0.5275170803070068 + }, + { + "p": 0.0015000581042841077, + "m": 0.953311562538147 + }, + { + "p": 0.0005856214556843042, + "m": 0.6106179356575012 + }, + { + "p": 0.4291784465312958, + "m": 0.998923659324646 + }, + { + "p": 0.13255400955677032, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.767769455909729, + "val_loss": 1.3696602582931519, + "acc": 47.93, + "time": 255.26144428597763, + "param": [ + { + "p": 0.18940845131874084, + "m": 1.0 + }, + { + "p": 0.014303159900009632, + "m": 1.0 + }, + { + "p": 0.16932104527950287, + "m": 1.0 + }, + { + "p": 0.018677575513720512, + "m": 0.7618982791900635 + }, + { + "p": 0.01590171456336975, + "m": 0.9690261483192444 + }, + { + "p": 0.012788423337042332, + "m": 1.0 + }, + { + "p": 0.012498844414949417, + "m": 0.5495339035987854 + }, + { + "p": 0.031338587403297424, + "m": 0.4288676083087921 + }, + { + "p": 0.036691565066576004, + "m": 0.5524741411209106 + }, + { + "p": 0.030614245682954788, + "m": 0.941254734992981 + }, + { + "p": 0.027621131390333176, + "m": 0.6099672913551331 + }, + { + "p": 0.3083723783493042, + "m": 0.9828218817710876 + }, + { + "p": 0.11543810367584229, + "m": 1.0 + }, + { + "p": 0.017024867236614227, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.7407686710357666, + "val_loss": 1.3204960823059082, + "acc": 49.69, + "time": 254.19652531575412, + "param": [ + { + "p": 0.20047850906848907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16140203177928925, + "m": 1.0 + }, + { + "p": 0.014656725339591503, + "m": 0.7757863402366638 + }, + { + "p": 0.01329780276864767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013199275359511375, + "m": 0.5198028087615967 + }, + { + "p": 0.03255901485681534, + "m": 0.4321328401565552 + }, + { + "p": 0.04681527987122536, + "m": 0.5549476742744446 + }, + { + "p": 0.05403552204370499, + "m": 0.9373692870140076 + }, + { + "p": 0.03659861534833908, + "m": 0.5994980335235596 + }, + { + "p": 0.2980339229106903, + "m": 0.984734296798706 + }, + { + "p": 0.11642344295978546, + "m": 1.0 + }, + { + "p": 0.012499860487878323, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.551141619682312, + "val_loss": 1.3667006492614746, + "acc": 50.28, + "time": 257.0758006721735, + "param": [ + { + "p": 0.21509486436843872, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16658759117126465, + "m": 1.0 + }, + { + "p": 0.010045685805380344, + "m": 0.7945539355278015 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006409029476344585, + "m": 0.5246542692184448 + }, + { + "p": 0.026428332552313805, + "m": 0.457143098115921 + }, + { + "p": 0.051645271480083466, + "m": 0.5536807775497437 + }, + { + "p": 0.05757234990596771, + "m": 0.9293879866600037 + }, + { + "p": 0.04479900002479553, + "m": 0.601089596748352 + }, + { + "p": 0.303570419549942, + "m": 0.9962920546531677 + }, + { + "p": 0.11784742772579193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.7879327535629272, + "val_loss": 1.4532171487808228, + "acc": 49.21, + "time": 254.04720935598016, + "param": [ + { + "p": 0.22298921644687653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1656060516834259, + "m": 1.0 + }, + { + "p": 0.009569291956722736, + "m": 0.8007937669754028 + }, + { + "p": 0.0, + "m": 0.9886446595191956 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002272071084007621, + "m": 0.52680504322052 + }, + { + "p": 0.029138021171092987, + "m": 0.4823901951313019 + }, + { + "p": 0.05670369789004326, + "m": 0.5554656982421875 + }, + { + "p": 0.053255289793014526, + "m": 0.9161458015441895 + }, + { + "p": 0.06277019530534744, + "m": 0.6161307096481323 + }, + { + "p": 0.29087916016578674, + "m": 1.0 + }, + { + "p": 0.10681699216365814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.721585988998413, + "val_loss": 1.2563532590866089, + "acc": 50.69, + "time": 256.8016711496748, + "param": [ + { + "p": 0.22668622434139252, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16470053791999817, + "m": 1.0 + }, + { + "p": 0.0001615711662452668, + "m": 0.816388726234436 + }, + { + "p": 0.0, + "m": 0.9871871471405029 + }, + { + "p": 0.0008027870790101588, + "m": 1.0 + }, + { + "p": 0.0032962369732558727, + "m": 0.5157247185707092 + }, + { + "p": 0.03232758119702339, + "m": 0.49050551652908325 + }, + { + "p": 0.05122312903404236, + "m": 0.5459529757499695 + }, + { + "p": 0.05489112064242363, + "m": 0.9463817477226257 + }, + { + "p": 0.07102058827877045, + "m": 0.6300612688064575 + }, + { + "p": 0.2923814058303833, + "m": 0.9986746907234192 + }, + { + "p": 0.10250880569219589, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.852482557296753, + "val_loss": 1.3260557651519775, + "acc": 51.9, + "time": 257.59346059476957, + "param": [ + { + "p": 0.1921723634004593, + "m": 1.0 + }, + { + "p": 0.0023504726123064756, + "m": 1.0 + }, + { + "p": 0.15323369204998016, + "m": 1.0 + }, + { + "p": 0.008013828657567501, + "m": 0.8286053538322449 + }, + { + "p": 0.003470438765361905, + "m": 1.0 + }, + { + "p": 0.010110396891832352, + "m": 0.9859460592269897 + }, + { + "p": 0.028307819738984108, + "m": 0.49477946758270264 + }, + { + "p": 0.04437955841422081, + "m": 0.4660135805606842 + }, + { + "p": 0.062493134289979935, + "m": 0.5595623850822449 + }, + { + "p": 0.0653504729270935, + "m": 0.9526181817054749 + }, + { + "p": 0.08018544316291809, + "m": 0.6408155560493469 + }, + { + "p": 0.2501770853996277, + "m": 0.9821484684944153 + }, + { + "p": 0.09603354334831238, + "m": 1.0 + }, + { + "p": 0.0037216353230178356, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.6260526180267334, + "val_loss": 1.2693183422088623, + "acc": 52.4, + "time": 258.0480031822808, + "param": [ + { + "p": 0.16941310465335846, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14417068660259247, + "m": 1.0 + }, + { + "p": 0.018155600875616074, + "m": 0.839213490486145 + }, + { + "p": 0.009682940319180489, + "m": 1.0 + }, + { + "p": 0.02202937938272953, + "m": 0.9569690823554993 + }, + { + "p": 0.05525977164506912, + "m": 0.4255860447883606 + }, + { + "p": 0.030596163123846054, + "m": 0.48181483149528503 + }, + { + "p": 0.07778461277484894, + "m": 0.5914989113807678 + }, + { + "p": 0.07697387784719467, + "m": 0.9600516557693481 + }, + { + "p": 0.07928924262523651, + "m": 0.6603739261627197 + }, + { + "p": 0.21626156568527222, + "m": 1.0 + }, + { + "p": 0.10038309544324875, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.5718291997909546, + "val_loss": 1.3725899457931519, + "acc": 52.85, + "time": 254.9098505177535, + "param": [ + { + "p": 0.1595521867275238, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15844914317131042, + "m": 1.0 + }, + { + "p": 0.02396506629884243, + "m": 0.8172842860221863 + }, + { + "p": 0.0026198343839496374, + "m": 1.0 + }, + { + "p": 0.018821489065885544, + "m": 0.9728562235832214 + }, + { + "p": 0.06423758715391159, + "m": 0.37310782074928284 + }, + { + "p": 0.01209140382707119, + "m": 0.5189428925514221 + }, + { + "p": 0.08367820084095001, + "m": 0.6045137643814087 + }, + { + "p": 0.0792064368724823, + "m": 0.969913125038147 + }, + { + "p": 0.07695954293012619, + "m": 0.6550927758216858 + }, + { + "p": 0.21202091872692108, + "m": 1.0 + }, + { + "p": 0.10839814692735672, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.5883114337921143, + "val_loss": 1.3509725332260132, + "acc": 52.41, + "time": 257.1621825150214, + "param": [ + { + "p": 0.14571405947208405, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16764776408672333, + "m": 1.0 + }, + { + "p": 0.024550750851631165, + "m": 0.8104795813560486 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01993008516728878, + "m": 0.9725080728530884 + }, + { + "p": 0.07661600410938263, + "m": 0.3603472113609314 + }, + { + "p": 0.0, + "m": 0.5486621856689453 + }, + { + "p": 0.09311503171920776, + "m": 0.6116371750831604 + }, + { + "p": 0.07006501406431198, + "m": 0.9750290513038635 + }, + { + "p": 0.07318606227636337, + "m": 0.6450976133346558 + }, + { + "p": 0.21034447848796844, + "m": 1.0 + }, + { + "p": 0.1188308522105217, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.5944905281066895, + "val_loss": 1.2338736057281494, + "acc": 53.69, + "time": 254.7662565521896, + "param": [ + { + "p": 0.13851627707481384, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17955218255519867, + "m": 1.0 + }, + { + "p": 0.01415365468710661, + "m": 0.8322416543960571 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013544127345085144, + "m": 0.9769585728645325 + }, + { + "p": 0.07285124063491821, + "m": 0.37658628821372986 + }, + { + "p": 0.0, + "m": 0.5825916528701782 + }, + { + "p": 0.09807766228914261, + "m": 0.6110040545463562 + }, + { + "p": 0.06661590188741684, + "m": 0.9780212640762329 + }, + { + "p": 0.07277248799800873, + "m": 0.640322744846344 + }, + { + "p": 0.21538080275058746, + "m": 1.0 + }, + { + "p": 0.12853571772575378, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.7666419744491577, + "val_loss": 1.2591623067855835, + "acc": 51.85, + "time": 253.38174609281123, + "param": [ + { + "p": 0.1390020251274109, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20397011935710907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8345300555229187 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9901567697525024 + }, + { + "p": 0.06074679642915726, + "m": 0.3635677397251129 + }, + { + "p": 0.0, + "m": 0.5865219831466675 + }, + { + "p": 0.09978272765874863, + "m": 0.6110532283782959 + }, + { + "p": 0.06625650078058243, + "m": 0.9883067607879639 + }, + { + "p": 0.05841859057545662, + "m": 0.6309821009635925 + }, + { + "p": 0.23664699494838715, + "m": 1.0 + }, + { + "p": 0.13517631590366364, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.5520997047424316, + "val_loss": 1.2946851253509521, + "acc": 53.42, + "time": 256.29526953119785, + "param": [ + { + "p": 0.14962135255336761, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23714344203472137, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8343473672866821 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9982379674911499 + }, + { + "p": 0.028508244082331657, + "m": 0.38138580322265625 + }, + { + "p": 0.0, + "m": 0.5973731875419617 + }, + { + "p": 0.09755901992321014, + "m": 0.5819405913352966 + }, + { + "p": 0.045566897839307785, + "m": 0.9971396923065186 + }, + { + "p": 0.02795889601111412, + "m": 0.6024224758148193 + }, + { + "p": 0.28239184617996216, + "m": 0.9942733645439148 + }, + { + "p": 0.1312503069639206, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.780752420425415, + "val_loss": 1.2672303915023804, + "acc": 56.29, + "time": 251.59919360931963, + "param": [ + { + "p": 0.16220110654830933, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25664469599723816, + "m": 1.0 + }, + { + "p": 0.0007223127759061754, + "m": 0.8443636894226074 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9998640418052673 + }, + { + "p": 0.009579747915267944, + "m": 0.39233461022377014 + }, + { + "p": 0.0, + "m": 0.616513192653656 + }, + { + "p": 0.09044335782527924, + "m": 0.558899462223053 + }, + { + "p": 0.027298619970679283, + "m": 0.9852496981620789 + }, + { + "p": 0.023216132074594498, + "m": 0.5996245741844177 + }, + { + "p": 0.30387502908706665, + "m": 0.9915330410003662 + }, + { + "p": 0.12601901590824127, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.7335597276687622, + "val_loss": 1.272263526916504, + "acc": 54.73, + "time": 252.43030756898224, + "param": [ + { + "p": 0.156376913189888, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24848932027816772, + "m": 1.0 + }, + { + "p": 0.005506736226379871, + "m": 0.8376094102859497 + }, + { + "p": 0.0025883447378873825, + "m": 1.0 + }, + { + "p": 0.008872348815202713, + "m": 0.9845830202102661 + }, + { + "p": 0.013031559064984322, + "m": 0.36467304825782776 + }, + { + "p": 0.0, + "m": 0.6378097534179688 + }, + { + "p": 0.09898566454648972, + "m": 0.5699291825294495 + }, + { + "p": 0.029720911756157875, + "m": 0.9744189381599426 + }, + { + "p": 0.03485782817006111, + "m": 0.6088230609893799 + }, + { + "p": 0.28272077441215515, + "m": 1.0 + }, + { + "p": 0.11884951591491699, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.8472274541854858, + "val_loss": 1.2666321992874146, + "acc": 56.27, + "time": 253.37358095683157, + "param": [ + { + "p": 0.134487584233284, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2139439731836319, + "m": 1.0 + }, + { + "p": 0.015912283211946487, + "m": 0.8261010050773621 + }, + { + "p": 0.015315045602619648, + "m": 1.0 + }, + { + "p": 0.02733035758137703, + "m": 0.9464313983917236 + }, + { + "p": 0.028300559148192406, + "m": 0.33906808495521545 + }, + { + "p": 0.009645868092775345, + "m": 0.671649158000946 + }, + { + "p": 0.10563281178474426, + "m": 0.5838257074356079 + }, + { + "p": 0.041600778698921204, + "m": 0.955878496170044 + }, + { + "p": 0.055061887949705124, + "m": 0.6292825937271118 + }, + { + "p": 0.24182109534740448, + "m": 1.0 + }, + { + "p": 0.10972023755311966, + "m": 1.0 + }, + { + "p": 0.001227568369358778, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.8086309432983398, + "val_loss": 1.1536569595336914, + "acc": 56.22, + "time": 252.73120043985546, + "param": [ + { + "p": 0.13874588906764984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21940065920352936, + "m": 1.0 + }, + { + "p": 0.010271196253597736, + "m": 0.8223220109939575 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028958909213542938, + "m": 0.9198746681213379 + }, + { + "p": 0.028429919853806496, + "m": 0.3245341181755066 + }, + { + "p": 0.0, + "m": 0.6782198548316956 + }, + { + "p": 0.11030881106853485, + "m": 0.5651957392692566 + }, + { + "p": 0.03145294636487961, + "m": 0.9296221137046814 + }, + { + "p": 0.05647892504930496, + "m": 0.6205997467041016 + }, + { + "p": 0.26564738154411316, + "m": 1.0 + }, + { + "p": 0.11030536144971848, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.4986642599105835, + "val_loss": 1.2174147367477417, + "acc": 55.71, + "time": 252.6463258350268, + "param": [ + { + "p": 0.14584700763225555, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23061048984527588, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8125811815261841 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011302044615149498, + "m": 0.9199767708778381 + }, + { + "p": 0.019705651327967644, + "m": 0.2876420021057129 + }, + { + "p": 0.0011107820319011807, + "m": 0.6898306608200073 + }, + { + "p": 0.10972882807254791, + "m": 0.5385281443595886 + }, + { + "p": 0.02250620909035206, + "m": 0.9223892688751221 + }, + { + "p": 0.05328869819641113, + "m": 0.608763575553894 + }, + { + "p": 0.29190006852149963, + "m": 1.0 + }, + { + "p": 0.11400027573108673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.5411733388900757, + "val_loss": 1.319151520729065, + "acc": 55.16, + "time": 256.6165219726972, + "param": [ + { + "p": 0.14421884715557098, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23638005554676056, + "m": 1.0 + }, + { + "p": 0.0007879353943280876, + "m": 0.7924551963806152 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9166345000267029 + }, + { + "p": 0.01951492577791214, + "m": 0.20908886194229126 + }, + { + "p": 0.0, + "m": 0.7457675337791443 + }, + { + "p": 0.10650386661291122, + "m": 0.5274056196212769 + }, + { + "p": 0.022119944915175438, + "m": 0.9135282635688782 + }, + { + "p": 0.059261541813611984, + "m": 0.6100134253501892 + }, + { + "p": 0.29778987169265747, + "m": 1.0 + }, + { + "p": 0.11342305690050125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.5085952281951904, + "val_loss": 1.2325297594070435, + "acc": 55.33, + "time": 253.55457745306194, + "param": [ + { + "p": 0.15522845089435577, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24810881912708282, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7681349515914917 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9016996026039124 + }, + { + "p": 0.0028853369876742363, + "m": 0.13352547585964203 + }, + { + "p": 0.0, + "m": 0.8142925500869751 + }, + { + "p": 0.09763423353433609, + "m": 0.5085515975952148 + }, + { + "p": 0.005854106042534113, + "m": 0.9223343133926392 + }, + { + "p": 0.048836059868335724, + "m": 0.6031445264816284 + }, + { + "p": 0.3351934254169464, + "m": 1.0 + }, + { + "p": 0.10625958442687988, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.2424789667129517, + "val_loss": 1.0929484367370605, + "acc": 57.78, + "time": 252.35783729096875, + "param": [ + { + "p": 0.16112203896045685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2543829083442688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7680561542510986 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8937004804611206 + }, + { + "p": 0.0, + "m": 0.09162119030952454 + }, + { + "p": 0.0, + "m": 0.8599676489830017 + }, + { + "p": 0.0815480649471283, + "m": 0.4694238603115082 + }, + { + "p": 0.0, + "m": 0.9458877444267273 + }, + { + "p": 0.028702281415462494, + "m": 0.5990930795669556 + }, + { + "p": 0.3764132261276245, + "m": 1.0 + }, + { + "p": 0.09783150255680084, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.4711166620254517, + "val_loss": 1.0946476459503174, + "acc": 56.98, + "time": 255.90063544502482, + "param": [ + { + "p": 0.16620825231075287, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25432008504867554, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7617322206497192 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8936944007873535 + }, + { + "p": 0.0, + "m": 0.052709612995386124 + }, + { + "p": 0.0, + "m": 0.8954981565475464 + }, + { + "p": 0.06393139809370041, + "m": 0.43642327189445496 + }, + { + "p": 0.0, + "m": 0.9574421048164368 + }, + { + "p": 0.01588835008442402, + "m": 0.5924109220504761 + }, + { + "p": 0.40546727180480957, + "m": 0.9985424280166626 + }, + { + "p": 0.09418461471796036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.6904597282409668, + "val_loss": 1.1613489389419556, + "acc": 58.19, + "time": 253.88592558866367, + "param": [ + { + "p": 0.16622266173362732, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25538206100463867, + "m": 1.0 + }, + { + "p": 0.00501793110743165, + "m": 0.7423149943351746 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8901143670082092 + }, + { + "p": 0.0032237872947007418, + "m": 0.08691968768835068 + }, + { + "p": 0.0, + "m": 0.8824751973152161 + }, + { + "p": 0.05572584271430969, + "m": 0.4223753809928894 + }, + { + "p": 0.008100814186036587, + "m": 0.9692980051040649 + }, + { + "p": 0.0047921789810061455, + "m": 0.5727871656417847 + }, + { + "p": 0.4116036891937256, + "m": 1.0 + }, + { + "p": 0.08993108570575714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.6372078657150269, + "val_loss": 1.257761836051941, + "acc": 57.21, + "time": 254.78667729860172, + "param": [ + { + "p": 0.17095942795276642, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25625696778297424, + "m": 1.0 + }, + { + "p": 0.004351871553808451, + "m": 0.7115914225578308 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8777934908866882 + }, + { + "p": 0.0, + "m": 0.12240564823150635 + }, + { + "p": 0.0, + "m": 0.8637092709541321 + }, + { + "p": 0.05016738176345825, + "m": 0.40887361764907837 + }, + { + "p": 0.017831308767199516, + "m": 0.9699581861495972 + }, + { + "p": 0.0, + "m": 0.5657682418823242 + }, + { + "p": 0.4187738597393036, + "m": 1.0 + }, + { + "p": 0.08165916800498962, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.415720820426941, + "val_loss": 1.1635955572128296, + "acc": 58.55, + "time": 254.09724755119532, + "param": [ + { + "p": 0.17675001919269562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2502891421318054, + "m": 1.0 + }, + { + "p": 0.00921690184623003, + "m": 0.7036654353141785 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8844624161720276 + }, + { + "p": 0.004599093925207853, + "m": 0.1411345899105072 + }, + { + "p": 0.003121514804661274, + "m": 0.8590700626373291 + }, + { + "p": 0.04891202598810196, + "m": 0.4100947976112366 + }, + { + "p": 0.023903144523501396, + "m": 0.9621581435203552 + }, + { + "p": 0.0010883623035624623, + "m": 0.5683953166007996 + }, + { + "p": 0.4138651192188263, + "m": 1.0 + }, + { + "p": 0.06825469434261322, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.4180184602737427, + "val_loss": 1.1527310609817505, + "acc": 58.85, + "time": 254.97551463684067, + "param": [ + { + "p": 0.17282043397426605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23100371658802032, + "m": 1.0 + }, + { + "p": 0.021238993853330612, + "m": 0.7117244005203247 + }, + { + "p": 0.0, + "m": 0.9996812343597412 + }, + { + "p": 0.0, + "m": 0.8779929876327515 + }, + { + "p": 0.012865888886153698, + "m": 0.15215840935707092 + }, + { + "p": 0.013886934146285057, + "m": 0.8110275864601135 + }, + { + "p": 0.05766318365931511, + "m": 0.4020131826400757 + }, + { + "p": 0.045544154942035675, + "m": 0.9670978784561157 + }, + { + "p": 0.016795817762613297, + "m": 0.5685973167419434 + }, + { + "p": 0.3700033724308014, + "m": 1.0 + }, + { + "p": 0.05817750096321106, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.737434983253479, + "val_loss": 1.193219780921936, + "acc": 57.24, + "time": 252.97930068708956, + "param": [ + { + "p": 0.17199164628982544, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22742998600006104, + "m": 1.0 + }, + { + "p": 0.02327531762421131, + "m": 0.7121405601501465 + }, + { + "p": 0.0, + "m": 0.9744178652763367 + }, + { + "p": 0.0, + "m": 0.8723315000534058 + }, + { + "p": 0.012271753512322903, + "m": 0.17306962609291077 + }, + { + "p": 0.014928396791219711, + "m": 0.7654207348823547 + }, + { + "p": 0.0541682094335556, + "m": 0.353843092918396 + }, + { + "p": 0.05895302817225456, + "m": 0.967383086681366 + }, + { + "p": 0.022310102358460426, + "m": 0.5583696365356445 + }, + { + "p": 0.36106568574905396, + "m": 1.0 + }, + { + "p": 0.05360579490661621, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.458734393119812, + "val_loss": 1.0460474491119385, + "acc": 59.42, + "time": 253.45458982884884, + "param": [ + { + "p": 0.16229602694511414, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.212619349360466, + "m": 1.0 + }, + { + "p": 0.02935776114463806, + "m": 0.6896449327468872 + }, + { + "p": 0.0, + "m": 0.939721941947937 + }, + { + "p": 0.003934401553124189, + "m": 0.8751237988471985 + }, + { + "p": 0.025215137749910355, + "m": 0.1995834857225418 + }, + { + "p": 0.020280886441469193, + "m": 0.7166224718093872 + }, + { + "p": 0.06633841246366501, + "m": 0.33199071884155273 + }, + { + "p": 0.08299314230680466, + "m": 0.94924396276474 + }, + { + "p": 0.02574024721980095, + "m": 0.5500761270523071 + }, + { + "p": 0.3234390914440155, + "m": 1.0 + }, + { + "p": 0.047662440687417984, + "m": 1.0 + }, + { + "p": 0.00012297382636461407, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.3511245250701904, + "val_loss": 1.100289225578308, + "acc": 59.86, + "time": 255.73294323822483, + "param": [ + { + "p": 0.14083871245384216, + "m": 1.0 + }, + { + "p": 0.002026451053097844, + "m": 1.0 + }, + { + "p": 0.18221016228199005, + "m": 1.0 + }, + { + "p": 0.044279664754867554, + "m": 0.6863611936569214 + }, + { + "p": 0.010139877907931805, + "m": 0.9198641777038574 + }, + { + "p": 0.02043883316218853, + "m": 0.8989964127540588 + }, + { + "p": 0.03835136070847511, + "m": 0.2298843413591385 + }, + { + "p": 0.03610335662961006, + "m": 0.7034910321235657 + }, + { + "p": 0.07486049085855484, + "m": 0.31642624735832214 + }, + { + "p": 0.10175958275794983, + "m": 0.9459159970283508 + }, + { + "p": 0.031267035752534866, + "m": 0.5558531284332275 + }, + { + "p": 0.26514095067977905, + "m": 1.0 + }, + { + "p": 0.05132931470870972, + "m": 1.0 + }, + { + "p": 0.0012541970936581492, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.6135973930358887, + "val_loss": 1.1495217084884644, + "acc": 60.37, + "time": 254.60760757885873, + "param": [ + { + "p": 0.12590491771697998, + "m": 1.0 + }, + { + "p": 0.009758676402270794, + "m": 1.0 + }, + { + "p": 0.1465855985879898, + "m": 1.0 + }, + { + "p": 0.05315540358424187, + "m": 0.7023077011108398 + }, + { + "p": 0.029477372765541077, + "m": 0.9394365549087524 + }, + { + "p": 0.03264294192194939, + "m": 0.9105719327926636 + }, + { + "p": 0.05302960053086281, + "m": 0.20455016195774078 + }, + { + "p": 0.04830368980765343, + "m": 0.7162991166114807 + }, + { + "p": 0.09325120598077774, + "m": 0.30711042881011963 + }, + { + "p": 0.10015087574720383, + "m": 0.937374472618103 + }, + { + "p": 0.050751879811286926, + "m": 0.5773831605911255 + }, + { + "p": 0.19778065383434296, + "m": 1.0 + }, + { + "p": 0.05844874680042267, + "m": 1.0 + }, + { + "p": 0.0007583847036585212, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.3372679948806763, + "val_loss": 1.1347848176956177, + "acc": 59.96, + "time": 254.8266236698255, + "param": [ + { + "p": 0.12184106558561325, + "m": 1.0 + }, + { + "p": 0.012852740474045277, + "m": 1.0 + }, + { + "p": 0.13004811108112335, + "m": 1.0 + }, + { + "p": 0.058141667395830154, + "m": 0.6766403913497925 + }, + { + "p": 0.04076831042766571, + "m": 0.9624427556991577 + }, + { + "p": 0.03840932250022888, + "m": 0.9137548804283142 + }, + { + "p": 0.05332792177796364, + "m": 0.1820300817489624 + }, + { + "p": 0.059310220181941986, + "m": 0.7123558521270752 + }, + { + "p": 0.10302428901195526, + "m": 0.3069829046726227 + }, + { + "p": 0.0895761251449585, + "m": 0.9446236491203308 + }, + { + "p": 0.06037059798836708, + "m": 0.601935088634491 + }, + { + "p": 0.17195941507816315, + "m": 1.0 + }, + { + "p": 0.06037021055817604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.6090236902236938, + "val_loss": 0.8876383304595947, + "acc": 61.69, + "time": 254.26166806789115, + "param": [ + { + "p": 0.13376548886299133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12506207823753357, + "m": 1.0 + }, + { + "p": 0.05142994970083237, + "m": 0.6526415944099426 + }, + { + "p": 0.04267873242497444, + "m": 0.9690682291984558 + }, + { + "p": 0.028914764523506165, + "m": 0.9292107820510864 + }, + { + "p": 0.04598025605082512, + "m": 0.18216566741466522 + }, + { + "p": 0.06219359114766121, + "m": 0.7142181992530823 + }, + { + "p": 0.1182069405913353, + "m": 0.30174267292022705 + }, + { + "p": 0.09076166898012161, + "m": 0.9448751211166382 + }, + { + "p": 0.07439377158880234, + "m": 0.6233779788017273 + }, + { + "p": 0.16868333518505096, + "m": 0.9994589686393738 + }, + { + "p": 0.05792935937643051, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.4916753768920898, + "val_loss": 1.1920632123947144, + "acc": 60.08, + "time": 252.9382659588009, + "param": [ + { + "p": 0.15184386074543, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12735554575920105, + "m": 1.0 + }, + { + "p": 0.046407055109739304, + "m": 0.6435149312019348 + }, + { + "p": 0.03586186468601227, + "m": 0.9806377291679382 + }, + { + "p": 0.010184108279645443, + "m": 0.9592196941375732 + }, + { + "p": 0.04722628742456436, + "m": 0.17910824716091156 + }, + { + "p": 0.05649085342884064, + "m": 0.753872275352478 + }, + { + "p": 0.12429650127887726, + "m": 0.32310810685157776 + }, + { + "p": 0.09655873477458954, + "m": 0.9494552612304688 + }, + { + "p": 0.08095340430736542, + "m": 0.638542890548706 + }, + { + "p": 0.1664496213197708, + "m": 1.0 + }, + { + "p": 0.05637217313051224, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.3704034090042114, + "val_loss": 1.3511004447937012, + "acc": 61.53, + "time": 254.24455101694912, + "param": [ + { + "p": 0.16445964574813843, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13491301238536835, + "m": 1.0 + }, + { + "p": 0.040451373904943466, + "m": 0.6280909180641174 + }, + { + "p": 0.023367349058389664, + "m": 0.9648187160491943 + }, + { + "p": 0.0, + "m": 0.9832524061203003 + }, + { + "p": 0.04911957308650017, + "m": 0.18703098595142365 + }, + { + "p": 0.04847921058535576, + "m": 0.7891518473625183 + }, + { + "p": 0.11606393754482269, + "m": 0.337561696767807 + }, + { + "p": 0.10711321234703064, + "m": 0.9784204959869385 + }, + { + "p": 0.0838349238038063, + "m": 0.6519048810005188 + }, + { + "p": 0.17455750703811646, + "m": 1.0 + }, + { + "p": 0.0576401986181736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.4228755235671997, + "val_loss": 1.0052452087402344, + "acc": 62.34, + "time": 255.4036348159425, + "param": [ + { + "p": 0.17094765603542328, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12884001433849335, + "m": 1.0 + }, + { + "p": 0.04346035420894623, + "m": 0.5953516364097595 + }, + { + "p": 0.008849233388900757, + "m": 0.9710893034934998 + }, + { + "p": 0.0013484812807291746, + "m": 1.0 + }, + { + "p": 0.05060163140296936, + "m": 0.2219887673854828 + }, + { + "p": 0.05400145798921585, + "m": 0.8164718151092529 + }, + { + "p": 0.11137231439352036, + "m": 0.34296897053718567 + }, + { + "p": 0.11166709661483765, + "m": 0.9998628497123718 + }, + { + "p": 0.08830138295888901, + "m": 0.6677148938179016 + }, + { + "p": 0.17240554094314575, + "m": 1.0 + }, + { + "p": 0.0575949065387249, + "m": 1.0 + }, + { + "p": 0.0006099434685893357, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.6149431467056274, + "val_loss": 1.1182292699813843, + "acc": 62.36, + "time": 254.37487725401297, + "param": [ + { + "p": 0.17239826917648315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1310683786869049, + "m": 1.0 + }, + { + "p": 0.047385770827531815, + "m": 0.5640672445297241 + }, + { + "p": 0.0, + "m": 0.9893866777420044 + }, + { + "p": 0.009486956521868706, + "m": 1.0 + }, + { + "p": 0.05511096119880676, + "m": 0.22871379554271698 + }, + { + "p": 0.05217105150222778, + "m": 0.8522252440452576 + }, + { + "p": 0.1088111624121666, + "m": 0.36206287145614624 + }, + { + "p": 0.10899031162261963, + "m": 0.9979299306869507 + }, + { + "p": 0.08266139030456543, + "m": 0.6829782128334045 + }, + { + "p": 0.1681159883737564, + "m": 1.0 + }, + { + "p": 0.06224360316991806, + "m": 1.0 + }, + { + "p": 0.0015562379267066717, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.4722808599472046, + "val_loss": 0.9831920266151428, + "acc": 61.96, + "time": 253.17102654417977, + "param": [ + { + "p": 0.18025292456150055, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1311212182044983, + "m": 1.0 + }, + { + "p": 0.04463875666260719, + "m": 0.5547698140144348 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022703319787979126, + "m": 1.0 + }, + { + "p": 0.06555742770433426, + "m": 0.227925643324852 + }, + { + "p": 0.046055492013692856, + "m": 0.8615586161613464 + }, + { + "p": 0.1114034354686737, + "m": 0.37743866443634033 + }, + { + "p": 0.10021142661571503, + "m": 0.9794912934303284 + }, + { + "p": 0.0732828825712204, + "m": 0.6927851438522339 + }, + { + "p": 0.16827766597270966, + "m": 1.0 + }, + { + "p": 0.05649552866816521, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.6096569299697876, + "val_loss": 1.084660291671753, + "acc": 61.8, + "time": 254.9930078657344, + "param": [ + { + "p": 0.1919405609369278, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14164221286773682, + "m": 1.0 + }, + { + "p": 0.03593733534216881, + "m": 0.5535392165184021 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020832743495702744, + "m": 1.0 + }, + { + "p": 0.07679621130228043, + "m": 0.225060373544693 + }, + { + "p": 0.040877941995859146, + "m": 0.8640884757041931 + }, + { + "p": 0.1194213330745697, + "m": 0.38534483313560486 + }, + { + "p": 0.09914316982030869, + "m": 0.9796276092529297 + }, + { + "p": 0.06785531342029572, + "m": 0.6920086145401001 + }, + { + "p": 0.16043823957443237, + "m": 1.0 + }, + { + "p": 0.0451149120926857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.5404436588287354, + "val_loss": 1.103990077972412, + "acc": 62.96, + "time": 252.9245841386728, + "param": [ + { + "p": 0.2041226327419281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14974984526634216, + "m": 1.0 + }, + { + "p": 0.009552695788443089, + "m": 0.5128764510154724 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013067026622593403, + "m": 1.0 + }, + { + "p": 0.08289071917533875, + "m": 0.2376381754875183 + }, + { + "p": 0.037283074110746384, + "m": 0.8364558815956116 + }, + { + "p": 0.12468382716178894, + "m": 0.3589133024215698 + }, + { + "p": 0.10293411463499069, + "m": 0.994279682636261 + }, + { + "p": 0.07358771562576294, + "m": 0.6856086850166321 + }, + { + "p": 0.1693093627691269, + "m": 1.0 + }, + { + "p": 0.032819002866744995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.599430799484253, + "val_loss": 1.1291612386703491, + "acc": 63.0, + "time": 255.8402816192247, + "param": [ + { + "p": 0.18590854108333588, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15100595355033875, + "m": 1.0 + }, + { + "p": 0.0024678718764334917, + "m": 0.4629281163215637 + }, + { + "p": 0.0, + "m": 0.9961404204368591 + }, + { + "p": 0.017792249098420143, + "m": 0.9997089505195618 + }, + { + "p": 0.10190054029226303, + "m": 0.2454218566417694 + }, + { + "p": 0.046262964606285095, + "m": 0.8056551218032837 + }, + { + "p": 0.11753629148006439, + "m": 0.35517317056655884 + }, + { + "p": 0.10474798828363419, + "m": 1.0 + }, + { + "p": 0.08419309556484222, + "m": 0.683576226234436 + }, + { + "p": 0.15634866058826447, + "m": 1.0 + }, + { + "p": 0.03162781521677971, + "m": 1.0 + }, + { + "p": 0.00020805887470487505, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.5670586824417114, + "val_loss": 0.9821149706840515, + "acc": 63.33, + "time": 257.3877888759598, + "param": [ + { + "p": 0.15740662813186646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15762513875961304, + "m": 1.0 + }, + { + "p": 0.011349376291036606, + "m": 0.42276328802108765 + }, + { + "p": 0.0007866575615480542, + "m": 0.9994422197341919 + }, + { + "p": 0.018116217106580734, + "m": 1.0 + }, + { + "p": 0.11408452689647675, + "m": 0.24850966036319733 + }, + { + "p": 0.0550391711294651, + "m": 0.8088748455047607 + }, + { + "p": 0.11407041549682617, + "m": 0.35120004415512085 + }, + { + "p": 0.10962553322315216, + "m": 1.0 + }, + { + "p": 0.08057186752557755, + "m": 0.683811604976654 + }, + { + "p": 0.13849882781505585, + "m": 1.0 + }, + { + "p": 0.038649819791316986, + "m": 1.0 + }, + { + "p": 0.004175804555416107, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.4247033596038818, + "val_loss": 1.0148770809173584, + "acc": 64.54, + "time": 256.2917947829701, + "param": [ + { + "p": 0.14158980548381805, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16193093359470367, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3704665005207062 + }, + { + "p": 0.0, + "m": 0.9829626083374023 + }, + { + "p": 0.001495581353083253, + "m": 0.9974988102912903 + }, + { + "p": 0.11981169134378433, + "m": 0.21775881946086884 + }, + { + "p": 0.058555278927087784, + "m": 0.8293002247810364 + }, + { + "p": 0.10900752246379852, + "m": 0.30538058280944824 + }, + { + "p": 0.13006636500358582, + "m": 1.0 + }, + { + "p": 0.07874327898025513, + "m": 0.681042492389679 + }, + { + "p": 0.14645306766033173, + "m": 1.0 + }, + { + "p": 0.052346475422382355, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.3686240911483765, + "val_loss": 1.0295329093933105, + "acc": 63.7, + "time": 254.69125010306016, + "param": [ + { + "p": 0.12718145549297333, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1713673621416092, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3368322253227234 + }, + { + "p": 0.0, + "m": 0.9585484266281128 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13404157757759094, + "m": 0.22956781089305878 + }, + { + "p": 0.04691072553396225, + "m": 0.80963534116745 + }, + { + "p": 0.09812627732753754, + "m": 0.2870193123817444 + }, + { + "p": 0.1435554176568985, + "m": 1.0 + }, + { + "p": 0.07336851209402084, + "m": 0.6674482226371765 + }, + { + "p": 0.15103082358837128, + "m": 1.0 + }, + { + "p": 0.05441777780652046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.3044527769088745, + "val_loss": 1.0098681449890137, + "acc": 63.75, + "time": 253.03074270812795, + "param": [ + { + "p": 0.12193827331066132, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1881169229745865, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.32112911343574524 + }, + { + "p": 0.0, + "m": 0.9499975442886353 + }, + { + "p": 0.0, + "m": 0.998840868473053 + }, + { + "p": 0.14881421625614166, + "m": 0.2572614848613739 + }, + { + "p": 0.02551378682255745, + "m": 0.7847423553466797 + }, + { + "p": 0.08840805292129517, + "m": 0.30474233627319336 + }, + { + "p": 0.16885311901569366, + "m": 1.0 + }, + { + "p": 0.06172415614128113, + "m": 0.6468048691749573 + }, + { + "p": 0.16337893903255463, + "m": 1.0 + }, + { + "p": 0.03325255587697029, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.2802505493164062, + "val_loss": 0.9682919383049011, + "acc": 63.64, + "time": 255.16646723123267, + "param": [ + { + "p": 0.11701325327157974, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20038938522338867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.30221080780029297 + }, + { + "p": 0.0, + "m": 0.9823322296142578 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1568087935447693, + "m": 0.27354687452316284 + }, + { + "p": 0.009237125515937805, + "m": 0.7305940389633179 + }, + { + "p": 0.08657613396644592, + "m": 0.30397313833236694 + }, + { + "p": 0.1883019655942917, + "m": 1.0 + }, + { + "p": 0.05140114575624466, + "m": 0.6355025172233582 + }, + { + "p": 0.16984888911247253, + "m": 1.0 + }, + { + "p": 0.02042333036661148, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.3777096271514893, + "val_loss": 0.9534610509872437, + "acc": 65.0, + "time": 253.34835058590397, + "param": [ + { + "p": 0.12206190079450607, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2026730626821518, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.2958434522151947 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.157866969704628, + "m": 0.2869884967803955 + }, + { + "p": 0.0, + "m": 0.696998655796051 + }, + { + "p": 0.08859144896268845, + "m": 0.276598185300827 + }, + { + "p": 0.19650505483150482, + "m": 0.9994857311248779 + }, + { + "p": 0.04653814807534218, + "m": 0.6325700879096985 + }, + { + "p": 0.17210127413272858, + "m": 1.0 + }, + { + "p": 0.013662140816450119, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.029632329940796, + "val_loss": 0.9810168743133545, + "acc": 63.55, + "time": 256.29954149294645, + "param": [ + { + "p": 0.13499514758586884, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19742369651794434, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.32952985167503357 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0022097723558545113, + "m": 0.9956417083740234 + }, + { + "p": 0.15547700226306915, + "m": 0.25080305337905884 + }, + { + "p": 0.00015064456965774298, + "m": 0.6932857036590576 + }, + { + "p": 0.09256822615861893, + "m": 0.24705666303634644 + }, + { + "p": 0.18972691893577576, + "m": 0.9783256649971008 + }, + { + "p": 0.049982182681560516, + "m": 0.6174721121788025 + }, + { + "p": 0.1641884446144104, + "m": 1.0 + }, + { + "p": 0.013277915306389332, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.5930207967758179, + "val_loss": 0.9411776065826416, + "acc": 63.55, + "time": 254.92151729855686, + "param": [ + { + "p": 0.144284188747406, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20036324858665466, + "m": 1.0 + }, + { + "p": 0.0009404079173691571, + "m": 0.3563920259475708 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9988136291503906 + }, + { + "p": 0.1454981565475464, + "m": 0.18414998054504395 + }, + { + "p": 0.0, + "m": 0.7025620937347412 + }, + { + "p": 0.10107416659593582, + "m": 0.23692090809345245 + }, + { + "p": 0.18050605058670044, + "m": 0.9444998502731323 + }, + { + "p": 0.05510101094841957, + "m": 0.6174296736717224 + }, + { + "p": 0.15583406388759613, + "m": 1.0 + }, + { + "p": 0.016398752108216286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.4062981605529785, + "val_loss": 0.9817653894424438, + "acc": 63.31, + "time": 253.1278930050321, + "param": [ + { + "p": 0.1473941206932068, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1978055238723755, + "m": 1.0 + }, + { + "p": 0.0007765854243189096, + "m": 0.38227328658103943 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13446909189224243, + "m": 0.1571616232395172 + }, + { + "p": 0.0, + "m": 0.6980416178703308 + }, + { + "p": 0.11182508617639542, + "m": 0.20624950528144836 + }, + { + "p": 0.1730034202337265, + "m": 0.9527706503868103 + }, + { + "p": 0.060273002833127975, + "m": 0.6102343201637268 + }, + { + "p": 0.1474868357181549, + "m": 1.0 + }, + { + "p": 0.026966385543346405, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.571779489517212, + "val_loss": 1.0286844968795776, + "acc": 65.15, + "time": 256.25723725324497, + "param": [ + { + "p": 0.1574971079826355, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19204235076904297, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4162130653858185 + }, + { + "p": 0.00010116313205799088, + "m": 0.9968932867050171 + }, + { + "p": 0.005085839424282312, + "m": 0.9921992421150208 + }, + { + "p": 0.12433719635009766, + "m": 0.11422216147184372 + }, + { + "p": 0.0, + "m": 0.6750757098197937 + }, + { + "p": 0.1268778294324875, + "m": 0.12710173428058624 + }, + { + "p": 0.1532914936542511, + "m": 0.9615144729614258 + }, + { + "p": 0.06464807689189911, + "m": 0.6092924475669861 + }, + { + "p": 0.1369112879037857, + "m": 1.0 + }, + { + "p": 0.03920760005712509, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.3211489915847778, + "val_loss": 1.0476950407028198, + "acc": 64.11, + "time": 254.16722545213997, + "param": [ + { + "p": 0.16353590786457062, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.182020366191864, + "m": 1.0 + }, + { + "p": 0.00013264043082017452, + "m": 0.4389844238758087 + }, + { + "p": 0.0035563844721764326, + "m": 1.0 + }, + { + "p": 0.007453597616404295, + "m": 0.9673828482627869 + }, + { + "p": 0.10975009202957153, + "m": 0.06746717542409897 + }, + { + "p": 0.0, + "m": 0.661598801612854 + }, + { + "p": 0.13889747858047485, + "m": 0.06312359869480133 + }, + { + "p": 0.1405133157968521, + "m": 0.9494863152503967 + }, + { + "p": 0.07400402426719666, + "m": 0.616820216178894 + }, + { + "p": 0.13512855768203735, + "m": 1.0 + }, + { + "p": 0.04500766843557358, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.3410589694976807, + "val_loss": 0.953468918800354, + "acc": 63.48, + "time": 253.88932326808572, + "param": [ + { + "p": 0.15636380016803741, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16509172320365906, + "m": 1.0 + }, + { + "p": 0.006356128957122564, + "m": 0.4264191687107086 + }, + { + "p": 0.0072660003788769245, + "m": 1.0 + }, + { + "p": 0.01538161002099514, + "m": 0.9379886388778687 + }, + { + "p": 0.1084899976849556, + "m": 0.0 + }, + { + "p": 0.013901865109801292, + "m": 0.6550005674362183 + }, + { + "p": 0.1479848027229309, + "m": 0.03863697871565819 + }, + { + "p": 0.12994886934757233, + "m": 0.9463203549385071 + }, + { + "p": 0.07521989941596985, + "m": 0.6233890056610107 + }, + { + "p": 0.1254424750804901, + "m": 1.0 + }, + { + "p": 0.04855281487107277, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.4069350957870483, + "val_loss": 0.9498847126960754, + "acc": 63.58, + "time": 254.63429709197953, + "param": [ + { + "p": 0.13683003187179565, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1479616016149521, + "m": 1.0 + }, + { + "p": 0.013182259164750576, + "m": 0.4250751733779907 + }, + { + "p": 0.01303271297365427, + "m": 0.9953664541244507 + }, + { + "p": 0.03755178675055504, + "m": 0.9123860597610474 + }, + { + "p": 0.11490115523338318, + "m": 0.0 + }, + { + "p": 0.034451745450496674, + "m": 0.6582039594650269 + }, + { + "p": 0.13119420409202576, + "m": 0.0 + }, + { + "p": 0.1257084757089615, + "m": 0.9551069736480713 + }, + { + "p": 0.0773443728685379, + "m": 0.6317143440246582 + }, + { + "p": 0.11234720051288605, + "m": 1.0 + }, + { + "p": 0.05346481129527092, + "m": 1.0 + }, + { + "p": 0.0020296270959079266, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.5322142839431763, + "val_loss": 1.0777568817138672, + "acc": 64.47, + "time": 256.2235030489974, + "param": [ + { + "p": 0.12879545986652374, + "m": 1.0 + }, + { + "p": 7.245866436278448e-05, + "m": 1.0 + }, + { + "p": 0.13661730289459229, + "m": 1.0 + }, + { + "p": 0.01534094288945198, + "m": 0.43151095509529114 + }, + { + "p": 0.007277326658368111, + "m": 0.992792546749115 + }, + { + "p": 0.04340219497680664, + "m": 0.8675523400306702 + }, + { + "p": 0.12006683647632599, + "m": 0.0 + }, + { + "p": 0.04690049588680267, + "m": 0.6709252595901489 + }, + { + "p": 0.1488991230726242, + "m": 0.0 + }, + { + "p": 0.11881611496210098, + "m": 0.9485525488853455 + }, + { + "p": 0.07332440465688705, + "m": 0.6271744966506958 + }, + { + "p": 0.09884127229452133, + "m": 1.0 + }, + { + "p": 0.06164611876010895, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.460490107536316, + "val_loss": 1.0268405675888062, + "acc": 64.97, + "time": 254.02273829933256, + "param": [ + { + "p": 0.11659107357263565, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12445748597383499, + "m": 1.0 + }, + { + "p": 0.00675284955650568, + "m": 0.43581464886665344 + }, + { + "p": 0.008009777404367924, + "m": 1.0 + }, + { + "p": 0.03837193548679352, + "m": 0.8470574021339417 + }, + { + "p": 0.1218775287270546, + "m": 0.0 + }, + { + "p": 0.05382261052727699, + "m": 0.6896544098854065 + }, + { + "p": 0.16679753363132477, + "m": 0.0 + }, + { + "p": 0.11202162504196167, + "m": 0.9556027054786682 + }, + { + "p": 0.08180057257413864, + "m": 0.6223666667938232 + }, + { + "p": 0.09031897783279419, + "m": 1.0 + }, + { + "p": 0.07917804270982742, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.5998376607894897, + "val_loss": 1.139651894569397, + "acc": 65.2, + "time": 253.9789332090877, + "param": [ + { + "p": 0.10832998901605606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11441197246313095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4368462860584259 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030346577987074852, + "m": 0.8469944596290588 + }, + { + "p": 0.1345973014831543, + "m": 0.0009045293554663658 + }, + { + "p": 0.04168124496936798, + "m": 0.6637094020843506 + }, + { + "p": 0.20366522669792175, + "m": 0.0 + }, + { + "p": 0.09800468385219574, + "m": 0.9483909010887146 + }, + { + "p": 0.0971660241484642, + "m": 0.6104443669319153 + }, + { + "p": 0.08437307178974152, + "m": 1.0 + }, + { + "p": 0.08742395043373108, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.561562180519104, + "val_loss": 0.9438968300819397, + "acc": 65.47, + "time": 254.92151498002931, + "param": [ + { + "p": 0.10065901279449463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11678839474916458, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.42673030495643616 + }, + { + "p": 0.004756087437272072, + "m": 0.9885127544403076 + }, + { + "p": 0.027178118005394936, + "m": 0.8418596982955933 + }, + { + "p": 0.1261747032403946, + "m": 0.0 + }, + { + "p": 0.04269697889685631, + "m": 0.6308988332748413 + }, + { + "p": 0.21712671220302582, + "m": 0.0 + }, + { + "p": 0.09698528796434402, + "m": 0.9313386678695679 + }, + { + "p": 0.09768832474946976, + "m": 0.5963445901870728 + }, + { + "p": 0.07478976994752884, + "m": 1.0 + }, + { + "p": 0.09515658766031265, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.6606426239013672, + "val_loss": 0.9609369039535522, + "acc": 66.6, + "time": 253.05545699503273, + "param": [ + { + "p": 0.0956287533044815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12165489047765732, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4136125445365906 + }, + { + "p": 0.0, + "m": 0.9963427186012268 + }, + { + "p": 0.010639657266438007, + "m": 0.85057133436203 + }, + { + "p": 0.11735029518604279, + "m": 0.015333342365920544 + }, + { + "p": 0.03973083198070526, + "m": 0.6107979416847229 + }, + { + "p": 0.24144689738750458, + "m": 0.0 + }, + { + "p": 0.0980822741985321, + "m": 0.9314877986907959 + }, + { + "p": 0.10088702291250229, + "m": 0.5880165696144104 + }, + { + "p": 0.06106128171086311, + "m": 1.0 + }, + { + "p": 0.11351805180311203, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.598000407218933, + "val_loss": 0.8780624270439148, + "acc": 65.63, + "time": 253.64769017277285, + "param": [ + { + "p": 0.10076236724853516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12124420702457428, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.41946321725845337 + }, + { + "p": 0.0, + "m": 0.9922041296958923 + }, + { + "p": 0.0, + "m": 0.8569896221160889 + }, + { + "p": 0.10985175520181656, + "m": 0.0 + }, + { + "p": 0.0317336767911911, + "m": 0.5955656170845032 + }, + { + "p": 0.2649189829826355, + "m": 0.0041222842410206795 + }, + { + "p": 0.08605819940567017, + "m": 0.9376180768013 + }, + { + "p": 0.10761746764183044, + "m": 0.5776131749153137 + }, + { + "p": 0.05525262653827667, + "m": 1.0 + }, + { + "p": 0.1225607693195343, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.5180447101593018, + "val_loss": 1.0143744945526123, + "acc": 65.56, + "time": 253.03055679611862, + "param": [ + { + "p": 0.10777466744184494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11881183832883835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.42880573868751526 + }, + { + "p": 0.0, + "m": 0.9883841872215271 + }, + { + "p": 0.0, + "m": 0.8633624911308289 + }, + { + "p": 0.10457521677017212, + "m": 0.0 + }, + { + "p": 0.02987000159919262, + "m": 0.5908681154251099 + }, + { + "p": 0.26349297165870667, + "m": 0.0011981133138760924 + }, + { + "p": 0.08108139783143997, + "m": 0.9322316646575928 + }, + { + "p": 0.10558947175741196, + "m": 0.5820589065551758 + }, + { + "p": 0.05858186259865761, + "m": 1.0 + }, + { + "p": 0.13022254407405853, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.4397966861724854, + "val_loss": 0.8758774399757385, + "acc": 66.29, + "time": 256.94456389313564, + "param": [ + { + "p": 0.10632573813199997, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11909440159797668, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.455624520778656 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.8924896717071533 + }, + { + "p": 0.09839803725481033, + "m": 0.0 + }, + { + "p": 0.030339602380990982, + "m": 0.5927191972732544 + }, + { + "p": 0.27092114090919495, + "m": 0.0 + }, + { + "p": 0.08041646331548691, + "m": 0.9236029982566833 + }, + { + "p": 0.11075561493635178, + "m": 0.5917786359786987 + }, + { + "p": 0.05634234845638275, + "m": 1.0 + }, + { + "p": 0.12740664184093475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.5584276914596558, + "val_loss": 0.9752206802368164, + "acc": 66.37, + "time": 254.15059127891436, + "param": [ + { + "p": 0.10600411891937256, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12139192968606949, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.45068639516830444 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.9206051230430603 + }, + { + "p": 0.10198915004730225, + "m": 0.00013773160753771663 + }, + { + "p": 0.024070145562291145, + "m": 0.5896143913269043 + }, + { + "p": 0.28164881467819214, + "m": 0.0 + }, + { + "p": 0.07865245640277863, + "m": 0.9070690274238586 + }, + { + "p": 0.10453543812036514, + "m": 0.6073008179664612 + }, + { + "p": 0.0506877638399601, + "m": 1.0 + }, + { + "p": 0.13102023303508759, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.4844512939453125, + "val_loss": 1.0209405422210693, + "acc": 65.7, + "time": 251.73906368529424, + "param": [ + { + "p": 0.10661104321479797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11371731013059616, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.44538384675979614 + }, + { + "p": 0.0, + "m": 0.9975537657737732 + }, + { + "p": 0.0, + "m": 0.9300689101219177 + }, + { + "p": 0.10951389372348785, + "m": 0.0 + }, + { + "p": 0.007577152922749519, + "m": 0.5707294344902039 + }, + { + "p": 0.3064621388912201, + "m": 0.0 + }, + { + "p": 0.087892085313797, + "m": 0.9053793549537659 + }, + { + "p": 0.1011102944612503, + "m": 0.6158351898193359 + }, + { + "p": 0.045394416898489, + "m": 1.0 + }, + { + "p": 0.12172162532806396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.4894790649414062, + "val_loss": 0.9189895987510681, + "acc": 66.5, + "time": 257.2695986330509, + "param": [ + { + "p": 0.1099962517619133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10670404136180878, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.43902453780174255 + }, + { + "p": 0.0, + "m": 0.9787384271621704 + }, + { + "p": 0.0, + "m": 0.9428552985191345 + }, + { + "p": 0.1135776937007904, + "m": 9.439687346457504e-06 + }, + { + "p": 0.0, + "m": 0.5685530304908752 + }, + { + "p": 0.3389912545681, + "m": 0.015216351486742496 + }, + { + "p": 0.08144248276948929, + "m": 0.9165751934051514 + }, + { + "p": 0.10060525685548782, + "m": 0.6329257488250732 + }, + { + "p": 0.0359949953854084, + "m": 1.0 + }, + { + "p": 0.11268801987171173, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.4791406393051147, + "val_loss": 0.9741615056991577, + "acc": 64.91, + "time": 252.52659608377144, + "param": [ + { + "p": 0.10573657602071762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09945029020309448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.44215238094329834 + }, + { + "p": 0.0, + "m": 0.9630303978919983 + }, + { + "p": 0.0, + "m": 0.9684991836547852 + }, + { + "p": 0.11493705213069916, + "m": 0.027667924761772156 + }, + { + "p": 0.0, + "m": 0.560704231262207 + }, + { + "p": 0.41273021697998047, + "m": 0.05130327120423317 + }, + { + "p": 0.05202481895685196, + "m": 0.9283112287521362 + }, + { + "p": 0.1032944843173027, + "m": 0.6595321893692017 + }, + { + "p": 0.007203146815299988, + "m": 1.0 + }, + { + "p": 0.10462340712547302, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.3963284492492676, + "val_loss": 1.1101465225219727, + "acc": 64.52, + "time": 254.36381939100102, + "param": [ + { + "p": 0.10246424376964569, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09347891062498093, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.4276807904243469 + }, + { + "p": 0.0, + "m": 0.9400536417961121 + }, + { + "p": 0.0019857408478856087, + "m": 0.9945210814476013 + }, + { + "p": 0.10870693624019623, + "m": 0.01602252572774887 + }, + { + "p": 0.0010284723248332739, + "m": 0.5417039394378662 + }, + { + "p": 0.4578454792499542, + "m": 0.10009851306676865 + }, + { + "p": 0.029156045988202095, + "m": 0.9239702224731445 + }, + { + "p": 0.10203158855438232, + "m": 0.6864637136459351 + }, + { + "p": 0.0010084359673783183, + "m": 1.0 + }, + { + "p": 0.10086124390363693, + "m": 1.0 + }, + { + "p": 0.0014329067198559642, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.3273109197616577, + "val_loss": 0.9356709122657776, + "acc": 66.2, + "time": 253.11015067482367, + "param": [ + { + "p": 0.10720779001712799, + "m": 1.0 + }, + { + "p": 0.0029282947070896626, + "m": 1.0 + }, + { + "p": 0.09604580700397491, + "m": 1.0 + }, + { + "p": 0.00505828158929944, + "m": 0.4144563376903534 + }, + { + "p": 0.0028152542654424906, + "m": 0.90602046251297 + }, + { + "p": 0.014944959431886673, + "m": 1.0 + }, + { + "p": 0.09065819531679153, + "m": 0.0 + }, + { + "p": 0.010767228901386261, + "m": 0.5334550142288208 + }, + { + "p": 0.4173692464828491, + "m": 0.11202918738126755 + }, + { + "p": 0.030835071578621864, + "m": 0.9297301173210144 + }, + { + "p": 0.09280401468276978, + "m": 0.7115408182144165 + }, + { + "p": 0.01036390382796526, + "m": 1.0 + }, + { + "p": 0.1003854051232338, + "m": 1.0 + }, + { + "p": 0.017816515639424324, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.217365026473999, + "val_loss": 0.9037832021713257, + "acc": 65.85, + "time": 256.28348232107237, + "param": [ + { + "p": 0.09823911637067795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09175560623407364, + "m": 1.0 + }, + { + "p": 0.012917826883494854, + "m": 0.4080209732055664 + }, + { + "p": 0.005837957840412855, + "m": 0.8847341537475586 + }, + { + "p": 0.041019685566425323, + "m": 1.0 + }, + { + "p": 0.09407816082239151, + "m": 0.0 + }, + { + "p": 0.019242262467741966, + "m": 0.5356399416923523 + }, + { + "p": 0.3330199420452118, + "m": 0.10609905421733856 + }, + { + "p": 0.04668867588043213, + "m": 0.9335222840309143 + }, + { + "p": 0.08254685997962952, + "m": 0.7391189336776733 + }, + { + "p": 0.030889077112078667, + "m": 1.0 + }, + { + "p": 0.10573972761631012, + "m": 1.0 + }, + { + "p": 0.038025110960006714, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.259839415550232, + "val_loss": 0.9096359014511108, + "acc": 66.91, + "time": 252.5761223519221, + "param": [ + { + "p": 0.08955452591180801, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08230041712522507, + "m": 1.0 + }, + { + "p": 0.016601530835032463, + "m": 0.4068710207939148 + }, + { + "p": 0.002457058522850275, + "m": 0.8844378590583801 + }, + { + "p": 0.048763833940029144, + "m": 1.0 + }, + { + "p": 0.10384120792150497, + "m": 0.0 + }, + { + "p": 0.0228474959731102, + "m": 0.533403217792511 + }, + { + "p": 0.29342296719551086, + "m": 0.11437368392944336 + }, + { + "p": 0.05187894403934479, + "m": 0.9337558746337891 + }, + { + "p": 0.08631198108196259, + "m": 0.7608160972595215 + }, + { + "p": 0.039258088916540146, + "m": 1.0 + }, + { + "p": 0.11615587770938873, + "m": 1.0 + }, + { + "p": 0.046606048941612244, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.3873391151428223, + "val_loss": 0.9791756272315979, + "acc": 65.1, + "time": 256.95385162113234, + "param": [ + { + "p": 0.09062690287828445, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06805446743965149, + "m": 1.0 + }, + { + "p": 0.016371143981814384, + "m": 0.4171016216278076 + }, + { + "p": 0.00022009083477314562, + "m": 0.8954274654388428 + }, + { + "p": 0.05533728748559952, + "m": 0.9939587712287903 + }, + { + "p": 0.11525353789329529, + "m": 0.002218869049102068 + }, + { + "p": 0.01994839683175087, + "m": 0.5529543161392212 + }, + { + "p": 0.28411194682121277, + "m": 0.1245005652308464 + }, + { + "p": 0.05719480663537979, + "m": 0.941251814365387 + }, + { + "p": 0.08614639937877655, + "m": 0.759257972240448 + }, + { + "p": 0.04498711973428726, + "m": 1.0 + }, + { + "p": 0.1251453310251236, + "m": 1.0 + }, + { + "p": 0.036602556705474854, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.4888973236083984, + "val_loss": 0.9929954409599304, + "acc": 65.65, + "time": 253.3173988778144, + "param": [ + { + "p": 0.08879605680704117, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0668705552816391, + "m": 1.0 + }, + { + "p": 0.01913289725780487, + "m": 0.4256686866283417 + }, + { + "p": 0.005755261052399874, + "m": 0.8726029396057129 + }, + { + "p": 0.06473960727453232, + "m": 0.9733376502990723 + }, + { + "p": 0.12207822501659393, + "m": 0.0 + }, + { + "p": 0.019680550321936607, + "m": 0.5718443989753723 + }, + { + "p": 0.2667872905731201, + "m": 0.1261722594499588 + }, + { + "p": 0.056584056466817856, + "m": 0.9383662343025208 + }, + { + "p": 0.08239004015922546, + "m": 0.7661541104316711 + }, + { + "p": 0.05680771917104721, + "m": 1.0 + }, + { + "p": 0.12407392263412476, + "m": 1.0 + }, + { + "p": 0.02630375511944294, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.7896009683609009, + "val_loss": 0.8713172078132629, + "acc": 66.57, + "time": 256.57818867405877, + "param": [ + { + "p": 0.09016935527324677, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.061478760093450546, + "m": 1.0 + }, + { + "p": 0.0137633690610528, + "m": 0.4065149128437042 + }, + { + "p": 0.006340692285448313, + "m": 0.8607733249664307 + }, + { + "p": 0.07890661060810089, + "m": 0.9780257344245911 + }, + { + "p": 0.12979461252689362, + "m": 0.0001512903836555779 + }, + { + "p": 0.028383197262883186, + "m": 0.5560994744300842 + }, + { + "p": 0.2829633057117462, + "m": 0.10711843520402908 + }, + { + "p": 0.037841375917196274, + "m": 0.9376678466796875 + }, + { + "p": 0.08666062355041504, + "m": 0.7563024759292603 + }, + { + "p": 0.054123859852552414, + "m": 1.0 + }, + { + "p": 0.1258501410484314, + "m": 1.0 + }, + { + "p": 0.003724045120179653, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.3900675773620605, + "val_loss": 0.9759025573730469, + "acc": 66.62, + "time": 257.2598088309169, + "param": [ + { + "p": 0.09794917702674866, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05606607347726822, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.40874165296554565 + }, + { + "p": 0.0, + "m": 0.8310213685035706 + }, + { + "p": 0.08355066925287247, + "m": 0.9882855415344238 + }, + { + "p": 0.14751775562763214, + "m": 0.0 + }, + { + "p": 0.014577777124941349, + "m": 0.5726909041404724 + }, + { + "p": 0.3337429463863373, + "m": 0.1143631637096405 + }, + { + "p": 0.006909764837473631, + "m": 0.9477645754814148 + }, + { + "p": 0.0871080532670021, + "m": 0.7535313367843628 + }, + { + "p": 0.04386413097381592, + "m": 1.0 + }, + { + "p": 0.12871375679969788, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.4832333326339722, + "val_loss": 1.014363408088684, + "acc": 65.68, + "time": 255.67260729521513, + "param": [ + { + "p": 0.08467822521924973, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0393514446914196, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.3965890109539032 + }, + { + "p": 0.0, + "m": 0.8083806037902832 + }, + { + "p": 0.08799941837787628, + "m": 1.0 + }, + { + "p": 0.15702219307422638, + "m": 0.014697255566716194 + }, + { + "p": 0.0, + "m": 0.6119105219841003 + }, + { + "p": 0.38552752137184143, + "m": 0.11349592357873917 + }, + { + "p": 0.0, + "m": 0.9624015688896179 + }, + { + "p": 0.08162607997655869, + "m": 0.7305854558944702 + }, + { + "p": 0.03597765415906906, + "m": 1.0 + }, + { + "p": 0.12781746685504913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.465866208076477, + "val_loss": 0.8911237716674805, + "acc": 66.97, + "time": 254.67094357172027, + "param": [ + { + "p": 0.08334166556596756, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033599577844142914, + "m": 1.0 + }, + { + "p": 0.0008608875214122236, + "m": 0.3908803462982178 + }, + { + "p": 0.0, + "m": 0.7787902355194092 + }, + { + "p": 0.09454011172056198, + "m": 1.0 + }, + { + "p": 0.15466119349002838, + "m": 0.07155796885490417 + }, + { + "p": 0.0, + "m": 0.6338329911231995 + }, + { + "p": 0.3972771465778351, + "m": 0.08914878219366074 + }, + { + "p": 0.0, + "m": 0.9694647192955017 + }, + { + "p": 0.07359188795089722, + "m": 0.7144047021865845 + }, + { + "p": 0.036844171583652496, + "m": 1.0 + }, + { + "p": 0.1252833604812622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.6744860410690308, + "val_loss": 1.0074641704559326, + "acc": 66.82, + "time": 253.17194343311712, + "param": [ + { + "p": 0.09295876324176788, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04696770757436752, + "m": 1.0 + }, + { + "p": 0.01310204528272152, + "m": 0.3713436722755432 + }, + { + "p": 0.001816310454159975, + "m": 0.7406083345413208 + }, + { + "p": 0.0866650715470314, + "m": 0.997529149055481 + }, + { + "p": 0.14317698776721954, + "m": 0.09682276844978333 + }, + { + "p": 0.009249751456081867, + "m": 0.6618640422821045 + }, + { + "p": 0.35466960072517395, + "m": 0.07072959840297699 + }, + { + "p": 0.015348810702562332, + "m": 0.9662432074546814 + }, + { + "p": 0.0699557363986969, + "m": 0.7112500071525574 + }, + { + "p": 0.051833756268024445, + "m": 1.0 + }, + { + "p": 0.11327463388442993, + "m": 1.0 + }, + { + "p": 0.0009807486785575747, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.1332552433013916, + "val_loss": 0.9612210392951965, + "acc": 66.66, + "time": 254.79871715279296, + "param": [ + { + "p": 0.1032663956284523, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06609795987606049, + "m": 1.0 + }, + { + "p": 0.022994128987193108, + "m": 0.3575464189052582 + }, + { + "p": 0.007997867651283741, + "m": 0.7122921347618103 + }, + { + "p": 0.0714050680398941, + "m": 0.9764968156814575 + }, + { + "p": 0.12543825805187225, + "m": 0.0874175876379013 + }, + { + "p": 0.013053080067038536, + "m": 0.6815340518951416 + }, + { + "p": 0.30233699083328247, + "m": 0.07155762612819672 + }, + { + "p": 0.039301689714193344, + "m": 0.9693481922149658 + }, + { + "p": 0.07232978194952011, + "m": 0.7265465259552002 + }, + { + "p": 0.06517833471298218, + "m": 1.0 + }, + { + "p": 0.10995908826589584, + "m": 1.0 + }, + { + "p": 0.0006413843366317451, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.3936398029327393, + "val_loss": 0.958173394203186, + "acc": 66.9, + "time": 258.5660861679353, + "param": [ + { + "p": 0.11997099220752716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08274268358945847, + "m": 1.0 + }, + { + "p": 0.017497142776846886, + "m": 0.32219070196151733 + }, + { + "p": 0.0018320877570658922, + "m": 0.6756916046142578 + }, + { + "p": 0.059280406683683395, + "m": 0.945372998714447 + }, + { + "p": 0.12032509595155716, + "m": 0.0395883247256279 + }, + { + "p": 0.015804193913936615, + "m": 0.6500397324562073 + }, + { + "p": 0.2871513068675995, + "m": 0.07738587260246277 + }, + { + "p": 0.042307689785957336, + "m": 0.9608535170555115 + }, + { + "p": 0.06721284240484238, + "m": 0.7142700552940369 + }, + { + "p": 0.07211702316999435, + "m": 1.0 + }, + { + "p": 0.11375860869884491, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.33806312084198, + "val_loss": 1.0062685012817383, + "acc": 67.3, + "time": 253.5371596296318, + "param": [ + { + "p": 0.13083599507808685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09637420624494553, + "m": 1.0 + }, + { + "p": 0.0083996020257473, + "m": 0.2944190502166748 + }, + { + "p": 0.00014493020717054605, + "m": 0.6491050720214844 + }, + { + "p": 0.04334430769085884, + "m": 0.9164069294929504 + }, + { + "p": 0.10710383951663971, + "m": 0.0 + }, + { + "p": 0.013278030790388584, + "m": 0.6080461144447327 + }, + { + "p": 0.29554441571235657, + "m": 0.07381928712129593 + }, + { + "p": 0.0433831550180912, + "m": 0.9471566081047058 + }, + { + "p": 0.06190081685781479, + "m": 0.6935128569602966 + }, + { + "p": 0.08071231096982956, + "m": 1.0 + }, + { + "p": 0.11897838115692139, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.3696520328521729, + "val_loss": 0.8213620185852051, + "acc": 67.47, + "time": 255.12906789407134, + "param": [ + { + "p": 0.13991901278495789, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09520687162876129, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.2653087377548218 + }, + { + "p": 0.0, + "m": 0.6593481302261353 + }, + { + "p": 0.021559609100222588, + "m": 0.9077767133712769 + }, + { + "p": 0.09787730872631073, + "m": 0.0 + }, + { + "p": 0.004390650894492865, + "m": 0.5847048163414001 + }, + { + "p": 0.31410858035087585, + "m": 0.0856945663690567 + }, + { + "p": 0.041881170123815536, + "m": 0.9427915215492249 + }, + { + "p": 0.06031771004199982, + "m": 0.6957398056983948 + }, + { + "p": 0.09209443628787994, + "m": 1.0 + }, + { + "p": 0.13264456391334534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.4333937168121338, + "val_loss": 0.9358223080635071, + "acc": 66.12, + "time": 255.84895155904815, + "param": [ + { + "p": 0.14189736545085907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09586526453495026, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.2235136479139328 + }, + { + "p": 0.0, + "m": 0.6480011343955994 + }, + { + "p": 0.003658730536699295, + "m": 0.9071937203407288 + }, + { + "p": 0.08816135674715042, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5800589323043823 + }, + { + "p": 0.34561026096343994, + "m": 0.09210944175720215 + }, + { + "p": 0.0251538697630167, + "m": 0.9596647620201111 + }, + { + "p": 0.048353660851716995, + "m": 0.6946803331375122 + }, + { + "p": 0.09928908944129944, + "m": 1.0 + }, + { + "p": 0.15201042592525482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.4436492919921875, + "val_loss": 0.9965930581092834, + "acc": 67.25, + "time": 254.91447281697765, + "param": [ + { + "p": 0.12685257196426392, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09678205847740173, + "m": 1.0 + }, + { + "p": 0.0053208996541798115, + "m": 0.19709934294223785 + }, + { + "p": 0.0, + "m": 0.6031020879745483 + }, + { + "p": 0.00795614905655384, + "m": 0.8955374360084534 + }, + { + "p": 0.08173635601997375, + "m": 0.0 + }, + { + "p": 0.002888432703912258, + "m": 0.5656524300575256 + }, + { + "p": 0.3485367000102997, + "m": 0.07585151493549347 + }, + { + "p": 0.01746738888323307, + "m": 0.9659055471420288 + }, + { + "p": 0.03462107479572296, + "m": 0.6902889013290405 + }, + { + "p": 0.1120578944683075, + "m": 1.0 + }, + { + "p": 0.1582946926355362, + "m": 1.0 + }, + { + "p": 0.007485805079340935, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.1604493856430054, + "val_loss": 0.9001768827438354, + "acc": 67.87, + "time": 255.1391777889803, + "param": [ + { + "p": 0.10899406671524048, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11170896887779236, + "m": 1.0 + }, + { + "p": 0.011679239571094513, + "m": 0.17276768386363983 + }, + { + "p": 0.0, + "m": 0.5913902521133423 + }, + { + "p": 0.015439807437360287, + "m": 0.8987716436386108 + }, + { + "p": 0.08934926241636276, + "m": 0.005750351585447788 + }, + { + "p": 0.013100500218570232, + "m": 0.5604227781295776 + }, + { + "p": 0.33662259578704834, + "m": 0.08135002851486206 + }, + { + "p": 0.015118510462343693, + "m": 0.9694200158119202 + }, + { + "p": 0.036875490099191666, + "m": 0.7023438811302185 + }, + { + "p": 0.10907100886106491, + "m": 1.0 + }, + { + "p": 0.15122738480567932, + "m": 1.0 + }, + { + "p": 0.0008130984497256577, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.353778600692749, + "val_loss": 0.9875109195709229, + "acc": 67.96, + "time": 254.15789157990366, + "param": [ + { + "p": 0.09137026220560074, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11338140815496445, + "m": 1.0 + }, + { + "p": 0.009833640418946743, + "m": 0.13362064957618713 + }, + { + "p": 0.001676836982369423, + "m": 0.5881688594818115 + }, + { + "p": 0.030230578035116196, + "m": 0.8955053091049194 + }, + { + "p": 0.09527300298213959, + "m": 0.01741243340075016 + }, + { + "p": 0.001853480818681419, + "m": 0.5649089813232422 + }, + { + "p": 0.33944258093833923, + "m": 0.09156911820173264 + }, + { + "p": 0.026355022564530373, + "m": 0.9804614782333374 + }, + { + "p": 0.035745520144701004, + "m": 0.7076557874679565 + }, + { + "p": 0.10430554300546646, + "m": 1.0 + }, + { + "p": 0.15053217113018036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.225189447402954, + "val_loss": 0.9783869981765747, + "acc": 67.11, + "time": 256.4959910288453, + "param": [ + { + "p": 0.07936560362577438, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11366365104913712, + "m": 1.0 + }, + { + "p": 0.015573232434689999, + "m": 0.09052988886833191 + }, + { + "p": 0.00014424941036850214, + "m": 0.5787487626075745 + }, + { + "p": 0.04919549822807312, + "m": 0.8957520723342896 + }, + { + "p": 0.11064358800649643, + "m": 0.0017526448937132955 + }, + { + "p": 0.0, + "m": 0.5702606439590454 + }, + { + "p": 0.33534425497055054, + "m": 0.08685868233442307 + }, + { + "p": 0.02930295653641224, + "m": 0.9925493597984314 + }, + { + "p": 0.01702066883444786, + "m": 0.7212508320808411 + }, + { + "p": 0.10513671487569809, + "m": 1.0 + }, + { + "p": 0.14460955560207367, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.491268277168274, + "val_loss": 0.8436208367347717, + "acc": 67.54, + "time": 255.3397875833325, + "param": [ + { + "p": 0.07322073727846146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11156583577394485, + "m": 1.0 + }, + { + "p": 0.013406490907073021, + "m": 0.06519483774900436 + }, + { + "p": 0.0, + "m": 0.5600014925003052 + }, + { + "p": 0.06035744771361351, + "m": 0.8918766975402832 + }, + { + "p": 0.11180020123720169, + "m": 0.0 + }, + { + "p": 0.0015030531212687492, + "m": 0.5828116536140442 + }, + { + "p": 0.3524266481399536, + "m": 0.07233168184757233 + }, + { + "p": 0.028847385197877884, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7253008484840393 + }, + { + "p": 0.10196898877620697, + "m": 1.0 + }, + { + "p": 0.14490318298339844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.3935372829437256, + "val_loss": 0.8772504329681396, + "acc": 67.23, + "time": 255.97749184910208, + "param": [ + { + "p": 0.0696578174829483, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09595024585723877, + "m": 1.0 + }, + { + "p": 0.018327584490180016, + "m": 0.020322160795331 + }, + { + "p": 0.0, + "m": 0.5346825122833252 + }, + { + "p": 0.06992608308792114, + "m": 0.8984667062759399 + }, + { + "p": 0.10608019679784775, + "m": 0.006809241138398647 + }, + { + "p": 0.015320738777518272, + "m": 0.5751479864120483 + }, + { + "p": 0.3507457673549652, + "m": 0.047470785677433014 + }, + { + "p": 0.034539032727479935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.7162538766860962 + }, + { + "p": 0.09920018911361694, + "m": 1.0 + }, + { + "p": 0.13070793449878693, + "m": 1.0 + }, + { + "p": 0.00954443123191595, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.6167562007904053, + "val_loss": 0.9272118806838989, + "acc": 67.56, + "time": 255.68717658240348, + "param": [ + { + "p": 0.06819720566272736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.093358613550663, + "m": 1.0 + }, + { + "p": 0.01823006011545658, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5290666222572327 + }, + { + "p": 0.06476004421710968, + "m": 0.9082473516464233 + }, + { + "p": 0.10650071501731873, + "m": 0.02314850129187107 + }, + { + "p": 0.028451787307858467, + "m": 0.5727735757827759 + }, + { + "p": 0.3578068017959595, + "m": 0.022170979529619217 + }, + { + "p": 0.032694414258003235, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.716543436050415 + }, + { + "p": 0.10228241980075836, + "m": 1.0 + }, + { + "p": 0.12288008630275726, + "m": 1.0 + }, + { + "p": 0.0048378542996943, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.4420397281646729, + "val_loss": 0.9674882888793945, + "acc": 67.95, + "time": 255.57796558272094, + "param": [ + { + "p": 0.0683458223938942, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09129802882671356, + "m": 1.0 + }, + { + "p": 0.02929319255053997, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.5167808532714844 + }, + { + "p": 0.06573816388845444, + "m": 0.8896952271461487 + }, + { + "p": 0.1069311872124672, + "m": 0.0013025355292484164 + }, + { + "p": 0.036173008382320404, + "m": 0.5576035380363464 + }, + { + "p": 0.3542022407054901, + "m": 0.0 + }, + { + "p": 0.0314147025346756, + "m": 1.0 + }, + { + "p": 0.006621835753321648, + "m": 0.7239755392074585 + }, + { + "p": 0.10115683823823929, + "m": 1.0 + }, + { + "p": 0.10853630304336548, + "m": 1.0 + }, + { + "p": 0.0002887836890295148, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.3821227550506592, + "val_loss": 0.9409245252609253, + "acc": 68.07, + "time": 256.44418991496786, + "param": [ + { + "p": 0.06661219894886017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08450343459844589, + "m": 1.0 + }, + { + "p": 0.03466033935546875, + "m": 0.0 + }, + { + "p": 0.0036381829995661974, + "m": 0.5245694518089294 + }, + { + "p": 0.06356500089168549, + "m": 0.8805594444274902 + }, + { + "p": 0.11998988687992096, + "m": 0.0 + }, + { + "p": 0.02832433581352234, + "m": 0.5254209041595459 + }, + { + "p": 0.35603973269462585, + "m": 0.00431587640196085 + }, + { + "p": 0.026954080909490585, + "m": 0.9991500377655029 + }, + { + "p": 0.015073731541633606, + "m": 0.7406280636787415 + }, + { + "p": 0.09138680249452591, + "m": 1.0 + }, + { + "p": 0.10337141901254654, + "m": 1.0 + }, + { + "p": 0.005880899261683226, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.1977628469467163, + "val_loss": 1.0481375455856323, + "acc": 67.2, + "time": 252.96817084075883, + "param": [ + { + "p": 0.05428047850728035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07816757261753082, + "m": 1.0 + }, + { + "p": 0.023693455383181572, + "m": 0.0 + }, + { + "p": 0.019427500665187836, + "m": 0.5048145651817322 + }, + { + "p": 0.08270836621522903, + "m": 0.8669827580451965 + }, + { + "p": 0.13176946341991425, + "m": 0.0 + }, + { + "p": 0.007747272960841656, + "m": 0.48896923661231995 + }, + { + "p": 0.3637901842594147, + "m": 0.0580848827958107 + }, + { + "p": 0.021445050835609436, + "m": 0.9951416850090027 + }, + { + "p": 0.016244588419795036, + "m": 0.7455024719238281 + }, + { + "p": 0.08593075722455978, + "m": 1.0 + }, + { + "p": 0.0984937846660614, + "m": 1.0 + }, + { + "p": 0.016301529482007027, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.390476942062378, + "val_loss": 1.0150294303894043, + "acc": 68.03, + "time": 256.30439929198474, + "param": [ + { + "p": 0.03233318403363228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07343845069408417, + "m": 1.0 + }, + { + "p": 0.0049537168815732, + "m": 0.0 + }, + { + "p": 0.009183424524962902, + "m": 0.43524232506752014 + }, + { + "p": 0.10128673166036606, + "m": 0.8293514251708984 + }, + { + "p": 0.14015056192874908, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.45829471945762634 + }, + { + "p": 0.4273575246334076, + "m": 0.08010713011026382 + }, + { + "p": 0.00698909442871809, + "m": 0.9886142611503601 + }, + { + "p": 0.0130253741517663, + "m": 0.7390384078025818 + }, + { + "p": 0.07685898244380951, + "m": 1.0 + }, + { + "p": 0.10052186995744705, + "m": 1.0 + }, + { + "p": 0.013901160098612309, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.094192385673523, + "val_loss": 1.0418803691864014, + "acc": 68.41, + "time": 256.8474457929842, + "param": [ + { + "p": 0.019540082663297653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06977300345897675, + "m": 1.0 + }, + { + "p": 0.000999758020043373, + "m": 0.0006298432126641273 + }, + { + "p": 0.0032664057798683643, + "m": 0.38047099113464355 + }, + { + "p": 0.09698043763637543, + "m": 0.799396812915802 + }, + { + "p": 0.13643522560596466, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.44279715418815613 + }, + { + "p": 0.49656662344932556, + "m": 0.08854514360427856 + }, + { + "p": 0.0015118364244699478, + "m": 0.9708548784255981 + }, + { + "p": 0.013881603255867958, + "m": 0.7422244548797607 + }, + { + "p": 0.06788236647844315, + "m": 1.0 + }, + { + "p": 0.0931626483798027, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.1801040172576904, + "val_loss": 1.0076035261154175, + "acc": 67.79, + "time": 256.6613868130371, + "param": [ + { + "p": 0.025500580668449402, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0754467248916626, + "m": 1.0 + }, + { + "p": 0.015517614781856537, + "m": 0.0 + }, + { + "p": 0.0191737562417984, + "m": 0.3196538984775543 + }, + { + "p": 0.08722212165594101, + "m": 0.7822046279907227 + }, + { + "p": 0.11648404598236084, + "m": 0.0 + }, + { + "p": 0.0026576248928904533, + "m": 0.4254280924797058 + }, + { + "p": 0.4706997573375702, + "m": 0.06690949201583862 + }, + { + "p": 0.011415821500122547, + "m": 0.9505699276924133 + }, + { + "p": 0.02840127795934677, + "m": 0.7377176284790039 + }, + { + "p": 0.0670817643404007, + "m": 1.0 + }, + { + "p": 0.08039893954992294, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 0.9469306468963623, + "val_loss": 0.9817701578140259, + "acc": 68.4, + "time": 254.63444059994072, + "param": [ + { + "p": 0.02830243855714798, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07653830945491791, + "m": 1.0 + }, + { + "p": 0.024529041722416878, + "m": 0.0 + }, + { + "p": 0.039668161422014236, + "m": 0.27924609184265137 + }, + { + "p": 0.07283695042133331, + "m": 0.764919102191925 + }, + { + "p": 0.09986432641744614, + "m": 0.0008365518297068775 + }, + { + "p": 0.02078232355415821, + "m": 0.42434412240982056 + }, + { + "p": 0.4416387677192688, + "m": 0.057910993695259094 + }, + { + "p": 0.016614045947790146, + "m": 0.9394773244857788 + }, + { + "p": 0.033764906227588654, + "m": 0.7344138026237488 + }, + { + "p": 0.06603536754846573, + "m": 1.0 + }, + { + "p": 0.0794253870844841, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.3948732614517212, + "val_loss": 0.9654332399368286, + "acc": 68.49, + "time": 255.24179340805858, + "param": [ + { + "p": 0.02623118832707405, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07696843147277832, + "m": 1.0 + }, + { + "p": 0.009791656397283077, + "m": 0.0012367910239845514 + }, + { + "p": 0.03848428279161453, + "m": 0.24720439314842224 + }, + { + "p": 0.07447957992553711, + "m": 0.7528590559959412 + }, + { + "p": 0.0962284505367279, + "m": 0.018307797610759735 + }, + { + "p": 0.0175763051956892, + "m": 0.4294613301753998 + }, + { + "p": 0.44373050332069397, + "m": 0.055197834968566895 + }, + { + "p": 0.016196662560105324, + "m": 0.9240351319313049 + }, + { + "p": 0.036610908806324005, + "m": 0.7393072843551636 + }, + { + "p": 0.06697449833154678, + "m": 1.0 + }, + { + "p": 0.09377818554639816, + "m": 1.0 + }, + { + "p": 0.002949304645881057, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.5396060943603516, + "val_loss": 0.9714764356613159, + "acc": 67.7, + "time": 255.29128003306687, + "param": [ + { + "p": 0.04187248647212982, + "m": 1.0 + }, + { + "p": 0.004141221754252911, + "m": 1.0 + }, + { + "p": 0.08539583534002304, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.874213012342807e-05 + }, + { + "p": 0.049663133919239044, + "m": 0.18244436383247375 + }, + { + "p": 0.07313326001167297, + "m": 0.7357894778251648 + }, + { + "p": 0.08172444999217987, + "m": 0.0 + }, + { + "p": 0.020457210019230843, + "m": 0.4327697455883026 + }, + { + "p": 0.3855856657028198, + "m": 0.028818270191550255 + }, + { + "p": 0.024386413395404816, + "m": 0.9111897945404053 + }, + { + "p": 0.04250987619161606, + "m": 0.7384422421455383 + }, + { + "p": 0.06262726336717606, + "m": 1.0 + }, + { + "p": 0.10735832899808884, + "m": 1.0 + }, + { + "p": 0.02114483155310154, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.207257866859436, + "val_loss": 0.9563244581222534, + "acc": 68.99, + "time": 255.13405510084704, + "param": [ + { + "p": 0.06128658354282379, + "m": 1.0 + }, + { + "p": 0.012556792236864567, + "m": 1.0 + }, + { + "p": 0.08952706307172775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.06092635169625282, + "m": 0.12514138221740723 + }, + { + "p": 0.07217860221862793, + "m": 0.6857923269271851 + }, + { + "p": 0.07986657321453094, + "m": 0.0 + }, + { + "p": 0.029812393710017204, + "m": 0.4058278799057007 + }, + { + "p": 0.3208700120449066, + "m": 0.01399459969252348 + }, + { + "p": 0.03156855329871178, + "m": 0.916257381439209 + }, + { + "p": 0.047497570514678955, + "m": 0.7274592518806458 + }, + { + "p": 0.04992998391389847, + "m": 1.0 + }, + { + "p": 0.11438199132680893, + "m": 1.0 + }, + { + "p": 0.029597578570246696, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.3437159061431885, + "val_loss": 1.0016252994537354, + "acc": 68.53, + "time": 256.10688542202115, + "param": [ + { + "p": 0.07081565260887146, + "m": 1.0 + }, + { + "p": 0.006571725010871887, + "m": 1.0 + }, + { + "p": 0.10096979141235352, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0572708398103714, + "m": 0.07339315861463547 + }, + { + "p": 0.06235731393098831, + "m": 0.6605940461158752 + }, + { + "p": 0.07262947410345078, + "m": 0.0 + }, + { + "p": 0.023535095155239105, + "m": 0.3664061725139618 + }, + { + "p": 0.3521461486816406, + "m": 0.0 + }, + { + "p": 0.02808021940290928, + "m": 0.9306526184082031 + }, + { + "p": 0.035183995962142944, + "m": 0.7011939883232117 + }, + { + "p": 0.035887617617845535, + "m": 1.0 + }, + { + "p": 0.12610357999801636, + "m": 1.0 + }, + { + "p": 0.02844848483800888, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.4952460527420044, + "val_loss": 0.8777013421058655, + "acc": 67.93, + "time": 255.25961155025288, + "param": [ + { + "p": 0.07852942496538162, + "m": 1.0 + }, + { + "p": 0.0071231285110116005, + "m": 1.0 + }, + { + "p": 0.10750486701726913, + "m": 1.0 + }, + { + "p": 0.003248399356380105, + "m": 0.0 + }, + { + "p": 0.050856053829193115, + "m": 0.06470256298780441 + }, + { + "p": 0.052289437502622604, + "m": 0.6123715043067932 + }, + { + "p": 0.06478071212768555, + "m": 0.00017535648657940328 + }, + { + "p": 0.018634101375937462, + "m": 0.36186015605926514 + }, + { + "p": 0.35969141125679016, + "m": 0.0 + }, + { + "p": 0.022893043234944344, + "m": 0.924078643321991 + }, + { + "p": 0.02734234929084778, + "m": 0.6928053498268127 + }, + { + "p": 0.04199342802166939, + "m": 1.0 + }, + { + "p": 0.12654954195022583, + "m": 1.0 + }, + { + "p": 0.03856402263045311, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.4227155447006226, + "val_loss": 0.9005378484725952, + "acc": 68.43, + "time": 254.0234847739339, + "param": [ + { + "p": 0.07803139090538025, + "m": 1.0 + }, + { + "p": 0.002990470267832279, + "m": 1.0 + }, + { + "p": 0.12167387455701828, + "m": 1.0 + }, + { + "p": 0.0066580502316355705, + "m": 0.00010560685768723488 + }, + { + "p": 0.04294911399483681, + "m": 0.03535521402955055 + }, + { + "p": 0.05828917399048805, + "m": 0.5618995428085327 + }, + { + "p": 0.05984651669859886, + "m": 0.002904424909502268 + }, + { + "p": 0.008698837831616402, + "m": 0.3507377803325653 + }, + { + "p": 0.38472288846969604, + "m": 0.004948440007865429 + }, + { + "p": 0.013571800664067268, + "m": 0.9246792197227478 + }, + { + "p": 0.0203150175511837, + "m": 0.6793022155761719 + }, + { + "p": 0.04892168939113617, + "m": 1.0 + }, + { + "p": 0.12258679419755936, + "m": 1.0 + }, + { + "p": 0.030744429677724838, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.5192737579345703, + "val_loss": 0.8681753277778625, + "acc": 68.4, + "time": 252.34797640424222, + "param": [ + { + "p": 0.06898615509271622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12095130980014801, + "m": 1.0 + }, + { + "p": 0.002678764285519719, + "m": 0.0010120243532583117 + }, + { + "p": 0.04632902517914772, + "m": 0.010010208003222942 + }, + { + "p": 0.05467773228883743, + "m": 0.5416171550750732 + }, + { + "p": 0.06101205199956894, + "m": 0.0 + }, + { + "p": 0.0004983614198863506, + "m": 0.35213395953178406 + }, + { + "p": 0.43818724155426025, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.9210945963859558 + }, + { + "p": 0.012272829189896584, + "m": 0.6692415475845337 + }, + { + "p": 0.04551439359784126, + "m": 1.0 + }, + { + "p": 0.12917129695415497, + "m": 1.0 + }, + { + "p": 0.019720906391739845, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.3147780895233154, + "val_loss": 0.809094250202179, + "acc": 68.46, + "time": 252.8853724487126, + "param": [ + { + "p": 0.05721333250403404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11482684314250946, + "m": 1.0 + }, + { + "p": 0.00279086921364069, + "m": 0.0 + }, + { + "p": 0.06336354464292526, + "m": 0.05552535876631737 + }, + { + "p": 0.04577651619911194, + "m": 0.5084092617034912 + }, + { + "p": 0.06567225605249405, + "m": 0.00045247210073284805 + }, + { + "p": 0.0, + "m": 0.35195600986480713 + }, + { + "p": 0.44457992911338806, + "m": 0.0 + }, + { + "p": 0.0024469508789479733, + "m": 0.92784583568573 + }, + { + "p": 0.006991668604314327, + "m": 0.6634974479675293 + }, + { + "p": 0.042221806943416595, + "m": 1.0 + }, + { + "p": 0.12538596987724304, + "m": 1.0 + }, + { + "p": 0.02873026765882969, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.5358071327209473, + "val_loss": 0.9619438052177429, + "acc": 68.83, + "time": 255.133414123673, + "param": [ + { + "p": 0.04947555437684059, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10260016471147537, + "m": 1.0 + }, + { + "p": 0.01555570401251316, + "m": 0.0 + }, + { + "p": 0.07509180903434753, + "m": 0.0777314156293869 + }, + { + "p": 0.03329334035515785, + "m": 0.46753600239753723 + }, + { + "p": 0.06328237801790237, + "m": 0.0 + }, + { + "p": 0.004716387949883938, + "m": 0.3467758297920227 + }, + { + "p": 0.4616468548774719, + "m": 0.0 + }, + { + "p": 0.0003389672201592475, + "m": 0.935828685760498 + }, + { + "p": 0.0, + "m": 0.6557521820068359 + }, + { + "p": 0.045880384743213654, + "m": 1.0 + }, + { + "p": 0.12209540605545044, + "m": 1.0 + }, + { + "p": 0.026023082435131073, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 0.9481145143508911, + "val_loss": 1.0447931289672852, + "acc": 68.15, + "time": 253.50665899273008, + "param": [ + { + "p": 0.04647677391767502, + "m": 1.0 + }, + { + "p": 0.003872975707054138, + "m": 1.0 + }, + { + "p": 0.08986864984035492, + "m": 1.0 + }, + { + "p": 0.028529321774840355, + "m": 0.00023435291950590909 + }, + { + "p": 0.07712902128696442, + "m": 0.08541272580623627 + }, + { + "p": 0.04228055477142334, + "m": 0.4621531665325165 + }, + { + "p": 0.058874089270830154, + "m": 0.0 + }, + { + "p": 0.013414626941084862, + "m": 0.310615211725235 + }, + { + "p": 0.4273642301559448, + "m": 0.0 + }, + { + "p": 0.01929418183863163, + "m": 0.9411842823028564 + }, + { + "p": 0.002565512666478753, + "m": 0.6646453142166138 + }, + { + "p": 0.05728263035416603, + "m": 1.0 + }, + { + "p": 0.09835144132375717, + "m": 1.0 + }, + { + "p": 0.034695956856012344, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.0065009593963623, + "val_loss": 0.9913349151611328, + "acc": 68.66, + "time": 255.26498617883772, + "param": [ + { + "p": 0.0445575937628746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08520789444446564, + "m": 1.0 + }, + { + "p": 0.035586848855018616, + "m": 0.0 + }, + { + "p": 0.07457782328128815, + "m": 0.07934089004993439 + }, + { + "p": 0.05364910885691643, + "m": 0.41623297333717346 + }, + { + "p": 0.05401528254151344, + "m": 0.019156161695718765 + }, + { + "p": 0.020968589931726456, + "m": 0.267321914434433 + }, + { + "p": 0.41616013646125793, + "m": 0.029435593634843826 + }, + { + "p": 0.03467745706439018, + "m": 0.9486087560653687 + }, + { + "p": 0.0, + "m": 0.6705096960067749 + }, + { + "p": 0.06894394755363464, + "m": 1.0 + }, + { + "p": 0.06986753642559052, + "m": 1.0 + }, + { + "p": 0.041787680238485336, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.2810524702072144, + "val_loss": 1.0454975366592407, + "acc": 68.51, + "time": 253.4618807369843, + "param": [ + { + "p": 0.04871511831879616, + "m": 1.0 + }, + { + "p": 0.004673197399824858, + "m": 1.0 + }, + { + "p": 0.09293527156114578, + "m": 1.0 + }, + { + "p": 0.025811580941081047, + "m": 0.0 + }, + { + "p": 0.06647034734487534, + "m": 0.054799001663923264 + }, + { + "p": 0.05877690017223358, + "m": 0.3429132401943207 + }, + { + "p": 0.05343012884259224, + "m": 0.036291372030973434 + }, + { + "p": 0.007183239329606295, + "m": 0.2514742314815521 + }, + { + "p": 0.4265062212944031, + "m": 0.09284412115812302 + }, + { + "p": 0.041658878326416016, + "m": 0.9260716438293457 + }, + { + "p": 0.0, + "m": 0.6652108430862427 + }, + { + "p": 0.07455924153327942, + "m": 1.0 + }, + { + "p": 0.056643106043338776, + "m": 1.0 + }, + { + "p": 0.04263671860098839, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.278638482093811, + "val_loss": 0.9826380610466003, + "acc": 68.57, + "time": 258.70286379614845, + "param": [ + { + "p": 0.055455900728702545, + "m": 1.0 + }, + { + "p": 0.0269720908254385, + "m": 1.0 + }, + { + "p": 0.10528727620840073, + "m": 1.0 + }, + { + "p": 0.01871953159570694, + "m": 0.0 + }, + { + "p": 0.05557067319750786, + "m": 0.0627031922340393 + }, + { + "p": 0.05742931738495827, + "m": 0.2609977722167969 + }, + { + "p": 0.06289277970790863, + "m": 0.008078273385763168 + }, + { + "p": 0.004297892563045025, + "m": 0.23366953432559967 + }, + { + "p": 0.396639347076416, + "m": 0.10568451136350632 + }, + { + "p": 0.03934965655207634, + "m": 0.8990792036056519 + }, + { + "p": 0.0027074574027210474, + "m": 0.657615065574646 + }, + { + "p": 0.07321982830762863, + "m": 1.0 + }, + { + "p": 0.047069478780031204, + "m": 1.0 + }, + { + "p": 0.05438869819045067, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.0818144083023071, + "val_loss": 1.0039294958114624, + "acc": 68.94, + "time": 257.8924966836348, + "param": [ + { + "p": 0.06370057165622711, + "m": 1.0 + }, + { + "p": 0.04340009391307831, + "m": 1.0 + }, + { + "p": 0.10536005347967148, + "m": 1.0 + }, + { + "p": 0.023324832320213318, + "m": 0.0 + }, + { + "p": 0.03670237213373184, + "m": 0.035286955535411835 + }, + { + "p": 0.06627266854047775, + "m": 0.16987034678459167 + }, + { + "p": 0.04961874336004257, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.20623503625392914 + }, + { + "p": 0.3883347511291504, + "m": 0.10112173110246658 + }, + { + "p": 0.0388900563120842, + "m": 0.8679440021514893 + }, + { + "p": 0.016048729419708252, + "m": 0.6513067483901978 + }, + { + "p": 0.06985999643802643, + "m": 1.0 + }, + { + "p": 0.03305966779589653, + "m": 1.0 + }, + { + "p": 0.06542748212814331, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.1303232908248901, + "val_loss": 0.9431976079940796, + "acc": 68.67, + "time": 253.43610570114106, + "param": [ + { + "p": 0.06632991135120392, + "m": 1.0 + }, + { + "p": 0.04850439727306366, + "m": 1.0 + }, + { + "p": 0.10312990099191666, + "m": 1.0 + }, + { + "p": 0.017944738268852234, + "m": 0.018736714497208595 + }, + { + "p": 0.010068658739328384, + "m": 0.0 + }, + { + "p": 0.05241934582591057, + "m": 0.07976880669593811 + }, + { + "p": 0.03540504723787308, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.1867501586675644 + }, + { + "p": 0.4151686131954193, + "m": 0.09242460131645203 + }, + { + "p": 0.03727918863296509, + "m": 0.8357076048851013 + }, + { + "p": 0.0351080447435379, + "m": 0.6586050391197205 + }, + { + "p": 0.07634494453668594, + "m": 1.0 + }, + { + "p": 0.03510037064552307, + "m": 1.0 + }, + { + "p": 0.06719689816236496, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.2568573951721191, + "val_loss": 0.9219868779182434, + "acc": 66.94, + "time": 254.4920353447087, + "param": [ + { + "p": 0.056379228830337524, + "m": 1.0 + }, + { + "p": 0.04910923168063164, + "m": 1.0 + }, + { + "p": 0.11271343380212784, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.013047469779849052, + "m": 0.0 + }, + { + "p": 0.021444037556648254, + "m": 0.017715351656079292 + }, + { + "p": 0.0011149704223498702, + "m": 0.1661999225616455 + }, + { + "p": 0.4660736620426178, + "m": 0.07134053856134415 + }, + { + "p": 0.04381528124213219, + "m": 0.8000333905220032 + }, + { + "p": 0.045928966253995895, + "m": 0.6671399474143982 + }, + { + "p": 0.07210642099380493, + "m": 1.0 + }, + { + "p": 0.037500910460948944, + "m": 1.0 + }, + { + "p": 0.08076640218496323, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 0.9411660432815552, + "val_loss": 0.9344601631164551, + "acc": 68.83, + "time": 254.60841232119128, + "param": [ + { + "p": 0.03939826041460037, + "m": 1.0 + }, + { + "p": 0.042327698320150375, + "m": 1.0 + }, + { + "p": 0.11362209916114807, + "m": 1.0 + }, + { + "p": 0.018123745918273926, + "m": 0.0 + }, + { + "p": 0.0013130414299666882, + "m": 0.0 + }, + { + "p": 0.011084458790719509, + "m": 0.0 + }, + { + "p": 0.02115168608725071, + "m": 0.02737741731107235 + }, + { + "p": 0.015759404748678207, + "m": 0.17549821734428406 + }, + { + "p": 0.44144484400749207, + "m": 0.047380007803440094 + }, + { + "p": 0.044867224991321564, + "m": 0.7983917593955994 + }, + { + "p": 0.05196685716509819, + "m": 0.6444831490516663 + }, + { + "p": 0.05550537630915642, + "m": 1.0 + }, + { + "p": 0.05340884253382683, + "m": 1.0 + }, + { + "p": 0.09002649784088135, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 0.9246265888214111, + "val_loss": 0.9643417000770569, + "acc": 68.06, + "time": 257.28019193792716, + "param": [ + { + "p": 0.0403757318854332, + "m": 1.0 + }, + { + "p": 0.04207046329975128, + "m": 1.0 + }, + { + "p": 0.11123635619878769, + "m": 1.0 + }, + { + "p": 0.04479443281888962, + "m": 0.0 + }, + { + "p": 0.007280055433511734, + "m": 0.0 + }, + { + "p": 0.015783244743943214, + "m": 0.0 + }, + { + "p": 0.03585810959339142, + "m": 0.042433518916368484 + }, + { + "p": 0.023980701342225075, + "m": 0.2025991827249527 + }, + { + "p": 0.39135661721229553, + "m": 0.031230956315994263 + }, + { + "p": 0.038084615021944046, + "m": 0.7877236008644104 + }, + { + "p": 0.05731697380542755, + "m": 0.6368012428283691 + }, + { + "p": 0.0435909777879715, + "m": 1.0 + }, + { + "p": 0.06319718062877655, + "m": 1.0 + }, + { + "p": 0.0850745365023613, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 0.9335148930549622, + "val_loss": 0.9845136404037476, + "acc": 67.93, + "time": 256.05030991788954, + "param": [ + { + "p": 0.034760285168886185, + "m": 1.0 + }, + { + "p": 0.04724385589361191, + "m": 1.0 + }, + { + "p": 0.11243820935487747, + "m": 1.0 + }, + { + "p": 0.06109846010804176, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.016417961567640305, + "m": 0.0 + }, + { + "p": 0.04772387072443962, + "m": 0.011359727941453457 + }, + { + "p": 0.026332618668675423, + "m": 0.2099117636680603 + }, + { + "p": 0.38617169857025146, + "m": 0.027378061786293983 + }, + { + "p": 0.023611528798937798, + "m": 0.7887321710586548 + }, + { + "p": 0.053436364978551865, + "m": 0.6221113204956055 + }, + { + "p": 0.039203789085149765, + "m": 1.0 + }, + { + "p": 0.060050658881664276, + "m": 1.0 + }, + { + "p": 0.09151074290275574, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 0.9388027787208557, + "val_loss": 0.9258817434310913, + "acc": 68.66, + "time": 255.76964626507834, + "param": [ + { + "p": 0.0313602089881897, + "m": 1.0 + }, + { + "p": 0.057260338217020035, + "m": 1.0 + }, + { + "p": 0.1212882474064827, + "m": 1.0 + }, + { + "p": 0.06208108365535736, + "m": 0.018041953444480896 + }, + { + "p": 0.0, + "m": 0.03352193161845207 + }, + { + "p": 0.043348491191864014, + "m": 0.0 + }, + { + "p": 0.039997901767492294, + "m": 0.000696830393280834 + }, + { + "p": 0.017647089436650276, + "m": 0.1501845270395279 + }, + { + "p": 0.37227270007133484, + "m": 0.03455623984336853 + }, + { + "p": 0.012146702967584133, + "m": 0.7806389331817627 + }, + { + "p": 0.055033668875694275, + "m": 0.6170373558998108 + }, + { + "p": 0.039974186569452286, + "m": 1.0 + }, + { + "p": 0.051513973623514175, + "m": 1.0 + }, + { + "p": 0.0960753783583641, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 0.936982274055481, + "val_loss": 1.090835690498352, + "acc": 67.43, + "time": 252.36222034320235, + "param": [ + { + "p": 0.027927454560995102, + "m": 1.0 + }, + { + "p": 0.06755788624286652, + "m": 1.0 + }, + { + "p": 0.12506712973117828, + "m": 1.0 + }, + { + "p": 0.060262829065322876, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.06728129088878632 + }, + { + "p": 0.04773027077317238, + "m": 0.0 + }, + { + "p": 0.02697262167930603, + "m": 0.0 + }, + { + "p": 0.015993256121873856, + "m": 0.11399545520544052 + }, + { + "p": 0.3800261318683624, + "m": 0.06734549254179001 + }, + { + "p": 0.0, + "m": 0.7634149789810181 + }, + { + "p": 0.05560833588242531, + "m": 0.6225141882896423 + }, + { + "p": 0.038595523685216904, + "m": 1.0 + }, + { + "p": 0.051405612379312515, + "m": 1.0 + }, + { + "p": 0.10285299271345139, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 0.9907859563827515, + "val_loss": 1.0270969867706299, + "acc": 67.1, + "time": 254.18299981718883, + "param": [ + { + "p": 0.030611030757427216, + "m": 1.0 + }, + { + "p": 0.07525534927845001, + "m": 1.0 + }, + { + "p": 0.11964041739702225, + "m": 1.0 + }, + { + "p": 0.05163995176553726, + "m": 0.0 + }, + { + "p": 0.0014743078500032425, + "m": 0.057364847511053085 + }, + { + "p": 0.04425008222460747, + "m": 0.0 + }, + { + "p": 0.0019427478546276689, + "m": 0.011838509701192379 + }, + { + "p": 0.012166953645646572, + "m": 0.07105713337659836 + }, + { + "p": 0.39344629645347595, + "m": 0.09423523396253586 + }, + { + "p": 0.002491194987669587, + "m": 0.7509444355964661 + }, + { + "p": 0.04666702449321747, + "m": 0.6171041131019592 + }, + { + "p": 0.03267916664481163, + "m": 1.0 + }, + { + "p": 0.05381443351507187, + "m": 1.0 + }, + { + "p": 0.13392098248004913, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 0.9907205104827881, + "val_loss": 0.8182625770568848, + "acc": 68.05, + "time": 254.69234920106828, + "param": [ + { + "p": 0.04070645943284035, + "m": 1.0 + }, + { + "p": 0.059063613414764404, + "m": 1.0 + }, + { + "p": 0.105263352394104, + "m": 1.0 + }, + { + "p": 0.058487776666879654, + "m": 0.00807581003755331 + }, + { + "p": 0.01790720596909523, + "m": 0.05422872677445412 + }, + { + "p": 0.04703652113676071, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.008047075010836124 + }, + { + "p": 0.018916314467787743, + "m": 0.07007081806659698 + }, + { + "p": 0.3554779589176178, + "m": 0.11057992279529572 + }, + { + "p": 0.022128084674477577, + "m": 0.7437283992767334 + }, + { + "p": 0.04554697871208191, + "m": 0.621797502040863 + }, + { + "p": 0.03498495742678642, + "m": 1.0 + }, + { + "p": 0.05154718458652496, + "m": 1.0 + }, + { + "p": 0.1429336965084076, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.036376953125, + "val_loss": 1.0023958683013916, + "acc": 68.1, + "time": 256.3647258877754, + "param": [ + { + "p": 0.03599102050065994, + "m": 1.0 + }, + { + "p": 0.04930833727121353, + "m": 1.0 + }, + { + "p": 0.08879673480987549, + "m": 1.0 + }, + { + "p": 0.0595628023147583, + "m": 0.012040792033076286 + }, + { + "p": 0.03578924387693405, + "m": 0.018129613250494003 + }, + { + "p": 0.04818969592452049, + "m": 0.0031885402277112007 + }, + { + "p": 0.018174035474658012, + "m": 0.011925315484404564 + }, + { + "p": 0.033110395073890686, + "m": 0.1577252745628357 + }, + { + "p": 0.33059605956077576, + "m": 0.10574810206890106 + }, + { + "p": 0.037212543189525604, + "m": 0.7820736765861511 + }, + { + "p": 0.041541654616594315, + "m": 0.5986301302909851 + }, + { + "p": 0.03655461221933365, + "m": 0.9906436800956726 + }, + { + "p": 0.046231068670749664, + "m": 1.0 + }, + { + "p": 0.13894188404083252, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 0.9152620434761047, + "val_loss": 0.8419111967086792, + "acc": 68.22, + "time": 254.30347764119506, + "param": [ + { + "p": 0.0441119447350502, + "m": 1.0 + }, + { + "p": 0.050335660576820374, + "m": 1.0 + }, + { + "p": 0.07523208856582642, + "m": 1.0 + }, + { + "p": 0.05769455060362816, + "m": 0.0 + }, + { + "p": 0.0492585152387619, + "m": 0.0 + }, + { + "p": 0.045103609561920166, + "m": 0.0 + }, + { + "p": 0.037153374403715134, + "m": 0.0 + }, + { + "p": 0.052511829882860184, + "m": 0.23223905265331268 + }, + { + "p": 0.2821418344974518, + "m": 0.07453504204750061 + }, + { + "p": 0.05712185800075531, + "m": 0.8007824420928955 + }, + { + "p": 0.052353158593177795, + "m": 0.5614105463027954 + }, + { + "p": 0.04742107167840004, + "m": 0.9890957474708557 + }, + { + "p": 0.03709349036216736, + "m": 1.0 + }, + { + "p": 0.11246687918901443, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.2137528657913208, + "val_loss": 1.1219896078109741, + "acc": 68.41, + "time": 256.13951585581526, + "param": [ + { + "p": 0.04795576632022858, + "m": 1.0 + }, + { + "p": 0.03568939492106438, + "m": 1.0 + }, + { + "p": 0.06764084100723267, + "m": 1.0 + }, + { + "p": 0.05775006115436554, + "m": 0.0 + }, + { + "p": 0.041212040930986404, + "m": 0.0 + }, + { + "p": 0.0391341857612133, + "m": 0.0 + }, + { + "p": 0.0348089262843132, + "m": 0.0 + }, + { + "p": 0.05497834458947182, + "m": 0.2503584325313568 + }, + { + "p": 0.2814251482486725, + "m": 0.04277777671813965 + }, + { + "p": 0.06198424473404884, + "m": 0.7970680594444275 + }, + { + "p": 0.07805772870779037, + "m": 0.5316445827484131 + }, + { + "p": 0.051630742847919464, + "m": 1.0 + }, + { + "p": 0.0374625064432621, + "m": 1.0 + }, + { + "p": 0.11027012020349503, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.0019279718399048, + "val_loss": 0.8779511451721191, + "acc": 68.6, + "time": 251.85967727890238, + "param": [ + { + "p": 0.03996659442782402, + "m": 1.0 + }, + { + "p": 0.017953617498278618, + "m": 1.0 + }, + { + "p": 0.07724746316671371, + "m": 1.0 + }, + { + "p": 0.06363234668970108, + "m": 0.0 + }, + { + "p": 0.028896743431687355, + "m": 0.03300444036722183 + }, + { + "p": 0.03875413537025452, + "m": 0.0 + }, + { + "p": 0.03966332599520683, + "m": 0.0 + }, + { + "p": 0.06572939455509186, + "m": 0.23895634710788727 + }, + { + "p": 0.281645804643631, + "m": 0.019163593649864197 + }, + { + "p": 0.06705201417207718, + "m": 0.7825900912284851 + }, + { + "p": 0.07952152192592621, + "m": 0.5085030794143677 + }, + { + "p": 0.058809734880924225, + "m": 1.0 + }, + { + "p": 0.03495802730321884, + "m": 1.0 + }, + { + "p": 0.10616922378540039, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.1805611848831177, + "val_loss": 1.0939890146255493, + "acc": 68.97, + "time": 251.86335876304656, + "param": [ + { + "p": 0.03300037980079651, + "m": 1.0 + }, + { + "p": 0.02558927796781063, + "m": 1.0 + }, + { + "p": 0.08284009248018265, + "m": 1.0 + }, + { + "p": 0.0692601427435875, + "m": 0.007852723821997643 + }, + { + "p": 0.03393743559718132, + "m": 0.0287312138825655 + }, + { + "p": 0.032125022262334824, + "m": 0.0 + }, + { + "p": 0.048013221472501755, + "m": 0.00282361451536417 + }, + { + "p": 0.06861159205436707, + "m": 0.24487391114234924 + }, + { + "p": 0.26016199588775635, + "m": 0.018579674884676933 + }, + { + "p": 0.06489910930395126, + "m": 0.7784428596496582 + }, + { + "p": 0.06664013862609863, + "m": 0.5100844502449036 + }, + { + "p": 0.06539299339056015, + "m": 1.0 + }, + { + "p": 0.038279108703136444, + "m": 1.0 + }, + { + "p": 0.1112494170665741, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.0360755920410156, + "val_loss": 1.0540093183517456, + "acc": 68.55, + "time": 255.06082311784849, + "param": [ + { + "p": 0.026076870039105415, + "m": 1.0 + }, + { + "p": 0.041572682559490204, + "m": 1.0 + }, + { + "p": 0.08081318438053131, + "m": 1.0 + }, + { + "p": 0.07081599533557892, + "m": 0.0001455053425161168 + }, + { + "p": 0.014289960265159607, + "m": 0.005756296217441559 + }, + { + "p": 0.022545769810676575, + "m": 0.03377160429954529 + }, + { + "p": 0.05294870212674141, + "m": 0.020116498693823814 + }, + { + "p": 0.05386306717991829, + "m": 0.25941935181617737 + }, + { + "p": 0.26870736479759216, + "m": 0.008417482487857342 + }, + { + "p": 0.06463145464658737, + "m": 0.7805939316749573 + }, + { + "p": 0.05353336036205292, + "m": 0.4866887331008911 + }, + { + "p": 0.0688684731721878, + "m": 0.9985241293907166 + }, + { + "p": 0.04176852107048035, + "m": 1.0 + }, + { + "p": 0.13956451416015625, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.1263567209243774, + "val_loss": 0.9828665852546692, + "acc": 68.42, + "time": 254.69156333012506, + "param": [ + { + "p": 0.02639935165643692, + "m": 1.0 + }, + { + "p": 0.04075651988387108, + "m": 1.0 + }, + { + "p": 0.08080821484327316, + "m": 1.0 + }, + { + "p": 0.08114422112703323, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.01601426489651203, + "m": 0.045523498207330704 + }, + { + "p": 0.045386943966150284, + "m": 0.018791992217302322 + }, + { + "p": 0.0375082865357399, + "m": 0.2547450363636017 + }, + { + "p": 0.3071650266647339, + "m": 0.0 + }, + { + "p": 0.05911676585674286, + "m": 0.8087508082389832 + }, + { + "p": 0.04277343675494194, + "m": 0.4582550823688507 + }, + { + "p": 0.07274804264307022, + "m": 1.0 + }, + { + "p": 0.041047170758247375, + "m": 1.0 + }, + { + "p": 0.14913178980350494, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.23647940158844, + "val_loss": 0.9857043623924255, + "acc": 68.45, + "time": 253.89969702623785, + "param": [ + { + "p": 0.03741468861699104, + "m": 1.0 + }, + { + "p": 0.044554732739925385, + "m": 1.0 + }, + { + "p": 0.07845189422369003, + "m": 1.0 + }, + { + "p": 0.07299777865409851, + "m": 0.0006082437466830015 + }, + { + "p": 0.01082774717360735, + "m": 0.00029265001649037004 + }, + { + "p": 0.03773946687579155, + "m": 0.04080658778548241 + }, + { + "p": 0.037339985370635986, + "m": 0.0 + }, + { + "p": 0.0242612361907959, + "m": 0.23752538859844208 + }, + { + "p": 0.3124937415122986, + "m": 0.0 + }, + { + "p": 0.04374883696436882, + "m": 0.8091725707054138 + }, + { + "p": 0.03592183440923691, + "m": 0.43996158242225647 + }, + { + "p": 0.07294482737779617, + "m": 1.0 + }, + { + "p": 0.04441908001899719, + "m": 1.0 + }, + { + "p": 0.14688415825366974, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.210645318031311, + "val_loss": 0.9625022411346436, + "acc": 68.74, + "time": 252.44840691424906, + "param": [ + { + "p": 0.03464575856924057, + "m": 1.0 + }, + { + "p": 0.0473511703312397, + "m": 1.0 + }, + { + "p": 0.07756780087947845, + "m": 1.0 + }, + { + "p": 0.05006657540798187, + "m": 0.015010585077106953 + }, + { + "p": 0.007252862211316824, + "m": 0.006165715865790844 + }, + { + "p": 0.05367805063724518, + "m": 0.022388486191630363 + }, + { + "p": 0.0328688882291317, + "m": 0.0 + }, + { + "p": 0.020053057000041008, + "m": 0.20692376792430878 + }, + { + "p": 0.3455177843570709, + "m": 0.0 + }, + { + "p": 0.017949003726243973, + "m": 0.8030908703804016 + }, + { + "p": 0.032353635877370834, + "m": 0.42149338126182556 + }, + { + "p": 0.06467409431934357, + "m": 0.9980396628379822 + }, + { + "p": 0.04241175577044487, + "m": 1.0 + }, + { + "p": 0.17360952496528625, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.1961312294006348, + "val_loss": 1.1463706493377686, + "acc": 67.4, + "time": 252.42638850491494, + "param": [ + { + "p": 0.02678622119128704, + "m": 1.0 + }, + { + "p": 0.04302191361784935, + "m": 1.0 + }, + { + "p": 0.07429007440805435, + "m": 1.0 + }, + { + "p": 0.024543721228837967, + "m": 0.013796020299196243 + }, + { + "p": 0.01599910482764244, + "m": 0.0 + }, + { + "p": 0.05803709477186203, + "m": 0.0 + }, + { + "p": 0.023897668346762657, + "m": 0.0 + }, + { + "p": 0.010834453627467155, + "m": 0.1452673077583313 + }, + { + "p": 0.405070960521698, + "m": 0.0 + }, + { + "p": 0.0015285583212971687, + "m": 0.8083614110946655 + }, + { + "p": 0.032187219709157944, + "m": 0.43844035267829895 + }, + { + "p": 0.04937005415558815, + "m": 1.0 + }, + { + "p": 0.0197619441896677, + "m": 1.0 + }, + { + "p": 0.21467098593711853, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.3546359539031982, + "val_loss": 1.0548250675201416, + "acc": 67.54, + "time": 259.0928796688095, + "param": [ + { + "p": 0.01870637945830822, + "m": 1.0 + }, + { + "p": 0.04329671710729599, + "m": 1.0 + }, + { + "p": 0.07025901973247528, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.032246243208646774 + }, + { + "p": 0.019670775160193443, + "m": 0.02035633660852909 + }, + { + "p": 0.04229969531297684, + "m": 0.02403198927640915 + }, + { + "p": 0.016529034823179245, + "m": 0.0008401305531151593 + }, + { + "p": 0.0, + "m": 0.13312935829162598 + }, + { + "p": 0.46745598316192627, + "m": 0.0 + }, + { + "p": 9.987479279516265e-05, + "m": 0.7944742441177368 + }, + { + "p": 0.01882329396903515, + "m": 0.41950666904449463 + }, + { + "p": 0.03686857968568802, + "m": 0.9899106621742249 + }, + { + "p": 0.010733664967119694, + "m": 1.0 + }, + { + "p": 0.2552570104598999, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.550706148147583, + "val_loss": 0.9521722793579102, + "acc": 67.01, + "time": 253.51379523519427, + "param": [ + { + "p": 0.030989130958914757, + "m": 1.0 + }, + { + "p": 0.04943566769361496, + "m": 1.0 + }, + { + "p": 0.06569615006446838, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.034478604793548584 + }, + { + "p": 0.014265376143157482, + "m": 0.030237238854169846 + }, + { + "p": 0.0431668646633625, + "m": 0.07630074769258499 + }, + { + "p": 0.00013695319648832083, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.132272407412529 + }, + { + "p": 0.475038081407547, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7893264293670654 + }, + { + "p": 0.0, + "m": 0.3961833119392395 + }, + { + "p": 0.04099945351481438, + "m": 0.995127260684967 + }, + { + "p": 0.017641061916947365, + "m": 1.0 + }, + { + "p": 0.262631356716156, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.15522301197052, + "val_loss": 1.0894813537597656, + "acc": 66.47, + "time": 253.21839415142313, + "param": [ + { + "p": 0.014148736372590065, + "m": 1.0 + }, + { + "p": 0.05047713592648506, + "m": 1.0 + }, + { + "p": 0.06635694950819016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.022608989849686623 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.025152167305350304, + "m": 0.04218701273202896 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.12171866744756699 + }, + { + "p": 0.5215142965316772, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.7981203198432922 + }, + { + "p": 0.0, + "m": 0.3936346471309662 + }, + { + "p": 0.03539780527353287, + "m": 0.9981164932250977 + }, + { + "p": 0.02205987647175789, + "m": 1.0 + }, + { + "p": 0.2648930549621582, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.489959478378296, + "val_loss": 1.0589985847473145, + "acc": 67.63, + "time": 254.2036287500523, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.044304411858320236, + "m": 1.0 + }, + { + "p": 0.0863463506102562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.010915519669651985 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.010165954940021038, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.0002293448051204905, + "m": 0.09473154693841934 + }, + { + "p": 0.5536317229270935, + "m": 0.0 + }, + { + "p": 0.0, + "m": 0.8172879219055176 + }, + { + "p": 0.0, + "m": 0.37974900007247925 + }, + { + "p": 0.03913874179124832, + "m": 0.9952253699302673 + }, + { + "p": 0.014545595273375511, + "m": 1.0 + }, + { + "p": 0.25163793563842773, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.1327816247940063, + "val_loss": 1.1143689155578613, + "acc": 67.82, + "time": 252.97379127377644, + "param": [ + { + "p": 0.00287958444096148, + "m": 1.0 + }, + { + "p": 0.03527170419692993, + "m": 1.0 + }, + { + "p": 0.09559822827577591, + "m": 1.0 + }, + { + "p": 0.012490874156355858, + "m": 0.018596865236759186 + }, + { + "p": 0.010069996118545532, + "m": 0.0 + }, + { + "p": 0.013202523812651634, + "m": 0.0 + }, + { + "p": 0.020383330062031746, + "m": 0.0 + }, + { + "p": 0.014607284218072891, + "m": 0.10567628592252731 + }, + { + "p": 0.5085838437080383, + "m": 0.0 + }, + { + "p": 0.005361370742321014, + "m": 0.8377124071121216 + }, + { + "p": 0.0023080131504684687, + "m": 0.3780769407749176 + }, + { + "p": 0.05503452196717262, + "m": 0.9841217398643494 + }, + { + "p": 0.01510604377835989, + "m": 1.0 + }, + { + "p": 0.2091025561094284, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.503897786140442, + "val_loss": 1.0031650066375732, + "acc": 67.96, + "time": 255.50097818113863, + "param": [ + { + "p": 0.009954349137842655, + "m": 1.0 + }, + { + "p": 0.0517963171005249, + "m": 1.0 + }, + { + "p": 0.10850384086370468, + "m": 1.0 + }, + { + "p": 0.00299513409845531, + "m": 0.0 + }, + { + "p": 0.018945390358567238, + "m": 0.0 + }, + { + "p": 0.020364509895443916, + "m": 0.0 + }, + { + "p": 0.04595811665058136, + "m": 0.0 + }, + { + "p": 0.026143023744225502, + "m": 0.16260285675525665 + }, + { + "p": 0.4265625774860382, + "m": 0.006431095767766237 + }, + { + "p": 0.018423423171043396, + "m": 0.8338674902915955 + }, + { + "p": 0.003054349683225155, + "m": 0.38288405537605286 + }, + { + "p": 0.06795336306095123, + "m": 0.979716956615448 + }, + { + "p": 0.020402979105710983, + "m": 1.0 + }, + { + "p": 0.17894268035888672, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.0121837854385376, + "val_loss": 0.958965539932251, + "acc": 67.82, + "time": 253.92679797066376, + "param": [ + { + "p": 0.025071755051612854, + "m": 1.0 + }, + { + "p": 0.07179325073957443, + "m": 1.0 + }, + { + "p": 0.11162550002336502, + "m": 1.0 + }, + { + "p": 0.0, + "m": 0.0 + }, + { + "p": 0.03917330130934715, + "m": 0.0 + }, + { + "p": 0.01881583221256733, + "m": 0.0 + }, + { + "p": 0.05402829125523567, + "m": 0.0 + }, + { + "p": 0.04905066266655922, + "m": 0.19423039257526398 + }, + { + "p": 0.3226078152656555, + "m": 0.009365628473460674 + }, + { + "p": 0.039152756333351135, + "m": 0.8306922316551208 + }, + { + "p": 0.013894949108362198, + "m": 0.3928820490837097 + }, + { + "p": 0.06849051266908646, + "m": 0.9793624877929688 + }, + { + "p": 0.040838900953531265, + "m": 1.0 + }, + { + "p": 0.14545638859272003, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json new file mode 100644 index 0000000..d250558 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-0.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 72.86, + "Time": [ + 848.8952636719433, + 61.48188078446015 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.2761852741241455, + "val_loss": 2.295734167098999, + "acc": 10.28, + "time": 871.2274701702408, + "param": [ + { + "p": 0.08065156638622284, + "m": 1.0 + }, + { + "p": 0.08913151174783707, + "m": 1.0 + }, + { + "p": 0.09983134269714355, + "m": 1.0 + }, + { + "p": 0.07269416004419327, + "m": 1.0 + }, + { + "p": 0.058320458978414536, + "m": 1.0 + }, + { + "p": 0.04310859739780426, + "m": 1.0 + }, + { + "p": 0.08805109560489655, + "m": 1.0 + }, + { + "p": 0.09211736917495728, + "m": 1.0 + }, + { + "p": 0.05326074734330177, + "m": 1.0 + }, + { + "p": 0.10051047056913376, + "m": 1.0 + }, + { + "p": 0.06690755486488342, + "m": 1.0 + }, + { + "p": 0.04864285886287689, + "m": 1.0 + }, + { + "p": 0.06978891044855118, + "m": 1.0 + }, + { + "p": 0.03698335960507393, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2933425903320312, + "val_loss": 2.225428819656372, + "acc": 15.77, + "time": 863.1941188201308, + "param": [ + { + "p": 0.08307173103094101, + "m": 1.0 + }, + { + "p": 0.08575725555419922, + "m": 1.0 + }, + { + "p": 0.11307478696107864, + "m": 1.0 + }, + { + "p": 0.08685948699712753, + "m": 1.0 + }, + { + "p": 0.0574432834982872, + "m": 1.0 + }, + { + "p": 0.028045998886227608, + "m": 1.0 + }, + { + "p": 0.08183994144201279, + "m": 1.0 + }, + { + "p": 0.08089284598827362, + "m": 1.0 + }, + { + "p": 0.05405140668153763, + "m": 1.0 + }, + { + "p": 0.11555062234401703, + "m": 1.0 + }, + { + "p": 0.059825349599123, + "m": 1.0 + }, + { + "p": 0.04910522699356079, + "m": 1.0 + }, + { + "p": 0.08586519956588745, + "m": 1.0 + }, + { + "p": 0.01861695945262909, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1915581226348877, + "val_loss": 2.0482282638549805, + "acc": 25.73, + "time": 859.295124894008, + "param": [ + { + "p": 0.08926972001791, + "m": 1.0 + }, + { + "p": 0.07699162513017654, + "m": 1.0 + }, + { + "p": 0.12996312975883484, + "m": 1.0 + }, + { + "p": 0.10227144509553909, + "m": 1.0 + }, + { + "p": 0.06396180391311646, + "m": 1.0 + }, + { + "p": 0.00743580237030983, + "m": 1.0 + }, + { + "p": 0.10413026064634323, + "m": 1.0 + }, + { + "p": 0.08298375457525253, + "m": 1.0 + }, + { + "p": 0.03541946038603783, + "m": 1.0 + }, + { + "p": 0.1253923922777176, + "m": 1.0 + }, + { + "p": 0.04279245808720589, + "m": 1.0 + }, + { + "p": 0.06343121826648712, + "m": 1.0 + }, + { + "p": 0.07595688104629517, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.222348213195801, + "val_loss": 2.0087950229644775, + "acc": 30.36, + "time": 870.5367660885677, + "param": [ + { + "p": 0.10382077842950821, + "m": 1.0 + }, + { + "p": 0.07234858721494675, + "m": 1.0 + }, + { + "p": 0.12740908563137054, + "m": 1.0 + }, + { + "p": 0.1097692921757698, + "m": 1.0 + }, + { + "p": 0.07203888893127441, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10616867989301682, + "m": 1.0 + }, + { + "p": 0.08716700971126556, + "m": 1.0 + }, + { + "p": 0.01680666208267212, + "m": 1.0 + }, + { + "p": 0.13218221068382263, + "m": 1.0 + }, + { + "p": 0.030009418725967407, + "m": 1.0 + }, + { + "p": 0.06566648185253143, + "m": 1.0 + }, + { + "p": 0.07661294937133789, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.2016072273254395, + "val_loss": 1.8692712783813477, + "acc": 32.7, + "time": 868.2310677729547, + "param": [ + { + "p": 0.11144573241472244, + "m": 1.0 + }, + { + "p": 0.05605827271938324, + "m": 1.0 + }, + { + "p": 0.123651884496212, + "m": 1.0 + }, + { + "p": 0.12222732603549957, + "m": 1.0 + }, + { + "p": 0.09333699196577072, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10630590468645096, + "m": 1.0 + }, + { + "p": 0.08804275095462799, + "m": 1.0 + }, + { + "p": 0.0022051192354410887, + "m": 1.0 + }, + { + "p": 0.14649832248687744, + "m": 1.0 + }, + { + "p": 0.009737671352922916, + "m": 1.0 + }, + { + "p": 0.0627971962094307, + "m": 1.0 + }, + { + "p": 0.07769283652305603, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.9878513813018799, + "val_loss": 1.8508390188217163, + "acc": 33.43, + "time": 872.5744960913435, + "param": [ + { + "p": 0.11516468971967697, + "m": 1.0 + }, + { + "p": 0.01339773740619421, + "m": 1.0 + }, + { + "p": 0.130157470703125, + "m": 1.0 + }, + { + "p": 0.13670599460601807, + "m": 1.0 + }, + { + "p": 0.11196079105138779, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11327642947435379, + "m": 1.0 + }, + { + "p": 0.08071571588516235, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1699155569076538, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049937110394239426, + "m": 1.0 + }, + { + "p": 0.07876846939325333, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.8669278621673584, + "val_loss": 1.7706738710403442, + "acc": 37.32, + "time": 865.5544047988951, + "param": [ + { + "p": 0.11265826225280762, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1280430108308792, + "m": 1.0 + }, + { + "p": 0.14719243347644806, + "m": 1.0 + }, + { + "p": 0.1169346272945404, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1147586777806282, + "m": 1.0 + }, + { + "p": 0.07688694447278976, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1793186217546463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.044058699160814285, + "m": 1.0 + }, + { + "p": 0.08014877885580063, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 2.054716110229492, + "val_loss": 1.8089221715927124, + "acc": 36.45, + "time": 866.4923554952256, + "param": [ + { + "p": 0.10540534555912018, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13465683162212372, + "m": 1.0 + }, + { + "p": 0.146339550614357, + "m": 1.0 + }, + { + "p": 0.12106486409902573, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12048526108264923, + "m": 1.0 + }, + { + "p": 0.07232356071472168, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18896567821502686, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045327916741371155, + "m": 1.0 + }, + { + "p": 0.06543101370334625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 2.022254467010498, + "val_loss": 1.76457941532135, + "acc": 40.59, + "time": 874.6445836587809, + "param": [ + { + "p": 0.09162836521863937, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14606790244579315, + "m": 1.0 + }, + { + "p": 0.14821621775627136, + "m": 1.0 + }, + { + "p": 0.12063880264759064, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12470304220914841, + "m": 1.0 + }, + { + "p": 0.06839336454868317, + "m": 1.0 + }, + { + "p": 0.0007346084457822144, + "m": 1.0 + }, + { + "p": 0.19308677315711975, + "m": 1.0 + }, + { + "p": 0.010756000876426697, + "m": 1.0 + }, + { + "p": 0.044967345893383026, + "m": 1.0 + }, + { + "p": 0.050807587802410126, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8696365356445312, + "val_loss": 1.58095121383667, + "acc": 38.55, + "time": 863.4519208823331, + "param": [ + { + "p": 0.08765821903944016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14624154567718506, + "m": 1.0 + }, + { + "p": 0.14133478701114655, + "m": 1.0 + }, + { + "p": 0.11057422310113907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1255142092704773, + "m": 1.0 + }, + { + "p": 0.07504081726074219, + "m": 1.0 + }, + { + "p": 0.011210538446903229, + "m": 1.0 + }, + { + "p": 0.18166698515415192, + "m": 1.0 + }, + { + "p": 0.016857409849762917, + "m": 1.0 + }, + { + "p": 0.047196779400110245, + "m": 1.0 + }, + { + "p": 0.05670451745390892, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.9401946067810059, + "val_loss": 1.648240089416504, + "acc": 39.01, + "time": 869.998622844927, + "param": [ + { + "p": 0.09431211650371552, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1407727301120758, + "m": 1.0 + }, + { + "p": 0.1317012906074524, + "m": 1.0 + }, + { + "p": 0.10789931565523148, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13318924605846405, + "m": 1.0 + }, + { + "p": 0.08450714498758316, + "m": 1.0 + }, + { + "p": 0.007013784721493721, + "m": 1.0 + }, + { + "p": 0.17346136271953583, + "m": 1.0 + }, + { + "p": 0.006746483501046896, + "m": 1.0 + }, + { + "p": 0.05532608553767204, + "m": 1.0 + }, + { + "p": 0.06507042795419693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.8513526916503906, + "val_loss": 1.6925411224365234, + "acc": 40.13, + "time": 870.3737719068304, + "param": [ + { + "p": 0.10314550995826721, + "m": 1.0 + }, + { + "p": 0.0022553112357854843, + "m": 1.0 + }, + { + "p": 0.13032273948192596, + "m": 1.0 + }, + { + "p": 0.12325634062290192, + "m": 1.0 + }, + { + "p": 0.09897764772176743, + "m": 1.0 + }, + { + "p": 0.00010894054139498621, + "m": 1.0 + }, + { + "p": 0.13891300559043884, + "m": 1.0 + }, + { + "p": 0.0933191180229187, + "m": 1.0 + }, + { + "p": 0.0031080583576112986, + "m": 1.0 + }, + { + "p": 0.1717139631509781, + "m": 1.0 + }, + { + "p": 0.0017385323299095035, + "m": 1.0 + }, + { + "p": 0.06819596141576767, + "m": 1.0 + }, + { + "p": 0.06494483351707458, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.8724420070648193, + "val_loss": 1.5579376220703125, + "acc": 43.63, + "time": 860.5461714710109, + "param": [ + { + "p": 0.10958211123943329, + "m": 1.0 + }, + { + "p": 0.008413645438849926, + "m": 1.0 + }, + { + "p": 0.1157979667186737, + "m": 1.0 + }, + { + "p": 0.12109759449958801, + "m": 1.0 + }, + { + "p": 0.08221592754125595, + "m": 1.0 + }, + { + "p": 0.002504357835277915, + "m": 1.0 + }, + { + "p": 0.12061866372823715, + "m": 1.0 + }, + { + "p": 0.09462520480155945, + "m": 1.0 + }, + { + "p": 0.0155533691868186, + "m": 1.0 + }, + { + "p": 0.15293021500110626, + "m": 1.0 + }, + { + "p": 0.012506738305091858, + "m": 1.0 + }, + { + "p": 0.08071006834506989, + "m": 1.0 + }, + { + "p": 0.08344411849975586, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.855772614479065, + "val_loss": 1.5550074577331543, + "acc": 42.57, + "time": 863.1177097316831, + "param": [ + { + "p": 0.11692269146442413, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12213360518217087, + "m": 1.0 + }, + { + "p": 0.1217491626739502, + "m": 1.0 + }, + { + "p": 0.06557908654212952, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11797504127025604, + "m": 1.0 + }, + { + "p": 0.09422393143177032, + "m": 1.0 + }, + { + "p": 0.010281616821885109, + "m": 1.0 + }, + { + "p": 0.16036416590213776, + "m": 1.0 + }, + { + "p": 0.0020081817638128996, + "m": 1.0 + }, + { + "p": 0.08753334730863571, + "m": 1.0 + }, + { + "p": 0.10122913122177124, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.8783892393112183, + "val_loss": 1.5147515535354614, + "acc": 43.75, + "time": 869.0632693972439, + "param": [ + { + "p": 0.11962271481752396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11777637153863907, + "m": 1.0 + }, + { + "p": 0.1248369961977005, + "m": 1.0 + }, + { + "p": 0.04900944605469704, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1217515617609024, + "m": 1.0 + }, + { + "p": 0.08545179665088654, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17048901319503784, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08806813508272171, + "m": 1.0 + }, + { + "p": 0.12299395352602005, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 2.000455617904663, + "val_loss": 1.5752207040786743, + "acc": 44.96, + "time": 865.48966509616, + "param": [ + { + "p": 0.12125768512487411, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11705838888883591, + "m": 1.0 + }, + { + "p": 0.13059841096401215, + "m": 1.0 + }, + { + "p": 0.029831459745764732, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13218697905540466, + "m": 1.0 + }, + { + "p": 0.07459928095340729, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16886670887470245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08364469558000565, + "m": 1.0 + }, + { + "p": 0.1419564038515091, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.7438127994537354, + "val_loss": 1.4113184213638306, + "acc": 46.41, + "time": 865.0975319729187, + "param": [ + { + "p": 0.12225933372974396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11184332519769669, + "m": 1.0 + }, + { + "p": 0.13285769522190094, + "m": 1.0 + }, + { + "p": 0.02309224382042885, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13192330300807953, + "m": 1.0 + }, + { + "p": 0.07441446930170059, + "m": 1.0 + }, + { + "p": 0.0022488683462142944, + "m": 1.0 + }, + { + "p": 0.1697518676519394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07363338023424149, + "m": 1.0 + }, + { + "p": 0.15797552466392517, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.8365402221679688, + "val_loss": 1.4142353534698486, + "acc": 47.73, + "time": 874.467201827094, + "param": [ + { + "p": 0.12321433424949646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11143327504396439, + "m": 1.0 + }, + { + "p": 0.13526661694049835, + "m": 1.0 + }, + { + "p": 0.0017062440747395158, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14286530017852783, + "m": 1.0 + }, + { + "p": 0.06957636028528214, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1805926114320755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06638327986001968, + "m": 1.0 + }, + { + "p": 0.1689620018005371, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.8424792289733887, + "val_loss": 1.4742885828018188, + "acc": 46.32, + "time": 864.2636022102088, + "param": [ + { + "p": 0.12477116286754608, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10536769777536392, + "m": 1.0 + }, + { + "p": 0.1311570554971695, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1562536358833313, + "m": 1.0 + }, + { + "p": 0.06596801429986954, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17818647623062134, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07060831040143967, + "m": 1.0 + }, + { + "p": 0.16768769919872284, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.6831175088882446, + "val_loss": 1.3977141380310059, + "acc": 48.64, + "time": 871.551861600019, + "param": [ + { + "p": 0.12847523391246796, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10702885687351227, + "m": 1.0 + }, + { + "p": 0.10811681300401688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1765861064195633, + "m": 1.0 + }, + { + "p": 0.054223254323005676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17819783091545105, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07058026641607285, + "m": 1.0 + }, + { + "p": 0.17679163813591003, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.7817057371139526, + "val_loss": 1.3974374532699585, + "acc": 49.73, + "time": 863.7048631622456, + "param": [ + { + "p": 0.12350813299417496, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1095651313662529, + "m": 1.0 + }, + { + "p": 0.09711684286594391, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1753970980644226, + "m": 1.0 + }, + { + "p": 0.05620408058166504, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1753087341785431, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07505744695663452, + "m": 1.0 + }, + { + "p": 0.18784256279468536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.8936457633972168, + "val_loss": 1.3775367736816406, + "acc": 50.51, + "time": 858.4910222077742, + "param": [ + { + "p": 0.12112951278686523, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11214393377304077, + "m": 1.0 + }, + { + "p": 0.08606275916099548, + "m": 1.0 + }, + { + "p": 0.0010140974773094058, + "m": 1.0 + }, + { + "p": 0.00477500120177865, + "m": 1.0 + }, + { + "p": 0.16059254109859467, + "m": 1.0 + }, + { + "p": 0.055221397429704666, + "m": 1.0 + }, + { + "p": 0.012641480192542076, + "m": 1.0 + }, + { + "p": 0.1652989387512207, + "m": 1.0 + }, + { + "p": 0.00948431808501482, + "m": 1.0 + }, + { + "p": 0.08421289920806885, + "m": 1.0 + }, + { + "p": 0.18742318451404572, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.8065199851989746, + "val_loss": 1.3871837854385376, + "acc": 50.29, + "time": 616.2670252872631, + "param": [ + { + "p": 0.13420215249061584, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11706916987895966, + "m": 1.0 + }, + { + "p": 0.07340440899133682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1547667682170868, + "m": 1.0 + }, + { + "p": 0.04988163337111473, + "m": 1.0 + }, + { + "p": 0.0035664436873048544, + "m": 1.0 + }, + { + "p": 0.17590035498142242, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08949118852615356, + "m": 1.0 + }, + { + "p": 0.20171795785427094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.6082992553710938, + "val_loss": 1.438056468963623, + "acc": 51.6, + "time": 700.4769821818918, + "param": [ + { + "p": 0.13946305215358734, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11679432541131973, + "m": 1.0 + }, + { + "p": 0.0705210343003273, + "m": 1.0 + }, + { + "p": 0.0005956683889962733, + "m": 1.0 + }, + { + "p": 0.005667239427566528, + "m": 1.0 + }, + { + "p": 0.14153680205345154, + "m": 1.0 + }, + { + "p": 0.04728689044713974, + "m": 1.0 + }, + { + "p": 0.005408961791545153, + "m": 1.0 + }, + { + "p": 0.16588245332241058, + "m": 1.0 + }, + { + "p": 0.010500344447791576, + "m": 1.0 + }, + { + "p": 0.09615326672792435, + "m": 1.0 + }, + { + "p": 0.20019002258777618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.5762863159179688, + "val_loss": 1.3222262859344482, + "acc": 52.06, + "time": 864.7985260621645, + "param": [ + { + "p": 0.13232550024986267, + "m": 1.0 + }, + { + "p": 0.0014833060558885336, + "m": 1.0 + }, + { + "p": 0.11148402839899063, + "m": 1.0 + }, + { + "p": 0.07815465331077576, + "m": 1.0 + }, + { + "p": 0.004709028638899326, + "m": 1.0 + }, + { + "p": 0.01597602665424347, + "m": 1.0 + }, + { + "p": 0.12347600609064102, + "m": 1.0 + }, + { + "p": 0.056161150336265564, + "m": 1.0 + }, + { + "p": 0.010902995243668556, + "m": 1.0 + }, + { + "p": 0.14738671481609344, + "m": 1.0 + }, + { + "p": 0.029701313003897667, + "m": 1.0 + }, + { + "p": 0.094832643866539, + "m": 1.0 + }, + { + "p": 0.19340668618679047, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.5537471771240234, + "val_loss": 1.2987812757492065, + "acc": 52.21, + "time": 863.4444291568361, + "param": [ + { + "p": 0.12910553812980652, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10841736942529678, + "m": 1.0 + }, + { + "p": 0.07967539131641388, + "m": 1.0 + }, + { + "p": 0.002546988194808364, + "m": 1.0 + }, + { + "p": 0.019096942618489265, + "m": 1.0 + }, + { + "p": 0.12107808887958527, + "m": 1.0 + }, + { + "p": 0.06673450767993927, + "m": 1.0 + }, + { + "p": 0.016306912526488304, + "m": 1.0 + }, + { + "p": 0.1373351365327835, + "m": 1.0 + }, + { + "p": 0.03994033485651016, + "m": 1.0 + }, + { + "p": 0.08904090523719788, + "m": 1.0 + }, + { + "p": 0.19072186946868896, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.7146612405776978, + "val_loss": 1.2457859516143799, + "acc": 53.51, + "time": 869.2989403130487, + "param": [ + { + "p": 0.13643497228622437, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10323973745107651, + "m": 1.0 + }, + { + "p": 0.07503165304660797, + "m": 1.0 + }, + { + "p": 0.008185576647520065, + "m": 1.0 + }, + { + "p": 0.01818087510764599, + "m": 1.0 + }, + { + "p": 0.11396444588899612, + "m": 1.0 + }, + { + "p": 0.0668405294418335, + "m": 1.0 + }, + { + "p": 0.02607749216258526, + "m": 1.0 + }, + { + "p": 0.12852062284946442, + "m": 1.0 + }, + { + "p": 0.04297114908695221, + "m": 1.0 + }, + { + "p": 0.09745543450117111, + "m": 1.0 + }, + { + "p": 0.1830974817276001, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.7013109922409058, + "val_loss": 1.2860617637634277, + "acc": 53.64, + "time": 869.4353796010837, + "param": [ + { + "p": 0.15633997321128845, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09812898933887482, + "m": 1.0 + }, + { + "p": 0.07171078026294708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0031712756026536226, + "m": 1.0 + }, + { + "p": 0.11584082245826721, + "m": 1.0 + }, + { + "p": 0.0687791034579277, + "m": 1.0 + }, + { + "p": 0.02728831022977829, + "m": 1.0 + }, + { + "p": 0.13070981204509735, + "m": 1.0 + }, + { + "p": 0.029612088575959206, + "m": 1.0 + }, + { + "p": 0.10662762075662613, + "m": 1.0 + }, + { + "p": 0.1917911171913147, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.6572405099868774, + "val_loss": 1.3030810356140137, + "acc": 54.69, + "time": 861.4098953772336, + "param": [ + { + "p": 0.1665094792842865, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09754303097724915, + "m": 1.0 + }, + { + "p": 0.07692769914865494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1251838207244873, + "m": 1.0 + }, + { + "p": 0.06265692412853241, + "m": 1.0 + }, + { + "p": 0.016909971833229065, + "m": 1.0 + }, + { + "p": 0.12666349112987518, + "m": 1.0 + }, + { + "p": 0.01586310565471649, + "m": 1.0 + }, + { + "p": 0.11788477748632431, + "m": 1.0 + }, + { + "p": 0.1938576102256775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.6864399909973145, + "val_loss": 1.2952800989151, + "acc": 55.91, + "time": 869.3994396431372, + "param": [ + { + "p": 0.1713166981935501, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09981048852205276, + "m": 1.0 + }, + { + "p": 0.08015706390142441, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13711507618427277, + "m": 1.0 + }, + { + "p": 0.05124391242861748, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12286770343780518, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1343277245759964, + "m": 1.0 + }, + { + "p": 0.2031612992286682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.6892352104187012, + "val_loss": 1.2980494499206543, + "acc": 56.2, + "time": 863.5964474002831, + "param": [ + { + "p": 0.16910748183727264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10609688609838486, + "m": 1.0 + }, + { + "p": 0.0694001093506813, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1379038542509079, + "m": 1.0 + }, + { + "p": 0.05408233404159546, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12396559119224548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1405196189880371, + "m": 1.0 + }, + { + "p": 0.19892410933971405, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.5543090105056763, + "val_loss": 1.306036114692688, + "acc": 57.17, + "time": 863.5261582611129, + "param": [ + { + "p": 0.1819336712360382, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12012546509504318, + "m": 1.0 + }, + { + "p": 0.04410625621676445, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13966792821884155, + "m": 1.0 + }, + { + "p": 0.05061539262533188, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1247025579214096, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14055629074573517, + "m": 1.0 + }, + { + "p": 0.19829246401786804, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.6613014936447144, + "val_loss": 1.2880586385726929, + "acc": 54.51, + "time": 865.3943717461079, + "param": [ + { + "p": 0.20771022140979767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12779638171195984, + "m": 1.0 + }, + { + "p": 0.00285228225402534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14919860661029816, + "m": 1.0 + }, + { + "p": 0.022524606436491013, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13367010653018951, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1388213187456131, + "m": 1.0 + }, + { + "p": 0.21742656826972961, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.5829932689666748, + "val_loss": 1.353082537651062, + "acc": 55.99, + "time": 871.1198068778031, + "param": [ + { + "p": 0.213795006275177, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1327838897705078, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0001432581921108067, + "m": 1.0 + }, + { + "p": 0.14700201153755188, + "m": 1.0 + }, + { + "p": 0.0003625508688855916, + "m": 1.0 + }, + { + "p": 0.0014967607567086816, + "m": 1.0 + }, + { + "p": 0.14459314942359924, + "m": 1.0 + }, + { + "p": 0.0018599212635308504, + "m": 1.0 + }, + { + "p": 0.1386900544166565, + "m": 1.0 + }, + { + "p": 0.21927334368228912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.778429627418518, + "val_loss": 1.259240984916687, + "acc": 57.28, + "time": 863.8888341989368, + "param": [ + { + "p": 0.21632708609104156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13410700857639313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14514636993408203, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006415292154997587, + "m": 1.0 + }, + { + "p": 0.14139477908611298, + "m": 1.0 + }, + { + "p": 0.0032487951684743166, + "m": 1.0 + }, + { + "p": 0.14089570939540863, + "m": 1.0 + }, + { + "p": 0.21246500313282013, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.6524298191070557, + "val_loss": 1.2990930080413818, + "acc": 56.96, + "time": 868.6913738232106, + "param": [ + { + "p": 0.23178066313266754, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1327478140592575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13418616354465485, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007987911812961102, + "m": 1.0 + }, + { + "p": 0.133291095495224, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14185841381549835, + "m": 1.0 + }, + { + "p": 0.21814797818660736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.5230270624160767, + "val_loss": 1.1842858791351318, + "acc": 57.58, + "time": 860.4145475937985, + "param": [ + { + "p": 0.24487245082855225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13635927438735962, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11794502288103104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12812469899654388, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13987204432487488, + "m": 1.0 + }, + { + "p": 0.23282650113105774, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.4183870553970337, + "val_loss": 1.2773014307022095, + "acc": 55.05, + "time": 868.814008244779, + "param": [ + { + "p": 0.26119667291641235, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1361030787229538, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09316524118185043, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11887228488922119, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13727375864982605, + "m": 1.0 + }, + { + "p": 0.2533889412879944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.769701361656189, + "val_loss": 1.2323908805847168, + "acc": 55.93, + "time": 865.6563704488799, + "param": [ + { + "p": 0.2721441984176636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12798048555850983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00026625508326105773, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08640794456005096, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10398370772600174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13660165667533875, + "m": 1.0 + }, + { + "p": 0.2726157605648041, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.429406762123108, + "val_loss": 1.148536205291748, + "acc": 58.62, + "time": 869.0763306398876, + "param": [ + { + "p": 0.28325656056404114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12672945857048035, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08067580312490463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09133796393871307, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14178742468357086, + "m": 1.0 + }, + { + "p": 0.27621281147003174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.293929100036621, + "val_loss": 1.2173810005187988, + "acc": 60.19, + "time": 862.9010605830699, + "param": [ + { + "p": 0.26416176557540894, + "m": 1.0 + }, + { + "p": 0.0001400949840899557, + "m": 1.0 + }, + { + "p": 0.1359570473432541, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0061104027554392815, + "m": 1.0 + }, + { + "p": 0.020037416368722916, + "m": 1.0 + }, + { + "p": 0.0772458165884018, + "m": 1.0 + }, + { + "p": 0.003204869106411934, + "m": 1.0 + }, + { + "p": 0.008641870692372322, + "m": 1.0 + }, + { + "p": 0.08482646197080612, + "m": 1.0 + }, + { + "p": 0.006815968547016382, + "m": 1.0 + }, + { + "p": 0.14118556678295135, + "m": 1.0 + }, + { + "p": 0.24971912801265717, + "m": 1.0 + }, + { + "p": 0.001953686587512493, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.4841545820236206, + "val_loss": 1.1437339782714844, + "acc": 59.72, + "time": 864.9807975310832, + "param": [ + { + "p": 0.2537682354450226, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1349591165781021, + "m": 1.0 + }, + { + "p": 0.0005327824037522078, + "m": 1.0 + }, + { + "p": 0.009607483632862568, + "m": 1.0 + }, + { + "p": 0.02349199913442135, + "m": 1.0 + }, + { + "p": 0.08293632417917252, + "m": 1.0 + }, + { + "p": 0.010026779025793076, + "m": 1.0 + }, + { + "p": 0.013431268744170666, + "m": 1.0 + }, + { + "p": 0.07513228058815002, + "m": 1.0 + }, + { + "p": 0.013766945339739323, + "m": 1.0 + }, + { + "p": 0.15156365931034088, + "m": 1.0 + }, + { + "p": 0.23078316450119019, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.5475142002105713, + "val_loss": 1.1887489557266235, + "acc": 58.73, + "time": 868.2603492890485, + "param": [ + { + "p": 0.2568387985229492, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1319914013147354, + "m": 1.0 + }, + { + "p": 0.0006322431727312505, + "m": 1.0 + }, + { + "p": 0.008415592834353447, + "m": 1.0 + }, + { + "p": 0.003530248301103711, + "m": 1.0 + }, + { + "p": 0.0918983742594719, + "m": 1.0 + }, + { + "p": 0.01800389774143696, + "m": 1.0 + }, + { + "p": 0.008327333256602287, + "m": 1.0 + }, + { + "p": 0.07516592741012573, + "m": 1.0 + }, + { + "p": 0.02366209402680397, + "m": 1.0 + }, + { + "p": 0.15219569206237793, + "m": 1.0 + }, + { + "p": 0.22933828830718994, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.5675829648971558, + "val_loss": 1.1131318807601929, + "acc": 59.62, + "time": 860.0128722446971, + "param": [ + { + "p": 0.2883845269680023, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.125619575381279, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08448997139930725, + "m": 1.0 + }, + { + "p": 0.01119049172848463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07201490551233292, + "m": 1.0 + }, + { + "p": 0.013491513207554817, + "m": 1.0 + }, + { + "p": 0.1609593778848648, + "m": 1.0 + }, + { + "p": 0.24384962022304535, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.450942039489746, + "val_loss": 1.0508419275283813, + "acc": 58.76, + "time": 864.4221124979667, + "param": [ + { + "p": 0.32831454277038574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11668173968791962, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005145021248608828, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07017738372087479, + "m": 1.0 + }, + { + "p": 0.0005932780331932008, + "m": 1.0 + }, + { + "p": 0.0008594297687523067, + "m": 1.0 + }, + { + "p": 0.06371643394231796, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16342493891716003, + "m": 1.0 + }, + { + "p": 0.2510872781276703, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.5705486536026, + "val_loss": 1.068273663520813, + "acc": 61.1, + "time": 864.129265461117, + "param": [ + { + "p": 0.29610419273376465, + "m": 1.0 + }, + { + "p": 0.0026118806563317776, + "m": 1.0 + }, + { + "p": 0.10843855142593384, + "m": 1.0 + }, + { + "p": 0.017789442092180252, + "m": 1.0 + }, + { + "p": 0.03364761918783188, + "m": 1.0 + }, + { + "p": 0.0045038932003080845, + "m": 1.0 + }, + { + "p": 0.07114277780056, + "m": 1.0 + }, + { + "p": 0.007870178669691086, + "m": 1.0 + }, + { + "p": 0.018763592466711998, + "m": 1.0 + }, + { + "p": 0.07128416746854782, + "m": 1.0 + }, + { + "p": 0.010658113285899162, + "m": 1.0 + }, + { + "p": 0.1462467908859253, + "m": 1.0 + }, + { + "p": 0.21055278182029724, + "m": 1.0 + }, + { + "p": 0.0003860702272504568, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.520004391670227, + "val_loss": 1.1554381847381592, + "acc": 61.23, + "time": 870.8141220388934, + "param": [ + { + "p": 0.235989049077034, + "m": 1.0 + }, + { + "p": 0.010499866679310799, + "m": 1.0 + }, + { + "p": 0.09953431785106659, + "m": 1.0 + }, + { + "p": 0.037025582045316696, + "m": 1.0 + }, + { + "p": 0.05066634714603424, + "m": 1.0 + }, + { + "p": 0.013610384427011013, + "m": 1.0 + }, + { + "p": 0.07844021171331406, + "m": 1.0 + }, + { + "p": 0.025596268475055695, + "m": 1.0 + }, + { + "p": 0.03776629641652107, + "m": 1.0 + }, + { + "p": 0.07719668745994568, + "m": 1.0 + }, + { + "p": 0.03219740092754364, + "m": 1.0 + }, + { + "p": 0.13209335505962372, + "m": 1.0 + }, + { + "p": 0.16302229464054108, + "m": 1.0 + }, + { + "p": 0.0063620880246162415, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.3571792840957642, + "val_loss": 1.1305065155029297, + "acc": 60.45, + "time": 864.8498021978885, + "param": [ + { + "p": 0.2056727558374405, + "m": 1.0 + }, + { + "p": 0.01008195523172617, + "m": 1.0 + }, + { + "p": 0.09424395114183426, + "m": 1.0 + }, + { + "p": 0.05043039470911026, + "m": 1.0 + }, + { + "p": 0.05706481635570526, + "m": 1.0 + }, + { + "p": 0.012866591103374958, + "m": 1.0 + }, + { + "p": 0.08538749814033508, + "m": 1.0 + }, + { + "p": 0.029003961011767387, + "m": 1.0 + }, + { + "p": 0.04363585636019707, + "m": 1.0 + }, + { + "p": 0.0818912461400032, + "m": 1.0 + }, + { + "p": 0.05368126556277275, + "m": 1.0 + }, + { + "p": 0.12685537338256836, + "m": 1.0 + }, + { + "p": 0.142357736825943, + "m": 1.0 + }, + { + "p": 0.00682663032785058, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.3757232427597046, + "val_loss": 1.0599541664123535, + "acc": 61.67, + "time": 877.4798721359111, + "param": [ + { + "p": 0.19180430471897125, + "m": 1.0 + }, + { + "p": 0.009529066272079945, + "m": 1.0 + }, + { + "p": 0.10049442946910858, + "m": 1.0 + }, + { + "p": 0.06258489191532135, + "m": 1.0 + }, + { + "p": 0.055161554366350174, + "m": 1.0 + }, + { + "p": 0.02368064783513546, + "m": 1.0 + }, + { + "p": 0.0859094187617302, + "m": 1.0 + }, + { + "p": 0.01824725978076458, + "m": 1.0 + }, + { + "p": 0.05292520672082901, + "m": 1.0 + }, + { + "p": 0.08632883429527283, + "m": 1.0 + }, + { + "p": 0.06138494610786438, + "m": 1.0 + }, + { + "p": 0.11154726892709732, + "m": 1.0 + }, + { + "p": 0.13685227930545807, + "m": 1.0 + }, + { + "p": 0.0035500286612659693, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.5700603723526, + "val_loss": 1.0031166076660156, + "acc": 61.87, + "time": 864.9263200871646, + "param": [ + { + "p": 0.188068687915802, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09689711034297943, + "m": 1.0 + }, + { + "p": 0.065443255007267, + "m": 1.0 + }, + { + "p": 0.059202369302511215, + "m": 1.0 + }, + { + "p": 0.03157742694020271, + "m": 1.0 + }, + { + "p": 0.08545488864183426, + "m": 1.0 + }, + { + "p": 0.01795280911028385, + "m": 1.0 + }, + { + "p": 0.06673522293567657, + "m": 1.0 + }, + { + "p": 0.08669030666351318, + "m": 1.0 + }, + { + "p": 0.05640919506549835, + "m": 1.0 + }, + { + "p": 0.10552269220352173, + "m": 1.0 + }, + { + "p": 0.14004604518413544, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.4164215326309204, + "val_loss": 1.0557160377502441, + "acc": 62.68, + "time": 864.3815591856837, + "param": [ + { + "p": 0.1725994199514389, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09568051248788834, + "m": 1.0 + }, + { + "p": 0.06922601163387299, + "m": 1.0 + }, + { + "p": 0.07059943675994873, + "m": 1.0 + }, + { + "p": 0.02795354463160038, + "m": 1.0 + }, + { + "p": 0.07391895353794098, + "m": 1.0 + }, + { + "p": 0.017517222091555595, + "m": 1.0 + }, + { + "p": 0.07462382316589355, + "m": 1.0 + }, + { + "p": 0.09240312874317169, + "m": 1.0 + }, + { + "p": 0.05571794509887695, + "m": 1.0 + }, + { + "p": 0.10088986903429031, + "m": 1.0 + }, + { + "p": 0.1433560699224472, + "m": 1.0 + }, + { + "p": 0.005514103453606367, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.3643046617507935, + "val_loss": 1.0427929162979126, + "acc": 62.63, + "time": 860.3071703049354, + "param": [ + { + "p": 0.1724478155374527, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10300695151090622, + "m": 1.0 + }, + { + "p": 0.062221575528383255, + "m": 1.0 + }, + { + "p": 0.06820762157440186, + "m": 1.0 + }, + { + "p": 0.017308250069618225, + "m": 1.0 + }, + { + "p": 0.07095387578010559, + "m": 1.0 + }, + { + "p": 0.00527181476354599, + "m": 1.0 + }, + { + "p": 0.07584185898303986, + "m": 1.0 + }, + { + "p": 0.1040651872754097, + "m": 1.0 + }, + { + "p": 0.05872860550880432, + "m": 1.0 + }, + { + "p": 0.11168164759874344, + "m": 1.0 + }, + { + "p": 0.150264710187912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.5887598991394043, + "val_loss": 1.1133726835250854, + "acc": 63.21, + "time": 866.0665542767383, + "param": [ + { + "p": 0.1785864382982254, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11570002138614655, + "m": 1.0 + }, + { + "p": 0.04139198735356331, + "m": 1.0 + }, + { + "p": 0.04748999699950218, + "m": 1.0 + }, + { + "p": 0.013216190040111542, + "m": 1.0 + }, + { + "p": 0.06861434131860733, + "m": 1.0 + }, + { + "p": 0.00440446101129055, + "m": 1.0 + }, + { + "p": 0.08587688207626343, + "m": 1.0 + }, + { + "p": 0.1074664294719696, + "m": 1.0 + }, + { + "p": 0.057624731212854385, + "m": 1.0 + }, + { + "p": 0.11843878030776978, + "m": 1.0 + }, + { + "p": 0.1611897051334381, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.4562841653823853, + "val_loss": 1.022811770439148, + "acc": 62.15, + "time": 866.2898282599635, + "param": [ + { + "p": 0.17751909792423248, + "m": 1.0 + }, + { + "p": 0.0011406609555706382, + "m": 1.0 + }, + { + "p": 0.12230176478624344, + "m": 1.0 + }, + { + "p": 0.02500014938414097, + "m": 1.0 + }, + { + "p": 0.03223930671811104, + "m": 1.0 + }, + { + "p": 0.009499045088887215, + "m": 1.0 + }, + { + "p": 0.07072416692972183, + "m": 1.0 + }, + { + "p": 0.01344846561551094, + "m": 1.0 + }, + { + "p": 0.08631148189306259, + "m": 1.0 + }, + { + "p": 0.10815290361642838, + "m": 1.0 + }, + { + "p": 0.06300655752420425, + "m": 1.0 + }, + { + "p": 0.12362361699342728, + "m": 1.0 + }, + { + "p": 0.16534867882728577, + "m": 1.0 + }, + { + "p": 0.001684083603322506, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.3478175401687622, + "val_loss": 1.0785317420959473, + "acc": 61.7, + "time": 612.9449979737401, + "param": [ + { + "p": 0.18467336893081665, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12497031688690186, + "m": 1.0 + }, + { + "p": 0.0028718793764710426, + "m": 1.0 + }, + { + "p": 0.026374472305178642, + "m": 1.0 + }, + { + "p": 0.00020812451839447021, + "m": 1.0 + }, + { + "p": 0.07748226076364517, + "m": 1.0 + }, + { + "p": 0.012792212888598442, + "m": 1.0 + }, + { + "p": 0.07964453101158142, + "m": 1.0 + }, + { + "p": 0.11926835775375366, + "m": 1.0 + }, + { + "p": 0.053860586136579514, + "m": 1.0 + }, + { + "p": 0.13593116402626038, + "m": 1.0 + }, + { + "p": 0.18192273378372192, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.1787666082382202, + "val_loss": 1.0600451231002808, + "acc": 62.39, + "time": 707.5106086279266, + "param": [ + { + "p": 0.22310246527194977, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12242121994495392, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07432539761066437, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05908981338143349, + "m": 1.0 + }, + { + "p": 0.12712246179580688, + "m": 1.0 + }, + { + "p": 0.021924640983343124, + "m": 1.0 + }, + { + "p": 0.1563648134469986, + "m": 1.0 + }, + { + "p": 0.21564915776252747, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.390544056892395, + "val_loss": 1.0035451650619507, + "acc": 64.1, + "time": 862.095201482065, + "param": [ + { + "p": 0.24746258556842804, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10493797063827515, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.058882422745227814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04128067567944527, + "m": 1.0 + }, + { + "p": 0.1345822662115097, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1761164665222168, + "m": 1.0 + }, + { + "p": 0.23673757910728455, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.2580643892288208, + "val_loss": 1.0026863813400269, + "acc": 64.93, + "time": 869.2239979179576, + "param": [ + { + "p": 0.25936388969421387, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08586777746677399, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04107877239584923, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04026767611503601, + "m": 1.0 + }, + { + "p": 0.14259760081768036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18367011845111847, + "m": 1.0 + }, + { + "p": 0.2471541166305542, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.4851319789886475, + "val_loss": 1.2020264863967896, + "acc": 62.38, + "time": 865.2628667289391, + "param": [ + { + "p": 0.2657669484615326, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07120569050312042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022754590958356857, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04273316264152527, + "m": 1.0 + }, + { + "p": 0.15327909588813782, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1861773133277893, + "m": 1.0 + }, + { + "p": 0.25808313488960266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.4053384065628052, + "val_loss": 1.0560555458068848, + "acc": 62.05, + "time": 867.7048455057666, + "param": [ + { + "p": 0.2893480062484741, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048864495009183884, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02944423258304596, + "m": 1.0 + }, + { + "p": 0.1592678725719452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1997419148683548, + "m": 1.0 + }, + { + "p": 0.27333351969718933, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.3317102193832397, + "val_loss": 1.0501500368118286, + "acc": 63.12, + "time": 865.6327766091563, + "param": [ + { + "p": 0.3084719777107239, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04302450641989708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004788648337125778, + "m": 1.0 + }, + { + "p": 0.1620224118232727, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19904394447803497, + "m": 1.0 + }, + { + "p": 0.2826485335826874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.3015340566635132, + "val_loss": 0.924814760684967, + "acc": 65.33, + "time": 866.4900547708385, + "param": [ + { + "p": 0.3248460590839386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.032537899911403656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15738274157047272, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2011992186307907, + "m": 1.0 + }, + { + "p": 0.2840341329574585, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.410341501235962, + "val_loss": 1.0445362329483032, + "acc": 62.61, + "time": 870.0194966453128, + "param": [ + { + "p": 0.3452499508857727, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016002092510461807, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1481035202741623, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1980701982975006, + "m": 1.0 + }, + { + "p": 0.29257428646087646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.4852087497711182, + "val_loss": 1.1437509059906006, + "acc": 61.6, + "time": 561.7270333291963, + "param": [ + { + "p": 0.3452804684638977, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01005630474537611, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002016486367210746, + "m": 1.0 + }, + { + "p": 0.0013392677064985037, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1399495005607605, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21123845875263214, + "m": 1.0 + }, + { + "p": 0.29011955857276917, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 0.9999386668205261, + "val_loss": 1.1114120483398438, + "acc": 63.41, + "time": 674.0542105780914, + "param": [ + { + "p": 0.34943753480911255, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008062849752604961, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0012066905619576573, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1271255612373352, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22460123896598816, + "m": 1.0 + }, + { + "p": 0.2895660996437073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.5434693098068237, + "val_loss": 1.028171420097351, + "acc": 63.97, + "time": 867.1892394530587, + "param": [ + { + "p": 0.3378697633743286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015437206253409386, + "m": 1.0 + }, + { + "p": 0.0022648246958851814, + "m": 1.0 + }, + { + "p": 0.003906261641532183, + "m": 1.0 + }, + { + "p": 0.007985787466168404, + "m": 1.0 + }, + { + "p": 0.004711911082267761, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1181025505065918, + "m": 1.0 + }, + { + "p": 0.004094583448022604, + "m": 1.0 + }, + { + "p": 0.2161795049905777, + "m": 1.0 + }, + { + "p": 0.2894475758075714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.5763381719589233, + "val_loss": 1.1104521751403809, + "acc": 64.06, + "time": 868.6218248847872, + "param": [ + { + "p": 0.2990880608558655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.029820529744029045, + "m": 1.0 + }, + { + "p": 0.005223555490374565, + "m": 1.0 + }, + { + "p": 0.01656658574938774, + "m": 1.0 + }, + { + "p": 0.010044586844742298, + "m": 1.0 + }, + { + "p": 0.02128109149634838, + "m": 1.0 + }, + { + "p": 0.0018988554365932941, + "m": 1.0 + }, + { + "p": 0.006126022897660732, + "m": 1.0 + }, + { + "p": 0.11324674636125565, + "m": 1.0 + }, + { + "p": 0.021174028515815735, + "m": 1.0 + }, + { + "p": 0.1981656551361084, + "m": 1.0 + }, + { + "p": 0.2700428068637848, + "m": 1.0 + }, + { + "p": 0.007321532815694809, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.3436164855957031, + "val_loss": 0.9327860474586487, + "acc": 65.86, + "time": 861.3248324878514, + "param": [ + { + "p": 0.2128898799419403, + "m": 1.0 + }, + { + "p": 0.004293081816285849, + "m": 1.0 + }, + { + "p": 0.05529756471514702, + "m": 1.0 + }, + { + "p": 0.02436036430299282, + "m": 1.0 + }, + { + "p": 0.037919413298368454, + "m": 1.0 + }, + { + "p": 0.03162574768066406, + "m": 1.0 + }, + { + "p": 0.04034256190061569, + "m": 1.0 + }, + { + "p": 0.01941056177020073, + "m": 1.0 + }, + { + "p": 0.032307639718055725, + "m": 1.0 + }, + { + "p": 0.09668874740600586, + "m": 1.0 + }, + { + "p": 0.05067688599228859, + "m": 1.0 + }, + { + "p": 0.1554308980703354, + "m": 1.0 + }, + { + "p": 0.21058955788612366, + "m": 1.0 + }, + { + "p": 0.028167104348540306, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.488660216331482, + "val_loss": 0.9638916850090027, + "acc": 65.51, + "time": 869.173294194974, + "param": [ + { + "p": 0.17544786632061005, + "m": 1.0 + }, + { + "p": 0.009774231351912022, + "m": 1.0 + }, + { + "p": 0.07359530031681061, + "m": 1.0 + }, + { + "p": 0.029754025861620903, + "m": 1.0 + }, + { + "p": 0.04136833921074867, + "m": 1.0 + }, + { + "p": 0.045523133128881454, + "m": 1.0 + }, + { + "p": 0.053776275366544724, + "m": 1.0 + }, + { + "p": 0.023128092288970947, + "m": 1.0 + }, + { + "p": 0.04267219081521034, + "m": 1.0 + }, + { + "p": 0.08984604477882385, + "m": 1.0 + }, + { + "p": 0.06668801605701447, + "m": 1.0 + }, + { + "p": 0.1381072998046875, + "m": 1.0 + }, + { + "p": 0.18155263364315033, + "m": 1.0 + }, + { + "p": 0.028766615316271782, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.5612096786499023, + "val_loss": 1.0712682008743286, + "acc": 63.82, + "time": 871.810832680203, + "param": [ + { + "p": 0.15362636744976044, + "m": 1.0 + }, + { + "p": 0.005974010098725557, + "m": 1.0 + }, + { + "p": 0.08542018383741379, + "m": 1.0 + }, + { + "p": 0.03304833173751831, + "m": 1.0 + }, + { + "p": 0.038649968802928925, + "m": 1.0 + }, + { + "p": 0.06285231560468674, + "m": 1.0 + }, + { + "p": 0.0656132698059082, + "m": 1.0 + }, + { + "p": 0.025799306109547615, + "m": 1.0 + }, + { + "p": 0.04709753021597862, + "m": 1.0 + }, + { + "p": 0.09261554479598999, + "m": 1.0 + }, + { + "p": 0.06507120281457901, + "m": 1.0 + }, + { + "p": 0.13112303614616394, + "m": 1.0 + }, + { + "p": 0.16809746623039246, + "m": 1.0 + }, + { + "p": 0.025011427700519562, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.3471086025238037, + "val_loss": 0.9709089994430542, + "acc": 65.86, + "time": 871.1684281951748, + "param": [ + { + "p": 0.14068618416786194, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09678689390420914, + "m": 1.0 + }, + { + "p": 0.02825327031314373, + "m": 1.0 + }, + { + "p": 0.02857026271522045, + "m": 1.0 + }, + { + "p": 0.0823613703250885, + "m": 1.0 + }, + { + "p": 0.07127493619918823, + "m": 1.0 + }, + { + "p": 0.026192769408226013, + "m": 1.0 + }, + { + "p": 0.050082746893167496, + "m": 1.0 + }, + { + "p": 0.09690781682729721, + "m": 1.0 + }, + { + "p": 0.0650835633277893, + "m": 1.0 + }, + { + "p": 0.12545351684093475, + "m": 1.0 + }, + { + "p": 0.17207558453083038, + "m": 1.0 + }, + { + "p": 0.01627112366259098, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.4626826047897339, + "val_loss": 0.9446460008621216, + "acc": 66.14, + "time": 867.7194517878816, + "param": [ + { + "p": 0.13993105292320251, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11147389560937881, + "m": 1.0 + }, + { + "p": 0.017093360424041748, + "m": 1.0 + }, + { + "p": 0.008226065896451473, + "m": 1.0 + }, + { + "p": 0.08862926065921783, + "m": 1.0 + }, + { + "p": 0.08349041640758514, + "m": 1.0 + }, + { + "p": 0.017699820920825005, + "m": 1.0 + }, + { + "p": 0.047482527792453766, + "m": 1.0 + }, + { + "p": 0.10816002637147903, + "m": 1.0 + }, + { + "p": 0.06535500288009644, + "m": 1.0 + }, + { + "p": 0.12258919328451157, + "m": 1.0 + }, + { + "p": 0.18986937403678894, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.5262244939804077, + "val_loss": 1.0128839015960693, + "acc": 63.58, + "time": 873.1257480247878, + "param": [ + { + "p": 0.12658464908599854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11936251819133759, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08703849464654922, + "m": 1.0 + }, + { + "p": 0.09156021475791931, + "m": 1.0 + }, + { + "p": 0.007809533271938562, + "m": 1.0 + }, + { + "p": 0.05011819675564766, + "m": 1.0 + }, + { + "p": 0.11902736127376556, + "m": 1.0 + }, + { + "p": 0.07095640152692795, + "m": 1.0 + }, + { + "p": 0.12380946427583694, + "m": 1.0 + }, + { + "p": 0.2037331461906433, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.4778192043304443, + "val_loss": 0.995206892490387, + "acc": 65.32, + "time": 864.5245273751207, + "param": [ + { + "p": 0.10737208276987076, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1201179027557373, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08675403147935867, + "m": 1.0 + }, + { + "p": 0.11360453069210052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04729149490594864, + "m": 1.0 + }, + { + "p": 0.12163732200860977, + "m": 1.0 + }, + { + "p": 0.07030493766069412, + "m": 1.0 + }, + { + "p": 0.11920265108346939, + "m": 1.0 + }, + { + "p": 0.21371504664421082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.2953884601593018, + "val_loss": 0.9399370551109314, + "acc": 66.94, + "time": 867.5871291011572, + "param": [ + { + "p": 0.09456310421228409, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1190880611538887, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0010593964252620935, + "m": 1.0 + }, + { + "p": 0.09436158090829849, + "m": 1.0 + }, + { + "p": 0.12106343358755112, + "m": 1.0 + }, + { + "p": 0.009045119397342205, + "m": 1.0 + }, + { + "p": 0.026921283453702927, + "m": 1.0 + }, + { + "p": 0.11107901483774185, + "m": 1.0 + }, + { + "p": 0.079305499792099, + "m": 1.0 + }, + { + "p": 0.11353287845849991, + "m": 1.0 + }, + { + "p": 0.22905264794826508, + "m": 1.0 + }, + { + "p": 0.0009279101504944265, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.4279322624206543, + "val_loss": 0.9050426483154297, + "acc": 66.95, + "time": 864.1779239941388, + "param": [ + { + "p": 0.09371305257081985, + "m": 1.0 + }, + { + "p": 0.0001652128848945722, + "m": 1.0 + }, + { + "p": 0.1200651153922081, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0013974085450172424, + "m": 1.0 + }, + { + "p": 0.08583964407444, + "m": 1.0 + }, + { + "p": 0.12617868185043335, + "m": 1.0 + }, + { + "p": 0.025724170729517937, + "m": 1.0 + }, + { + "p": 0.02315961755812168, + "m": 1.0 + }, + { + "p": 0.09325388073921204, + "m": 1.0 + }, + { + "p": 0.09394852817058563, + "m": 1.0 + }, + { + "p": 0.10403656959533691, + "m": 1.0 + }, + { + "p": 0.21941620111465454, + "m": 1.0 + }, + { + "p": 0.013101872988045216, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.512903094291687, + "val_loss": 0.8860737085342407, + "acc": 66.47, + "time": 869.7977687451057, + "param": [ + { + "p": 0.10422122478485107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1178225427865982, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.071448415517807, + "m": 1.0 + }, + { + "p": 0.13061943650245667, + "m": 1.0 + }, + { + "p": 0.03560364991426468, + "m": 1.0 + }, + { + "p": 0.020860662683844566, + "m": 1.0 + }, + { + "p": 0.07859771698713303, + "m": 1.0 + }, + { + "p": 0.10832378268241882, + "m": 1.0 + }, + { + "p": 0.09640320390462875, + "m": 1.0 + }, + { + "p": 0.22433461248874664, + "m": 1.0 + }, + { + "p": 0.011764785274863243, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.4500484466552734, + "val_loss": 1.0107035636901855, + "acc": 64.15, + "time": 860.2184088900685, + "param": [ + { + "p": 0.11801154911518097, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12332943081855774, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 3.834297240246087e-05, + "m": 1.0 + }, + { + "p": 0.06359913945198059, + "m": 1.0 + }, + { + "p": 0.12681008875370026, + "m": 1.0 + }, + { + "p": 0.038695842027664185, + "m": 1.0 + }, + { + "p": 0.012958403676748276, + "m": 1.0 + }, + { + "p": 0.07631777226924896, + "m": 1.0 + }, + { + "p": 0.10646913945674896, + "m": 1.0 + }, + { + "p": 0.08031076937913895, + "m": 1.0 + }, + { + "p": 0.25142791867256165, + "m": 1.0 + }, + { + "p": 0.0020316990558058023, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.2342900037765503, + "val_loss": 0.8674474954605103, + "acc": 67.57, + "time": 861.3013835991733, + "param": [ + { + "p": 0.11362137645483017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12346235662698746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00016325319302268326, + "m": 1.0 + }, + { + "p": 0.05888599157333374, + "m": 1.0 + }, + { + "p": 0.1185029000043869, + "m": 1.0 + }, + { + "p": 0.04837033152580261, + "m": 1.0 + }, + { + "p": 0.025612151250243187, + "m": 1.0 + }, + { + "p": 0.08285702019929886, + "m": 1.0 + }, + { + "p": 0.09748981148004532, + "m": 1.0 + }, + { + "p": 0.07161544263362885, + "m": 1.0 + }, + { + "p": 0.25941935181617737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.3959293365478516, + "val_loss": 0.961771547794342, + "acc": 67.46, + "time": 872.3133585508913, + "param": [ + { + "p": 0.11311746388673782, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1289171576499939, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0016713117947801948, + "m": 1.0 + }, + { + "p": 0.05542907491326332, + "m": 1.0 + }, + { + "p": 0.11089712381362915, + "m": 1.0 + }, + { + "p": 0.04546507075428963, + "m": 1.0 + }, + { + "p": 0.042974136769771576, + "m": 1.0 + }, + { + "p": 0.08108419179916382, + "m": 1.0 + }, + { + "p": 0.08668071031570435, + "m": 1.0 + }, + { + "p": 0.06781411916017532, + "m": 1.0 + }, + { + "p": 0.26594963669776917, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.258009672164917, + "val_loss": 0.9622061252593994, + "acc": 67.09, + "time": 868.5901373689994, + "param": [ + { + "p": 0.11560055613517761, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13796015083789825, + "m": 1.0 + }, + { + "p": 3.668063072836958e-05, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.061400022357702255, + "m": 1.0 + }, + { + "p": 0.09222380816936493, + "m": 1.0 + }, + { + "p": 0.042294275015592575, + "m": 1.0 + }, + { + "p": 0.05184021219611168, + "m": 1.0 + }, + { + "p": 0.09322155267000198, + "m": 1.0 + }, + { + "p": 0.07698731869459152, + "m": 1.0 + }, + { + "p": 0.06589166820049286, + "m": 1.0 + }, + { + "p": 0.25648999214172363, + "m": 1.0 + }, + { + "p": 0.0060537876561284065, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.552559733390808, + "val_loss": 0.9813529253005981, + "acc": 67.46, + "time": 867.3963818419725, + "param": [ + { + "p": 0.10777510702610016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12666407227516174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008713454008102417, + "m": 1.0 + }, + { + "p": 0.07234151661396027, + "m": 1.0 + }, + { + "p": 0.08765465021133423, + "m": 1.0 + }, + { + "p": 0.05764244869351387, + "m": 1.0 + }, + { + "p": 0.06426754593849182, + "m": 1.0 + }, + { + "p": 0.09219830483198166, + "m": 1.0 + }, + { + "p": 0.07534366846084595, + "m": 1.0 + }, + { + "p": 0.07514254003763199, + "m": 1.0 + }, + { + "p": 0.21307586133480072, + "m": 1.0 + }, + { + "p": 0.01918085291981697, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.5227113962173462, + "val_loss": 1.045244812965393, + "acc": 68.21, + "time": 864.2927263523452, + "param": [ + { + "p": 0.09900988638401031, + "m": 1.0 + }, + { + "p": 0.0017074730712920427, + "m": 1.0 + }, + { + "p": 0.12724238634109497, + "m": 1.0 + }, + { + "p": 0.005575400311499834, + "m": 1.0 + }, + { + "p": 0.035641495138406754, + "m": 1.0 + }, + { + "p": 0.07723848521709442, + "m": 1.0 + }, + { + "p": 0.0790664479136467, + "m": 1.0 + }, + { + "p": 0.06486354768276215, + "m": 1.0 + }, + { + "p": 0.08466249704360962, + "m": 1.0 + }, + { + "p": 0.08571945130825043, + "m": 1.0 + }, + { + "p": 0.07748809456825256, + "m": 1.0 + }, + { + "p": 0.0757046788930893, + "m": 1.0 + }, + { + "p": 0.17376843094825745, + "m": 1.0 + }, + { + "p": 0.012311706319451332, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.5027716159820557, + "val_loss": 0.8529577851295471, + "acc": 67.36, + "time": 867.9078595498577, + "param": [ + { + "p": 0.0983213260769844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12352435290813446, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.047855112701654434, + "m": 1.0 + }, + { + "p": 0.08056164532899857, + "m": 1.0 + }, + { + "p": 0.065537229180336, + "m": 1.0 + }, + { + "p": 0.0662401020526886, + "m": 1.0 + }, + { + "p": 0.10825160890817642, + "m": 1.0 + }, + { + "p": 0.09763029217720032, + "m": 1.0 + }, + { + "p": 0.06788893789052963, + "m": 1.0 + }, + { + "p": 0.0803665891289711, + "m": 1.0 + }, + { + "p": 0.16382282972335815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.459739089012146, + "val_loss": 0.9111866354942322, + "acc": 67.81, + "time": 867.5942597896792, + "param": [ + { + "p": 0.1080339178442955, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12287958711385727, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049521930515766144, + "m": 1.0 + }, + { + "p": 0.06428594887256622, + "m": 1.0 + }, + { + "p": 0.05748692899942398, + "m": 1.0 + }, + { + "p": 0.05408943071961403, + "m": 1.0 + }, + { + "p": 0.1152273640036583, + "m": 1.0 + }, + { + "p": 0.12052751332521439, + "m": 1.0 + }, + { + "p": 0.06460937112569809, + "m": 1.0 + }, + { + "p": 0.08417506515979767, + "m": 1.0 + }, + { + "p": 0.1591629981994629, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.1569349765777588, + "val_loss": 0.8380498886108398, + "acc": 68.16, + "time": 856.8682648786344, + "param": [ + { + "p": 0.12037545442581177, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1317349374294281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04466821253299713, + "m": 1.0 + }, + { + "p": 0.0477835051715374, + "m": 1.0 + }, + { + "p": 0.05067554861307144, + "m": 1.0 + }, + { + "p": 0.05539814382791519, + "m": 1.0 + }, + { + "p": 0.11358651518821716, + "m": 1.0 + }, + { + "p": 0.1309126317501068, + "m": 1.0 + }, + { + "p": 0.05835597217082977, + "m": 1.0 + }, + { + "p": 0.0890922099351883, + "m": 1.0 + }, + { + "p": 0.1574169397354126, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.2406096458435059, + "val_loss": 0.9312114715576172, + "acc": 67.85, + "time": 866.6972897849046, + "param": [ + { + "p": 0.13927169144153595, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1430996060371399, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.047966163605451584, + "m": 1.0 + }, + { + "p": 0.021069364622235298, + "m": 1.0 + }, + { + "p": 0.03961975872516632, + "m": 1.0 + }, + { + "p": 0.05444498360157013, + "m": 1.0 + }, + { + "p": 0.10673919320106506, + "m": 1.0 + }, + { + "p": 0.13949671387672424, + "m": 1.0 + }, + { + "p": 0.04082418978214264, + "m": 1.0 + }, + { + "p": 0.10482092946767807, + "m": 1.0 + }, + { + "p": 0.16264739632606506, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.2353923320770264, + "val_loss": 0.8548014163970947, + "acc": 68.91, + "time": 863.3651960780844, + "param": [ + { + "p": 0.15221227705478668, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14880616962909698, + "m": 1.0 + }, + { + "p": 0.0002564249443821609, + "m": 1.0 + }, + { + "p": 0.05495303496718407, + "m": 1.0 + }, + { + "p": 0.0023556402884423733, + "m": 1.0 + }, + { + "p": 0.04025072231888771, + "m": 1.0 + }, + { + "p": 0.05062810704112053, + "m": 1.0 + }, + { + "p": 0.10125080496072769, + "m": 1.0 + }, + { + "p": 0.1370101422071457, + "m": 1.0 + }, + { + "p": 0.04025811702013016, + "m": 1.0 + }, + { + "p": 0.10579650104045868, + "m": 1.0 + }, + { + "p": 0.16622209548950195, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.1809296607971191, + "val_loss": 1.0526713132858276, + "acc": 68.52, + "time": 875.7227987633087, + "param": [ + { + "p": 0.15050075948238373, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14092010259628296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05612685903906822, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05129653215408325, + "m": 1.0 + }, + { + "p": 0.0443635918200016, + "m": 1.0 + }, + { + "p": 0.10655583441257477, + "m": 1.0 + }, + { + "p": 0.13868704438209534, + "m": 1.0 + }, + { + "p": 0.036803245544433594, + "m": 1.0 + }, + { + "p": 0.10543446242809296, + "m": 1.0 + }, + { + "p": 0.1693114936351776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.3397454023361206, + "val_loss": 0.9067464470863342, + "acc": 68.34, + "time": 871.864855913911, + "param": [ + { + "p": 0.16823826730251312, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1404961496591568, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04925448074936867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04045304283499718, + "m": 1.0 + }, + { + "p": 0.03123064897954464, + "m": 1.0 + }, + { + "p": 0.11422993987798691, + "m": 1.0 + }, + { + "p": 0.14793318510055542, + "m": 1.0 + }, + { + "p": 0.0070976559072732925, + "m": 1.0 + }, + { + "p": 0.11632277816534042, + "m": 1.0 + }, + { + "p": 0.1847437471151352, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.0814625024795532, + "val_loss": 0.8697534203529358, + "acc": 68.64, + "time": 868.7119739791378, + "param": [ + { + "p": 0.178024023771286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14163662493228912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03818220645189285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02503242902457714, + "m": 1.0 + }, + { + "p": 0.0014802863588556647, + "m": 1.0 + }, + { + "p": 0.11264119297266006, + "m": 1.0 + }, + { + "p": 0.1622832715511322, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12302050739526749, + "m": 1.0 + }, + { + "p": 0.21769937872886658, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.3660186529159546, + "val_loss": 0.9239654541015625, + "acc": 69.29, + "time": 867.7268761862069, + "param": [ + { + "p": 0.17102158069610596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14153620600700378, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03254412114620209, + "m": 1.0 + }, + { + "p": 0.003238457487896085, + "m": 1.0 + }, + { + "p": 0.013113748282194138, + "m": 1.0 + }, + { + "p": 0.002920137718319893, + "m": 1.0 + }, + { + "p": 0.10648665577173233, + "m": 1.0 + }, + { + "p": 0.1754004806280136, + "m": 1.0 + }, + { + "p": 0.007384488824754953, + "m": 1.0 + }, + { + "p": 0.12023107707500458, + "m": 1.0 + }, + { + "p": 0.22522400319576263, + "m": 1.0 + }, + { + "p": 0.0008990746573545039, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.2143970727920532, + "val_loss": 0.8538422584533691, + "acc": 68.7, + "time": 864.8258893680759, + "param": [ + { + "p": 0.1823582798242569, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15099884569644928, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014981480315327644, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0913013443350792, + "m": 1.0 + }, + { + "p": 0.1951626092195511, + "m": 1.0 + }, + { + "p": 0.016851013526320457, + "m": 1.0 + }, + { + "p": 0.11176556348800659, + "m": 1.0 + }, + { + "p": 0.23658084869384766, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.1280195713043213, + "val_loss": 0.9589259028434753, + "acc": 68.84, + "time": 871.5225817239843, + "param": [ + { + "p": 0.19065426290035248, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15330976247787476, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0038038543425500393, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08049693703651428, + "m": 1.0 + }, + { + "p": 0.20743609964847565, + "m": 1.0 + }, + { + "p": 0.02714431658387184, + "m": 1.0 + }, + { + "p": 0.104188933968544, + "m": 1.0 + }, + { + "p": 0.23296590149402618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.2580877542495728, + "val_loss": 0.884125292301178, + "acc": 67.57, + "time": 870.7610129890963, + "param": [ + { + "p": 0.19790667295455933, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15059074759483337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07314402610063553, + "m": 1.0 + }, + { + "p": 0.22116303443908691, + "m": 1.0 + }, + { + "p": 0.021726412698626518, + "m": 1.0 + }, + { + "p": 0.10613193362951279, + "m": 1.0 + }, + { + "p": 0.2293371558189392, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.256513237953186, + "val_loss": 0.9149279594421387, + "acc": 68.77, + "time": 622.1714171757922, + "param": [ + { + "p": 0.17416566610336304, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1405767947435379, + "m": 1.0 + }, + { + "p": 0.005464858375489712, + "m": 1.0 + }, + { + "p": 0.007607913576066494, + "m": 1.0 + }, + { + "p": 0.002900511957705021, + "m": 1.0 + }, + { + "p": 0.02541157975792885, + "m": 1.0 + }, + { + "p": 0.012423910200595856, + "m": 1.0 + }, + { + "p": 0.0700978934764862, + "m": 1.0 + }, + { + "p": 0.20368129014968872, + "m": 1.0 + }, + { + "p": 0.0423148013651371, + "m": 1.0 + }, + { + "p": 0.10459491610527039, + "m": 1.0 + }, + { + "p": 0.19770847260951996, + "m": 1.0 + }, + { + "p": 0.013051359914243221, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.1899453401565552, + "val_loss": 0.9309638738632202, + "acc": 68.21, + "time": 681.3588011977263, + "param": [ + { + "p": 0.16384942829608917, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14613476395606995, + "m": 1.0 + }, + { + "p": 0.011583937332034111, + "m": 1.0 + }, + { + "p": 0.0061514489352703094, + "m": 1.0 + }, + { + "p": 0.005346710793673992, + "m": 1.0 + }, + { + "p": 0.04287166893482208, + "m": 1.0 + }, + { + "p": 0.016974549740552902, + "m": 1.0 + }, + { + "p": 0.07034734636545181, + "m": 1.0 + }, + { + "p": 0.19558018445968628, + "m": 1.0 + }, + { + "p": 0.05391916632652283, + "m": 1.0 + }, + { + "p": 0.0967819020152092, + "m": 1.0 + }, + { + "p": 0.18025001883506775, + "m": 1.0 + }, + { + "p": 0.010208903811872005, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.192989706993103, + "val_loss": 0.9384729862213135, + "acc": 68.26, + "time": 866.4482244271785, + "param": [ + { + "p": 0.16459296643733978, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15498226881027222, + "m": 1.0 + }, + { + "p": 0.00023858716303948313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011668491177260876, + "m": 1.0 + }, + { + "p": 0.04208138957619667, + "m": 1.0 + }, + { + "p": 0.0204109288752079, + "m": 1.0 + }, + { + "p": 0.05883726477622986, + "m": 1.0 + }, + { + "p": 0.2203281968832016, + "m": 1.0 + }, + { + "p": 0.047710269689559937, + "m": 1.0 + }, + { + "p": 0.09431435167789459, + "m": 1.0 + }, + { + "p": 0.18443894386291504, + "m": 1.0 + }, + { + "p": 0.00039628948434256017, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.2138930559158325, + "val_loss": 0.9295801520347595, + "acc": 67.58, + "time": 868.989944353234, + "param": [ + { + "p": 0.16279815137386322, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14894692599773407, + "m": 1.0 + }, + { + "p": 0.0013121679658070207, + "m": 1.0 + }, + { + "p": 0.005616389214992523, + "m": 1.0 + }, + { + "p": 0.018422141671180725, + "m": 1.0 + }, + { + "p": 0.04560612887144089, + "m": 1.0 + }, + { + "p": 0.018865050747990608, + "m": 1.0 + }, + { + "p": 0.05008063465356827, + "m": 1.0 + }, + { + "p": 0.23018531501293182, + "m": 1.0 + }, + { + "p": 0.04543082043528557, + "m": 1.0 + }, + { + "p": 0.08907876163721085, + "m": 1.0 + }, + { + "p": 0.17510725557804108, + "m": 1.0 + }, + { + "p": 0.008550290018320084, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.2196156978607178, + "val_loss": 0.8116806745529175, + "acc": 70.11, + "time": 875.6015134700574, + "param": [ + { + "p": 0.13641080260276794, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12572096288204193, + "m": 1.0 + }, + { + "p": 0.02237476222217083, + "m": 1.0 + }, + { + "p": 0.029831621795892715, + "m": 1.0 + }, + { + "p": 0.03582828864455223, + "m": 1.0 + }, + { + "p": 0.055633995682001114, + "m": 1.0 + }, + { + "p": 0.031724292784929276, + "m": 1.0 + }, + { + "p": 0.06249342858791351, + "m": 1.0 + }, + { + "p": 0.19158250093460083, + "m": 1.0 + }, + { + "p": 0.049209240823984146, + "m": 1.0 + }, + { + "p": 0.09394287317991257, + "m": 1.0 + }, + { + "p": 0.13262367248535156, + "m": 1.0 + }, + { + "p": 0.032623548060655594, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.2936707735061646, + "val_loss": 0.7994164228439331, + "acc": 69.24, + "time": 864.9543441580608, + "param": [ + { + "p": 0.14669685065746307, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12070492655038834, + "m": 1.0 + }, + { + "p": 0.012888419441878796, + "m": 1.0 + }, + { + "p": 0.02801446244120598, + "m": 1.0 + }, + { + "p": 0.025323592126369476, + "m": 1.0 + }, + { + "p": 0.07017773389816284, + "m": 1.0 + }, + { + "p": 0.025373132899403572, + "m": 1.0 + }, + { + "p": 0.07074848562479019, + "m": 1.0 + }, + { + "p": 0.18088339269161224, + "m": 1.0 + }, + { + "p": 0.06054725870490074, + "m": 1.0 + }, + { + "p": 0.1047460213303566, + "m": 1.0 + }, + { + "p": 0.11493869125843048, + "m": 1.0 + }, + { + "p": 0.038957010954618454, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.2803395986557007, + "val_loss": 0.8927028179168701, + "acc": 69.84, + "time": 862.8989886180498, + "param": [ + { + "p": 0.1721705049276352, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13890616595745087, + "m": 1.0 + }, + { + "p": 0.0008864286355674267, + "m": 1.0 + }, + { + "p": 0.017384806647896767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08214680105447769, + "m": 1.0 + }, + { + "p": 0.010232300497591496, + "m": 1.0 + }, + { + "p": 0.07135408371686935, + "m": 1.0 + }, + { + "p": 0.18932901322841644, + "m": 1.0 + }, + { + "p": 0.06125127524137497, + "m": 1.0 + }, + { + "p": 0.12077618390321732, + "m": 1.0 + }, + { + "p": 0.10590656846761703, + "m": 1.0 + }, + { + "p": 0.029655838385224342, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.2835328578948975, + "val_loss": 0.8901447653770447, + "acc": 69.47, + "time": 863.822154249996, + "param": [ + { + "p": 0.21002516150474548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15434497594833374, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09950811415910721, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.046176016330718994, + "m": 1.0 + }, + { + "p": 0.2064172774553299, + "m": 1.0 + }, + { + "p": 0.05324183404445648, + "m": 1.0 + }, + { + "p": 0.13213391602039337, + "m": 1.0 + }, + { + "p": 0.09815272688865662, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.4000287055969238, + "val_loss": 0.8276845216751099, + "acc": 69.98, + "time": 860.8062311098911, + "param": [ + { + "p": 0.2300802320241928, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1644006222486496, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1038462370634079, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01322734821587801, + "m": 1.0 + }, + { + "p": 0.22297167778015137, + "m": 1.0 + }, + { + "p": 0.04149433970451355, + "m": 1.0 + }, + { + "p": 0.13629665970802307, + "m": 1.0 + }, + { + "p": 0.08768288046121597, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.6700973510742188, + "val_loss": 0.9169039726257324, + "acc": 69.39, + "time": 861.3637677570805, + "param": [ + { + "p": 0.22597792744636536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17150959372520447, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009225303074344993, + "m": 1.0 + }, + { + "p": 0.003876728704199195, + "m": 1.0 + }, + { + "p": 0.10798400640487671, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0075120264664292336, + "m": 1.0 + }, + { + "p": 0.21859997510910034, + "m": 1.0 + }, + { + "p": 0.04330403730273247, + "m": 1.0 + }, + { + "p": 0.13181518018245697, + "m": 1.0 + }, + { + "p": 0.08746316283941269, + "m": 1.0 + }, + { + "p": 0.0010349283693358302, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.439536690711975, + "val_loss": 0.8160279393196106, + "acc": 69.33, + "time": 870.240898320917, + "param": [ + { + "p": 0.20284783840179443, + "m": 1.0 + }, + { + "p": 0.009269888512790203, + "m": 1.0 + }, + { + "p": 0.1615082323551178, + "m": 1.0 + }, + { + "p": 0.002625453984364867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015538729727268219, + "m": 1.0 + }, + { + "p": 0.10226588696241379, + "m": 1.0 + }, + { + "p": 0.006184450350701809, + "m": 1.0 + }, + { + "p": 0.03378704935312271, + "m": 1.0 + }, + { + "p": 0.18083463609218597, + "m": 1.0 + }, + { + "p": 0.0651017427444458, + "m": 1.0 + }, + { + "p": 0.11358992010354996, + "m": 1.0 + }, + { + "p": 0.10107103735208511, + "m": 1.0 + }, + { + "p": 0.005375160835683346, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.4528955221176147, + "val_loss": 1.0358644723892212, + "acc": 70.01, + "time": 867.0270524532534, + "param": [ + { + "p": 0.19588710367679596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16043218970298767, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01827147975564003, + "m": 1.0 + }, + { + "p": 0.09664525836706161, + "m": 1.0 + }, + { + "p": 0.008945339359343052, + "m": 1.0 + }, + { + "p": 0.04501478374004364, + "m": 1.0 + }, + { + "p": 0.18284252285957336, + "m": 1.0 + }, + { + "p": 0.06514482945203781, + "m": 1.0 + }, + { + "p": 0.11527953296899796, + "m": 1.0 + }, + { + "p": 0.1115369200706482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.048590064048767, + "val_loss": 0.9299950003623962, + "acc": 70.07, + "time": 862.3543722806498, + "param": [ + { + "p": 0.1864088475704193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1453474909067154, + "m": 1.0 + }, + { + "p": 0.00197510770522058, + "m": 1.0 + }, + { + "p": 0.0004922251682728529, + "m": 1.0 + }, + { + "p": 0.036921948194503784, + "m": 1.0 + }, + { + "p": 0.09284653514623642, + "m": 1.0 + }, + { + "p": 0.034621819853782654, + "m": 1.0 + }, + { + "p": 0.05037088319659233, + "m": 1.0 + }, + { + "p": 0.17340312898159027, + "m": 1.0 + }, + { + "p": 0.05894141271710396, + "m": 1.0 + }, + { + "p": 0.10764221847057343, + "m": 1.0 + }, + { + "p": 0.11102835834026337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.519986867904663, + "val_loss": 0.9427583813667297, + "acc": 67.85, + "time": 868.0301262703724, + "param": [ + { + "p": 0.18648193776607513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13833387196063995, + "m": 1.0 + }, + { + "p": 0.0008452123147435486, + "m": 1.0 + }, + { + "p": 0.006781348958611488, + "m": 1.0 + }, + { + "p": 0.03529706969857216, + "m": 1.0 + }, + { + "p": 0.08510535955429077, + "m": 1.0 + }, + { + "p": 0.03947750851511955, + "m": 1.0 + }, + { + "p": 0.05720679461956024, + "m": 1.0 + }, + { + "p": 0.1738913208246231, + "m": 1.0 + }, + { + "p": 0.05801234021782875, + "m": 1.0 + }, + { + "p": 0.10390936583280563, + "m": 1.0 + }, + { + "p": 0.11465789377689362, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.2997691631317139, + "val_loss": 0.8602938055992126, + "acc": 70.77, + "time": 863.0151627431624, + "param": [ + { + "p": 0.20389388501644135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1359023153781891, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008986270055174828, + "m": 1.0 + }, + { + "p": 0.03480982035398483, + "m": 1.0 + }, + { + "p": 0.07743596285581589, + "m": 1.0 + }, + { + "p": 0.03226469084620476, + "m": 1.0 + }, + { + "p": 0.05285254120826721, + "m": 1.0 + }, + { + "p": 0.17307980358600616, + "m": 1.0 + }, + { + "p": 0.0503341443836689, + "m": 1.0 + }, + { + "p": 0.10490932315587997, + "m": 1.0 + }, + { + "p": 0.1255311816930771, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.1672229766845703, + "val_loss": 0.8716526031494141, + "acc": 69.71, + "time": 869.656136487145, + "param": [ + { + "p": 0.22189375758171082, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1342054009437561, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04411539062857628, + "m": 1.0 + }, + { + "p": 0.07618159800767899, + "m": 1.0 + }, + { + "p": 0.01997700147330761, + "m": 1.0 + }, + { + "p": 0.050963226705789566, + "m": 1.0 + }, + { + "p": 0.1782945841550827, + "m": 1.0 + }, + { + "p": 0.04386662691831589, + "m": 1.0 + }, + { + "p": 0.10361374169588089, + "m": 1.0 + }, + { + "p": 0.1268887221813202, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.3388677835464478, + "val_loss": 0.8939279913902283, + "acc": 69.44, + "time": 864.1160823754035, + "param": [ + { + "p": 0.23211203515529633, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13192734122276306, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04966074228286743, + "m": 1.0 + }, + { + "p": 0.06719783693552017, + "m": 1.0 + }, + { + "p": 0.011833119206130505, + "m": 1.0 + }, + { + "p": 0.06295302510261536, + "m": 1.0 + }, + { + "p": 0.17713260650634766, + "m": 1.0 + }, + { + "p": 0.044409703463315964, + "m": 1.0 + }, + { + "p": 0.09623690694570541, + "m": 1.0 + }, + { + "p": 0.12653663754463196, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.1341488361358643, + "val_loss": 0.8520311713218689, + "acc": 71.38, + "time": 871.4625393697061, + "param": [ + { + "p": 0.22482769191265106, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12174631655216217, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05150964483618736, + "m": 1.0 + }, + { + "p": 0.054836153984069824, + "m": 1.0 + }, + { + "p": 0.0022678878158330917, + "m": 1.0 + }, + { + "p": 0.07106811553239822, + "m": 1.0 + }, + { + "p": 0.17362721264362335, + "m": 1.0 + }, + { + "p": 0.05843520909547806, + "m": 1.0 + }, + { + "p": 0.08985680341720581, + "m": 1.0 + }, + { + "p": 0.1455857753753662, + "m": 1.0 + }, + { + "p": 0.0062391916289925575, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.396623969078064, + "val_loss": 0.9996446967124939, + "acc": 70.87, + "time": 869.6675046365708, + "param": [ + { + "p": 0.21030263602733612, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1153661459684372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0552683025598526, + "m": 1.0 + }, + { + "p": 0.050801970064640045, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07330497354269028, + "m": 1.0 + }, + { + "p": 0.17890244722366333, + "m": 1.0 + }, + { + "p": 0.06827784329652786, + "m": 1.0 + }, + { + "p": 0.08325120806694031, + "m": 1.0 + }, + { + "p": 0.1599550098180771, + "m": 1.0 + }, + { + "p": 0.004569527227431536, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.2301911115646362, + "val_loss": 0.7791045904159546, + "acc": 71.7, + "time": 858.7698349882849, + "param": [ + { + "p": 0.20278367400169373, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10843061655759811, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06391526758670807, + "m": 1.0 + }, + { + "p": 0.047816816717386246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0821717381477356, + "m": 1.0 + }, + { + "p": 0.16914668679237366, + "m": 1.0 + }, + { + "p": 0.07820907235145569, + "m": 1.0 + }, + { + "p": 0.08520500361919403, + "m": 1.0 + }, + { + "p": 0.1623210906982422, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.3545262813568115, + "val_loss": 0.9133036136627197, + "acc": 71.71, + "time": 867.4332946878858, + "param": [ + { + "p": 0.21232718229293823, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10336900502443314, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06803618371486664, + "m": 1.0 + }, + { + "p": 0.04824753850698471, + "m": 1.0 + }, + { + "p": 4.126625015032914e-07, + "m": 1.0 + }, + { + "p": 0.08431574702262878, + "m": 1.0 + }, + { + "p": 0.1652248203754425, + "m": 1.0 + }, + { + "p": 0.07479109615087509, + "m": 1.0 + }, + { + "p": 0.07633271813392639, + "m": 1.0 + }, + { + "p": 0.1673552691936493, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.2880537509918213, + "val_loss": 0.8020984530448914, + "acc": 71.09, + "time": 866.3403116860427, + "param": [ + { + "p": 0.2262534201145172, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10298141837120056, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05968558415770531, + "m": 1.0 + }, + { + "p": 0.0503091998398304, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07524845749139786, + "m": 1.0 + }, + { + "p": 0.16171646118164062, + "m": 1.0 + }, + { + "p": 0.0645814910531044, + "m": 1.0 + }, + { + "p": 0.07931981980800629, + "m": 1.0 + }, + { + "p": 0.1799040585756302, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.156550407409668, + "val_loss": 0.815261721611023, + "acc": 70.88, + "time": 861.5402460098267, + "param": [ + { + "p": 0.25351542234420776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10463621467351913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05453457683324814, + "m": 1.0 + }, + { + "p": 0.045781269669532776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05996611341834068, + "m": 1.0 + }, + { + "p": 0.15968143939971924, + "m": 1.0 + }, + { + "p": 0.04921359568834305, + "m": 1.0 + }, + { + "p": 0.0741293728351593, + "m": 1.0 + }, + { + "p": 0.19854196906089783, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.0132404565811157, + "val_loss": 0.8975107073783875, + "acc": 70.85, + "time": 863.9440233949572, + "param": [ + { + "p": 0.2987907826900482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11240692436695099, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0348300002515316, + "m": 1.0 + }, + { + "p": 0.03544258326292038, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.035020023584365845, + "m": 1.0 + }, + { + "p": 0.16025887429714203, + "m": 1.0 + }, + { + "p": 0.019405437633395195, + "m": 1.0 + }, + { + "p": 0.0675775557756424, + "m": 1.0 + }, + { + "p": 0.2362677901983261, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.153753638267517, + "val_loss": 0.7657493948936462, + "acc": 70.75, + "time": 868.4384762309492, + "param": [ + { + "p": 0.3280736207962036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13051383197307587, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00015979721501935273, + "m": 1.0 + }, + { + "p": 0.010049095377326012, + "m": 1.0 + }, + { + "p": 0.02359972707927227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00461362861096859, + "m": 1.0 + }, + { + "p": 0.15657591819763184, + "m": 1.0 + }, + { + "p": 0.0006218774360604584, + "m": 1.0 + }, + { + "p": 0.06920947134494781, + "m": 1.0 + }, + { + "p": 0.2765830159187317, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.2418580055236816, + "val_loss": 0.7955521941184998, + "acc": 70.78, + "time": 873.4465144402348, + "param": [ + { + "p": 0.30326953530311584, + "m": 1.0 + }, + { + "p": 0.00047565842396579683, + "m": 1.0 + }, + { + "p": 0.14666242897510529, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009832789190113544, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020271021872758865, + "m": 1.0 + }, + { + "p": 0.006243199110031128, + "m": 1.0 + }, + { + "p": 0.01680971309542656, + "m": 1.0 + }, + { + "p": 0.13883773982524872, + "m": 1.0 + }, + { + "p": 0.011272553354501724, + "m": 1.0 + }, + { + "p": 0.06259320676326752, + "m": 1.0 + }, + { + "p": 0.2771719992160797, + "m": 1.0 + }, + { + "p": 0.006560059264302254, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.3886361122131348, + "val_loss": 0.7100209593772888, + "acc": 70.55, + "time": 871.7072706199251, + "param": [ + { + "p": 0.27845215797424316, + "m": 1.0 + }, + { + "p": 0.005981991998851299, + "m": 1.0 + }, + { + "p": 0.15662036836147308, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026167502626776695, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.027489466592669487, + "m": 1.0 + }, + { + "p": 0.018772535026073456, + "m": 1.0 + }, + { + "p": 0.029678640887141228, + "m": 1.0 + }, + { + "p": 0.1355859637260437, + "m": 1.0 + }, + { + "p": 0.014953694306313992, + "m": 1.0 + }, + { + "p": 0.0502287819981575, + "m": 1.0 + }, + { + "p": 0.25062137842178345, + "m": 1.0 + }, + { + "p": 0.00544755719602108, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.32542085647583, + "val_loss": 0.7802885174751282, + "acc": 70.55, + "time": 861.4357534777373, + "param": [ + { + "p": 0.26694852113723755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1692628562450409, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02073366753757, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02540372684597969, + "m": 1.0 + }, + { + "p": 0.026931745931506157, + "m": 1.0 + }, + { + "p": 0.03016968071460724, + "m": 1.0 + }, + { + "p": 0.13629934191703796, + "m": 1.0 + }, + { + "p": 0.01995883882045746, + "m": 1.0 + }, + { + "p": 0.05569562688469887, + "m": 1.0 + }, + { + "p": 0.24859602749347687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.2989003658294678, + "val_loss": 1.0009748935699463, + "acc": 69.68, + "time": 865.7215799191035, + "param": [ + { + "p": 0.2699865996837616, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18173319101333618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01167877297848463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01284282747656107, + "m": 1.0 + }, + { + "p": 0.02863171137869358, + "m": 1.0 + }, + { + "p": 0.031044790521264076, + "m": 1.0 + }, + { + "p": 0.1313105821609497, + "m": 1.0 + }, + { + "p": 0.01427341066300869, + "m": 1.0 + }, + { + "p": 0.055219631642103195, + "m": 1.0 + }, + { + "p": 0.26327842473983765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.0779916048049927, + "val_loss": 0.9306902289390564, + "acc": 71.57, + "time": 859.0929967379197, + "param": [ + { + "p": 0.2620757818222046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17957960069179535, + "m": 1.0 + }, + { + "p": 0.0005596632254309952, + "m": 1.0 + }, + { + "p": 0.02387251704931259, + "m": 1.0 + }, + { + "p": 0.0008580642752349377, + "m": 1.0 + }, + { + "p": 0.012617137283086777, + "m": 1.0 + }, + { + "p": 0.02633395418524742, + "m": 1.0 + }, + { + "p": 0.03738736733794212, + "m": 1.0 + }, + { + "p": 0.12949858605861664, + "m": 1.0 + }, + { + "p": 0.014953122474253178, + "m": 1.0 + }, + { + "p": 0.05714126303792, + "m": 1.0 + }, + { + "p": 0.2541051506996155, + "m": 1.0 + }, + { + "p": 0.0010177269577980042, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.4155433177947998, + "val_loss": 0.8452156186103821, + "acc": 69.97, + "time": 862.2966812346131, + "param": [ + { + "p": 0.23811949789524078, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17979584634304047, + "m": 1.0 + }, + { + "p": 0.007141072768718004, + "m": 1.0 + }, + { + "p": 0.03247709199786186, + "m": 1.0 + }, + { + "p": 0.0003873352543450892, + "m": 1.0 + }, + { + "p": 0.03037983365356922, + "m": 1.0 + }, + { + "p": 0.029800960794091225, + "m": 1.0 + }, + { + "p": 0.041284434497356415, + "m": 1.0 + }, + { + "p": 0.11867858469486237, + "m": 1.0 + }, + { + "p": 0.02830391936004162, + "m": 1.0 + }, + { + "p": 0.06443426758050919, + "m": 1.0 + }, + { + "p": 0.2219689041376114, + "m": 1.0 + }, + { + "p": 0.007228296250104904, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.1658298969268799, + "val_loss": 0.8485831618309021, + "acc": 70.96, + "time": 861.758990899194, + "param": [ + { + "p": 0.2179100662469864, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1800442337989807, + "m": 1.0 + }, + { + "p": 0.012475289404392242, + "m": 1.0 + }, + { + "p": 0.04375150427222252, + "m": 1.0 + }, + { + "p": 0.0020067798905074596, + "m": 1.0 + }, + { + "p": 0.0322338230907917, + "m": 1.0 + }, + { + "p": 0.04013824835419655, + "m": 1.0 + }, + { + "p": 0.03982006758451462, + "m": 1.0 + }, + { + "p": 0.10709354281425476, + "m": 1.0 + }, + { + "p": 0.03617290034890175, + "m": 1.0 + }, + { + "p": 0.07491729408502579, + "m": 1.0 + }, + { + "p": 0.21173034608364105, + "m": 1.0 + }, + { + "p": 0.0017058751545846462, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.1681867837905884, + "val_loss": 0.8159376382827759, + "acc": 71.54, + "time": 653.0961893890053, + "param": [ + { + "p": 0.24349699914455414, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20729465782642365, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04595140740275383, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023578859865665436, + "m": 1.0 + }, + { + "p": 0.017924336716532707, + "m": 1.0 + }, + { + "p": 0.02784876897931099, + "m": 1.0 + }, + { + "p": 0.09611549228429794, + "m": 1.0 + }, + { + "p": 0.017482057213783264, + "m": 1.0 + }, + { + "p": 0.07604509592056274, + "m": 1.0 + }, + { + "p": 0.24426229298114777, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.2710789442062378, + "val_loss": 0.7925257682800293, + "acc": 71.65, + "time": 699.4803149751388, + "param": [ + { + "p": 0.2342747449874878, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20368599891662598, + "m": 1.0 + }, + { + "p": 0.0012209909036755562, + "m": 1.0 + }, + { + "p": 0.0529397577047348, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03582600876688957, + "m": 1.0 + }, + { + "p": 0.010858993045985699, + "m": 1.0 + }, + { + "p": 0.04037224501371384, + "m": 1.0 + }, + { + "p": 0.09035024791955948, + "m": 1.0 + }, + { + "p": 0.020293116569519043, + "m": 1.0 + }, + { + "p": 0.07444684207439423, + "m": 1.0 + }, + { + "p": 0.23573102056980133, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.0396722555160522, + "val_loss": 0.8159228563308716, + "acc": 70.99, + "time": 866.6741202697158, + "param": [ + { + "p": 0.23341090977191925, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20068871974945068, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0422196201980114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03699047118425369, + "m": 1.0 + }, + { + "p": 0.0030326934065669775, + "m": 1.0 + }, + { + "p": 0.06323367357254028, + "m": 1.0 + }, + { + "p": 0.07933521270751953, + "m": 1.0 + }, + { + "p": 0.04038645699620247, + "m": 1.0 + }, + { + "p": 0.0652032271027565, + "m": 1.0 + }, + { + "p": 0.23549902439117432, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.070249319076538, + "val_loss": 0.7939962148666382, + "acc": 71.53, + "time": 863.8813568283804, + "param": [ + { + "p": 0.25834938883781433, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20317891240119934, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02252798341214657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026789972558617592, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.059370700269937515, + "m": 1.0 + }, + { + "p": 0.058371055871248245, + "m": 1.0 + }, + { + "p": 0.059743575751781464, + "m": 1.0 + }, + { + "p": 0.05803819000720978, + "m": 1.0 + }, + { + "p": 0.2536301910877228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.1033809185028076, + "val_loss": 0.7588239312171936, + "acc": 71.36, + "time": 866.2911749989726, + "param": [ + { + "p": 0.2762431204319, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19554783403873444, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023207800462841988, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01617012359201908, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.050616305321455, + "m": 1.0 + }, + { + "p": 0.04525917395949364, + "m": 1.0 + }, + { + "p": 0.07682778686285019, + "m": 1.0 + }, + { + "p": 0.05727912485599518, + "m": 1.0 + }, + { + "p": 0.2588488459587097, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.0886013507843018, + "val_loss": 0.6894472241401672, + "acc": 72.58, + "time": 860.8325697621331, + "param": [ + { + "p": 0.279189795255661, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18555709719657898, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023859132081270218, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018884489312767982, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04625741392374039, + "m": 1.0 + }, + { + "p": 0.040526382625103, + "m": 1.0 + }, + { + "p": 0.0986083447933197, + "m": 1.0 + }, + { + "p": 0.05687321722507477, + "m": 1.0 + }, + { + "p": 0.2502440810203552, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.4054409265518188, + "val_loss": 0.7480908036231995, + "acc": 71.59, + "time": 866.885991408024, + "param": [ + { + "p": 0.30373769998550415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19151315093040466, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006009906530380249, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015263567678630352, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03671927750110626, + "m": 1.0 + }, + { + "p": 0.027205169200897217, + "m": 1.0 + }, + { + "p": 0.10374756902456284, + "m": 1.0 + }, + { + "p": 0.05474665015935898, + "m": 1.0 + }, + { + "p": 0.2610569894313812, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.0425074100494385, + "val_loss": 0.8246455788612366, + "acc": 71.09, + "time": 857.6332862973213, + "param": [ + { + "p": 0.3128793239593506, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17675936222076416, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00035513934562914073, + "m": 1.0 + }, + { + "p": 0.0029129444155842066, + "m": 1.0 + }, + { + "p": 0.010038591921329498, + "m": 1.0 + }, + { + "p": 0.0051477341912686825, + "m": 1.0 + }, + { + "p": 0.03223150968551636, + "m": 1.0 + }, + { + "p": 0.024649346247315407, + "m": 1.0 + }, + { + "p": 0.10632374882698059, + "m": 1.0 + }, + { + "p": 0.06734857708215714, + "m": 1.0 + }, + { + "p": 0.26135367155075073, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.2372277975082397, + "val_loss": 0.7275108695030212, + "acc": 72.35, + "time": 865.6434779306874, + "param": [ + { + "p": 0.29173484444618225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14908115565776825, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002316370140761137, + "m": 1.0 + }, + { + "p": 0.01460214238613844, + "m": 1.0 + }, + { + "p": 0.020876221358776093, + "m": 1.0 + }, + { + "p": 0.015467347577214241, + "m": 1.0 + }, + { + "p": 0.041159000247716904, + "m": 1.0 + }, + { + "p": 0.04327657073736191, + "m": 1.0 + }, + { + "p": 0.09894967824220657, + "m": 1.0 + }, + { + "p": 0.07509805262088776, + "m": 1.0 + }, + { + "p": 0.24156585335731506, + "m": 1.0 + }, + { + "p": 0.005872716661542654, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.1831926107406616, + "val_loss": 0.8296672105789185, + "acc": 72.41, + "time": 579.06481084181, + "param": [ + { + "p": 0.2639062702655792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11541229486465454, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03205735981464386, + "m": 1.0 + }, + { + "p": 0.03949219733476639, + "m": 1.0 + }, + { + "p": 0.02746284008026123, + "m": 1.0 + }, + { + "p": 0.0555369034409523, + "m": 1.0 + }, + { + "p": 0.07180273532867432, + "m": 1.0 + }, + { + "p": 0.09577883034944534, + "m": 1.0 + }, + { + "p": 0.0746910497546196, + "m": 1.0 + }, + { + "p": 0.2064938098192215, + "m": 1.0 + }, + { + "p": 0.017365796491503716, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.3160160779953003, + "val_loss": 0.7517894506454468, + "acc": 71.71, + "time": 639.4959959196858, + "param": [ + { + "p": 0.24554337561130524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09743759781122208, + "m": 1.0 + }, + { + "p": 0.0002934253425337374, + "m": 1.0 + }, + { + "p": 0.004768346436321735, + "m": 1.0 + }, + { + "p": 0.03957602381706238, + "m": 1.0 + }, + { + "p": 0.04402947053313255, + "m": 1.0 + }, + { + "p": 0.03589557111263275, + "m": 1.0 + }, + { + "p": 0.07472030818462372, + "m": 1.0 + }, + { + "p": 0.08497363328933716, + "m": 1.0 + }, + { + "p": 0.095412977039814, + "m": 1.0 + }, + { + "p": 0.08020749688148499, + "m": 1.0 + }, + { + "p": 0.185853511095047, + "m": 1.0 + }, + { + "p": 0.011288251727819443, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.186360239982605, + "val_loss": 0.7992468476295471, + "acc": 71.84, + "time": 871.6672693928704, + "param": [ + { + "p": 0.224397674202919, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09861364215612411, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010422585532069206, + "m": 1.0 + }, + { + "p": 0.03953750431537628, + "m": 1.0 + }, + { + "p": 0.03938637673854828, + "m": 1.0 + }, + { + "p": 0.03233146667480469, + "m": 1.0 + }, + { + "p": 0.09399864077568054, + "m": 1.0 + }, + { + "p": 0.09023454785346985, + "m": 1.0 + }, + { + "p": 0.10089866071939468, + "m": 1.0 + }, + { + "p": 0.09038764983415604, + "m": 1.0 + }, + { + "p": 0.1797911822795868, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.2418807744979858, + "val_loss": 0.8652296662330627, + "acc": 72.53, + "time": 866.2221169560216, + "param": [ + { + "p": 0.2029777318239212, + "m": 1.0 + }, + { + "p": 0.0021966593340039253, + "m": 1.0 + }, + { + "p": 0.1016550064086914, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020480681210756302, + "m": 1.0 + }, + { + "p": 0.03487558662891388, + "m": 1.0 + }, + { + "p": 0.03360603749752045, + "m": 1.0 + }, + { + "p": 0.019092189148068428, + "m": 1.0 + }, + { + "p": 0.11178916692733765, + "m": 1.0 + }, + { + "p": 0.10678568482398987, + "m": 1.0 + }, + { + "p": 0.10323876887559891, + "m": 1.0 + }, + { + "p": 0.0892648920416832, + "m": 1.0 + }, + { + "p": 0.1677790880203247, + "m": 1.0 + }, + { + "p": 0.006258600391447544, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.3438743352890015, + "val_loss": 0.7902750372886658, + "acc": 72.33, + "time": 869.4671714468859, + "param": [ + { + "p": 0.1852409690618515, + "m": 1.0 + }, + { + "p": 0.00380015280097723, + "m": 1.0 + }, + { + "p": 0.09430472552776337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017457136884331703, + "m": 1.0 + }, + { + "p": 0.04035671427845955, + "m": 1.0 + }, + { + "p": 0.040864646434783936, + "m": 1.0 + }, + { + "p": 0.024998225271701813, + "m": 1.0 + }, + { + "p": 0.1195354238152504, + "m": 1.0 + }, + { + "p": 0.10905741155147552, + "m": 1.0 + }, + { + "p": 0.1027149111032486, + "m": 1.0 + }, + { + "p": 0.09340151399374008, + "m": 1.0 + }, + { + "p": 0.16511236131191254, + "m": 1.0 + }, + { + "p": 0.0031558512710034847, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.2039912939071655, + "val_loss": 0.7646960020065308, + "acc": 71.77, + "time": 868.3939049332403, + "param": [ + { + "p": 0.18583694100379944, + "m": 1.0 + }, + { + "p": 0.004201164003461599, + "m": 1.0 + }, + { + "p": 0.0915427878499031, + "m": 1.0 + }, + { + "p": 0.00023076889920048416, + "m": 1.0 + }, + { + "p": 0.01701834797859192, + "m": 1.0 + }, + { + "p": 0.03649148717522621, + "m": 1.0 + }, + { + "p": 0.03842475637793541, + "m": 1.0 + }, + { + "p": 0.03530462831258774, + "m": 1.0 + }, + { + "p": 0.13281691074371338, + "m": 1.0 + }, + { + "p": 0.11258070915937424, + "m": 1.0 + }, + { + "p": 0.09948889166116714, + "m": 1.0 + }, + { + "p": 0.08640632033348083, + "m": 1.0 + }, + { + "p": 0.15654237568378448, + "m": 1.0 + }, + { + "p": 0.0031138828489929438, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 0.9770641922950745, + "val_loss": 0.7754920125007629, + "acc": 72.31, + "time": 868.3489568950608, + "param": [ + { + "p": 0.21169136464595795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.078007273375988, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01249537244439125, + "m": 1.0 + }, + { + "p": 0.023694274947047234, + "m": 1.0 + }, + { + "p": 0.03425110876560211, + "m": 1.0 + }, + { + "p": 0.02122284471988678, + "m": 1.0 + }, + { + "p": 0.16007572412490845, + "m": 1.0 + }, + { + "p": 0.12172155827283859, + "m": 1.0 + }, + { + "p": 0.09270980209112167, + "m": 1.0 + }, + { + "p": 0.08658456057310104, + "m": 1.0 + }, + { + "p": 0.15754613280296326, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.2186938524246216, + "val_loss": 0.7559674382209778, + "acc": 72.82, + "time": 869.1225990410894, + "param": [ + { + "p": 0.23260225355625153, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07412286847829819, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013534351252019405, + "m": 1.0 + }, + { + "p": 0.012469960376620293, + "m": 1.0 + }, + { + "p": 0.016157060861587524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1736881136894226, + "m": 1.0 + }, + { + "p": 0.13958261907100677, + "m": 1.0 + }, + { + "p": 0.08320151269435883, + "m": 1.0 + }, + { + "p": 0.08627629280090332, + "m": 1.0 + }, + { + "p": 0.16574549674987793, + "m": 1.0 + }, + { + "p": 0.002619393402710557, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 0.8416621088981628, + "val_loss": 0.8639190793037415, + "acc": 72.48, + "time": 865.0041750217788, + "param": [ + { + "p": 0.24110332131385803, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08399210125207901, + "m": 1.0 + }, + { + "p": 0.001546223764307797, + "m": 1.0 + }, + { + "p": 0.029459519311785698, + "m": 1.0 + }, + { + "p": 0.0011976181995123625, + "m": 1.0 + }, + { + "p": 0.0042271302081644535, + "m": 1.0 + }, + { + "p": 0.0016846832586452365, + "m": 1.0 + }, + { + "p": 0.17199157178401947, + "m": 1.0 + }, + { + "p": 0.1335475742816925, + "m": 1.0 + }, + { + "p": 0.06828291714191437, + "m": 1.0 + }, + { + "p": 0.07287761569023132, + "m": 1.0 + }, + { + "p": 0.1715371161699295, + "m": 1.0 + }, + { + "p": 0.018552707508206367, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.1908637285232544, + "val_loss": 0.8901435136795044, + "acc": 71.81, + "time": 869.9937293967232, + "param": [ + { + "p": 0.23519505560398102, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08977925777435303, + "m": 1.0 + }, + { + "p": 0.0038486262783408165, + "m": 1.0 + }, + { + "p": 0.03349584713578224, + "m": 1.0 + }, + { + "p": 0.007789015769958496, + "m": 1.0 + }, + { + "p": 0.0022178576327860355, + "m": 1.0 + }, + { + "p": 0.008256432600319386, + "m": 1.0 + }, + { + "p": 0.16417470574378967, + "m": 1.0 + }, + { + "p": 0.11838175356388092, + "m": 1.0 + }, + { + "p": 0.05996906757354736, + "m": 1.0 + }, + { + "p": 0.06418821960687637, + "m": 1.0 + }, + { + "p": 0.1785566508769989, + "m": 1.0 + }, + { + "p": 0.03414749726653099, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 0.959970235824585, + "val_loss": 0.7814193964004517, + "acc": 72.21, + "time": 869.4491235371679, + "param": [ + { + "p": 0.20722901821136475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09358612447977066, + "m": 1.0 + }, + { + "p": 0.017673801630735397, + "m": 1.0 + }, + { + "p": 0.03361397609114647, + "m": 1.0 + }, + { + "p": 0.025508977472782135, + "m": 1.0 + }, + { + "p": 0.018778573721647263, + "m": 1.0 + }, + { + "p": 0.022528378292918205, + "m": 1.0 + }, + { + "p": 0.14233434200286865, + "m": 1.0 + }, + { + "p": 0.09976477175951004, + "m": 1.0 + }, + { + "p": 0.06514362245798111, + "m": 1.0 + }, + { + "p": 0.06292042136192322, + "m": 1.0 + }, + { + "p": 0.1684103161096573, + "m": 1.0 + }, + { + "p": 0.0425076000392437, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.219462275505066, + "val_loss": 0.7999067306518555, + "acc": 72.86, + "time": 868.3989072400145, + "param": [ + { + "p": 0.2209722101688385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10140068084001541, + "m": 1.0 + }, + { + "p": 0.01148002129048109, + "m": 1.0 + }, + { + "p": 0.026407858356833458, + "m": 1.0 + }, + { + "p": 0.024029113352298737, + "m": 1.0 + }, + { + "p": 0.011420384049415588, + "m": 1.0 + }, + { + "p": 0.029589135199785233, + "m": 1.0 + }, + { + "p": 0.14163655042648315, + "m": 1.0 + }, + { + "p": 0.09076518565416336, + "m": 1.0 + }, + { + "p": 0.0602664053440094, + "m": 1.0 + }, + { + "p": 0.06493501365184784, + "m": 1.0 + }, + { + "p": 0.17555195093154907, + "m": 1.0 + }, + { + "p": 0.04154551774263382, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.1675423383712769, + "val_loss": 0.7880091071128845, + "acc": 71.73, + "time": 868.5762716089375, + "param": [ + { + "p": 0.2509317994117737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11103658378124237, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01867859810590744, + "m": 1.0 + }, + { + "p": 0.012693419121205807, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015295738354325294, + "m": 1.0 + }, + { + "p": 0.14372847974300385, + "m": 1.0 + }, + { + "p": 0.08711951971054077, + "m": 1.0 + }, + { + "p": 0.05641550570726395, + "m": 1.0 + }, + { + "p": 0.06139245629310608, + "m": 1.0 + }, + { + "p": 0.20009371638298035, + "m": 1.0 + }, + { + "p": 0.04261413961648941, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.2550071477890015, + "val_loss": 0.8228986263275146, + "acc": 71.52, + "time": 872.2882991661318, + "param": [ + { + "p": 0.2902734577655792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1186160147190094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020216749981045723, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14191944897174835, + "m": 1.0 + }, + { + "p": 0.07112185657024384, + "m": 1.0 + }, + { + "p": 0.04416326805949211, + "m": 1.0 + }, + { + "p": 0.06458050012588501, + "m": 1.0 + }, + { + "p": 0.2208193987607956, + "m": 1.0 + }, + { + "p": 0.02828935720026493, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json new file mode 100644 index 0000000..c9ca778 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-1.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 72.57, + "Time": [ + 848.1413413271866, + 62.56332343402104 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.347687244415283, + "val_loss": 2.2904958724975586, + "acc": 16.06, + "time": 872.9317267062142, + "param": [ + { + "p": 0.05287761241197586, + "m": 1.0 + }, + { + "p": 0.0460035502910614, + "m": 1.0 + }, + { + "p": 0.06446734815835953, + "m": 1.0 + }, + { + "p": 0.11067568510770798, + "m": 1.0 + }, + { + "p": 0.08149898052215576, + "m": 1.0 + }, + { + "p": 0.07797475159168243, + "m": 1.0 + }, + { + "p": 0.0662589743733406, + "m": 1.0 + }, + { + "p": 0.08923178166151047, + "m": 1.0 + }, + { + "p": 0.03833366557955742, + "m": 1.0 + }, + { + "p": 0.11588336527347565, + "m": 1.0 + }, + { + "p": 0.034550584852695465, + "m": 1.0 + }, + { + "p": 0.09476163983345032, + "m": 1.0 + }, + { + "p": 0.07822483777999878, + "m": 1.0 + }, + { + "p": 0.04925726354122162, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2847206592559814, + "val_loss": 2.2578186988830566, + "acc": 13.75, + "time": 873.0725852320902, + "param": [ + { + "p": 0.061886075884103775, + "m": 1.0 + }, + { + "p": 0.05589311197400093, + "m": 1.0 + }, + { + "p": 0.07856274396181107, + "m": 1.0 + }, + { + "p": 0.09944992512464523, + "m": 1.0 + }, + { + "p": 0.06969324499368668, + "m": 1.0 + }, + { + "p": 0.07435427606105804, + "m": 1.0 + }, + { + "p": 0.05812755972146988, + "m": 1.0 + }, + { + "p": 0.11253166943788528, + "m": 1.0 + }, + { + "p": 0.06074419990181923, + "m": 1.0 + }, + { + "p": 0.09995266795158386, + "m": 1.0 + }, + { + "p": 0.03939066082239151, + "m": 1.0 + }, + { + "p": 0.07907575368881226, + "m": 1.0 + }, + { + "p": 0.06905646622180939, + "m": 1.0 + }, + { + "p": 0.04128166660666466, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.181928873062134, + "val_loss": 2.0455174446105957, + "acc": 25.01, + "time": 865.6405013520271, + "param": [ + { + "p": 0.04804788529872894, + "m": 1.0 + }, + { + "p": 0.05743692070245743, + "m": 1.0 + }, + { + "p": 0.07293804734945297, + "m": 1.0 + }, + { + "p": 0.08253370970487595, + "m": 1.0 + }, + { + "p": 0.10047926008701324, + "m": 1.0 + }, + { + "p": 0.06957726925611496, + "m": 1.0 + }, + { + "p": 0.07382937520742416, + "m": 1.0 + }, + { + "p": 0.1338811218738556, + "m": 1.0 + }, + { + "p": 0.06824340671300888, + "m": 1.0 + }, + { + "p": 0.09673355519771576, + "m": 1.0 + }, + { + "p": 0.031357090920209885, + "m": 1.0 + }, + { + "p": 0.0856359452009201, + "m": 1.0 + }, + { + "p": 0.07930635660886765, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 1.9742140769958496, + "val_loss": 1.950256586074829, + "acc": 31.53, + "time": 859.361529154703, + "param": [ + { + "p": 0.037192996591329575, + "m": 1.0 + }, + { + "p": 0.030192401260137558, + "m": 1.0 + }, + { + "p": 0.062138356268405914, + "m": 1.0 + }, + { + "p": 0.09229045361280441, + "m": 1.0 + }, + { + "p": 0.1430456042289734, + "m": 1.0 + }, + { + "p": 0.028276851400732994, + "m": 1.0 + }, + { + "p": 0.08501926809549332, + "m": 1.0 + }, + { + "p": 0.15858562290668488, + "m": 1.0 + }, + { + "p": 0.0496525838971138, + "m": 1.0 + }, + { + "p": 0.09627711027860641, + "m": 1.0 + }, + { + "p": 0.020910050719976425, + "m": 1.0 + }, + { + "p": 0.09828285127878189, + "m": 1.0 + }, + { + "p": 0.09813584387302399, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.038705587387085, + "val_loss": 1.8448913097381592, + "acc": 32.28, + "time": 871.5787097238936, + "param": [ + { + "p": 0.02626681700348854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04770142585039139, + "m": 1.0 + }, + { + "p": 0.1013326644897461, + "m": 1.0 + }, + { + "p": 0.1892654001712799, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09201463311910629, + "m": 1.0 + }, + { + "p": 0.18224216997623444, + "m": 1.0 + }, + { + "p": 0.02111438475549221, + "m": 1.0 + }, + { + "p": 0.10341864079236984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11981969326734543, + "m": 1.0 + }, + { + "p": 0.11682423204183578, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.9334443807601929, + "val_loss": 1.9005334377288818, + "acc": 32.49, + "time": 871.4861412560567, + "param": [ + { + "p": 0.016201889142394066, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.031767264008522034, + "m": 1.0 + }, + { + "p": 0.08921507000923157, + "m": 1.0 + }, + { + "p": 0.23675771057605743, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07919260859489441, + "m": 1.0 + }, + { + "p": 0.18421882390975952, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11048883199691772, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12261705100536346, + "m": 1.0 + }, + { + "p": 0.12954075634479523, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.734266757965088, + "val_loss": 1.7909997701644897, + "acc": 36.84, + "time": 876.0727056371979, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05452064797282219, + "m": 1.0 + }, + { + "p": 0.30251818895339966, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05252927541732788, + "m": 1.0 + }, + { + "p": 0.19942010939121246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11277767270803452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13243335485458374, + "m": 1.0 + }, + { + "p": 0.14580072462558746, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 1.9099096059799194, + "val_loss": 1.8022013902664185, + "acc": 35.84, + "time": 871.8773571741767, + "param": [ + { + "p": 0.018355555832386017, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004481092561036348, + "m": 1.0 + }, + { + "p": 0.01650148630142212, + "m": 1.0 + }, + { + "p": 0.29534560441970825, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05843741074204445, + "m": 1.0 + }, + { + "p": 0.19355641305446625, + "m": 1.0 + }, + { + "p": 0.005200245883315802, + "m": 1.0 + }, + { + "p": 0.12467525154352188, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12261603027582169, + "m": 1.0 + }, + { + "p": 0.16083090007305145, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.7639576196670532, + "val_loss": 1.7619096040725708, + "acc": 37.97, + "time": 866.0169768342748, + "param": [ + { + "p": 0.034974630922079086, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006868643220514059, + "m": 1.0 + }, + { + "p": 0.0011316232848912477, + "m": 1.0 + }, + { + "p": 0.2708655595779419, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06717729568481445, + "m": 1.0 + }, + { + "p": 0.17058122158050537, + "m": 1.0 + }, + { + "p": 0.009460343979299068, + "m": 1.0 + }, + { + "p": 0.13819490373134613, + "m": 1.0 + }, + { + "p": 0.007715465966612101, + "m": 1.0 + }, + { + "p": 0.12129586935043335, + "m": 1.0 + }, + { + "p": 0.17173448204994202, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 2.115203380584717, + "val_loss": 1.7399686574935913, + "acc": 38.28, + "time": 858.0487659787759, + "param": [ + { + "p": 0.03722202032804489, + "m": 1.0 + }, + { + "p": 0.0008764033555053174, + "m": 1.0 + }, + { + "p": 0.0015860169660300016, + "m": 1.0 + }, + { + "p": 0.0010363926412537694, + "m": 1.0 + }, + { + "p": 0.2698023319244385, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07463756948709488, + "m": 1.0 + }, + { + "p": 0.16719326376914978, + "m": 1.0 + }, + { + "p": 0.007186589762568474, + "m": 1.0 + }, + { + "p": 0.1423472762107849, + "m": 1.0 + }, + { + "p": 0.0037151409778743982, + "m": 1.0 + }, + { + "p": 0.11278446018695831, + "m": 1.0 + }, + { + "p": 0.18161249160766602, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.812485933303833, + "val_loss": 1.607722282409668, + "acc": 41.1, + "time": 864.946349341888, + "param": [ + { + "p": 0.04540098085999489, + "m": 1.0 + }, + { + "p": 0.011732165701687336, + "m": 1.0 + }, + { + "p": 0.02453184872865677, + "m": 1.0 + }, + { + "p": 0.01669512875378132, + "m": 1.0 + }, + { + "p": 0.2348407506942749, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07677234709262848, + "m": 1.0 + }, + { + "p": 0.14711205661296844, + "m": 1.0 + }, + { + "p": 0.011594451032578945, + "m": 1.0 + }, + { + "p": 0.14932818710803986, + "m": 1.0 + }, + { + "p": 0.0066510350443422794, + "m": 1.0 + }, + { + "p": 0.10438316315412521, + "m": 1.0 + }, + { + "p": 0.17095789313316345, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.967327356338501, + "val_loss": 1.6646524667739868, + "acc": 42.12, + "time": 868.3819450489245, + "param": [ + { + "p": 0.04699385166168213, + "m": 1.0 + }, + { + "p": 0.00956573523581028, + "m": 1.0 + }, + { + "p": 0.03196416422724724, + "m": 1.0 + }, + { + "p": 0.026840301230549812, + "m": 1.0 + }, + { + "p": 0.2226359248161316, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0809900239109993, + "m": 1.0 + }, + { + "p": 0.13626179099082947, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1584952026605606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10975587368011475, + "m": 1.0 + }, + { + "p": 0.17649708688259125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.826147437095642, + "val_loss": 1.649019718170166, + "acc": 42.81, + "time": 868.5419873818755, + "param": [ + { + "p": 0.05069280415773392, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013312908820807934, + "m": 1.0 + }, + { + "p": 0.014876147732138634, + "m": 1.0 + }, + { + "p": 0.2289506047964096, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08677231520414352, + "m": 1.0 + }, + { + "p": 0.12617316842079163, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16786298155784607, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11398345232009888, + "m": 1.0 + }, + { + "p": 0.1973755955696106, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.879663348197937, + "val_loss": 1.5523384809494019, + "acc": 43.45, + "time": 867.3743033576757, + "param": [ + { + "p": 0.06360059976577759, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015148556791245937, + "m": 1.0 + }, + { + "p": 0.018866702914237976, + "m": 1.0 + }, + { + "p": 0.1911400705575943, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09753783047199249, + "m": 1.0 + }, + { + "p": 0.10137289762496948, + "m": 1.0 + }, + { + "p": 0.009409758262336254, + "m": 1.0 + }, + { + "p": 0.16433089971542358, + "m": 1.0 + }, + { + "p": 0.010583498515188694, + "m": 1.0 + }, + { + "p": 0.11770704388618469, + "m": 1.0 + }, + { + "p": 0.21030209958553314, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 2.125917673110962, + "val_loss": 1.556371808052063, + "acc": 42.99, + "time": 865.598311542999, + "param": [ + { + "p": 0.06572108715772629, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014108383096754551, + "m": 1.0 + }, + { + "p": 0.01303910743445158, + "m": 1.0 + }, + { + "p": 0.17703072726726532, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1018509492278099, + "m": 1.0 + }, + { + "p": 0.08690568059682846, + "m": 1.0 + }, + { + "p": 0.0037049849051982164, + "m": 1.0 + }, + { + "p": 0.18019169569015503, + "m": 1.0 + }, + { + "p": 1.621908086235635e-05, + "m": 1.0 + }, + { + "p": 0.12632299959659576, + "m": 1.0 + }, + { + "p": 0.2311081439256668, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.8869309425354004, + "val_loss": 1.61129891872406, + "acc": 42.01, + "time": 864.5136586530134, + "param": [ + { + "p": 0.06309911608695984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16323518753051758, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09854543209075928, + "m": 1.0 + }, + { + "p": 0.07748454809188843, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20227345824241638, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12912996113300323, + "m": 1.0 + }, + { + "p": 0.26623231172561646, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.985918402671814, + "val_loss": 1.5151753425598145, + "acc": 45.03, + "time": 865.8604341088794, + "param": [ + { + "p": 0.06178922578692436, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14226971566677094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08503380417823792, + "m": 1.0 + }, + { + "p": 0.056624650955200195, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22241193056106567, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13320155441761017, + "m": 1.0 + }, + { + "p": 0.29866909980773926, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.8583611249923706, + "val_loss": 1.4477874040603638, + "acc": 47.76, + "time": 865.9377536731772, + "param": [ + { + "p": 0.0630764365196228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0039897202514112, + "m": 1.0 + }, + { + "p": 3.892395397997461e-05, + "m": 1.0 + }, + { + "p": 0.12639382481575012, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07771605253219604, + "m": 1.0 + }, + { + "p": 0.04337378218770027, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2333933562040329, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1360420137643814, + "m": 1.0 + }, + { + "p": 0.3159758746623993, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.5594457387924194, + "val_loss": 1.5162266492843628, + "acc": 44.8, + "time": 642.679140380118, + "param": [ + { + "p": 0.06021177023649216, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10705642402172089, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07283583283424377, + "m": 1.0 + }, + { + "p": 0.017589721828699112, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2600736618041992, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13266512751579285, + "m": 1.0 + }, + { + "p": 0.3495674133300781, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.6825491189956665, + "val_loss": 1.3370226621627808, + "acc": 49.22, + "time": 687.6835010279901, + "param": [ + { + "p": 0.0643470510840416, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0037751903291791677, + "m": 1.0 + }, + { + "p": 0.0031973819714039564, + "m": 1.0 + }, + { + "p": 0.07697346061468124, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08062676340341568, + "m": 1.0 + }, + { + "p": 0.007803510874509811, + "m": 1.0 + }, + { + "p": 0.00474263820797205, + "m": 1.0 + }, + { + "p": 0.26975327730178833, + "m": 1.0 + }, + { + "p": 0.002899941522628069, + "m": 1.0 + }, + { + "p": 0.12217959761619568, + "m": 1.0 + }, + { + "p": 0.3637012243270874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.3547390699386597, + "val_loss": 1.5110790729522705, + "acc": 48.17, + "time": 865.261211196892, + "param": [ + { + "p": 0.06974226236343384, + "m": 1.0 + }, + { + "p": 0.0032995392102748156, + "m": 1.0 + }, + { + "p": 0.022743012756109238, + "m": 1.0 + }, + { + "p": 0.020162202417850494, + "m": 1.0 + }, + { + "p": 0.05881471186876297, + "m": 1.0 + }, + { + "p": 0.008973278105258942, + "m": 1.0 + }, + { + "p": 0.08395177125930786, + "m": 1.0 + }, + { + "p": 0.028257988393306732, + "m": 1.0 + }, + { + "p": 0.01596282236278057, + "m": 1.0 + }, + { + "p": 0.2356732040643692, + "m": 1.0 + }, + { + "p": 0.01874115876853466, + "m": 1.0 + }, + { + "p": 0.11647691577672958, + "m": 1.0 + }, + { + "p": 0.3172011077404022, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 1.715794324874878, + "val_loss": 1.4965797662734985, + "acc": 47.52, + "time": 872.6899500461295, + "param": [ + { + "p": 0.07064865529537201, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025803428143262863, + "m": 1.0 + }, + { + "p": 0.01522020809352398, + "m": 1.0 + }, + { + "p": 0.04748156666755676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07593473792076111, + "m": 1.0 + }, + { + "p": 0.017857464030385017, + "m": 1.0 + }, + { + "p": 0.0057955277152359486, + "m": 1.0 + }, + { + "p": 0.25414299964904785, + "m": 1.0 + }, + { + "p": 0.00810455996543169, + "m": 1.0 + }, + { + "p": 0.11949122697114944, + "m": 1.0 + }, + { + "p": 0.3595196008682251, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.9558860063552856, + "val_loss": 1.425399661064148, + "acc": 50.11, + "time": 861.8158180830069, + "param": [ + { + "p": 0.07624971866607666, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02241780236363411, + "m": 1.0 + }, + { + "p": 0.017592694610357285, + "m": 1.0 + }, + { + "p": 0.023811910301446915, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05729597434401512, + "m": 1.0 + }, + { + "p": 0.004449568223208189, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.28047633171081543, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11966697126626968, + "m": 1.0 + }, + { + "p": 0.3980390131473541, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.6930071115493774, + "val_loss": 1.3498475551605225, + "acc": 50.11, + "time": 864.2109376783483, + "param": [ + { + "p": 0.07757668197154999, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011310931295156479, + "m": 1.0 + }, + { + "p": 0.012750210240483284, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04124139994382858, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30169478058815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11906450241804123, + "m": 1.0 + }, + { + "p": 0.4363614618778229, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 2.012742757797241, + "val_loss": 1.3844281435012817, + "acc": 50.52, + "time": 862.0411242302507, + "param": [ + { + "p": 0.07766790688037872, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011090060696005821, + "m": 1.0 + }, + { + "p": 0.006976942997425795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0354875847697258, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.30206477642059326, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11388930678367615, + "m": 1.0 + }, + { + "p": 0.4528234601020813, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.7603490352630615, + "val_loss": 1.3439078330993652, + "acc": 52.03, + "time": 867.5639176140539, + "param": [ + { + "p": 0.06397783756256104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016777439042925835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3108551502227783, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10382821410894394, + "m": 1.0 + }, + { + "p": 0.5045613646507263, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.9715496301651, + "val_loss": 1.2624778747558594, + "acc": 51.9, + "time": 864.4023894346319, + "param": [ + { + "p": 0.05415493622422218, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011605123989284039, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3078089654445648, + "m": 1.0 + }, + { + "p": 0.0020562654826790094, + "m": 1.0 + }, + { + "p": 0.10371243208646774, + "m": 1.0 + }, + { + "p": 0.520662248134613, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.937140941619873, + "val_loss": 1.3493938446044922, + "acc": 52.68, + "time": 868.5268895328045, + "param": [ + { + "p": 0.05753173306584358, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007855236530303955, + "m": 1.0 + }, + { + "p": 0.00747860549017787, + "m": 1.0 + }, + { + "p": 0.0030028808396309614, + "m": 1.0 + }, + { + "p": 0.0053188735619187355, + "m": 1.0 + }, + { + "p": 0.0235383752733469, + "m": 1.0 + }, + { + "p": 0.012580076232552528, + "m": 1.0 + }, + { + "p": 0.007296587340533733, + "m": 1.0 + }, + { + "p": 0.2842985689640045, + "m": 1.0 + }, + { + "p": 0.015556796453893185, + "m": 1.0 + }, + { + "p": 0.10062006860971451, + "m": 1.0 + }, + { + "p": 0.47484132647514343, + "m": 1.0 + }, + { + "p": 8.093506039585918e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.7126150131225586, + "val_loss": 1.2444133758544922, + "acc": 53.22, + "time": 868.1588422791101, + "param": [ + { + "p": 0.06828879565000534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016510741785168648, + "m": 1.0 + }, + { + "p": 0.015414723195135593, + "m": 1.0 + }, + { + "p": 0.002479876857250929, + "m": 1.0 + }, + { + "p": 0.010134008713066578, + "m": 1.0 + }, + { + "p": 0.034372080117464066, + "m": 1.0 + }, + { + "p": 0.027728799730539322, + "m": 1.0 + }, + { + "p": 0.019216815009713173, + "m": 1.0 + }, + { + "p": 0.253518283367157, + "m": 1.0 + }, + { + "p": 0.02330358698964119, + "m": 1.0 + }, + { + "p": 0.09798763692378998, + "m": 1.0 + }, + { + "p": 0.4310446083545685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.4954391717910767, + "val_loss": 1.2890506982803345, + "acc": 53.7, + "time": 867.1853727288544, + "param": [ + { + "p": 0.07710040360689163, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02607285976409912, + "m": 1.0 + }, + { + "p": 0.0031393154058605433, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030193375423550606, + "m": 1.0 + }, + { + "p": 0.021932169795036316, + "m": 1.0 + }, + { + "p": 0.01300004217773676, + "m": 1.0 + }, + { + "p": 0.2609129846096039, + "m": 1.0 + }, + { + "p": 0.016529630869627, + "m": 1.0 + }, + { + "p": 0.10594206303358078, + "m": 1.0 + }, + { + "p": 0.4451771676540375, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.616512417793274, + "val_loss": 1.2698357105255127, + "acc": 51.01, + "time": 869.5605118828826, + "param": [ + { + "p": 0.08183462917804718, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03857356309890747, + "m": 1.0 + }, + { + "p": 0.0054566641338169575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03282451257109642, + "m": 1.0 + }, + { + "p": 0.027794629335403442, + "m": 1.0 + }, + { + "p": 0.017529278993606567, + "m": 1.0 + }, + { + "p": 0.25645971298217773, + "m": 1.0 + }, + { + "p": 0.01487149577587843, + "m": 1.0 + }, + { + "p": 0.11007670313119888, + "m": 1.0 + }, + { + "p": 0.41450074315071106, + "m": 1.0 + }, + { + "p": 7.803109474480152e-05, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.6839890480041504, + "val_loss": 1.2973712682724, + "acc": 54.03, + "time": 858.419639097061, + "param": [ + { + "p": 0.0827251449227333, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049273110926151276, + "m": 1.0 + }, + { + "p": 0.011876917444169521, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.032868899405002594, + "m": 1.0 + }, + { + "p": 0.038551878184080124, + "m": 1.0 + }, + { + "p": 0.02651575207710266, + "m": 1.0 + }, + { + "p": 0.2420087456703186, + "m": 1.0 + }, + { + "p": 0.02575550600886345, + "m": 1.0 + }, + { + "p": 0.11281178891658783, + "m": 1.0 + }, + { + "p": 0.37761229276657104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.6677398681640625, + "val_loss": 1.3312983512878418, + "acc": 53.53, + "time": 866.6660738540813, + "param": [ + { + "p": 0.0827292650938034, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06761887669563293, + "m": 1.0 + }, + { + "p": 0.02438504993915558, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006380831822752953, + "m": 1.0 + }, + { + "p": 0.04271862283349037, + "m": 1.0 + }, + { + "p": 0.04421354830265045, + "m": 1.0 + }, + { + "p": 0.03874743729829788, + "m": 1.0 + }, + { + "p": 0.22323104739189148, + "m": 1.0 + }, + { + "p": 0.03389309346675873, + "m": 1.0 + }, + { + "p": 0.11020004749298096, + "m": 1.0 + }, + { + "p": 0.3258821666240692, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.6093014478683472, + "val_loss": 1.2938792705535889, + "acc": 54.8, + "time": 865.7172211729921, + "param": [ + { + "p": 0.08365039527416229, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07440818846225739, + "m": 1.0 + }, + { + "p": 0.01193768810480833, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04289817065000534, + "m": 1.0 + }, + { + "p": 0.04596447944641113, + "m": 1.0 + }, + { + "p": 0.03386949002742767, + "m": 1.0 + }, + { + "p": 0.23041094839572906, + "m": 1.0 + }, + { + "p": 0.02188798040151596, + "m": 1.0 + }, + { + "p": 0.11495877057313919, + "m": 1.0 + }, + { + "p": 0.34001392126083374, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.5557713508605957, + "val_loss": 1.2147525548934937, + "acc": 57.02, + "time": 868.4286031406373, + "param": [ + { + "p": 0.08838742971420288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0793648287653923, + "m": 1.0 + }, + { + "p": 0.003224574960768223, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03968266397714615, + "m": 1.0 + }, + { + "p": 0.04839835688471794, + "m": 1.0 + }, + { + "p": 0.02599537931382656, + "m": 1.0 + }, + { + "p": 0.23202013969421387, + "m": 1.0 + }, + { + "p": 0.014207529835402966, + "m": 1.0 + }, + { + "p": 0.12340790033340454, + "m": 1.0 + }, + { + "p": 0.3453112244606018, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.675903558731079, + "val_loss": 1.3407644033432007, + "acc": 53.03, + "time": 872.2155178403482, + "param": [ + { + "p": 0.0947459489107132, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08014142513275146, + "m": 1.0 + }, + { + "p": 0.0066908253356814384, + "m": 1.0 + }, + { + "p": 0.0033604330383241177, + "m": 1.0 + }, + { + "p": 0.005637573543936014, + "m": 1.0 + }, + { + "p": 0.0429980531334877, + "m": 1.0 + }, + { + "p": 0.05619223043322563, + "m": 1.0 + }, + { + "p": 0.03924344480037689, + "m": 1.0 + }, + { + "p": 0.21000809967517853, + "m": 1.0 + }, + { + "p": 0.018280642107129097, + "m": 1.0 + }, + { + "p": 0.1314568817615509, + "m": 1.0 + }, + { + "p": 0.30720680952072144, + "m": 1.0 + }, + { + "p": 0.004037708509713411, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.7335385084152222, + "val_loss": 1.3214236497879028, + "acc": 56.3, + "time": 865.7434624689631, + "param": [ + { + "p": 0.10023060441017151, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08090473711490631, + "m": 1.0 + }, + { + "p": 0.003101971000432968, + "m": 1.0 + }, + { + "p": 0.0002406364365015179, + "m": 1.0 + }, + { + "p": 0.00033395009813830256, + "m": 1.0 + }, + { + "p": 0.04254881292581558, + "m": 1.0 + }, + { + "p": 0.054509710520505905, + "m": 1.0 + }, + { + "p": 0.04452800378203392, + "m": 1.0 + }, + { + "p": 0.20821131765842438, + "m": 1.0 + }, + { + "p": 0.024532346054911613, + "m": 1.0 + }, + { + "p": 0.14466261863708496, + "m": 1.0 + }, + { + "p": 0.29619526863098145, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.6185011863708496, + "val_loss": 1.2005882263183594, + "acc": 57.37, + "time": 860.5476866960526, + "param": [ + { + "p": 0.10694104433059692, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07529816776514053, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03435759246349335, + "m": 1.0 + }, + { + "p": 0.04269818216562271, + "m": 1.0 + }, + { + "p": 0.042129237204790115, + "m": 1.0 + }, + { + "p": 0.22231318056583405, + "m": 1.0 + }, + { + "p": 0.012767051346600056, + "m": 1.0 + }, + { + "p": 0.15761497616767883, + "m": 1.0 + }, + { + "p": 0.30588051676750183, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.7265896797180176, + "val_loss": 1.1413543224334717, + "acc": 57.81, + "time": 858.6329126809724, + "param": [ + { + "p": 0.11019311100244522, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06005437299609184, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014212175272405148, + "m": 1.0 + }, + { + "p": 0.031415753066539764, + "m": 1.0 + }, + { + "p": 0.027944795787334442, + "m": 1.0 + }, + { + "p": 0.2482549548149109, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16687819361686707, + "m": 1.0 + }, + { + "p": 0.34104660153388977, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.4788274765014648, + "val_loss": 1.177650809288025, + "acc": 56.87, + "time": 861.4603938786313, + "param": [ + { + "p": 0.11068228632211685, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04471204802393913, + "m": 1.0 + }, + { + "p": 0.005841137375682592, + "m": 1.0 + }, + { + "p": 0.005525720305740833, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03121209889650345, + "m": 1.0 + }, + { + "p": 0.035167984664440155, + "m": 1.0 + }, + { + "p": 0.26314496994018555, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1607161909341812, + "m": 1.0 + }, + { + "p": 0.34299758076667786, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.638771891593933, + "val_loss": 1.211202621459961, + "acc": 58.43, + "time": 862.0660217981786, + "param": [ + { + "p": 0.10936576128005981, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.043198101222515106, + "m": 1.0 + }, + { + "p": 0.007266096770763397, + "m": 1.0 + }, + { + "p": 0.001503983628936112, + "m": 1.0 + }, + { + "p": 0.0018310996238142252, + "m": 1.0 + }, + { + "p": 0.0005425339913927019, + "m": 1.0 + }, + { + "p": 0.03633918985724449, + "m": 1.0 + }, + { + "p": 0.03902222216129303, + "m": 1.0 + }, + { + "p": 0.2703498899936676, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15209923684597015, + "m": 1.0 + }, + { + "p": 0.3384819030761719, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.76925528049469, + "val_loss": 1.1800260543823242, + "acc": 59.02, + "time": 869.6831442099065, + "param": [ + { + "p": 0.11306107044219971, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04513688385486603, + "m": 1.0 + }, + { + "p": 0.012498455122113228, + "m": 1.0 + }, + { + "p": 0.008916705846786499, + "m": 1.0 + }, + { + "p": 0.005451880861073732, + "m": 1.0 + }, + { + "p": 0.004306427203118801, + "m": 1.0 + }, + { + "p": 0.048482488840818405, + "m": 1.0 + }, + { + "p": 0.04498456418514252, + "m": 1.0 + }, + { + "p": 0.2555884122848511, + "m": 1.0 + }, + { + "p": 0.007831353694200516, + "m": 1.0 + }, + { + "p": 0.1380460560321808, + "m": 1.0 + }, + { + "p": 0.31569579243659973, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.469490885734558, + "val_loss": 1.281893014907837, + "acc": 58.15, + "time": 867.2997987298295, + "param": [ + { + "p": 0.11585856974124908, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04966970905661583, + "m": 1.0 + }, + { + "p": 0.02294214442372322, + "m": 1.0 + }, + { + "p": 0.011689623817801476, + "m": 1.0 + }, + { + "p": 0.0026927266735583544, + "m": 1.0 + }, + { + "p": 0.008141038939356804, + "m": 1.0 + }, + { + "p": 0.05145552381873131, + "m": 1.0 + }, + { + "p": 0.04865333065390587, + "m": 1.0 + }, + { + "p": 0.2438611537218094, + "m": 1.0 + }, + { + "p": 0.019320324063301086, + "m": 1.0 + }, + { + "p": 0.12746202945709229, + "m": 1.0 + }, + { + "p": 0.2982538342475891, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.385769009590149, + "val_loss": 1.197724461555481, + "acc": 59.02, + "time": 861.9996414119378, + "param": [ + { + "p": 0.11571144312620163, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05273149907588959, + "m": 1.0 + }, + { + "p": 0.023965271189808846, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04472564905881882, + "m": 1.0 + }, + { + "p": 0.05014913156628609, + "m": 1.0 + }, + { + "p": 0.2566204071044922, + "m": 1.0 + }, + { + "p": 0.022981325164437294, + "m": 1.0 + }, + { + "p": 0.1260044276714325, + "m": 1.0 + }, + { + "p": 0.30711081624031067, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.389217495918274, + "val_loss": 1.146416187286377, + "acc": 57.42, + "time": 858.4700179509819, + "param": [ + { + "p": 0.11369569599628448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05960577726364136, + "m": 1.0 + }, + { + "p": 0.016475124284625053, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001343312906101346, + "m": 1.0 + }, + { + "p": 0.044850364327430725, + "m": 1.0 + }, + { + "p": 0.05487121269106865, + "m": 1.0 + }, + { + "p": 0.2582886517047882, + "m": 1.0 + }, + { + "p": 0.030137980356812477, + "m": 1.0 + }, + { + "p": 0.12445013225078583, + "m": 1.0 + }, + { + "p": 0.29628175497055054, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.3521076440811157, + "val_loss": 1.1287022829055786, + "acc": 59.71, + "time": 861.0542117799632, + "param": [ + { + "p": 0.1057332456111908, + "m": 1.0 + }, + { + "p": 0.0011290148831903934, + "m": 1.0 + }, + { + "p": 0.06784629076719284, + "m": 1.0 + }, + { + "p": 0.024331698194146156, + "m": 1.0 + }, + { + "p": 0.0004937369958497584, + "m": 1.0 + }, + { + "p": 0.008100736886262894, + "m": 1.0 + }, + { + "p": 0.01112192589789629, + "m": 1.0 + }, + { + "p": 0.05890481173992157, + "m": 1.0 + }, + { + "p": 0.06280960887670517, + "m": 1.0 + }, + { + "p": 0.2367963045835495, + "m": 1.0 + }, + { + "p": 0.053677961230278015, + "m": 1.0 + }, + { + "p": 0.11221744120121002, + "m": 1.0 + }, + { + "p": 0.25683727860450745, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.5833238363265991, + "val_loss": 1.1532260179519653, + "acc": 59.53, + "time": 871.774762022309, + "param": [ + { + "p": 0.09931101649999619, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06682610511779785, + "m": 1.0 + }, + { + "p": 0.023914223536849022, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005300268065184355, + "m": 1.0 + }, + { + "p": 0.014787108637392521, + "m": 1.0 + }, + { + "p": 0.0708249881863594, + "m": 1.0 + }, + { + "p": 0.06637910008430481, + "m": 1.0 + }, + { + "p": 0.22825740277767181, + "m": 1.0 + }, + { + "p": 0.06425651162862778, + "m": 1.0 + }, + { + "p": 0.11353719234466553, + "m": 1.0 + }, + { + "p": 0.24660608172416687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.336472749710083, + "val_loss": 1.070190668106079, + "acc": 60.74, + "time": 866.0294081508182, + "param": [ + { + "p": 0.08934073150157928, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06531310081481934, + "m": 1.0 + }, + { + "p": 0.014518523588776588, + "m": 1.0 + }, + { + "p": 0.0003465728659648448, + "m": 1.0 + }, + { + "p": 0.012306010350584984, + "m": 1.0 + }, + { + "p": 0.020152442157268524, + "m": 1.0 + }, + { + "p": 0.07857206463813782, + "m": 1.0 + }, + { + "p": 0.06767544895410538, + "m": 1.0 + }, + { + "p": 0.21986152231693268, + "m": 1.0 + }, + { + "p": 0.07004280388355255, + "m": 1.0 + }, + { + "p": 0.12096496671438217, + "m": 1.0 + }, + { + "p": 0.2409057915210724, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.4613665342330933, + "val_loss": 1.0362114906311035, + "acc": 61.43, + "time": 863.0203637550585, + "param": [ + { + "p": 0.07789153605699539, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06917531788349152, + "m": 1.0 + }, + { + "p": 0.0037433302495628595, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007051329128444195, + "m": 1.0 + }, + { + "p": 0.01934576965868473, + "m": 1.0 + }, + { + "p": 0.08313249796628952, + "m": 1.0 + }, + { + "p": 0.07111041992902756, + "m": 1.0 + }, + { + "p": 0.21860329806804657, + "m": 1.0 + }, + { + "p": 0.07655814290046692, + "m": 1.0 + }, + { + "p": 0.12431120872497559, + "m": 1.0 + }, + { + "p": 0.24907714128494263, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.45579993724823, + "val_loss": 1.1090278625488281, + "acc": 61.43, + "time": 861.5286900028586, + "param": [ + { + "p": 0.0708848312497139, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07861706614494324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003457083599641919, + "m": 1.0 + }, + { + "p": 0.022571567445993423, + "m": 1.0 + }, + { + "p": 0.08296982198953629, + "m": 1.0 + }, + { + "p": 0.07164923846721649, + "m": 1.0 + }, + { + "p": 0.212826207280159, + "m": 1.0 + }, + { + "p": 0.07796725630760193, + "m": 1.0 + }, + { + "p": 0.12608158588409424, + "m": 1.0 + }, + { + "p": 0.25297534465789795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.4907779693603516, + "val_loss": 1.0960829257965088, + "acc": 60.67, + "time": 656.5274590123445, + "param": [ + { + "p": 0.07385655492544174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07398729026317596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003175775520503521, + "m": 1.0 + }, + { + "p": 0.020089861005544662, + "m": 1.0 + }, + { + "p": 0.07710860669612885, + "m": 1.0 + }, + { + "p": 0.07496387511491776, + "m": 1.0 + }, + { + "p": 0.2106078416109085, + "m": 1.0 + }, + { + "p": 0.0850355476140976, + "m": 1.0 + }, + { + "p": 0.1318013221025467, + "m": 1.0 + }, + { + "p": 0.24937333166599274, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.4679473638534546, + "val_loss": 1.1574782133102417, + "acc": 61.35, + "time": 631.3565354160964, + "param": [ + { + "p": 0.06864344328641891, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0614955835044384, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.054812632501125336, + "m": 1.0 + }, + { + "p": 0.06716955453157425, + "m": 1.0 + }, + { + "p": 0.23274898529052734, + "m": 1.0 + }, + { + "p": 0.08789022266864777, + "m": 1.0 + }, + { + "p": 0.14845040440559387, + "m": 1.0 + }, + { + "p": 0.2787891924381256, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.5612748861312866, + "val_loss": 1.2433829307556152, + "acc": 59.65, + "time": 863.6316871708259, + "param": [ + { + "p": 0.05228282883763313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04344248026609421, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.035480424761772156, + "m": 1.0 + }, + { + "p": 0.057706285268068314, + "m": 1.0 + }, + { + "p": 0.24781812727451324, + "m": 1.0 + }, + { + "p": 0.08310052752494812, + "m": 1.0 + }, + { + "p": 0.1637420356273651, + "m": 1.0 + }, + { + "p": 0.3164272904396057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.4024556875228882, + "val_loss": 1.0760829448699951, + "acc": 62.06, + "time": 872.1700592651032, + "param": [ + { + "p": 0.040565647184848785, + "m": 1.0 + }, + { + "p": 0.0005053191562183201, + "m": 1.0 + }, + { + "p": 0.040164265781641006, + "m": 1.0 + }, + { + "p": 0.012310413643717766, + "m": 1.0 + }, + { + "p": 0.005210560280829668, + "m": 1.0 + }, + { + "p": 0.003280940465629101, + "m": 1.0 + }, + { + "p": 0.00232536718249321, + "m": 1.0 + }, + { + "p": 0.038146208971738815, + "m": 1.0 + }, + { + "p": 0.07694156467914581, + "m": 1.0 + }, + { + "p": 0.23475025594234467, + "m": 1.0 + }, + { + "p": 0.07856926321983337, + "m": 1.0 + }, + { + "p": 0.16187651455402374, + "m": 1.0 + }, + { + "p": 0.30535367131233215, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.4417086839675903, + "val_loss": 1.1142178773880005, + "acc": 63.05, + "time": 864.1602699751966, + "param": [ + { + "p": 0.03131384775042534, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.053976871073246, + "m": 1.0 + }, + { + "p": 0.0208160188049078, + "m": 1.0 + }, + { + "p": 0.00603672256693244, + "m": 1.0 + }, + { + "p": 0.007418401539325714, + "m": 1.0 + }, + { + "p": 0.0052414839155972, + "m": 1.0 + }, + { + "p": 0.050081536173820496, + "m": 1.0 + }, + { + "p": 0.09379350394010544, + "m": 1.0 + }, + { + "p": 0.21756595373153687, + "m": 1.0 + }, + { + "p": 0.07308059930801392, + "m": 1.0 + }, + { + "p": 0.15579067170619965, + "m": 1.0 + }, + { + "p": 0.2825164794921875, + "m": 1.0 + }, + { + "p": 0.0023678855504840612, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.7152727842330933, + "val_loss": 1.0694140195846558, + "acc": 62.39, + "time": 871.5581419477239, + "param": [ + { + "p": 0.036960817873477936, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0715496838092804, + "m": 1.0 + }, + { + "p": 0.023041540756821632, + "m": 1.0 + }, + { + "p": 0.0008900424581952393, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015023211017251015, + "m": 1.0 + }, + { + "p": 0.052473120391368866, + "m": 1.0 + }, + { + "p": 0.10725084692239761, + "m": 1.0 + }, + { + "p": 0.2072283923625946, + "m": 1.0 + }, + { + "p": 0.07083316147327423, + "m": 1.0 + }, + { + "p": 0.15075109899044037, + "m": 1.0 + }, + { + "p": 0.26311683654785156, + "m": 1.0 + }, + { + "p": 0.0008812434389255941, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.560378074645996, + "val_loss": 1.09236741065979, + "acc": 61.8, + "time": 866.6186640188098, + "param": [ + { + "p": 0.03852510079741478, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09279859066009521, + "m": 1.0 + }, + { + "p": 0.011752095073461533, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.026072807610034943, + "m": 1.0 + }, + { + "p": 0.05432603880763054, + "m": 1.0 + }, + { + "p": 0.11553791910409927, + "m": 1.0 + }, + { + "p": 0.19958747923374176, + "m": 1.0 + }, + { + "p": 0.06992880254983902, + "m": 1.0 + }, + { + "p": 0.14826689660549164, + "m": 1.0 + }, + { + "p": 0.2432042956352234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.433172583580017, + "val_loss": 1.0181231498718262, + "acc": 62.1, + "time": 869.114503710065, + "param": [ + { + "p": 0.04191642254590988, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11270726472139359, + "m": 1.0 + }, + { + "p": 0.0006356205558404326, + "m": 1.0 + }, + { + "p": 1.196808534587035e-05, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.023957442492246628, + "m": 1.0 + }, + { + "p": 0.0493798591196537, + "m": 1.0 + }, + { + "p": 0.12331010401248932, + "m": 1.0 + }, + { + "p": 0.19869783520698547, + "m": 1.0 + }, + { + "p": 0.06140521168708801, + "m": 1.0 + }, + { + "p": 0.1532215029001236, + "m": 1.0 + }, + { + "p": 0.23454523086547852, + "m": 1.0 + }, + { + "p": 0.00021153413399588317, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.4175612926483154, + "val_loss": 1.143129825592041, + "acc": 61.24, + "time": 869.7929869210348, + "param": [ + { + "p": 0.06442947685718536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.120003841817379, + "m": 1.0 + }, + { + "p": 0.0034509128890931606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01673761196434498, + "m": 1.0 + }, + { + "p": 0.03973241150379181, + "m": 1.0 + }, + { + "p": 0.11899260431528091, + "m": 1.0 + }, + { + "p": 0.19276900589466095, + "m": 1.0 + }, + { + "p": 0.06326182186603546, + "m": 1.0 + }, + { + "p": 0.15534918010234833, + "m": 1.0 + }, + { + "p": 0.2228935956954956, + "m": 1.0 + }, + { + "p": 0.002379622310400009, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.4628567695617676, + "val_loss": 1.0218287706375122, + "acc": 63.29, + "time": 598.9500942821614, + "param": [ + { + "p": 0.07720896601676941, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12029382586479187, + "m": 1.0 + }, + { + "p": 0.0163867250084877, + "m": 1.0 + }, + { + "p": 0.005851564928889275, + "m": 1.0 + }, + { + "p": 0.0015395755181089044, + "m": 1.0 + }, + { + "p": 0.02790663205087185, + "m": 1.0 + }, + { + "p": 0.02986636385321617, + "m": 1.0 + }, + { + "p": 0.10097276419401169, + "m": 1.0 + }, + { + "p": 0.17091640830039978, + "m": 1.0 + }, + { + "p": 0.06724842637777328, + "m": 1.0 + }, + { + "p": 0.14972537755966187, + "m": 1.0 + }, + { + "p": 0.21430984139442444, + "m": 1.0 + }, + { + "p": 0.01777346059679985, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.4637752771377563, + "val_loss": 1.1022520065307617, + "acc": 64.22, + "time": 610.9194437991828, + "param": [ + { + "p": 0.0882449597120285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12546168267726898, + "m": 1.0 + }, + { + "p": 0.007245421875268221, + "m": 1.0 + }, + { + "p": 0.004847283009439707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03518224507570267, + "m": 1.0 + }, + { + "p": 0.021915709599852562, + "m": 1.0 + }, + { + "p": 0.09123892337083817, + "m": 1.0 + }, + { + "p": 0.17286325991153717, + "m": 1.0 + }, + { + "p": 0.0657578632235527, + "m": 1.0 + }, + { + "p": 0.15559996664524078, + "m": 1.0 + }, + { + "p": 0.2275141328573227, + "m": 1.0 + }, + { + "p": 0.004128475673496723, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.5647896528244019, + "val_loss": 1.0827339887619019, + "acc": 60.92, + "time": 867.3645456959493, + "param": [ + { + "p": 0.08898931741714478, + "m": 1.0 + }, + { + "p": 0.00012651405995711684, + "m": 1.0 + }, + { + "p": 0.12977127730846405, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012589852325618267, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03974402695894241, + "m": 1.0 + }, + { + "p": 0.014767427928745747, + "m": 1.0 + }, + { + "p": 0.08824598044157028, + "m": 1.0 + }, + { + "p": 0.1816532462835312, + "m": 1.0 + }, + { + "p": 0.05933895707130432, + "m": 1.0 + }, + { + "p": 0.159951850771904, + "m": 1.0 + }, + { + "p": 0.224821537733078, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.6209073066711426, + "val_loss": 1.02988600730896, + "acc": 63.41, + "time": 869.4859627969563, + "param": [ + { + "p": 0.08568854629993439, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14098617434501648, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01052866317331791, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.032537538558244705, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09061456471681595, + "m": 1.0 + }, + { + "p": 0.1937548816204071, + "m": 1.0 + }, + { + "p": 0.050550468266010284, + "m": 1.0 + }, + { + "p": 0.16986912488937378, + "m": 1.0 + }, + { + "p": 0.22547002136707306, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.5568724870681763, + "val_loss": 0.9870502948760986, + "acc": 63.74, + "time": 867.190770004876, + "param": [ + { + "p": 0.08930227905511856, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15086591243743896, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004336975980550051, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0177479051053524, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08446532487869263, + "m": 1.0 + }, + { + "p": 0.20461827516555786, + "m": 1.0 + }, + { + "p": 0.04201359674334526, + "m": 1.0 + }, + { + "p": 0.18099001049995422, + "m": 1.0 + }, + { + "p": 0.22565966844558716, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.6489304304122925, + "val_loss": 1.0390342473983765, + "acc": 62.56, + "time": 864.4141082162969, + "param": [ + { + "p": 0.09428631514310837, + "m": 1.0 + }, + { + "p": 0.00017133141227532178, + "m": 1.0 + }, + { + "p": 0.1552855521440506, + "m": 1.0 + }, + { + "p": 0.0029536960646510124, + "m": 1.0 + }, + { + "p": 0.0020175124518573284, + "m": 1.0 + }, + { + "p": 0.0017489403253421187, + "m": 1.0 + }, + { + "p": 0.02135847695171833, + "m": 1.0 + }, + { + "p": 0.00015637108299415559, + "m": 1.0 + }, + { + "p": 0.07892027497291565, + "m": 1.0 + }, + { + "p": 0.19624891877174377, + "m": 1.0 + }, + { + "p": 0.050096333026885986, + "m": 1.0 + }, + { + "p": 0.1837093085050583, + "m": 1.0 + }, + { + "p": 0.21304696798324585, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.5125646591186523, + "val_loss": 1.0533243417739868, + "acc": 62.92, + "time": 863.8374683400616, + "param": [ + { + "p": 0.10395698994398117, + "m": 1.0 + }, + { + "p": 0.00014948479656595737, + "m": 1.0 + }, + { + "p": 0.14911505579948425, + "m": 1.0 + }, + { + "p": 0.008499281480908394, + "m": 1.0 + }, + { + "p": 0.0071390243247151375, + "m": 1.0 + }, + { + "p": 0.007036316674202681, + "m": 1.0 + }, + { + "p": 0.03481409326195717, + "m": 1.0 + }, + { + "p": 0.007897247560322285, + "m": 1.0 + }, + { + "p": 0.08014753460884094, + "m": 1.0 + }, + { + "p": 0.17737466096878052, + "m": 1.0 + }, + { + "p": 0.05268906056880951, + "m": 1.0 + }, + { + "p": 0.17762242257595062, + "m": 1.0 + }, + { + "p": 0.19355890154838562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.571993350982666, + "val_loss": 0.987348735332489, + "acc": 62.87, + "time": 876.3904321542941, + "param": [ + { + "p": 0.10741063952445984, + "m": 1.0 + }, + { + "p": 0.0019905983936041594, + "m": 1.0 + }, + { + "p": 0.14339986443519592, + "m": 1.0 + }, + { + "p": 0.015016070567071438, + "m": 1.0 + }, + { + "p": 0.012832014821469784, + "m": 1.0 + }, + { + "p": 0.024628857150673866, + "m": 1.0 + }, + { + "p": 0.05115189775824547, + "m": 1.0 + }, + { + "p": 0.024859150871634483, + "m": 1.0 + }, + { + "p": 0.08151058852672577, + "m": 1.0 + }, + { + "p": 0.15144513547420502, + "m": 1.0 + }, + { + "p": 0.06807446479797363, + "m": 1.0 + }, + { + "p": 0.15579164028167725, + "m": 1.0 + }, + { + "p": 0.1616443693637848, + "m": 1.0 + }, + { + "p": 0.00024470899370498955, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.249611496925354, + "val_loss": 0.8957692384719849, + "acc": 65.27, + "time": 866.0926307551563, + "param": [ + { + "p": 0.1179681196808815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15929195284843445, + "m": 1.0 + }, + { + "p": 0.005549974739551544, + "m": 1.0 + }, + { + "p": 0.010633135214447975, + "m": 1.0 + }, + { + "p": 0.01664438471198082, + "m": 1.0 + }, + { + "p": 0.06670734286308289, + "m": 1.0 + }, + { + "p": 0.033645760267972946, + "m": 1.0 + }, + { + "p": 0.0778575986623764, + "m": 1.0 + }, + { + "p": 0.13977546989917755, + "m": 1.0 + }, + { + "p": 0.06356508284807205, + "m": 1.0 + }, + { + "p": 0.1546926498413086, + "m": 1.0 + }, + { + "p": 0.15366855263710022, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.5326104164123535, + "val_loss": 0.9471296072006226, + "acc": 64.88, + "time": 867.5606553810649, + "param": [ + { + "p": 0.12967151403427124, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17673669755458832, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07395671308040619, + "m": 1.0 + }, + { + "p": 0.030286839231848717, + "m": 1.0 + }, + { + "p": 0.06952368468046188, + "m": 1.0 + }, + { + "p": 0.14752571284770966, + "m": 1.0 + }, + { + "p": 0.05207068473100662, + "m": 1.0 + }, + { + "p": 0.1618395447731018, + "m": 1.0 + }, + { + "p": 0.15838854014873505, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.4183220863342285, + "val_loss": 1.0367945432662964, + "acc": 66.07, + "time": 865.3209703918546, + "param": [ + { + "p": 0.1319781243801117, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17917637526988983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07419055700302124, + "m": 1.0 + }, + { + "p": 0.015931162983179092, + "m": 1.0 + }, + { + "p": 0.08220332115888596, + "m": 1.0 + }, + { + "p": 0.1591205596923828, + "m": 1.0 + }, + { + "p": 0.04634222015738487, + "m": 1.0 + }, + { + "p": 0.153394877910614, + "m": 1.0 + }, + { + "p": 0.1576627641916275, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.5476223230361938, + "val_loss": 0.9805858135223389, + "acc": 66.05, + "time": 870.0985505278222, + "param": [ + { + "p": 0.13288713991641998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18413397669792175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06540369987487793, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09509263932704926, + "m": 1.0 + }, + { + "p": 0.17051351070404053, + "m": 1.0 + }, + { + "p": 0.04329594969749451, + "m": 1.0 + }, + { + "p": 0.15289250016212463, + "m": 1.0 + }, + { + "p": 0.15578056871891022, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.3783847093582153, + "val_loss": 1.0803316831588745, + "acc": 63.8, + "time": 870.650138491299, + "param": [ + { + "p": 0.13155728578567505, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18812087178230286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048986468464136124, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10648312419652939, + "m": 1.0 + }, + { + "p": 0.1782294362783432, + "m": 1.0 + }, + { + "p": 0.04244539886713028, + "m": 1.0 + }, + { + "p": 0.15682832896709442, + "m": 1.0 + }, + { + "p": 0.14734914898872375, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.6383535861968994, + "val_loss": 0.9929395318031311, + "acc": 65.96, + "time": 863.6553394729272, + "param": [ + { + "p": 0.13969476521015167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19384415447711945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.029099542647600174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1168707013130188, + "m": 1.0 + }, + { + "p": 0.17823922634124756, + "m": 1.0 + }, + { + "p": 0.035035643726587296, + "m": 1.0 + }, + { + "p": 0.1610666662454605, + "m": 1.0 + }, + { + "p": 0.14614933729171753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.3728448152542114, + "val_loss": 0.9987817406654358, + "acc": 66.68, + "time": 867.9492018930614, + "param": [ + { + "p": 0.14944209158420563, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21256138384342194, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014679498970508575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11757481098175049, + "m": 1.0 + }, + { + "p": 0.1801503598690033, + "m": 1.0 + }, + { + "p": 0.013715695589780807, + "m": 1.0 + }, + { + "p": 0.16613632440567017, + "m": 1.0 + }, + { + "p": 0.14573979377746582, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.437762975692749, + "val_loss": 1.0162118673324585, + "acc": 66.59, + "time": 862.6548139792867, + "param": [ + { + "p": 0.14497247338294983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23046261072158813, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 8.04263493137114e-07, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11485223472118378, + "m": 1.0 + }, + { + "p": 0.19088348746299744, + "m": 1.0 + }, + { + "p": 0.003353778040036559, + "m": 1.0 + }, + { + "p": 0.16872535645961761, + "m": 1.0 + }, + { + "p": 0.14674922823905945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.2637624740600586, + "val_loss": 0.9256289601325989, + "acc": 66.06, + "time": 866.0709138852544, + "param": [ + { + "p": 0.13223254680633545, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23572908341884613, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0009017860284075141, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10184581577777863, + "m": 1.0 + }, + { + "p": 0.19664159417152405, + "m": 1.0 + }, + { + "p": 0.004558440297842026, + "m": 1.0 + }, + { + "p": 0.17001084983348846, + "m": 1.0 + }, + { + "p": 0.15807989239692688, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.1873936653137207, + "val_loss": 1.0245788097381592, + "acc": 66.67, + "time": 863.3212428567931, + "param": [ + { + "p": 0.11894729733467102, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2305021584033966, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007316810078918934, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009374587796628475, + "m": 1.0 + }, + { + "p": 0.09049337357282639, + "m": 1.0 + }, + { + "p": 0.20588509738445282, + "m": 1.0 + }, + { + "p": 0.0062636202201247215, + "m": 1.0 + }, + { + "p": 0.1718975454568863, + "m": 1.0 + }, + { + "p": 0.15931957960128784, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.3348348140716553, + "val_loss": 0.9332308173179626, + "acc": 66.27, + "time": 863.12439872697, + "param": [ + { + "p": 0.1038176566362381, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23663330078125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0033796923235058784, + "m": 1.0 + }, + { + "p": 0.08130095899105072, + "m": 1.0 + }, + { + "p": 0.23030856251716614, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17517052590847015, + "m": 1.0 + }, + { + "p": 0.1693892776966095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.2827260494232178, + "val_loss": 0.9319069385528564, + "acc": 65.77, + "time": 865.6449969522655, + "param": [ + { + "p": 0.09409590065479279, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2366679161787033, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006562999915331602, + "m": 1.0 + }, + { + "p": 0.08581633120775223, + "m": 1.0 + }, + { + "p": 0.22989529371261597, + "m": 1.0 + }, + { + "p": 0.01639270968735218, + "m": 1.0 + }, + { + "p": 0.16410663723945618, + "m": 1.0 + }, + { + "p": 0.16646221280097961, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.418577790260315, + "val_loss": 0.9957590699195862, + "acc": 66.19, + "time": 868.3698984012008, + "param": [ + { + "p": 0.0981585755944252, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24068066477775574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08505839109420776, + "m": 1.0 + }, + { + "p": 0.2319970726966858, + "m": 1.0 + }, + { + "p": 0.019253984093666077, + "m": 1.0 + }, + { + "p": 0.1535128355026245, + "m": 1.0 + }, + { + "p": 0.17133845388889313, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.2371374368667603, + "val_loss": 0.9278714060783386, + "acc": 66.42, + "time": 862.7977642850019, + "param": [ + { + "p": 0.0975106880068779, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22557970881462097, + "m": 1.0 + }, + { + "p": 0.0037539491895586252, + "m": 1.0 + }, + { + "p": 0.005922767799347639, + "m": 1.0 + }, + { + "p": 0.0035381410270929337, + "m": 1.0 + }, + { + "p": 0.009059936739504337, + "m": 1.0 + }, + { + "p": 0.00919647328555584, + "m": 1.0 + }, + { + "p": 0.0891106128692627, + "m": 1.0 + }, + { + "p": 0.22436383366584778, + "m": 1.0 + }, + { + "p": 0.028462888672947884, + "m": 1.0 + }, + { + "p": 0.1314309984445572, + "m": 1.0 + }, + { + "p": 0.1687127947807312, + "m": 1.0 + }, + { + "p": 0.0033571631647646427, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.3900419473648071, + "val_loss": 0.9158810377120972, + "acc": 67.3, + "time": 866.4954298557714, + "param": [ + { + "p": 0.10159102827310562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2096644788980484, + "m": 1.0 + }, + { + "p": 0.0017054984346032143, + "m": 1.0 + }, + { + "p": 0.020465312525629997, + "m": 1.0 + }, + { + "p": 0.0020667172502726316, + "m": 1.0 + }, + { + "p": 0.015278368256986141, + "m": 1.0 + }, + { + "p": 0.015687867999076843, + "m": 1.0 + }, + { + "p": 0.09374808520078659, + "m": 1.0 + }, + { + "p": 0.21531949937343597, + "m": 1.0 + }, + { + "p": 0.0436427928507328, + "m": 1.0 + }, + { + "p": 0.11643816530704498, + "m": 1.0 + }, + { + "p": 0.16375738382339478, + "m": 1.0 + }, + { + "p": 0.0006348046590574086, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.67684006690979, + "val_loss": 0.9675904512405396, + "acc": 65.64, + "time": 867.3528110031039, + "param": [ + { + "p": 0.11265487223863602, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2161741703748703, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014439919963479042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011739963665604591, + "m": 1.0 + }, + { + "p": 0.0029117127414792776, + "m": 1.0 + }, + { + "p": 0.09540953487157822, + "m": 1.0 + }, + { + "p": 0.22169116139411926, + "m": 1.0 + }, + { + "p": 0.04090382903814316, + "m": 1.0 + }, + { + "p": 0.11536414921283722, + "m": 1.0 + }, + { + "p": 0.16871067881584167, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.2666245698928833, + "val_loss": 0.9542328715324402, + "acc": 66.36, + "time": 870.7871559867635, + "param": [ + { + "p": 0.12083732336759567, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21230578422546387, + "m": 1.0 + }, + { + "p": 0.0017488752491772175, + "m": 1.0 + }, + { + "p": 0.00035162313724868, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013633918948471546, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10075002163648605, + "m": 1.0 + }, + { + "p": 0.2241234928369522, + "m": 1.0 + }, + { + "p": 0.04840964078903198, + "m": 1.0 + }, + { + "p": 0.10923721641302109, + "m": 1.0 + }, + { + "p": 0.16860216856002808, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.4453006982803345, + "val_loss": 0.9453580975532532, + "acc": 67.07, + "time": 874.1658831499517, + "param": [ + { + "p": 0.1300356090068817, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19573162496089935, + "m": 1.0 + }, + { + "p": 0.0040240781381726265, + "m": 1.0 + }, + { + "p": 0.00011542964057298377, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021431243047118187, + "m": 1.0 + }, + { + "p": 0.0006937981816008687, + "m": 1.0 + }, + { + "p": 0.10784359276294708, + "m": 1.0 + }, + { + "p": 0.21598508954048157, + "m": 1.0 + }, + { + "p": 0.05685530975461006, + "m": 1.0 + }, + { + "p": 0.10497588664293289, + "m": 1.0 + }, + { + "p": 0.16230836510658264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.3909014463424683, + "val_loss": 0.9708759784698486, + "acc": 67.99, + "time": 871.6511434051208, + "param": [ + { + "p": 0.1345425844192505, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18480364978313446, + "m": 1.0 + }, + { + "p": 0.015522063709795475, + "m": 1.0 + }, + { + "p": 0.010953323915600777, + "m": 1.0 + }, + { + "p": 0.010071344673633575, + "m": 1.0 + }, + { + "p": 0.029180170968174934, + "m": 1.0 + }, + { + "p": 0.006142895668745041, + "m": 1.0 + }, + { + "p": 0.0958453118801117, + "m": 1.0 + }, + { + "p": 0.19347569346427917, + "m": 1.0 + }, + { + "p": 0.06236778572201729, + "m": 1.0 + }, + { + "p": 0.0972997397184372, + "m": 1.0 + }, + { + "p": 0.15736262500286102, + "m": 1.0 + }, + { + "p": 0.002432711888104677, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.3723249435424805, + "val_loss": 0.9357444047927856, + "acc": 67.18, + "time": 864.7532654739916, + "param": [ + { + "p": 0.13672712445259094, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1772853434085846, + "m": 1.0 + }, + { + "p": 0.022267403081059456, + "m": 1.0 + }, + { + "p": 0.02250329591333866, + "m": 1.0 + }, + { + "p": 0.019058052450418472, + "m": 1.0 + }, + { + "p": 0.03849862143397331, + "m": 1.0 + }, + { + "p": 0.00954833347350359, + "m": 1.0 + }, + { + "p": 0.08147962391376495, + "m": 1.0 + }, + { + "p": 0.17581012845039368, + "m": 1.0 + }, + { + "p": 0.06782785058021545, + "m": 1.0 + }, + { + "p": 0.09015514701604843, + "m": 1.0 + }, + { + "p": 0.15294408798217773, + "m": 1.0 + }, + { + "p": 0.005894931964576244, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.3787574768066406, + "val_loss": 1.0358984470367432, + "acc": 66.75, + "time": 869.3494359683245, + "param": [ + { + "p": 0.14306296408176422, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19396637380123138, + "m": 1.0 + }, + { + "p": 0.006061386317014694, + "m": 1.0 + }, + { + "p": 0.0229662898927927, + "m": 1.0 + }, + { + "p": 0.0047820922918617725, + "m": 1.0 + }, + { + "p": 0.04313599690794945, + "m": 1.0 + }, + { + "p": 0.001162501866929233, + "m": 1.0 + }, + { + "p": 0.08026041835546494, + "m": 1.0 + }, + { + "p": 0.1790192425251007, + "m": 1.0 + }, + { + "p": 0.06898405402898788, + "m": 1.0 + }, + { + "p": 0.09177032113075256, + "m": 1.0 + }, + { + "p": 0.16482840478420258, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.4034584760665894, + "val_loss": 0.9915027022361755, + "acc": 67.48, + "time": 859.4213479300961, + "param": [ + { + "p": 0.1313391476869583, + "m": 1.0 + }, + { + "p": 0.0024333058390766382, + "m": 1.0 + }, + { + "p": 0.18008771538734436, + "m": 1.0 + }, + { + "p": 0.017648836597800255, + "m": 1.0 + }, + { + "p": 0.0327179878950119, + "m": 1.0 + }, + { + "p": 0.012235165573656559, + "m": 1.0 + }, + { + "p": 0.05775253847241402, + "m": 1.0 + }, + { + "p": 0.012574201449751854, + "m": 1.0 + }, + { + "p": 0.08105079084634781, + "m": 1.0 + }, + { + "p": 0.1562838852405548, + "m": 1.0 + }, + { + "p": 0.07382667064666748, + "m": 1.0 + }, + { + "p": 0.09118986129760742, + "m": 1.0 + }, + { + "p": 0.1413547396659851, + "m": 1.0 + }, + { + "p": 0.009505180642008781, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.3012398481369019, + "val_loss": 0.9990516901016235, + "acc": 66.31, + "time": 863.7078740322031, + "param": [ + { + "p": 0.1353229582309723, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.178678497672081, + "m": 1.0 + }, + { + "p": 0.01968620903789997, + "m": 1.0 + }, + { + "p": 0.03727627918124199, + "m": 1.0 + }, + { + "p": 0.01699502021074295, + "m": 1.0 + }, + { + "p": 0.05915483459830284, + "m": 1.0 + }, + { + "p": 0.00748223764821887, + "m": 1.0 + }, + { + "p": 0.08601971715688705, + "m": 1.0 + }, + { + "p": 0.14659453928470612, + "m": 1.0 + }, + { + "p": 0.08956166356801987, + "m": 1.0 + }, + { + "p": 0.08822467923164368, + "m": 1.0 + }, + { + "p": 0.13500332832336426, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.3704808950424194, + "val_loss": 0.9517390131950378, + "acc": 67.39, + "time": 861.3386461762711, + "param": [ + { + "p": 0.14126454293727875, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18315023183822632, + "m": 1.0 + }, + { + "p": 0.011355005204677582, + "m": 1.0 + }, + { + "p": 0.04164835438132286, + "m": 1.0 + }, + { + "p": 0.018878726288676262, + "m": 1.0 + }, + { + "p": 0.049676068127155304, + "m": 1.0 + }, + { + "p": 0.00857000332325697, + "m": 1.0 + }, + { + "p": 0.08649953454732895, + "m": 1.0 + }, + { + "p": 0.1325332224369049, + "m": 1.0 + }, + { + "p": 0.09962227195501328, + "m": 1.0 + }, + { + "p": 0.09020733833312988, + "m": 1.0 + }, + { + "p": 0.13659468293190002, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.4363151788711548, + "val_loss": 0.8928130269050598, + "acc": 68.48, + "time": 703.5494659431279, + "param": [ + { + "p": 0.14389611780643463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19127798080444336, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.049262940883636475, + "m": 1.0 + }, + { + "p": 0.00743065495043993, + "m": 1.0 + }, + { + "p": 0.03718632832169533, + "m": 1.0 + }, + { + "p": 0.010367689654231071, + "m": 1.0 + }, + { + "p": 0.08828361332416534, + "m": 1.0 + }, + { + "p": 0.12895232439041138, + "m": 1.0 + }, + { + "p": 0.1087254211306572, + "m": 1.0 + }, + { + "p": 0.08664245903491974, + "m": 1.0 + }, + { + "p": 0.14797450602054596, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.4171606302261353, + "val_loss": 1.020713448524475, + "acc": 67.05, + "time": 605.1710983016528, + "param": [ + { + "p": 0.14414113759994507, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1954795867204666, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0417570136487484, + "m": 1.0 + }, + { + "p": 0.002360088285058737, + "m": 1.0 + }, + { + "p": 0.02563425898551941, + "m": 1.0 + }, + { + "p": 0.002547209383919835, + "m": 1.0 + }, + { + "p": 0.09253419190645218, + "m": 1.0 + }, + { + "p": 0.13422881066799164, + "m": 1.0 + }, + { + "p": 0.117769755423069, + "m": 1.0 + }, + { + "p": 0.07534397393465042, + "m": 1.0 + }, + { + "p": 0.16820400953292847, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.3070728778839111, + "val_loss": 0.8397641777992249, + "acc": 68.56, + "time": 870.9591997959651, + "param": [ + { + "p": 0.13733601570129395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19554434716701508, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.037542425096035004, + "m": 1.0 + }, + { + "p": 0.006527547258883715, + "m": 1.0 + }, + { + "p": 0.024152010679244995, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09416260570287704, + "m": 1.0 + }, + { + "p": 0.13039246201515198, + "m": 1.0 + }, + { + "p": 0.12139195948839188, + "m": 1.0 + }, + { + "p": 0.07300522178411484, + "m": 1.0 + }, + { + "p": 0.17994539439678192, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.3084312677383423, + "val_loss": 0.909386396408081, + "acc": 68.17, + "time": 865.0812482940964, + "param": [ + { + "p": 0.14909259974956512, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20345498621463776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01104048639535904, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.022169647738337517, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09364479035139084, + "m": 1.0 + }, + { + "p": 0.1376677304506302, + "m": 1.0 + }, + { + "p": 0.12337415665388107, + "m": 1.0 + }, + { + "p": 0.06380046159029007, + "m": 1.0 + }, + { + "p": 0.19575513899326324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.2723886966705322, + "val_loss": 1.0327223539352417, + "acc": 67.98, + "time": 863.7585370372981, + "param": [ + { + "p": 0.15573975443840027, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20693586766719818, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0015598443569615483, + "m": 1.0 + }, + { + "p": 0.018513459712266922, + "m": 1.0 + }, + { + "p": 0.0014414677862077951, + "m": 1.0 + }, + { + "p": 0.08982021361589432, + "m": 1.0 + }, + { + "p": 0.14862266182899475, + "m": 1.0 + }, + { + "p": 0.12030848115682602, + "m": 1.0 + }, + { + "p": 0.055186927318573, + "m": 1.0 + }, + { + "p": 0.20062826573848724, + "m": 1.0 + }, + { + "p": 0.0012430287897586823, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.1104179620742798, + "val_loss": 0.8373791575431824, + "acc": 68.36, + "time": 875.3913826849312, + "param": [ + { + "p": 0.14418597519397736, + "m": 1.0 + }, + { + "p": 0.006114068906754255, + "m": 1.0 + }, + { + "p": 0.18058708310127258, + "m": 1.0 + }, + { + "p": 0.015480292961001396, + "m": 1.0 + }, + { + "p": 0.008128211833536625, + "m": 1.0 + }, + { + "p": 0.01916794665157795, + "m": 1.0 + }, + { + "p": 0.03320532292127609, + "m": 1.0 + }, + { + "p": 0.024990137666463852, + "m": 1.0 + }, + { + "p": 0.08746670931577682, + "m": 1.0 + }, + { + "p": 0.13437522947788239, + "m": 1.0 + }, + { + "p": 0.10864319652318954, + "m": 1.0 + }, + { + "p": 0.0539650097489357, + "m": 1.0 + }, + { + "p": 0.16090069711208344, + "m": 1.0 + }, + { + "p": 0.02279018983244896, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.2988026142120361, + "val_loss": 0.9856982231140137, + "acc": 68.03, + "time": 867.6308061769232, + "param": [ + { + "p": 0.13548269867897034, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16973255574703217, + "m": 1.0 + }, + { + "p": 0.026332100853323936, + "m": 1.0 + }, + { + "p": 0.0030653043650090694, + "m": 1.0 + }, + { + "p": 0.029473083093762398, + "m": 1.0 + }, + { + "p": 0.051430366933345795, + "m": 1.0 + }, + { + "p": 0.021344834938645363, + "m": 1.0 + }, + { + "p": 0.08797504752874374, + "m": 1.0 + }, + { + "p": 0.1279362589120865, + "m": 1.0 + }, + { + "p": 0.10686510801315308, + "m": 1.0 + }, + { + "p": 0.059253934770822525, + "m": 1.0 + }, + { + "p": 0.1543823480606079, + "m": 1.0 + }, + { + "p": 0.02672625705599785, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.351093053817749, + "val_loss": 0.899645209312439, + "acc": 68.98, + "time": 867.6898126876913, + "param": [ + { + "p": 0.1311788260936737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17883531749248505, + "m": 1.0 + }, + { + "p": 0.02013806812465191, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028487393632531166, + "m": 1.0 + }, + { + "p": 0.06933250278234482, + "m": 1.0 + }, + { + "p": 0.00010244380973745137, + "m": 1.0 + }, + { + "p": 0.08969121426343918, + "m": 1.0 + }, + { + "p": 0.12142729759216309, + "m": 1.0 + }, + { + "p": 0.11431703716516495, + "m": 1.0 + }, + { + "p": 0.06656473875045776, + "m": 1.0 + }, + { + "p": 0.166972354054451, + "m": 1.0 + }, + { + "p": 0.012952912598848343, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.0820151567459106, + "val_loss": 0.7898398041725159, + "acc": 69.09, + "time": 859.8437321507372, + "param": [ + { + "p": 0.1281505525112152, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1929430514574051, + "m": 1.0 + }, + { + "p": 0.007853790186345577, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02075555920600891, + "m": 1.0 + }, + { + "p": 0.07162341475486755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09794635325670242, + "m": 1.0 + }, + { + "p": 0.11103015393018723, + "m": 1.0 + }, + { + "p": 0.10718568414449692, + "m": 1.0 + }, + { + "p": 0.07776004076004028, + "m": 1.0 + }, + { + "p": 0.18475140631198883, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.5500729084014893, + "val_loss": 0.932917058467865, + "acc": 69.71, + "time": 869.5229591876268, + "param": [ + { + "p": 0.12964263558387756, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22611622512340546, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0557999461889267, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09756728261709213, + "m": 1.0 + }, + { + "p": 0.10988206416368484, + "m": 1.0 + }, + { + "p": 0.0865187868475914, + "m": 1.0 + }, + { + "p": 0.08045709878206253, + "m": 1.0 + }, + { + "p": 0.2140159159898758, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.2473751306533813, + "val_loss": 0.9631282687187195, + "acc": 69.73, + "time": 863.231067433022, + "param": [ + { + "p": 0.12602296471595764, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2395053505897522, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.045654743909835815, + "m": 1.0 + }, + { + "p": 0.002006139373406768, + "m": 1.0 + }, + { + "p": 0.0808858796954155, + "m": 1.0 + }, + { + "p": 0.11406468600034714, + "m": 1.0 + }, + { + "p": 0.08011133968830109, + "m": 1.0 + }, + { + "p": 0.07745400816202164, + "m": 1.0 + }, + { + "p": 0.23429490625858307, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.3833836317062378, + "val_loss": 0.8846979737281799, + "acc": 68.92, + "time": 866.127531351056, + "param": [ + { + "p": 0.1272401064634323, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23512518405914307, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042157504707574844, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.057263053953647614, + "m": 1.0 + }, + { + "p": 0.12934264540672302, + "m": 1.0 + }, + { + "p": 0.08022672683000565, + "m": 1.0 + }, + { + "p": 0.08287657797336578, + "m": 1.0 + }, + { + "p": 0.24576818943023682, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.3038418292999268, + "val_loss": 0.9470442533493042, + "acc": 68.85, + "time": 867.6632951470092, + "param": [ + { + "p": 0.1286444216966629, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.229713574051857, + "m": 1.0 + }, + { + "p": 0.004476220812648535, + "m": 1.0 + }, + { + "p": 0.0005168200004845858, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042283833026885986, + "m": 1.0 + }, + { + "p": 0.0008838765206746757, + "m": 1.0 + }, + { + "p": 0.052257075905799866, + "m": 1.0 + }, + { + "p": 0.13019408285617828, + "m": 1.0 + }, + { + "p": 0.07524897903203964, + "m": 1.0 + }, + { + "p": 0.08913633972406387, + "m": 1.0 + }, + { + "p": 0.2466447800397873, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.3737478256225586, + "val_loss": 0.8525159358978271, + "acc": 69.01, + "time": 871.5107136270963, + "param": [ + { + "p": 0.13314449787139893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.226327583193779, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0453365184366703, + "m": 1.0 + }, + { + "p": 0.00796447228640318, + "m": 1.0 + }, + { + "p": 0.06068111211061478, + "m": 1.0 + }, + { + "p": 0.12630033493041992, + "m": 1.0 + }, + { + "p": 0.07267040014266968, + "m": 1.0 + }, + { + "p": 0.08728908002376556, + "m": 1.0 + }, + { + "p": 0.24028603732585907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.3711340427398682, + "val_loss": 0.9313938617706299, + "acc": 70.13, + "time": 867.1471643107943, + "param": [ + { + "p": 0.1334024965763092, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23470494151115417, + "m": 1.0 + }, + { + "p": 0.003051329869776964, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0007087304256856441, + "m": 1.0 + }, + { + "p": 0.03730221837759018, + "m": 1.0 + }, + { + "p": 0.006903973873704672, + "m": 1.0 + }, + { + "p": 0.06466425210237503, + "m": 1.0 + }, + { + "p": 0.1232239156961441, + "m": 1.0 + }, + { + "p": 0.06643162667751312, + "m": 1.0 + }, + { + "p": 0.08649954944849014, + "m": 1.0 + }, + { + "p": 0.2431069165468216, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.4040355682373047, + "val_loss": 0.9683243632316589, + "acc": 69.81, + "time": 862.3536174963228, + "param": [ + { + "p": 0.13641437888145447, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24928030371665955, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01902603916823864, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07203284651041031, + "m": 1.0 + }, + { + "p": 0.12995554506778717, + "m": 1.0 + }, + { + "p": 0.05221172049641609, + "m": 1.0 + }, + { + "p": 0.0744604542851448, + "m": 1.0 + }, + { + "p": 0.26661866903305054, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.5161974430084229, + "val_loss": 0.7889099717140198, + "acc": 70.09, + "time": 860.6122348397039, + "param": [ + { + "p": 0.14246472716331482, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23832766711711884, + "m": 1.0 + }, + { + "p": 0.0036002262495458126, + "m": 1.0 + }, + { + "p": 0.004395670723170042, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015339422039687634, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06583775579929352, + "m": 1.0 + }, + { + "p": 0.13573980331420898, + "m": 1.0 + }, + { + "p": 0.05462551862001419, + "m": 1.0 + }, + { + "p": 0.06477931886911392, + "m": 1.0 + }, + { + "p": 0.27115559577941895, + "m": 1.0 + }, + { + "p": 0.0037343373987823725, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.2151875495910645, + "val_loss": 0.825619101524353, + "acc": 68.88, + "time": 863.8864632328041, + "param": [ + { + "p": 0.13458628952503204, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21648913621902466, + "m": 1.0 + }, + { + "p": 0.011772002093493938, + "m": 1.0 + }, + { + "p": 0.003996062092483044, + "m": 1.0 + }, + { + "p": 0.005948339123278856, + "m": 1.0 + }, + { + "p": 0.02848631888628006, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06423809379339218, + "m": 1.0 + }, + { + "p": 0.12828253209590912, + "m": 1.0 + }, + { + "p": 0.06472507119178772, + "m": 1.0 + }, + { + "p": 0.06257428228855133, + "m": 1.0 + }, + { + "p": 0.27012744545936584, + "m": 1.0 + }, + { + "p": 0.00877445563673973, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.2948684692382812, + "val_loss": 0.939723014831543, + "acc": 69.49, + "time": 867.1075752535835, + "param": [ + { + "p": 0.14251106977462769, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22756291925907135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016323398798704147, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042194925248622894, + "m": 1.0 + }, + { + "p": 0.1366000771522522, + "m": 1.0 + }, + { + "p": 0.06337243318557739, + "m": 1.0 + }, + { + "p": 0.04340929538011551, + "m": 1.0 + }, + { + "p": 0.3280259370803833, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.355391263961792, + "val_loss": 0.7872593402862549, + "acc": 69.67, + "time": 865.4092936371453, + "param": [ + { + "p": 0.15351617336273193, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22412434220314026, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001434583798982203, + "m": 1.0 + }, + { + "p": 0.005323435179889202, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03221440687775612, + "m": 1.0 + }, + { + "p": 0.13786759972572327, + "m": 1.0 + }, + { + "p": 0.047201238572597504, + "m": 1.0 + }, + { + "p": 0.02600608766078949, + "m": 1.0 + }, + { + "p": 0.37231209874153137, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.3682491779327393, + "val_loss": 1.000055193901062, + "acc": 69.68, + "time": 863.2232427629642, + "param": [ + { + "p": 0.1456647366285324, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1933608502149582, + "m": 1.0 + }, + { + "p": 0.01449162419885397, + "m": 1.0 + }, + { + "p": 0.013313434086740017, + "m": 1.0 + }, + { + "p": 0.009215525351464748, + "m": 1.0 + }, + { + "p": 0.003584057092666626, + "m": 1.0 + }, + { + "p": 0.01386983972042799, + "m": 1.0 + }, + { + "p": 0.038044724613428116, + "m": 1.0 + }, + { + "p": 0.13303442299365997, + "m": 1.0 + }, + { + "p": 0.04519059509038925, + "m": 1.0 + }, + { + "p": 0.035171911120414734, + "m": 1.0 + }, + { + "p": 0.34552085399627686, + "m": 1.0 + }, + { + "p": 0.009537383913993835, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.3060588836669922, + "val_loss": 0.7839275598526001, + "acc": 70.16, + "time": 867.4581706901081, + "param": [ + { + "p": 0.139207124710083, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1631438136100769, + "m": 1.0 + }, + { + "p": 0.024873871356248856, + "m": 1.0 + }, + { + "p": 0.024201475083827972, + "m": 1.0 + }, + { + "p": 0.021050676703453064, + "m": 1.0 + }, + { + "p": 0.006485426798462868, + "m": 1.0 + }, + { + "p": 0.02579880692064762, + "m": 1.0 + }, + { + "p": 0.04038719832897186, + "m": 1.0 + }, + { + "p": 0.12521331012248993, + "m": 1.0 + }, + { + "p": 0.057069674134254456, + "m": 1.0 + }, + { + "p": 0.042107582092285156, + "m": 1.0 + }, + { + "p": 0.3115327060222626, + "m": 1.0 + }, + { + "p": 0.018928267061710358, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.1915650367736816, + "val_loss": 0.8783777952194214, + "acc": 69.62, + "time": 865.8596251131967, + "param": [ + { + "p": 0.14524105191230774, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13497254252433777, + "m": 1.0 + }, + { + "p": 0.02157812938094139, + "m": 1.0 + }, + { + "p": 0.026665035635232925, + "m": 1.0 + }, + { + "p": 0.03848107531666756, + "m": 1.0 + }, + { + "p": 0.01835034042596817, + "m": 1.0 + }, + { + "p": 0.03178055211901665, + "m": 1.0 + }, + { + "p": 0.058724574744701385, + "m": 1.0 + }, + { + "p": 0.11557438969612122, + "m": 1.0 + }, + { + "p": 0.06280063837766647, + "m": 1.0 + }, + { + "p": 0.04234172776341438, + "m": 1.0 + }, + { + "p": 0.2770288288593292, + "m": 1.0 + }, + { + "p": 0.026461154222488403, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.3993558883666992, + "val_loss": 0.8454459309577942, + "acc": 69.99, + "time": 872.0297334319912, + "param": [ + { + "p": 0.14760364592075348, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11017809808254242, + "m": 1.0 + }, + { + "p": 0.012687917798757553, + "m": 1.0 + }, + { + "p": 0.03362344950437546, + "m": 1.0 + }, + { + "p": 0.05584731325507164, + "m": 1.0 + }, + { + "p": 0.02251388691365719, + "m": 1.0 + }, + { + "p": 0.045715782791376114, + "m": 1.0 + }, + { + "p": 0.07103901356458664, + "m": 1.0 + }, + { + "p": 0.11127011477947235, + "m": 1.0 + }, + { + "p": 0.0620887465775013, + "m": 1.0 + }, + { + "p": 0.049475107342004776, + "m": 1.0 + }, + { + "p": 0.2467070370912552, + "m": 1.0 + }, + { + "p": 0.031249966472387314, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.1675872802734375, + "val_loss": 0.8615462183952332, + "acc": 70.49, + "time": 857.7362358439714, + "param": [ + { + "p": 0.15753373503684998, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10987592488527298, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03568259999155998, + "m": 1.0 + }, + { + "p": 0.0538051500916481, + "m": 1.0 + }, + { + "p": 0.015198792330920696, + "m": 1.0 + }, + { + "p": 0.04609540104866028, + "m": 1.0 + }, + { + "p": 0.06547999382019043, + "m": 1.0 + }, + { + "p": 0.12014028429985046, + "m": 1.0 + }, + { + "p": 0.056843481957912445, + "m": 1.0 + }, + { + "p": 0.05655746906995773, + "m": 1.0 + }, + { + "p": 0.24704574048519135, + "m": 1.0 + }, + { + "p": 0.035741474479436874, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.1511585712432861, + "val_loss": 0.8031861186027527, + "acc": 70.7, + "time": 869.60097438097, + "param": [ + { + "p": 0.16766351461410522, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1101137325167656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.029332812875509262, + "m": 1.0 + }, + { + "p": 0.03246167302131653, + "m": 1.0 + }, + { + "p": 0.026047054678201675, + "m": 1.0 + }, + { + "p": 0.03878917917609215, + "m": 1.0 + }, + { + "p": 0.06493142247200012, + "m": 1.0 + }, + { + "p": 0.11769865453243256, + "m": 1.0 + }, + { + "p": 0.06232374906539917, + "m": 1.0 + }, + { + "p": 0.0598861463367939, + "m": 1.0 + }, + { + "p": 0.2552655339241028, + "m": 1.0 + }, + { + "p": 0.03548649698495865, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.2698705196380615, + "val_loss": 0.8333076238632202, + "acc": 70.32, + "time": 862.8041653637774, + "param": [ + { + "p": 0.1938166469335556, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1220591589808464, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01247283536940813, + "m": 1.0 + }, + { + "p": 0.006496699992567301, + "m": 1.0 + }, + { + "p": 0.02086726203560829, + "m": 1.0 + }, + { + "p": 0.03028074838221073, + "m": 1.0 + }, + { + "p": 0.05818672850728035, + "m": 1.0 + }, + { + "p": 0.12474656850099564, + "m": 1.0 + }, + { + "p": 0.0500907264649868, + "m": 1.0 + }, + { + "p": 0.05964202061295509, + "m": 1.0 + }, + { + "p": 0.29737624526023865, + "m": 1.0 + }, + { + "p": 0.02396439202129841, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.2700670957565308, + "val_loss": 0.8249002695083618, + "acc": 70.5, + "time": 870.4071912812069, + "param": [ + { + "p": 0.20540443062782288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1375831961631775, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005139096640050411, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025562647730112076, + "m": 1.0 + }, + { + "p": 0.019414028152823448, + "m": 1.0 + }, + { + "p": 0.0549137145280838, + "m": 1.0 + }, + { + "p": 0.12131989002227783, + "m": 1.0 + }, + { + "p": 0.051874853670597076, + "m": 1.0 + }, + { + "p": 0.05565142259001732, + "m": 1.0 + }, + { + "p": 0.3114885985851288, + "m": 1.0 + }, + { + "p": 0.011648088693618774, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.3041503429412842, + "val_loss": 0.8470630049705505, + "acc": 70.21, + "time": 864.5376055710949, + "param": [ + { + "p": 0.1891356259584427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1517002284526825, + "m": 1.0 + }, + { + "p": 0.002416261238977313, + "m": 1.0 + }, + { + "p": 0.009338869713246822, + "m": 1.0 + }, + { + "p": 0.0023112506605684757, + "m": 1.0 + }, + { + "p": 0.032107483595609665, + "m": 1.0 + }, + { + "p": 0.0306295957416296, + "m": 1.0 + }, + { + "p": 0.06361442059278488, + "m": 1.0 + }, + { + "p": 0.10312635451555252, + "m": 1.0 + }, + { + "p": 0.05782192945480347, + "m": 1.0 + }, + { + "p": 0.05469760671257973, + "m": 1.0 + }, + { + "p": 0.29127833247184753, + "m": 1.0 + }, + { + "p": 0.011822066269814968, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.4555671215057373, + "val_loss": 0.8771297335624695, + "acc": 71.28, + "time": 871.755946981255, + "param": [ + { + "p": 0.17814290523529053, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15620504319667816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009296847507357597, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.042591068893671036, + "m": 1.0 + }, + { + "p": 0.03812043368816376, + "m": 1.0 + }, + { + "p": 0.07911821454763412, + "m": 1.0 + }, + { + "p": 0.09836705029010773, + "m": 1.0 + }, + { + "p": 0.05876128003001213, + "m": 1.0 + }, + { + "p": 0.059461209923028946, + "m": 1.0 + }, + { + "p": 0.27993595600128174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.0213693380355835, + "val_loss": 0.8711583614349365, + "acc": 70.5, + "time": 862.6918464419432, + "param": [ + { + "p": 0.1745237112045288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15867909789085388, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0021191423293203115, + "m": 1.0 + }, + { + "p": 0.00018124579219147563, + "m": 1.0 + }, + { + "p": 0.04629940167069435, + "m": 1.0 + }, + { + "p": 0.03126158565282822, + "m": 1.0 + }, + { + "p": 0.0769209936261177, + "m": 1.0 + }, + { + "p": 0.0970531478524208, + "m": 1.0 + }, + { + "p": 0.06336995214223862, + "m": 1.0 + }, + { + "p": 0.06239006295800209, + "m": 1.0 + }, + { + "p": 0.2872016131877899, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.28621506690979, + "val_loss": 0.9103275537490845, + "acc": 70.19, + "time": 869.2457890240476, + "param": [ + { + "p": 0.17916665971279144, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17134515941143036, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00027438992401584983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03222089260816574, + "m": 1.0 + }, + { + "p": 0.022173767909407616, + "m": 1.0 + }, + { + "p": 0.07838805764913559, + "m": 1.0 + }, + { + "p": 0.09568388015031815, + "m": 1.0 + }, + { + "p": 0.054476480931043625, + "m": 1.0 + }, + { + "p": 0.06113458052277565, + "m": 1.0 + }, + { + "p": 0.305136114358902, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.0306744575500488, + "val_loss": 0.8205589056015015, + "acc": 70.57, + "time": 705.6478427550755, + "param": [ + { + "p": 0.18937218189239502, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17990389466285706, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015631528571248055, + "m": 1.0 + }, + { + "p": 0.0017311014235019684, + "m": 1.0 + }, + { + "p": 0.07461905479431152, + "m": 1.0 + }, + { + "p": 0.08837922662496567, + "m": 1.0 + }, + { + "p": 0.04881100729107857, + "m": 1.0 + }, + { + "p": 0.06312083452939987, + "m": 1.0 + }, + { + "p": 0.3384312391281128, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.1216840744018555, + "val_loss": 0.821409285068512, + "acc": 71.09, + "time": 594.1199141591787, + "param": [ + { + "p": 0.1933000236749649, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17299477756023407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01409020833671093, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01435413770377636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06856212019920349, + "m": 1.0 + }, + { + "p": 0.0919760912656784, + "m": 1.0 + }, + { + "p": 0.05493655800819397, + "m": 1.0 + }, + { + "p": 0.06357626616954803, + "m": 1.0 + }, + { + "p": 0.3226284980773926, + "m": 1.0 + }, + { + "p": 0.003581333439797163, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.0428075790405273, + "val_loss": 0.7530518770217896, + "acc": 71.2, + "time": 861.5192854958586, + "param": [ + { + "p": 0.18819686770439148, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1528705209493637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013397849164903164, + "m": 1.0 + }, + { + "p": 0.0010955344187095761, + "m": 1.0 + }, + { + "p": 0.006858544424176216, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06638715416193008, + "m": 1.0 + }, + { + "p": 0.10058104246854782, + "m": 1.0 + }, + { + "p": 0.07818054407835007, + "m": 1.0 + }, + { + "p": 0.07438020408153534, + "m": 1.0 + }, + { + "p": 0.31805169582366943, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.3234847784042358, + "val_loss": 0.8183925151824951, + "acc": 71.32, + "time": 860.7285412531346, + "param": [ + { + "p": 0.17515499889850616, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13876961171627045, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06548699736595154, + "m": 1.0 + }, + { + "p": 0.10504380613565445, + "m": 1.0 + }, + { + "p": 0.09158101677894592, + "m": 1.0 + }, + { + "p": 0.09255554527044296, + "m": 1.0 + }, + { + "p": 0.33140799403190613, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.2702195644378662, + "val_loss": 0.8628531694412231, + "acc": 71.39, + "time": 866.5987880397588, + "param": [ + { + "p": 0.16403698921203613, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13550443947315216, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0766652300953865, + "m": 1.0 + }, + { + "p": 0.08871094882488251, + "m": 1.0 + }, + { + "p": 0.10458241403102875, + "m": 1.0 + }, + { + "p": 0.10218045115470886, + "m": 1.0 + }, + { + "p": 0.3283194601535797, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.109358549118042, + "val_loss": 0.8165977597236633, + "acc": 70.84, + "time": 856.8761500581168, + "param": [ + { + "p": 0.15875554084777832, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15147998929023743, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002659734571352601, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0033106438349932432, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07925689220428467, + "m": 1.0 + }, + { + "p": 0.07477796822786331, + "m": 1.0 + }, + { + "p": 0.10017381608486176, + "m": 1.0 + }, + { + "p": 0.1015552282333374, + "m": 1.0 + }, + { + "p": 0.32803022861480713, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.385262370109558, + "val_loss": 0.9164212942123413, + "acc": 71.14, + "time": 866.4377667517401, + "param": [ + { + "p": 0.15939201414585114, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1586722433567047, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013509860262274742, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014396419748663902, + "m": 1.0 + }, + { + "p": 0.0007564635598100722, + "m": 1.0 + }, + { + "p": 0.08826302736997604, + "m": 1.0 + }, + { + "p": 0.06820984184741974, + "m": 1.0 + }, + { + "p": 0.0916782021522522, + "m": 1.0 + }, + { + "p": 0.09297271817922592, + "m": 1.0 + }, + { + "p": 0.31214919686317444, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.223450779914856, + "val_loss": 0.8810832500457764, + "acc": 69.78, + "time": 865.5258312886581, + "param": [ + { + "p": 0.1605408489704132, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1682216078042984, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010079126805067062, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017157699912786484, + "m": 1.0 + }, + { + "p": 0.00026903097750619054, + "m": 1.0 + }, + { + "p": 0.08142467588186264, + "m": 1.0 + }, + { + "p": 0.05756857246160507, + "m": 1.0 + }, + { + "p": 0.10058879852294922, + "m": 1.0 + }, + { + "p": 0.09239602833986282, + "m": 1.0 + }, + { + "p": 0.31175363063812256, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.3566699028015137, + "val_loss": 0.8242875337600708, + "acc": 70.89, + "time": 874.0636018370278, + "param": [ + { + "p": 0.1776886284351349, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18456561863422394, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06426026672124863, + "m": 1.0 + }, + { + "p": 0.032413750886917114, + "m": 1.0 + }, + { + "p": 0.10063540935516357, + "m": 1.0 + }, + { + "p": 0.0837583839893341, + "m": 1.0 + }, + { + "p": 0.35667794942855835, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.2708494663238525, + "val_loss": 0.7963913083076477, + "acc": 71.06, + "time": 678.9958305829205, + "param": [ + { + "p": 0.17395713925361633, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17701870203018188, + "m": 1.0 + }, + { + "p": 0.009486217983067036, + "m": 1.0 + }, + { + "p": 0.004062443505972624, + "m": 1.0 + }, + { + "p": 0.008055614307522774, + "m": 1.0 + }, + { + "p": 0.0039817942306399345, + "m": 1.0 + }, + { + "p": 0.014754470437765121, + "m": 1.0 + }, + { + "p": 0.06687737256288528, + "m": 1.0 + }, + { + "p": 0.029106803238391876, + "m": 1.0 + }, + { + "p": 0.09128391742706299, + "m": 1.0 + }, + { + "p": 0.07471130788326263, + "m": 1.0 + }, + { + "p": 0.3381904363632202, + "m": 1.0 + }, + { + "p": 0.008513814769685268, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.2734018564224243, + "val_loss": 0.7936519980430603, + "acc": 71.36, + "time": 571.7380298129283, + "param": [ + { + "p": 0.1582929939031601, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16322901844978333, + "m": 1.0 + }, + { + "p": 0.0143485888838768, + "m": 1.0 + }, + { + "p": 0.005825159139931202, + "m": 1.0 + }, + { + "p": 0.011907803826034069, + "m": 1.0 + }, + { + "p": 0.01400662399828434, + "m": 1.0 + }, + { + "p": 0.030145753175020218, + "m": 1.0 + }, + { + "p": 0.08152800053358078, + "m": 1.0 + }, + { + "p": 0.05092490836977959, + "m": 1.0 + }, + { + "p": 0.08957447856664658, + "m": 1.0 + }, + { + "p": 0.061915334314107895, + "m": 1.0 + }, + { + "p": 0.29378968477249146, + "m": 1.0 + }, + { + "p": 0.02451167069375515, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.43462073802948, + "val_loss": 0.7778266668319702, + "acc": 71.14, + "time": 865.9574043238536, + "param": [ + { + "p": 0.16021597385406494, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16353994607925415, + "m": 1.0 + }, + { + "p": 0.00563954608514905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011903159320354462, + "m": 1.0 + }, + { + "p": 0.011442338116466999, + "m": 1.0 + }, + { + "p": 0.029349209740757942, + "m": 1.0 + }, + { + "p": 0.08606484532356262, + "m": 1.0 + }, + { + "p": 0.07395833730697632, + "m": 1.0 + }, + { + "p": 0.09022708237171173, + "m": 1.0 + }, + { + "p": 0.056261807680130005, + "m": 1.0 + }, + { + "p": 0.28697383403778076, + "m": 1.0 + }, + { + "p": 0.02442389540374279, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.1059669256210327, + "val_loss": 0.750701367855072, + "acc": 71.3, + "time": 865.716776877176, + "param": [ + { + "p": 0.16513687372207642, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17731790244579315, + "m": 1.0 + }, + { + "p": 0.003731644246727228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003332365071401, + "m": 1.0 + }, + { + "p": 0.009580137208104134, + "m": 1.0 + }, + { + "p": 0.024631796404719353, + "m": 1.0 + }, + { + "p": 0.07879399508237839, + "m": 1.0 + }, + { + "p": 0.08759279549121857, + "m": 1.0 + }, + { + "p": 0.09429465234279633, + "m": 1.0 + }, + { + "p": 0.06021528318524361, + "m": 1.0 + }, + { + "p": 0.27080464363098145, + "m": 1.0 + }, + { + "p": 0.024567831307649612, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.2684657573699951, + "val_loss": 0.8367018699645996, + "acc": 70.96, + "time": 867.2613132088445, + "param": [ + { + "p": 0.16236042976379395, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18937796354293823, + "m": 1.0 + }, + { + "p": 0.003547204891219735, + "m": 1.0 + }, + { + "p": 0.0031912855338305235, + "m": 1.0 + }, + { + "p": 0.002572702942416072, + "m": 1.0 + }, + { + "p": 0.011008980683982372, + "m": 1.0 + }, + { + "p": 0.02336818352341652, + "m": 1.0 + }, + { + "p": 0.07457076758146286, + "m": 1.0 + }, + { + "p": 0.10605292022228241, + "m": 1.0 + }, + { + "p": 0.09110543876886368, + "m": 1.0 + }, + { + "p": 0.0690707415342331, + "m": 1.0 + }, + { + "p": 0.25013333559036255, + "m": 1.0 + }, + { + "p": 0.013640116900205612, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.283977746963501, + "val_loss": 0.7123667597770691, + "acc": 71.56, + "time": 859.228139446117, + "param": [ + { + "p": 0.16519011557102203, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1876944899559021, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017509223893284798, + "m": 1.0 + }, + { + "p": 0.03212471306324005, + "m": 1.0 + }, + { + "p": 0.07172408699989319, + "m": 1.0 + }, + { + "p": 0.12078195810317993, + "m": 1.0 + }, + { + "p": 0.0890951156616211, + "m": 1.0 + }, + { + "p": 0.07416792958974838, + "m": 1.0 + }, + { + "p": 0.2403571754693985, + "m": 1.0 + }, + { + "p": 0.0013551473384723067, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 1.2062270641326904, + "val_loss": 0.8463584184646606, + "acc": 72.42, + "time": 865.2701265448704, + "param": [ + { + "p": 0.16031880676746368, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18705247342586517, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001780628808774054, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.018126077950000763, + "m": 1.0 + }, + { + "p": 0.030510995537042618, + "m": 1.0 + }, + { + "p": 0.08010198920965195, + "m": 1.0 + }, + { + "p": 0.13449698686599731, + "m": 1.0 + }, + { + "p": 0.0897970125079155, + "m": 1.0 + }, + { + "p": 0.0745682492852211, + "m": 1.0 + }, + { + "p": 0.22324678301811218, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.199357032775879, + "val_loss": 0.7724553942680359, + "acc": 70.91, + "time": 869.7548427651636, + "param": [ + { + "p": 0.14455272257328033, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19195818901062012, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.008184410631656647, + "m": 1.0 + }, + { + "p": 0.02476283721625805, + "m": 1.0 + }, + { + "p": 0.08379942923784256, + "m": 1.0 + }, + { + "p": 0.1569714993238449, + "m": 1.0 + }, + { + "p": 0.09497258067131042, + "m": 1.0 + }, + { + "p": 0.08151697367429733, + "m": 1.0 + }, + { + "p": 0.21290814876556396, + "m": 1.0 + }, + { + "p": 0.0003731977194547653, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.4484310150146484, + "val_loss": 0.7732424139976501, + "acc": 71.78, + "time": 868.3395728440955, + "param": [ + { + "p": 0.13364702463150024, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18944697082042694, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.007794923614710569, + "m": 1.0 + }, + { + "p": 0.0237751267850399, + "m": 1.0 + }, + { + "p": 0.0916367694735527, + "m": 1.0 + }, + { + "p": 0.172468364238739, + "m": 1.0 + }, + { + "p": 0.09792783856391907, + "m": 1.0 + }, + { + "p": 0.08373364061117172, + "m": 1.0 + }, + { + "p": 0.19956937432289124, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 0.9773873686790466, + "val_loss": 0.771719753742218, + "acc": 71.27, + "time": 864.2537925573997, + "param": [ + { + "p": 0.13500195741653442, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18499578535556793, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0010265214368700981, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012135007418692112, + "m": 1.0 + }, + { + "p": 0.02356167882680893, + "m": 1.0 + }, + { + "p": 0.09935243427753448, + "m": 1.0 + }, + { + "p": 0.17209534347057343, + "m": 1.0 + }, + { + "p": 0.10174109041690826, + "m": 1.0 + }, + { + "p": 0.07983983308076859, + "m": 1.0 + }, + { + "p": 0.19025033712387085, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.589890718460083, + "val_loss": 0.7517301440238953, + "acc": 72.08, + "time": 869.4382774760015, + "param": [ + { + "p": 0.13797219097614288, + "m": 1.0 + }, + { + "p": 0.0004901018110103905, + "m": 1.0 + }, + { + "p": 0.1616239994764328, + "m": 1.0 + }, + { + "p": 0.007462436333298683, + "m": 1.0 + }, + { + "p": 0.01740824058651924, + "m": 1.0 + }, + { + "p": 0.008567445911467075, + "m": 1.0 + }, + { + "p": 0.012560277245938778, + "m": 1.0 + }, + { + "p": 0.02760806307196617, + "m": 1.0 + }, + { + "p": 0.101621113717556, + "m": 1.0 + }, + { + "p": 0.15629735589027405, + "m": 1.0 + }, + { + "p": 0.11137088388204575, + "m": 1.0 + }, + { + "p": 0.08914933353662491, + "m": 1.0 + }, + { + "p": 0.16786862909793854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.221838355064392, + "val_loss": 0.8262448310852051, + "acc": 72.57, + "time": 861.4113837862387, + "param": [ + { + "p": 0.1474061757326126, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15109100937843323, + "m": 1.0 + }, + { + "p": 0.007769944611936808, + "m": 1.0 + }, + { + "p": 0.012775649316608906, + "m": 1.0 + }, + { + "p": 8.757370960665867e-05, + "m": 1.0 + }, + { + "p": 0.02078050747513771, + "m": 1.0 + }, + { + "p": 0.016790425404906273, + "m": 1.0 + }, + { + "p": 0.10218040645122528, + "m": 1.0 + }, + { + "p": 0.15542170405387878, + "m": 1.0 + }, + { + "p": 0.11913059651851654, + "m": 1.0 + }, + { + "p": 0.0976988896727562, + "m": 1.0 + }, + { + "p": 0.1688670963048935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.2603893280029297, + "val_loss": 0.9278141260147095, + "acc": 70.7, + "time": 859.7637873659842, + "param": [ + { + "p": 0.1459982544183731, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15145288407802582, + "m": 1.0 + }, + { + "p": 0.0017793257720768452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021654941141605377, + "m": 1.0 + }, + { + "p": 0.002839689841493964, + "m": 1.0 + }, + { + "p": 0.11297321319580078, + "m": 1.0 + }, + { + "p": 0.16445854306221008, + "m": 1.0 + }, + { + "p": 0.12548835575580597, + "m": 1.0 + }, + { + "p": 0.09166938066482544, + "m": 1.0 + }, + { + "p": 0.1816854178905487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.3474957942962646, + "val_loss": 0.8766098022460938, + "acc": 72.33, + "time": 870.2150085549802, + "param": [ + { + "p": 0.1537426859140396, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14003361761569977, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012676849961280823, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11814327538013458, + "m": 1.0 + }, + { + "p": 0.1713746190071106, + "m": 1.0 + }, + { + "p": 0.12482895702123642, + "m": 1.0 + }, + { + "p": 0.08116011321544647, + "m": 1.0 + }, + { + "p": 0.19803985953330994, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.0920895338058472, + "val_loss": 0.7266940474510193, + "acc": 71.88, + "time": 868.7538096490316, + "param": [ + { + "p": 0.15291456878185272, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1354064643383026, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.017040977254509926, + "m": 1.0 + }, + { + "p": 0.002139659132808447, + "m": 1.0 + }, + { + "p": 0.11783646792173386, + "m": 1.0 + }, + { + "p": 0.17816755175590515, + "m": 1.0 + }, + { + "p": 0.12382626533508301, + "m": 1.0 + }, + { + "p": 0.07789398729801178, + "m": 1.0 + }, + { + "p": 0.19477400183677673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.1010397672653198, + "val_loss": 0.807192862033844, + "acc": 71.98, + "time": 864.9986113207415, + "param": [ + { + "p": 0.1585317850112915, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11897309124469757, + "m": 1.0 + }, + { + "p": 0.0007027664105407894, + "m": 1.0 + }, + { + "p": 0.00879218615591526, + "m": 1.0 + }, + { + "p": 0.004445892293006182, + "m": 1.0 + }, + { + "p": 0.02369820326566696, + "m": 1.0 + }, + { + "p": 0.013588549569249153, + "m": 1.0 + }, + { + "p": 0.1180335134267807, + "m": 1.0 + }, + { + "p": 0.17798350751399994, + "m": 1.0 + }, + { + "p": 0.11165643483400345, + "m": 1.0 + }, + { + "p": 0.08425109833478928, + "m": 1.0 + }, + { + "p": 0.17934300005435944, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.282531976699829, + "val_loss": 0.7856756448745728, + "acc": 72.29, + "time": 859.1133074951358, + "param": [ + { + "p": 0.15837645530700684, + "m": 1.0 + }, + { + "p": 0.0048519037663936615, + "m": 1.0 + }, + { + "p": 0.11003207415342331, + "m": 1.0 + }, + { + "p": 0.006222259718924761, + "m": 1.0 + }, + { + "p": 0.032150473445653915, + "m": 1.0 + }, + { + "p": 0.018296677619218826, + "m": 1.0 + }, + { + "p": 0.03407536819577217, + "m": 1.0 + }, + { + "p": 0.03596554324030876, + "m": 1.0 + }, + { + "p": 0.11161573231220245, + "m": 1.0 + }, + { + "p": 0.16551923751831055, + "m": 1.0 + }, + { + "p": 0.08994265645742416, + "m": 1.0 + }, + { + "p": 0.07454276084899902, + "m": 1.0 + }, + { + "p": 0.151164248585701, + "m": 1.0 + }, + { + "p": 0.007244613487273455, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.3306820392608643, + "val_loss": 0.9169365167617798, + "acc": 71.75, + "time": 862.8791767298244, + "param": [ + { + "p": 0.15864434838294983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11507541686296463, + "m": 1.0 + }, + { + "p": 0.003042979631572962, + "m": 1.0 + }, + { + "p": 0.041390836238861084, + "m": 1.0 + }, + { + "p": 0.02268313616514206, + "m": 1.0 + }, + { + "p": 0.04300461709499359, + "m": 1.0 + }, + { + "p": 0.04900774732232094, + "m": 1.0 + }, + { + "p": 0.10539989173412323, + "m": 1.0 + }, + { + "p": 0.15653103590011597, + "m": 1.0 + }, + { + "p": 0.08430155366659164, + "m": 1.0 + }, + { + "p": 0.06924035400152206, + "m": 1.0 + }, + { + "p": 0.14584821462631226, + "m": 1.0 + }, + { + "p": 0.005829844158142805, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file diff --git a/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json new file mode 100644 index 0000000..620fe30 --- /dev/null +++ b/higher/res/brutus-tests/log/Aug_mod(Data_augV5(Uniform-14TFx4-MagFxSh)-LeNet)-150epochs(dataug:0)-10in_it-2.json @@ -0,0 +1,9776 @@ +{ + "Accuracy": 72.28, + "Time": [ + 849.1615840407802, + 63.42737684540323 + ], + "Device": "Graphics Device", + "Param_names": [ + "Identity", + "FlipUD", + "FlipLR", + "Rotate", + "TranslateX", + "TranslateY", + "ShearX", + "ShearY", + "Contrast", + "Color", + "Brightness", + "Sharpness", + "Posterize", + "Solarize" + ], + "Log": [ + { + "epoch": 1, + "train_loss": 2.3297858238220215, + "val_loss": 2.2848477363586426, + "acc": 12.33, + "time": 880.0567354499362, + "param": [ + { + "p": 0.06960531324148178, + "m": 1.0 + }, + { + "p": 0.07365307956933975, + "m": 1.0 + }, + { + "p": 0.0839887410402298, + "m": 1.0 + }, + { + "p": 0.09077628701925278, + "m": 1.0 + }, + { + "p": 0.06765435636043549, + "m": 1.0 + }, + { + "p": 0.0804598480463028, + "m": 1.0 + }, + { + "p": 0.07060617953538895, + "m": 1.0 + }, + { + "p": 0.07313910871744156, + "m": 1.0 + }, + { + "p": 0.07651971280574799, + "m": 1.0 + }, + { + "p": 0.07404237240552902, + "m": 1.0 + }, + { + "p": 0.09297284483909607, + "m": 1.0 + }, + { + "p": 0.050543829798698425, + "m": 1.0 + }, + { + "p": 0.06852994859218597, + "m": 1.0 + }, + { + "p": 0.027508437633514404, + "m": 1.0 + } + ] + }, + { + "epoch": 2, + "train_loss": 2.2464590072631836, + "val_loss": 2.174769639968872, + "acc": 20.79, + "time": 865.8964084428735, + "param": [ + { + "p": 0.0771186351776123, + "m": 1.0 + }, + { + "p": 0.07275775820016861, + "m": 1.0 + }, + { + "p": 0.08651785552501678, + "m": 1.0 + }, + { + "p": 0.08188820630311966, + "m": 1.0 + }, + { + "p": 0.07144109904766083, + "m": 1.0 + }, + { + "p": 0.07288262248039246, + "m": 1.0 + }, + { + "p": 0.07373419404029846, + "m": 1.0 + }, + { + "p": 0.08036399632692337, + "m": 1.0 + }, + { + "p": 0.0792744979262352, + "m": 1.0 + }, + { + "p": 0.06776120513677597, + "m": 1.0 + }, + { + "p": 0.07868097722530365, + "m": 1.0 + }, + { + "p": 0.06128467246890068, + "m": 1.0 + }, + { + "p": 0.08201564848423004, + "m": 1.0 + }, + { + "p": 0.014278667978942394, + "m": 1.0 + } + ] + }, + { + "epoch": 3, + "train_loss": 2.1216869354248047, + "val_loss": 2.1006436347961426, + "acc": 24.58, + "time": 867.0472931931727, + "param": [ + { + "p": 0.08030423521995544, + "m": 1.0 + }, + { + "p": 0.060802653431892395, + "m": 1.0 + }, + { + "p": 0.09053336083889008, + "m": 1.0 + }, + { + "p": 0.0784073993563652, + "m": 1.0 + }, + { + "p": 0.09231866896152496, + "m": 1.0 + }, + { + "p": 0.052580155432224274, + "m": 1.0 + }, + { + "p": 0.09405629336833954, + "m": 1.0 + }, + { + "p": 0.09872950613498688, + "m": 1.0 + }, + { + "p": 0.076300710439682, + "m": 1.0 + }, + { + "p": 0.07545264810323715, + "m": 1.0 + }, + { + "p": 0.05591320991516113, + "m": 1.0 + }, + { + "p": 0.061172038316726685, + "m": 1.0 + }, + { + "p": 0.08234327286481857, + "m": 1.0 + }, + { + "p": 0.0010859040776267648, + "m": 1.0 + } + ] + }, + { + "epoch": 4, + "train_loss": 2.299964189529419, + "val_loss": 2.014298439025879, + "acc": 31.05, + "time": 866.6594271431677, + "param": [ + { + "p": 0.07911818474531174, + "m": 1.0 + }, + { + "p": 0.040737085044384, + "m": 1.0 + }, + { + "p": 0.10218623280525208, + "m": 1.0 + }, + { + "p": 0.0842638909816742, + "m": 1.0 + }, + { + "p": 0.1003948226571083, + "m": 1.0 + }, + { + "p": 0.020024504512548447, + "m": 1.0 + }, + { + "p": 0.11161883175373077, + "m": 1.0 + }, + { + "p": 0.09591636806726456, + "m": 1.0 + }, + { + "p": 0.050913069397211075, + "m": 1.0 + }, + { + "p": 0.08519931882619858, + "m": 1.0 + }, + { + "p": 0.044328443706035614, + "m": 1.0 + }, + { + "p": 0.0690355971455574, + "m": 1.0 + }, + { + "p": 0.11626362055540085, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 5, + "train_loss": 2.0895254611968994, + "val_loss": 1.934435248374939, + "acc": 33.01, + "time": 873.2834063270129, + "param": [ + { + "p": 0.08249466866254807, + "m": 1.0 + }, + { + "p": 0.02611549384891987, + "m": 1.0 + }, + { + "p": 0.09156594425439835, + "m": 1.0 + }, + { + "p": 0.08029335737228394, + "m": 1.0 + }, + { + "p": 0.10545410960912704, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1286800503730774, + "m": 1.0 + }, + { + "p": 0.10663740336894989, + "m": 1.0 + }, + { + "p": 0.016228938475251198, + "m": 1.0 + }, + { + "p": 0.10546229034662247, + "m": 1.0 + }, + { + "p": 0.027944255620241165, + "m": 1.0 + }, + { + "p": 0.06121792271733284, + "m": 1.0 + }, + { + "p": 0.1679055094718933, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 6, + "train_loss": 1.922594428062439, + "val_loss": 1.8343369960784912, + "acc": 36.58, + "time": 871.332849114202, + "param": [ + { + "p": 0.08882076293230057, + "m": 1.0 + }, + { + "p": 0.021886883303523064, + "m": 1.0 + }, + { + "p": 0.09056247770786285, + "m": 1.0 + }, + { + "p": 0.09633718430995941, + "m": 1.0 + }, + { + "p": 0.09868273138999939, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.126074880361557, + "m": 1.0 + }, + { + "p": 0.10416334867477417, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12069770693778992, + "m": 1.0 + }, + { + "p": 0.0308213047683239, + "m": 1.0 + }, + { + "p": 0.06216004118323326, + "m": 1.0 + }, + { + "p": 0.1597927063703537, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 7, + "train_loss": 1.9976967573165894, + "val_loss": 1.7559106349945068, + "acc": 36.18, + "time": 859.2582104727626, + "param": [ + { + "p": 0.09270022809505463, + "m": 1.0 + }, + { + "p": 0.03624781221151352, + "m": 1.0 + }, + { + "p": 0.10671109706163406, + "m": 1.0 + }, + { + "p": 0.08880283683538437, + "m": 1.0 + }, + { + "p": 0.09887178987264633, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11614987999200821, + "m": 1.0 + }, + { + "p": 0.09674327820539474, + "m": 1.0 + }, + { + "p": 0.003448381321504712, + "m": 1.0 + }, + { + "p": 0.12335644662380219, + "m": 1.0 + }, + { + "p": 0.02699309214949608, + "m": 1.0 + }, + { + "p": 0.0642387643456459, + "m": 1.0 + }, + { + "p": 0.14573653042316437, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 8, + "train_loss": 2.1694729328155518, + "val_loss": 1.7093169689178467, + "acc": 38.88, + "time": 871.6397653738968, + "param": [ + { + "p": 0.10472404956817627, + "m": 1.0 + }, + { + "p": 0.017504857853055, + "m": 1.0 + }, + { + "p": 0.10979346185922623, + "m": 1.0 + }, + { + "p": 0.08104564994573593, + "m": 1.0 + }, + { + "p": 0.08579893410205841, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11413319408893585, + "m": 1.0 + }, + { + "p": 0.10813724249601364, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1309506744146347, + "m": 1.0 + }, + { + "p": 0.019506733864545822, + "m": 1.0 + }, + { + "p": 0.07091795653104782, + "m": 1.0 + }, + { + "p": 0.15748722851276398, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 9, + "train_loss": 1.8356081247329712, + "val_loss": 1.6764556169509888, + "acc": 40.43, + "time": 866.0094839879312, + "param": [ + { + "p": 0.1102929562330246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13030025362968445, + "m": 1.0 + }, + { + "p": 0.056013137102127075, + "m": 1.0 + }, + { + "p": 0.046901363879442215, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12136928737163544, + "m": 1.0 + }, + { + "p": 0.10952829569578171, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1495686024427414, + "m": 1.0 + }, + { + "p": 0.011290162801742554, + "m": 1.0 + }, + { + "p": 0.09072678536176682, + "m": 1.0 + }, + { + "p": 0.17400914430618286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 10, + "train_loss": 1.8659396171569824, + "val_loss": 1.5997426509857178, + "acc": 41.71, + "time": 870.278278469108, + "param": [ + { + "p": 0.10128752142190933, + "m": 1.0 + }, + { + "p": 0.00862005166709423, + "m": 1.0 + }, + { + "p": 0.13926030695438385, + "m": 1.0 + }, + { + "p": 0.060274165123701096, + "m": 1.0 + }, + { + "p": 0.023894330486655235, + "m": 1.0 + }, + { + "p": 0.002425231272354722, + "m": 1.0 + }, + { + "p": 0.10930132120847702, + "m": 1.0 + }, + { + "p": 0.09665749967098236, + "m": 1.0 + }, + { + "p": 0.02468177117407322, + "m": 1.0 + }, + { + "p": 0.1278744339942932, + "m": 1.0 + }, + { + "p": 0.027481354773044586, + "m": 1.0 + }, + { + "p": 0.10887852311134338, + "m": 1.0 + }, + { + "p": 0.16936352849006653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 11, + "train_loss": 1.9004790782928467, + "val_loss": 1.6758646965026855, + "acc": 41.93, + "time": 869.6317900428548, + "param": [ + { + "p": 0.08573829382658005, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1609489768743515, + "m": 1.0 + }, + { + "p": 0.07201123982667923, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09741150587797165, + "m": 1.0 + }, + { + "p": 0.08132268488407135, + "m": 1.0 + }, + { + "p": 0.036878496408462524, + "m": 1.0 + }, + { + "p": 0.12846404314041138, + "m": 1.0 + }, + { + "p": 0.020642105489969254, + "m": 1.0 + }, + { + "p": 0.1370699405670166, + "m": 1.0 + }, + { + "p": 0.17951272428035736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 12, + "train_loss": 1.8245316743850708, + "val_loss": 1.5487173795700073, + "acc": 42.96, + "time": 863.5888687446713, + "param": [ + { + "p": 0.07399053126573563, + "m": 1.0 + }, + { + "p": 0.0008856774074956775, + "m": 1.0 + }, + { + "p": 0.1599331647157669, + "m": 1.0 + }, + { + "p": 0.07576923072338104, + "m": 1.0 + }, + { + "p": 0.010097558610141277, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0862119123339653, + "m": 1.0 + }, + { + "p": 0.07427902519702911, + "m": 1.0 + }, + { + "p": 0.041292473673820496, + "m": 1.0 + }, + { + "p": 0.12699031829833984, + "m": 1.0 + }, + { + "p": 0.030789660289883614, + "m": 1.0 + }, + { + "p": 0.14552101492881775, + "m": 1.0 + }, + { + "p": 0.17423930764198303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 13, + "train_loss": 1.911739468574524, + "val_loss": 1.5527023077011108, + "acc": 43.05, + "time": 865.9540487257764, + "param": [ + { + "p": 0.0706658661365509, + "m": 1.0 + }, + { + "p": 0.005744380876421928, + "m": 1.0 + }, + { + "p": 0.14457294344902039, + "m": 1.0 + }, + { + "p": 0.07779062539339066, + "m": 1.0 + }, + { + "p": 0.027077654376626015, + "m": 1.0 + }, + { + "p": 0.0017688407097011805, + "m": 1.0 + }, + { + "p": 0.08261951059103012, + "m": 1.0 + }, + { + "p": 0.05864585563540459, + "m": 1.0 + }, + { + "p": 0.05429200455546379, + "m": 1.0 + }, + { + "p": 0.12120863795280457, + "m": 1.0 + }, + { + "p": 0.04996392875909805, + "m": 1.0 + }, + { + "p": 0.15014654397964478, + "m": 1.0 + }, + { + "p": 0.15550322830677032, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 14, + "train_loss": 1.9836463928222656, + "val_loss": 1.4273691177368164, + "acc": 45.87, + "time": 865.2135971523821, + "param": [ + { + "p": 0.06613865494728088, + "m": 1.0 + }, + { + "p": 0.02022126130759716, + "m": 1.0 + }, + { + "p": 0.1341390311717987, + "m": 1.0 + }, + { + "p": 0.07608803361654282, + "m": 1.0 + }, + { + "p": 0.035422276705503464, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0838191956281662, + "m": 1.0 + }, + { + "p": 0.05091461166739464, + "m": 1.0 + }, + { + "p": 0.06711021065711975, + "m": 1.0 + }, + { + "p": 0.12677454948425293, + "m": 1.0 + }, + { + "p": 0.06217000633478165, + "m": 1.0 + }, + { + "p": 0.14975781738758087, + "m": 1.0 + }, + { + "p": 0.127444326877594, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 15, + "train_loss": 1.6372747421264648, + "val_loss": 1.488889217376709, + "acc": 46.39, + "time": 736.6425590459257, + "param": [ + { + "p": 0.05954509973526001, + "m": 1.0 + }, + { + "p": 0.01117184292525053, + "m": 1.0 + }, + { + "p": 0.1486922651529312, + "m": 1.0 + }, + { + "p": 0.08477409929037094, + "m": 1.0 + }, + { + "p": 0.021483376622200012, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08415409177541733, + "m": 1.0 + }, + { + "p": 0.016792191192507744, + "m": 1.0 + }, + { + "p": 0.07299698144197464, + "m": 1.0 + }, + { + "p": 0.14908163249492645, + "m": 1.0 + }, + { + "p": 0.0638493001461029, + "m": 1.0 + }, + { + "p": 0.1549491286277771, + "m": 1.0 + }, + { + "p": 0.13251008093357086, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 16, + "train_loss": 1.7590603828430176, + "val_loss": 1.5113105773925781, + "acc": 44.06, + "time": 580.5605698321015, + "param": [ + { + "p": 0.051446303725242615, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15769065916538239, + "m": 1.0 + }, + { + "p": 0.0993056371808052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08355537801980972, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08124364167451859, + "m": 1.0 + }, + { + "p": 0.1653677076101303, + "m": 1.0 + }, + { + "p": 0.06280724704265594, + "m": 1.0 + }, + { + "p": 0.1643460988998413, + "m": 1.0 + }, + { + "p": 0.13423733413219452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 17, + "train_loss": 1.9647258520126343, + "val_loss": 1.66875159740448, + "acc": 41.66, + "time": 867.0274444930255, + "param": [ + { + "p": 0.04613242670893669, + "m": 1.0 + }, + { + "p": 0.004138633143156767, + "m": 1.0 + }, + { + "p": 0.1628623604774475, + "m": 1.0 + }, + { + "p": 0.10492382198572159, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07893390953540802, + "m": 1.0 + }, + { + "p": 0.005829652771353722, + "m": 1.0 + }, + { + "p": 0.0874749943614006, + "m": 1.0 + }, + { + "p": 0.15714411437511444, + "m": 1.0 + }, + { + "p": 0.053185462951660156, + "m": 1.0 + }, + { + "p": 0.16278007626533508, + "m": 1.0 + }, + { + "p": 0.13659454882144928, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 18, + "train_loss": 1.8518335819244385, + "val_loss": 1.5005512237548828, + "acc": 46.92, + "time": 866.2578300000168, + "param": [ + { + "p": 0.04013347998261452, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17509421706199646, + "m": 1.0 + }, + { + "p": 0.10775365680456161, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07595915347337723, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08646070212125778, + "m": 1.0 + }, + { + "p": 0.15938954055309296, + "m": 1.0 + }, + { + "p": 0.04382504150271416, + "m": 1.0 + }, + { + "p": 0.17520950734615326, + "m": 1.0 + }, + { + "p": 0.13617470860481262, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 19, + "train_loss": 1.9685648679733276, + "val_loss": 1.4920339584350586, + "acc": 48.02, + "time": 867.3691498511471, + "param": [ + { + "p": 0.02306722290813923, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19848741590976715, + "m": 1.0 + }, + { + "p": 0.11573638021945953, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.060167424380779266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07945327460765839, + "m": 1.0 + }, + { + "p": 0.1671963930130005, + "m": 1.0 + }, + { + "p": 0.018686555325984955, + "m": 1.0 + }, + { + "p": 0.19386914372444153, + "m": 1.0 + }, + { + "p": 0.1433361917734146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 20, + "train_loss": 1.8921070098876953, + "val_loss": 1.5152894258499146, + "acc": 47.4, + "time": 874.195250084158, + "param": [ + { + "p": 0.03183654323220253, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2003893107175827, + "m": 1.0 + }, + { + "p": 0.12164384871721268, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05654548481106758, + "m": 1.0 + }, + { + "p": 0.0020251614041626453, + "m": 1.0 + }, + { + "p": 0.07895565778017044, + "m": 1.0 + }, + { + "p": 0.1635696142911911, + "m": 1.0 + }, + { + "p": 0.00707990163937211, + "m": 1.0 + }, + { + "p": 0.19947466254234314, + "m": 1.0 + }, + { + "p": 0.1384798139333725, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 21, + "train_loss": 1.7492529153823853, + "val_loss": 1.5826506614685059, + "acc": 49.56, + "time": 864.1889099669643, + "param": [ + { + "p": 0.04398534074425697, + "m": 1.0 + }, + { + "p": 0.0005216078134253621, + "m": 1.0 + }, + { + "p": 0.19530321657657623, + "m": 1.0 + }, + { + "p": 0.123332180082798, + "m": 1.0 + }, + { + "p": 0.0031294268555939198, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05364714190363884, + "m": 1.0 + }, + { + "p": 0.010243498720228672, + "m": 1.0 + }, + { + "p": 0.08531294018030167, + "m": 1.0 + }, + { + "p": 0.1584288477897644, + "m": 1.0 + }, + { + "p": 0.0006812156061641872, + "m": 1.0 + }, + { + "p": 0.1979823261499405, + "m": 1.0 + }, + { + "p": 0.1274321973323822, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 22, + "train_loss": 2.0957417488098145, + "val_loss": 1.492220163345337, + "acc": 50.07, + "time": 864.4153026938438, + "param": [ + { + "p": 0.04490279033780098, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19419457018375397, + "m": 1.0 + }, + { + "p": 0.11819124221801758, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05416954681277275, + "m": 1.0 + }, + { + "p": 0.0021620832849293947, + "m": 1.0 + }, + { + "p": 0.09330251067876816, + "m": 1.0 + }, + { + "p": 0.15585874021053314, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2132747620344162, + "m": 1.0 + }, + { + "p": 0.12394373118877411, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 23, + "train_loss": 1.5456733703613281, + "val_loss": 1.4200853109359741, + "acc": 50.71, + "time": 866.0507226041518, + "param": [ + { + "p": 0.04319119080901146, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19511277973651886, + "m": 1.0 + }, + { + "p": 0.11700582504272461, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04878222197294235, + "m": 1.0 + }, + { + "p": 0.005371862556785345, + "m": 1.0 + }, + { + "p": 0.09970701485872269, + "m": 1.0 + }, + { + "p": 0.15478648245334625, + "m": 1.0 + }, + { + "p": 0.008593378588557243, + "m": 1.0 + }, + { + "p": 0.21908825635910034, + "m": 1.0 + }, + { + "p": 0.10836102813482285, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 24, + "train_loss": 1.6559834480285645, + "val_loss": 1.3914626836776733, + "acc": 50.64, + "time": 867.2618997353129, + "param": [ + { + "p": 0.041547033935785294, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19974970817565918, + "m": 1.0 + }, + { + "p": 0.11945164948701859, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04850452393293381, + "m": 1.0 + }, + { + "p": 0.00020045010023750365, + "m": 1.0 + }, + { + "p": 0.10006120800971985, + "m": 1.0 + }, + { + "p": 0.15626393258571625, + "m": 1.0 + }, + { + "p": 0.009342952631413937, + "m": 1.0 + }, + { + "p": 0.22209614515304565, + "m": 1.0 + }, + { + "p": 0.10278245806694031, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 25, + "train_loss": 1.67501962184906, + "val_loss": 1.345824956893921, + "acc": 49.8, + "time": 872.9616168630309, + "param": [ + { + "p": 0.03955894708633423, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20201271772384644, + "m": 1.0 + }, + { + "p": 0.10596784949302673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052652426064014435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09165453165769577, + "m": 1.0 + }, + { + "p": 0.1667616218328476, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24417495727539062, + "m": 1.0 + }, + { + "p": 0.09721692651510239, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 26, + "train_loss": 1.5864651203155518, + "val_loss": 1.370760440826416, + "acc": 52.77, + "time": 867.7020686976612, + "param": [ + { + "p": 0.043929778039455414, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20865388214588165, + "m": 1.0 + }, + { + "p": 0.09220116585493088, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.058095019310712814, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08441807329654694, + "m": 1.0 + }, + { + "p": 0.1699979305267334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24588535726070404, + "m": 1.0 + }, + { + "p": 0.09681881964206696, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 27, + "train_loss": 1.6840299367904663, + "val_loss": 1.2290585041046143, + "acc": 52.3, + "time": 870.8490479360335, + "param": [ + { + "p": 0.04728510603308678, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19577257335186005, + "m": 1.0 + }, + { + "p": 0.07746569067239761, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010456212796270847, + "m": 1.0 + }, + { + "p": 0.06094376742839813, + "m": 1.0 + }, + { + "p": 0.006130115129053593, + "m": 1.0 + }, + { + "p": 0.09343769401311874, + "m": 1.0 + }, + { + "p": 0.16969867050647736, + "m": 1.0 + }, + { + "p": 0.01512776780873537, + "m": 1.0 + }, + { + "p": 0.22281360626220703, + "m": 1.0 + }, + { + "p": 0.100868821144104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 28, + "train_loss": 1.65952730178833, + "val_loss": 1.3774632215499878, + "acc": 51.82, + "time": 864.6845112941228, + "param": [ + { + "p": 0.042833950370550156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19968976080417633, + "m": 1.0 + }, + { + "p": 0.07360421866178513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003764593508094549, + "m": 1.0 + }, + { + "p": 0.0595131516456604, + "m": 1.0 + }, + { + "p": 0.0007360928575508296, + "m": 1.0 + }, + { + "p": 0.09742603451013565, + "m": 1.0 + }, + { + "p": 0.18208399415016174, + "m": 1.0 + }, + { + "p": 0.016015727072954178, + "m": 1.0 + }, + { + "p": 0.22150728106498718, + "m": 1.0 + }, + { + "p": 0.10282519459724426, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 29, + "train_loss": 1.637247920036316, + "val_loss": 1.3981504440307617, + "acc": 52.15, + "time": 871.1484435782768, + "param": [ + { + "p": 0.0512390173971653, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2090701013803482, + "m": 1.0 + }, + { + "p": 0.0640878826379776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04613691195845604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09774560481309891, + "m": 1.0 + }, + { + "p": 0.19348987936973572, + "m": 1.0 + }, + { + "p": 0.0025956041645258665, + "m": 1.0 + }, + { + "p": 0.2346327155828476, + "m": 1.0 + }, + { + "p": 0.1010022908449173, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 30, + "train_loss": 1.573338270187378, + "val_loss": 1.286798119544983, + "acc": 54.93, + "time": 864.1683523571119, + "param": [ + { + "p": 0.057511426508426666, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20697908103466034, + "m": 1.0 + }, + { + "p": 0.05542251095175743, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.028004083782434464, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09751380234956741, + "m": 1.0 + }, + { + "p": 0.2178899496793747, + "m": 1.0 + }, + { + "p": 0.00024211309209931642, + "m": 1.0 + }, + { + "p": 0.2438613772392273, + "m": 1.0 + }, + { + "p": 0.09257566183805466, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 31, + "train_loss": 1.5931147336959839, + "val_loss": 1.3018301725387573, + "acc": 53.67, + "time": 870.8671532012522, + "param": [ + { + "p": 0.056892279535532, + "m": 1.0 + }, + { + "p": 0.00013626759755425155, + "m": 1.0 + }, + { + "p": 0.1874595284461975, + "m": 1.0 + }, + { + "p": 0.05856039375066757, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006948908790946007, + "m": 1.0 + }, + { + "p": 0.03911036625504494, + "m": 1.0 + }, + { + "p": 0.0035519511438906193, + "m": 1.0 + }, + { + "p": 0.09605394303798676, + "m": 1.0 + }, + { + "p": 0.21876636147499084, + "m": 1.0 + }, + { + "p": 0.016948271542787552, + "m": 1.0 + }, + { + "p": 0.2231474369764328, + "m": 1.0 + }, + { + "p": 0.09242429584264755, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 32, + "train_loss": 1.922351598739624, + "val_loss": 1.4431583881378174, + "acc": 52.56, + "time": 867.3646144126542, + "param": [ + { + "p": 0.055509574711322784, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1764412522315979, + "m": 1.0 + }, + { + "p": 0.05471755936741829, + "m": 1.0 + }, + { + "p": 0.000494848529342562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.048111286014318466, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09943925589323044, + "m": 1.0 + }, + { + "p": 0.22857816517353058, + "m": 1.0 + }, + { + "p": 0.020945267751812935, + "m": 1.0 + }, + { + "p": 0.21769773960113525, + "m": 1.0 + }, + { + "p": 0.09806515276432037, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 33, + "train_loss": 1.3956146240234375, + "val_loss": 1.2096824645996094, + "acc": 53.55, + "time": 862.5083520612679, + "param": [ + { + "p": 0.03150862827897072, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18534201383590698, + "m": 1.0 + }, + { + "p": 0.04036552086472511, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.041084740310907364, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09470406919717789, + "m": 1.0 + }, + { + "p": 0.2610871493816376, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2508258819580078, + "m": 1.0 + }, + { + "p": 0.09508203715085983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 34, + "train_loss": 1.6639232635498047, + "val_loss": 1.126817226409912, + "acc": 54.89, + "time": 866.2332966658287, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20083929598331451, + "m": 1.0 + }, + { + "p": 0.029126044362783432, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.030779551714658737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09004690498113632, + "m": 1.0 + }, + { + "p": 0.2854524850845337, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2735055983066559, + "m": 1.0 + }, + { + "p": 0.0902501791715622, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 35, + "train_loss": 1.4187872409820557, + "val_loss": 1.177634835243225, + "acc": 56.96, + "time": 865.0152029846795, + "param": [ + { + "p": 0.005671036429703236, + "m": 1.0 + }, + { + "p": 0.0052969083189964294, + "m": 1.0 + }, + { + "p": 0.19067317247390747, + "m": 1.0 + }, + { + "p": 0.030251888558268547, + "m": 1.0 + }, + { + "p": 0.0012643594527617097, + "m": 1.0 + }, + { + "p": 0.017622802406549454, + "m": 1.0 + }, + { + "p": 0.036749325692653656, + "m": 1.0 + }, + { + "p": 0.006652660667896271, + "m": 1.0 + }, + { + "p": 0.08646923303604126, + "m": 1.0 + }, + { + "p": 0.2625342905521393, + "m": 1.0 + }, + { + "p": 0.015481550246477127, + "m": 1.0 + }, + { + "p": 0.2510918378829956, + "m": 1.0 + }, + { + "p": 0.09005215764045715, + "m": 1.0 + }, + { + "p": 0.0001887519465526566, + "m": 1.0 + } + ] + }, + { + "epoch": 36, + "train_loss": 1.5117708444595337, + "val_loss": 1.2576322555541992, + "acc": 56.65, + "time": 867.6667862432078, + "param": [ + { + "p": 0.020077699795365334, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1679682433605194, + "m": 1.0 + }, + { + "p": 0.04570896551012993, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.033330947160720825, + "m": 1.0 + }, + { + "p": 0.053360845893621445, + "m": 1.0 + }, + { + "p": 0.007916766218841076, + "m": 1.0 + }, + { + "p": 0.07043221592903137, + "m": 1.0 + }, + { + "p": 0.23814858496189117, + "m": 1.0 + }, + { + "p": 0.023473016917705536, + "m": 1.0 + }, + { + "p": 0.2343650609254837, + "m": 1.0 + }, + { + "p": 0.10521768778562546, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 37, + "train_loss": 1.5510940551757812, + "val_loss": 1.2207543849945068, + "acc": 56.6, + "time": 865.3059066687711, + "param": [ + { + "p": 0.026636162772774696, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16571685671806335, + "m": 1.0 + }, + { + "p": 0.058588236570358276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009292037226259708, + "m": 1.0 + }, + { + "p": 0.060076985508203506, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.052750177681446075, + "m": 1.0 + }, + { + "p": 0.24747225642204285, + "m": 1.0 + }, + { + "p": 0.006699658464640379, + "m": 1.0 + }, + { + "p": 0.24776704609394073, + "m": 1.0 + }, + { + "p": 0.12500056624412537, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 38, + "train_loss": 1.5475225448608398, + "val_loss": 1.1777702569961548, + "acc": 55.07, + "time": 866.1634695818648, + "param": [ + { + "p": 0.011020061559975147, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16253063082695007, + "m": 1.0 + }, + { + "p": 0.05295853689312935, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06502086669206619, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04413985460996628, + "m": 1.0 + }, + { + "p": 0.2626783847808838, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.259299635887146, + "m": 1.0 + }, + { + "p": 0.14235197007656097, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 39, + "train_loss": 1.819038987159729, + "val_loss": 1.1488505601882935, + "acc": 58.04, + "time": 863.8934015342966, + "param": [ + { + "p": 0.00043980233022011817, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16712069511413574, + "m": 1.0 + }, + { + "p": 0.04036907106637955, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05501373112201691, + "m": 1.0 + }, + { + "p": 0.0005175790283828974, + "m": 1.0 + }, + { + "p": 0.035655952990055084, + "m": 1.0 + }, + { + "p": 0.27742883563041687, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2728250026702881, + "m": 1.0 + }, + { + "p": 0.15062940120697021, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 40, + "train_loss": 1.6703741550445557, + "val_loss": 1.1704784631729126, + "acc": 57.27, + "time": 862.4960684278049, + "param": [ + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17880648374557495, + "m": 1.0 + }, + { + "p": 0.018444299697875977, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03284738212823868, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024642877280712128, + "m": 1.0 + }, + { + "p": 0.30407679080963135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2907874286174774, + "m": 1.0 + }, + { + "p": 0.1503947675228119, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 41, + "train_loss": 1.541001558303833, + "val_loss": 1.0831050872802734, + "acc": 58.47, + "time": 862.1622491860762, + "param": [ + { + "p": 0.006647563073784113, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18012747168540955, + "m": 1.0 + }, + { + "p": 0.015927013009786606, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.005945716053247452, + "m": 1.0 + }, + { + "p": 0.02551007829606533, + "m": 1.0 + }, + { + "p": 0.004394907504320145, + "m": 1.0 + }, + { + "p": 0.024860624223947525, + "m": 1.0 + }, + { + "p": 0.3024764060974121, + "m": 1.0 + }, + { + "p": 0.004637674428522587, + "m": 1.0 + }, + { + "p": 0.2776228189468384, + "m": 1.0 + }, + { + "p": 0.15184979140758514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 42, + "train_loss": 1.4364312887191772, + "val_loss": 1.2225621938705444, + "acc": 57.99, + "time": 861.5813557417132, + "param": [ + { + "p": 0.025486396625638008, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1762184202671051, + "m": 1.0 + }, + { + "p": 0.023215431720018387, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01623270846903324, + "m": 1.0 + }, + { + "p": 0.0245971642434597, + "m": 1.0 + }, + { + "p": 0.014019085094332695, + "m": 1.0 + }, + { + "p": 0.03473484143614769, + "m": 1.0 + }, + { + "p": 0.27534162998199463, + "m": 1.0 + }, + { + "p": 0.013577444478869438, + "m": 1.0 + }, + { + "p": 0.2522590756416321, + "m": 1.0 + }, + { + "p": 0.14431782066822052, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 43, + "train_loss": 1.7444078922271729, + "val_loss": 1.1819348335266113, + "acc": 58.77, + "time": 862.646830718033, + "param": [ + { + "p": 0.050667982548475266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17493733763694763, + "m": 1.0 + }, + { + "p": 0.023826923221349716, + "m": 1.0 + }, + { + "p": 0.0012483220780268312, + "m": 1.0 + }, + { + "p": 0.013007240369915962, + "m": 1.0 + }, + { + "p": 0.022983277216553688, + "m": 1.0 + }, + { + "p": 0.012824619188904762, + "m": 1.0 + }, + { + "p": 0.04112785682082176, + "m": 1.0 + }, + { + "p": 0.2547496557235718, + "m": 1.0 + }, + { + "p": 0.023180857300758362, + "m": 1.0 + }, + { + "p": 0.23669946193695068, + "m": 1.0 + }, + { + "p": 0.1447465419769287, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 44, + "train_loss": 1.631273865699768, + "val_loss": 1.1855032444000244, + "acc": 59.67, + "time": 866.7925715716556, + "param": [ + { + "p": 0.07044252008199692, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17937250435352325, + "m": 1.0 + }, + { + "p": 0.017655907198786736, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01950724422931671, + "m": 1.0 + }, + { + "p": 0.004556367173790932, + "m": 1.0 + }, + { + "p": 0.050460562109947205, + "m": 1.0 + }, + { + "p": 0.24968427419662476, + "m": 1.0 + }, + { + "p": 0.015512445010244846, + "m": 1.0 + }, + { + "p": 0.23091289401054382, + "m": 1.0 + }, + { + "p": 0.1618952751159668, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 45, + "train_loss": 1.5367592573165894, + "val_loss": 1.244252324104309, + "acc": 57.09, + "time": 871.5448027630337, + "param": [ + { + "p": 0.08760830014944077, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18350030481815338, + "m": 1.0 + }, + { + "p": 0.012954103760421276, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009430348873138428, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05391184613108635, + "m": 1.0 + }, + { + "p": 0.2533557415008545, + "m": 1.0 + }, + { + "p": 0.011206037364900112, + "m": 1.0 + }, + { + "p": 0.2219127118587494, + "m": 1.0 + }, + { + "p": 0.16612055897712708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 46, + "train_loss": 1.2754498720169067, + "val_loss": 1.0766445398330688, + "acc": 58.7, + "time": 863.500533525832, + "param": [ + { + "p": 0.10553181916475296, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18772490322589874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.000240009103436023, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0005205487832427025, + "m": 1.0 + }, + { + "p": 0.05244045332074165, + "m": 1.0 + }, + { + "p": 0.2544384002685547, + "m": 1.0 + }, + { + "p": 0.015496035106480122, + "m": 1.0 + }, + { + "p": 0.2138076275587082, + "m": 1.0 + }, + { + "p": 0.16980019211769104, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 47, + "train_loss": 1.2948495149612427, + "val_loss": 1.132903814315796, + "acc": 59.91, + "time": 739.0916118291207, + "param": [ + { + "p": 0.12091002613306046, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1945001631975174, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04333863779902458, + "m": 1.0 + }, + { + "p": 0.25579896569252014, + "m": 1.0 + }, + { + "p": 0.008546153083443642, + "m": 1.0 + }, + { + "p": 0.2091301828622818, + "m": 1.0 + }, + { + "p": 0.1677759289741516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 48, + "train_loss": 1.4869863986968994, + "val_loss": 1.180731177330017, + "acc": 59.48, + "time": 581.1645979499444, + "param": [ + { + "p": 0.1281684786081314, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2014443725347519, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0003464288602117449, + "m": 1.0 + }, + { + "p": 0.0008741104393266141, + "m": 1.0 + }, + { + "p": 0.001095689251087606, + "m": 1.0 + }, + { + "p": 0.036519382148981094, + "m": 1.0 + }, + { + "p": 0.2535666525363922, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2142127901315689, + "m": 1.0 + }, + { + "p": 0.1637720763683319, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 49, + "train_loss": 1.6633496284484863, + "val_loss": 1.055388331413269, + "acc": 59.82, + "time": 862.0404626349919, + "param": [ + { + "p": 0.13439857959747314, + "m": 1.0 + }, + { + "p": 0.001544911996461451, + "m": 1.0 + }, + { + "p": 0.20369921624660492, + "m": 1.0 + }, + { + "p": 0.007607371546328068, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0031756607349961996, + "m": 1.0 + }, + { + "p": 0.004539754241704941, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025585021823644638, + "m": 1.0 + }, + { + "p": 0.244609534740448, + "m": 1.0 + }, + { + "p": 0.0009047335479408503, + "m": 1.0 + }, + { + "p": 0.22098161280155182, + "m": 1.0 + }, + { + "p": 0.15295350551605225, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 50, + "train_loss": 1.562619924545288, + "val_loss": 1.132081151008606, + "acc": 59.14, + "time": 870.2915825471282, + "param": [ + { + "p": 0.14016324281692505, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20888671278953552, + "m": 1.0 + }, + { + "p": 0.011499926447868347, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013367456384003162, + "m": 1.0 + }, + { + "p": 0.2503003776073456, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2317321002483368, + "m": 1.0 + }, + { + "p": 0.14405010640621185, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 51, + "train_loss": 1.3824987411499023, + "val_loss": 1.0022586584091187, + "acc": 61.11, + "time": 866.2791947191581, + "param": [ + { + "p": 0.1384720355272293, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21790634095668793, + "m": 1.0 + }, + { + "p": 0.006561670918017626, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.004970938432961702, + "m": 1.0 + }, + { + "p": 0.25730299949645996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2401135414838791, + "m": 1.0 + }, + { + "p": 0.1346723735332489, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 52, + "train_loss": 1.1919918060302734, + "val_loss": 1.1397569179534912, + "acc": 61.57, + "time": 871.7077673859894, + "param": [ + { + "p": 0.1384107917547226, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21738016605377197, + "m": 1.0 + }, + { + "p": 0.00028768350603058934, + "m": 1.0 + }, + { + "p": 0.004345103166997433, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0042200228199362755, + "m": 1.0 + }, + { + "p": 0.252046674489975, + "m": 1.0 + }, + { + "p": 0.011273842304944992, + "m": 1.0 + }, + { + "p": 0.24297238886356354, + "m": 1.0 + }, + { + "p": 0.12906332314014435, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 53, + "train_loss": 1.1681466102600098, + "val_loss": 1.063368558883667, + "acc": 61.94, + "time": 865.3970277300104, + "param": [ + { + "p": 0.1396813839673996, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20213234424591064, + "m": 1.0 + }, + { + "p": 0.0031140330247581005, + "m": 1.0 + }, + { + "p": 0.005524105858057737, + "m": 1.0 + }, + { + "p": 0.004616602323949337, + "m": 1.0 + }, + { + "p": 0.0002468307502567768, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016457965597510338, + "m": 1.0 + }, + { + "p": 0.23838941752910614, + "m": 1.0 + }, + { + "p": 0.028761671856045723, + "m": 1.0 + }, + { + "p": 0.23774410784244537, + "m": 1.0 + }, + { + "p": 0.12333151698112488, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 54, + "train_loss": 1.4881157875061035, + "val_loss": 1.0651754140853882, + "acc": 62.42, + "time": 873.2459171707742, + "param": [ + { + "p": 0.13568265736103058, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18030880391597748, + "m": 1.0 + }, + { + "p": 0.0036153465043753386, + "m": 1.0 + }, + { + "p": 0.012990335002541542, + "m": 1.0 + }, + { + "p": 0.019429299980401993, + "m": 1.0 + }, + { + "p": 0.011684650555253029, + "m": 1.0 + }, + { + "p": 0.009425297379493713, + "m": 1.0 + }, + { + "p": 0.029512491077184677, + "m": 1.0 + }, + { + "p": 0.21427345275878906, + "m": 1.0 + }, + { + "p": 0.04285112023353577, + "m": 1.0 + }, + { + "p": 0.21842056512832642, + "m": 1.0 + }, + { + "p": 0.12180602550506592, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 55, + "train_loss": 1.4715535640716553, + "val_loss": 1.1251647472381592, + "acc": 61.58, + "time": 871.0287670250982, + "param": [ + { + "p": 0.1310768723487854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16883894801139832, + "m": 1.0 + }, + { + "p": 0.003585200058296323, + "m": 1.0 + }, + { + "p": 0.02731739543378353, + "m": 1.0 + }, + { + "p": 0.03753393143415451, + "m": 1.0 + }, + { + "p": 0.01480734720826149, + "m": 1.0 + }, + { + "p": 0.016919514164328575, + "m": 1.0 + }, + { + "p": 0.04122252017259598, + "m": 1.0 + }, + { + "p": 0.18690791726112366, + "m": 1.0 + }, + { + "p": 0.05111360177397728, + "m": 1.0 + }, + { + "p": 0.19744142889976501, + "m": 1.0 + }, + { + "p": 0.12323532998561859, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 56, + "train_loss": 1.623684048652649, + "val_loss": 1.0847642421722412, + "acc": 62.51, + "time": 673.7626467277296, + "param": [ + { + "p": 0.13405387103557587, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1730160415172577, + "m": 1.0 + }, + { + "p": 0.0012734108604490757, + "m": 1.0 + }, + { + "p": 0.02900412306189537, + "m": 1.0 + }, + { + "p": 0.03932811692357063, + "m": 1.0 + }, + { + "p": 0.0016750687500461936, + "m": 1.0 + }, + { + "p": 0.016459401696920395, + "m": 1.0 + }, + { + "p": 0.052965860813856125, + "m": 1.0 + }, + { + "p": 0.17318195104599, + "m": 1.0 + }, + { + "p": 0.05963314697146416, + "m": 1.0 + }, + { + "p": 0.19300591945648193, + "m": 1.0 + }, + { + "p": 0.12640303373336792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 57, + "train_loss": 1.5348376035690308, + "val_loss": 0.9941007494926453, + "acc": 62.8, + "time": 550.0030178758316, + "param": [ + { + "p": 0.14358144998550415, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17498980462551117, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.035084065049886703, + "m": 1.0 + }, + { + "p": 0.029720772057771683, + "m": 1.0 + }, + { + "p": 0.004583756905049086, + "m": 1.0 + }, + { + "p": 0.013675203546881676, + "m": 1.0 + }, + { + "p": 0.05440428853034973, + "m": 1.0 + }, + { + "p": 0.1612701117992401, + "m": 1.0 + }, + { + "p": 0.06503723561763763, + "m": 1.0 + }, + { + "p": 0.18989546597003937, + "m": 1.0 + }, + { + "p": 0.12775784730911255, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 58, + "train_loss": 1.4973385334014893, + "val_loss": 1.0080962181091309, + "acc": 63.09, + "time": 871.3852306902409, + "param": [ + { + "p": 0.1547839492559433, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1827688217163086, + "m": 1.0 + }, + { + "p": 0.00018724492110777646, + "m": 1.0 + }, + { + "p": 0.03781263902783394, + "m": 1.0 + }, + { + "p": 0.030265482142567635, + "m": 1.0 + }, + { + "p": 0.014646001160144806, + "m": 1.0 + }, + { + "p": 0.011816603131592274, + "m": 1.0 + }, + { + "p": 0.043913766741752625, + "m": 1.0 + }, + { + "p": 0.15390454232692719, + "m": 1.0 + }, + { + "p": 0.07093153148889542, + "m": 1.0 + }, + { + "p": 0.17872770130634308, + "m": 1.0 + }, + { + "p": 0.1202416718006134, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 59, + "train_loss": 1.5326571464538574, + "val_loss": 1.0699387788772583, + "acc": 61.34, + "time": 870.1386368880048, + "param": [ + { + "p": 0.16083461046218872, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1918293982744217, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04546678811311722, + "m": 1.0 + }, + { + "p": 0.017404241487383842, + "m": 1.0 + }, + { + "p": 0.030384017154574394, + "m": 1.0 + }, + { + "p": 0.013560999184846878, + "m": 1.0 + }, + { + "p": 0.026080792769789696, + "m": 1.0 + }, + { + "p": 0.14080752432346344, + "m": 1.0 + }, + { + "p": 0.06512964516878128, + "m": 1.0 + }, + { + "p": 0.18706192076206207, + "m": 1.0 + }, + { + "p": 0.12144014984369278, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 60, + "train_loss": 1.4307706356048584, + "val_loss": 0.956372857093811, + "acc": 63.93, + "time": 868.7112720487639, + "param": [ + { + "p": 0.16949936747550964, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19498513638973236, + "m": 1.0 + }, + { + "p": 0.002897681202739477, + "m": 1.0 + }, + { + "p": 0.03424416109919548, + "m": 1.0 + }, + { + "p": 0.002952921437099576, + "m": 1.0 + }, + { + "p": 0.031178807839751244, + "m": 1.0 + }, + { + "p": 0.019574014469981194, + "m": 1.0 + }, + { + "p": 0.010780400596559048, + "m": 1.0 + }, + { + "p": 0.12510553002357483, + "m": 1.0 + }, + { + "p": 0.0619782879948616, + "m": 1.0 + }, + { + "p": 0.2022150307893753, + "m": 1.0 + }, + { + "p": 0.1445886343717575, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 61, + "train_loss": 1.3400167226791382, + "val_loss": 1.0884332656860352, + "acc": 62.7, + "time": 870.2522795861587, + "param": [ + { + "p": 0.19469477236270905, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2169061154127121, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0019067878602072597, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0024693654850125313, + "m": 1.0 + }, + { + "p": 0.005959008354693651, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12129155546426773, + "m": 1.0 + }, + { + "p": 0.04833752661943436, + "m": 1.0 + }, + { + "p": 0.2355460524559021, + "m": 1.0 + }, + { + "p": 0.17288880050182343, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 62, + "train_loss": 1.659159779548645, + "val_loss": 1.068090796470642, + "acc": 63.45, + "time": 865.1434106840752, + "param": [ + { + "p": 0.2034422606229782, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.221397265791893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10627872496843338, + "m": 1.0 + }, + { + "p": 0.032486602663993835, + "m": 1.0 + }, + { + "p": 0.2532791793346405, + "m": 1.0 + }, + { + "p": 0.18311592936515808, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 63, + "train_loss": 1.230340838432312, + "val_loss": 1.0493450164794922, + "acc": 62.11, + "time": 874.5676011210307, + "param": [ + { + "p": 0.20727159082889557, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2309248298406601, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 9.961935575120151e-05, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08777245134115219, + "m": 1.0 + }, + { + "p": 0.012583325617015362, + "m": 1.0 + }, + { + "p": 0.2744481861591339, + "m": 1.0 + }, + { + "p": 0.18690000474452972, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 64, + "train_loss": 1.3821405172348022, + "val_loss": 1.1065088510513306, + "acc": 60.46, + "time": 864.2963427570648, + "param": [ + { + "p": 0.19401338696479797, + "m": 1.0 + }, + { + "p": 0.0005866170395165682, + "m": 1.0 + }, + { + "p": 0.22194865345954895, + "m": 1.0 + }, + { + "p": 0.005066420882940292, + "m": 1.0 + }, + { + "p": 0.004548632074147463, + "m": 1.0 + }, + { + "p": 0.002388706663623452, + "m": 1.0 + }, + { + "p": 0.004659967962652445, + "m": 1.0 + }, + { + "p": 0.0027240633498877287, + "m": 1.0 + }, + { + "p": 0.01225040853023529, + "m": 1.0 + }, + { + "p": 0.0857323482632637, + "m": 1.0 + }, + { + "p": 0.02774490788578987, + "m": 1.0 + }, + { + "p": 0.2551007866859436, + "m": 1.0 + }, + { + "p": 0.18323500454425812, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 65, + "train_loss": 1.3741048574447632, + "val_loss": 0.9737449288368225, + "acc": 64.04, + "time": 867.0205447510816, + "param": [ + { + "p": 0.1717018187046051, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19941624999046326, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010667698457837105, + "m": 1.0 + }, + { + "p": 0.006465213373303413, + "m": 1.0 + }, + { + "p": 0.026168327778577805, + "m": 1.0 + }, + { + "p": 0.016809800639748573, + "m": 1.0 + }, + { + "p": 0.028874890878796577, + "m": 1.0 + }, + { + "p": 0.08022236078977585, + "m": 1.0 + }, + { + "p": 0.0603039376437664, + "m": 1.0 + }, + { + "p": 0.23020406067371368, + "m": 1.0 + }, + { + "p": 0.1691656857728958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 66, + "train_loss": 1.6559127569198608, + "val_loss": 1.0946707725524902, + "acc": 63.51, + "time": 866.3700801311061, + "param": [ + { + "p": 0.16443420946598053, + "m": 1.0 + }, + { + "p": 0.0003007196355611086, + "m": 1.0 + }, + { + "p": 0.19013702869415283, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012867961078882217, + "m": 1.0 + }, + { + "p": 0.008576116524636745, + "m": 1.0 + }, + { + "p": 0.0374271385371685, + "m": 1.0 + }, + { + "p": 0.013823235407471657, + "m": 1.0 + }, + { + "p": 0.02677852101624012, + "m": 1.0 + }, + { + "p": 0.07090731710195541, + "m": 1.0 + }, + { + "p": 0.07055173069238663, + "m": 1.0 + }, + { + "p": 0.23257949948310852, + "m": 1.0 + }, + { + "p": 0.17161649465560913, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 67, + "train_loss": 1.4356013536453247, + "val_loss": 0.936752200126648, + "acc": 64.37, + "time": 867.1795415328816, + "param": [ + { + "p": 0.17250174283981323, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19069063663482666, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014955457299947739, + "m": 1.0 + }, + { + "p": 0.004322273191064596, + "m": 1.0 + }, + { + "p": 0.03329635038971901, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014159408397972584, + "m": 1.0 + }, + { + "p": 0.06467846035957336, + "m": 1.0 + }, + { + "p": 0.07436464726924896, + "m": 1.0 + }, + { + "p": 0.2499041110277176, + "m": 1.0 + }, + { + "p": 0.1811269074678421, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 68, + "train_loss": 1.5401204824447632, + "val_loss": 0.8828398585319519, + "acc": 64.68, + "time": 873.4330629277974, + "param": [ + { + "p": 0.18458043038845062, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20581573247909546, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0045866952277719975, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012058814987540245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05489982292056084, + "m": 1.0 + }, + { + "p": 0.05723007023334503, + "m": 1.0 + }, + { + "p": 0.28181612491607666, + "m": 1.0 + }, + { + "p": 0.19901227951049805, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 69, + "train_loss": 1.3355884552001953, + "val_loss": 1.0170576572418213, + "acc": 63.65, + "time": 860.6703034411184, + "param": [ + { + "p": 0.18981222808361053, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21762506663799286, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04142508655786514, + "m": 1.0 + }, + { + "p": 0.02342253364622593, + "m": 1.0 + }, + { + "p": 0.31203755736351013, + "m": 1.0 + }, + { + "p": 0.21567754447460175, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 70, + "train_loss": 1.4999549388885498, + "val_loss": 1.1061511039733887, + "acc": 63.84, + "time": 863.8671526452526, + "param": [ + { + "p": 0.19279982149600983, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.22674138844013214, + "m": 1.0 + }, + { + "p": 0.00014169471978675574, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.040192265063524246, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.32757213711738586, + "m": 1.0 + }, + { + "p": 0.2125527262687683, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 71, + "train_loss": 1.490057349205017, + "val_loss": 0.9587950706481934, + "acc": 65.58, + "time": 860.432871083729, + "param": [ + { + "p": 0.19838759303092957, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2229732871055603, + "m": 1.0 + }, + { + "p": 0.0006181637290865183, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00022821447055321187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05006857216358185, + "m": 1.0 + }, + { + "p": 0.0005311698187142611, + "m": 1.0 + }, + { + "p": 0.33087241649627686, + "m": 1.0 + }, + { + "p": 0.19632059335708618, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 72, + "train_loss": 1.3725446462631226, + "val_loss": 0.9824862480163574, + "acc": 65.32, + "time": 871.2756123119034, + "param": [ + { + "p": 0.17065592110157013, + "m": 1.0 + }, + { + "p": 0.00803148653358221, + "m": 1.0 + }, + { + "p": 0.18729278445243835, + "m": 1.0 + }, + { + "p": 0.012450809590518475, + "m": 1.0 + }, + { + "p": 0.021136146038770676, + "m": 1.0 + }, + { + "p": 0.020455358549952507, + "m": 1.0 + }, + { + "p": 0.025843041017651558, + "m": 1.0 + }, + { + "p": 0.018827125430107117, + "m": 1.0 + }, + { + "p": 0.009797242470085621, + "m": 1.0 + }, + { + "p": 0.06721794605255127, + "m": 1.0 + }, + { + "p": 0.015777628868818283, + "m": 1.0 + }, + { + "p": 0.2650146484375, + "m": 1.0 + }, + { + "p": 0.16157470643520355, + "m": 1.0 + }, + { + "p": 0.015925144776701927, + "m": 1.0 + } + ] + }, + { + "epoch": 73, + "train_loss": 1.582401990890503, + "val_loss": 1.0290974378585815, + "acc": 64.98, + "time": 865.0983176450245, + "param": [ + { + "p": 0.14758428931236267, + "m": 1.0 + }, + { + "p": 0.005455243866890669, + "m": 1.0 + }, + { + "p": 0.1636289656162262, + "m": 1.0 + }, + { + "p": 0.02018599957227707, + "m": 1.0 + }, + { + "p": 0.03467093035578728, + "m": 1.0 + }, + { + "p": 0.03882328048348427, + "m": 1.0 + }, + { + "p": 0.0491548553109169, + "m": 1.0 + }, + { + "p": 0.024636689573526382, + "m": 1.0 + }, + { + "p": 0.02658080868422985, + "m": 1.0 + }, + { + "p": 0.08513163030147552, + "m": 1.0 + }, + { + "p": 0.027616174891591072, + "m": 1.0 + }, + { + "p": 0.21373794972896576, + "m": 1.0 + }, + { + "p": 0.14490054547786713, + "m": 1.0 + }, + { + "p": 0.01789255440235138, + "m": 1.0 + } + ] + }, + { + "epoch": 74, + "train_loss": 1.5638079643249512, + "val_loss": 1.0344706773757935, + "acc": 65.46, + "time": 869.0860794582404, + "param": [ + { + "p": 0.1588478833436966, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1658688485622406, + "m": 1.0 + }, + { + "p": 0.012813524343073368, + "m": 1.0 + }, + { + "p": 0.0197458378970623, + "m": 1.0 + }, + { + "p": 0.04184730350971222, + "m": 1.0 + }, + { + "p": 0.05969364941120148, + "m": 1.0 + }, + { + "p": 0.01607375219464302, + "m": 1.0 + }, + { + "p": 0.03567320108413696, + "m": 1.0 + }, + { + "p": 0.0981622263789177, + "m": 1.0 + }, + { + "p": 0.028092533349990845, + "m": 1.0 + }, + { + "p": 0.21147601306438446, + "m": 1.0 + }, + { + "p": 0.1499488651752472, + "m": 1.0 + }, + { + "p": 0.0017563357250764966, + "m": 1.0 + } + ] + }, + { + "epoch": 75, + "train_loss": 1.513226866722107, + "val_loss": 1.0832706689834595, + "acc": 64.66, + "time": 860.298146895133, + "param": [ + { + "p": 0.1703064888715744, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1707916259765625, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012794394977390766, + "m": 1.0 + }, + { + "p": 0.03379084914922714, + "m": 1.0 + }, + { + "p": 0.06927549839019775, + "m": 1.0 + }, + { + "p": 0.019600078463554382, + "m": 1.0 + }, + { + "p": 0.03768764063715935, + "m": 1.0 + }, + { + "p": 0.10083615034818649, + "m": 1.0 + }, + { + "p": 0.027124980464577675, + "m": 1.0 + }, + { + "p": 0.20910881459712982, + "m": 1.0 + }, + { + "p": 0.14868350327014923, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 76, + "train_loss": 1.3429205417633057, + "val_loss": 1.1673412322998047, + "acc": 65.18, + "time": 871.9985076752491, + "param": [ + { + "p": 0.18703170120716095, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18684601783752441, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.016003496944904327, + "m": 1.0 + }, + { + "p": 0.08044830709695816, + "m": 1.0 + }, + { + "p": 0.01073946338146925, + "m": 1.0 + }, + { + "p": 0.02780100144445896, + "m": 1.0 + }, + { + "p": 0.0981052964925766, + "m": 1.0 + }, + { + "p": 0.017766987904906273, + "m": 1.0 + }, + { + "p": 0.22592437267303467, + "m": 1.0 + }, + { + "p": 0.14933328330516815, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 77, + "train_loss": 1.2553446292877197, + "val_loss": 1.0322614908218384, + "acc": 65.3, + "time": 861.4781959550455, + "param": [ + { + "p": 0.21639765799045563, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2062053382396698, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07169443368911743, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08291319012641907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2630198895931244, + "m": 1.0 + }, + { + "p": 0.15976949036121368, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 78, + "train_loss": 1.1991685628890991, + "val_loss": 1.090267300605774, + "acc": 64.07, + "time": 865.7969959592447, + "param": [ + { + "p": 0.23226159811019897, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21610529720783234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.06388910859823227, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0610012523829937, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.274117648601532, + "m": 1.0 + }, + { + "p": 0.15262511372566223, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 79, + "train_loss": 1.182588815689087, + "val_loss": 0.9442236423492432, + "acc": 65.34, + "time": 860.9198887250386, + "param": [ + { + "p": 0.23594097793102264, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2317965179681778, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05484415218234062, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.038238175213336945, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.29960280656814575, + "m": 1.0 + }, + { + "p": 0.13957740366458893, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 80, + "train_loss": 1.505188226699829, + "val_loss": 0.9838122725486755, + "acc": 64.89, + "time": 867.0269540473819, + "param": [ + { + "p": 0.24181285500526428, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24766434729099274, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03480003401637077, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.025246338918805122, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.3219038248062134, + "m": 1.0 + }, + { + "p": 0.12857261300086975, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 81, + "train_loss": 1.4870179891586304, + "val_loss": 0.9353084564208984, + "acc": 64.62, + "time": 869.5033731060103, + "param": [ + { + "p": 0.25100216269493103, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.24416624009609222, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03446822613477707, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.024010101333260536, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.32959455251693726, + "m": 1.0 + }, + { + "p": 0.11675865948200226, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 82, + "train_loss": 1.0892269611358643, + "val_loss": 1.0272754430770874, + "acc": 64.99, + "time": 863.3573707798496, + "param": [ + { + "p": 0.2517628073692322, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2378716617822647, + "m": 1.0 + }, + { + "p": 0.0038672215305268764, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0037539019249379635, + "m": 1.0 + }, + { + "p": 0.03590770810842514, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0002652925904840231, + "m": 1.0 + }, + { + "p": 0.030581535771489143, + "m": 1.0 + }, + { + "p": 0.005105288233608007, + "m": 1.0 + }, + { + "p": 0.31639403104782104, + "m": 1.0 + }, + { + "p": 0.11449051648378372, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 83, + "train_loss": 1.5418554544448853, + "val_loss": 0.9408272504806519, + "acc": 66.54, + "time": 868.2202618573792, + "param": [ + { + "p": 0.242714062333107, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2320827692747116, + "m": 1.0 + }, + { + "p": 0.004223018418997526, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01941417157649994, + "m": 1.0 + }, + { + "p": 0.04199046641588211, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0042542400769889355, + "m": 1.0 + }, + { + "p": 0.03258362412452698, + "m": 1.0 + }, + { + "p": 0.017730316147208214, + "m": 1.0 + }, + { + "p": 0.2859092354774475, + "m": 1.0 + }, + { + "p": 0.11909806728363037, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 84, + "train_loss": 1.262550950050354, + "val_loss": 1.049310564994812, + "acc": 66.28, + "time": 870.4069825429469, + "param": [ + { + "p": 0.2196105420589447, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20014378428459167, + "m": 1.0 + }, + { + "p": 0.006661097984761, + "m": 1.0 + }, + { + "p": 0.007763324771076441, + "m": 1.0 + }, + { + "p": 0.04610113799571991, + "m": 1.0 + }, + { + "p": 0.04292923957109451, + "m": 1.0 + }, + { + "p": 0.0165079515427351, + "m": 1.0 + }, + { + "p": 0.014427104964852333, + "m": 1.0 + }, + { + "p": 0.051097311079502106, + "m": 1.0 + }, + { + "p": 0.03194548562169075, + "m": 1.0 + }, + { + "p": 0.23609773814678192, + "m": 1.0 + }, + { + "p": 0.11798892170190811, + "m": 1.0 + }, + { + "p": 0.008726275525987148, + "m": 1.0 + } + ] + }, + { + "epoch": 85, + "train_loss": 1.3459014892578125, + "val_loss": 0.9633904099464417, + "acc": 66.72, + "time": 864.7601391468197, + "param": [ + { + "p": 0.18316802382469177, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15715807676315308, + "m": 1.0 + }, + { + "p": 0.012151645496487617, + "m": 1.0 + }, + { + "p": 0.017093347385525703, + "m": 1.0 + }, + { + "p": 0.06480452418327332, + "m": 1.0 + }, + { + "p": 0.046413302421569824, + "m": 1.0 + }, + { + "p": 0.04043499007821083, + "m": 1.0 + }, + { + "p": 0.037614721804857254, + "m": 1.0 + }, + { + "p": 0.08013959974050522, + "m": 1.0 + }, + { + "p": 0.05983651801943779, + "m": 1.0 + }, + { + "p": 0.17229898273944855, + "m": 1.0 + }, + { + "p": 0.11293647438287735, + "m": 1.0 + }, + { + "p": 0.0159496758133173, + "m": 1.0 + } + ] + }, + { + "epoch": 86, + "train_loss": 1.447090983390808, + "val_loss": 1.0074212551116943, + "acc": 65.97, + "time": 860.5581663711928, + "param": [ + { + "p": 0.16249097883701324, + "m": 1.0 + }, + { + "p": 0.0014507718151435256, + "m": 1.0 + }, + { + "p": 0.13555796444416046, + "m": 1.0 + }, + { + "p": 0.023337939754128456, + "m": 1.0 + }, + { + "p": 0.01887275092303753, + "m": 1.0 + }, + { + "p": 0.06798479706048965, + "m": 1.0 + }, + { + "p": 0.05873822048306465, + "m": 1.0 + }, + { + "p": 0.04584157094359398, + "m": 1.0 + }, + { + "p": 0.05516693368554115, + "m": 1.0 + }, + { + "p": 0.09140761196613312, + "m": 1.0 + }, + { + "p": 0.07093159109354019, + "m": 1.0 + }, + { + "p": 0.1366528421640396, + "m": 1.0 + }, + { + "p": 0.11542165279388428, + "m": 1.0 + }, + { + "p": 0.01614445634186268, + "m": 1.0 + } + ] + }, + { + "epoch": 87, + "train_loss": 1.2995836734771729, + "val_loss": 0.9922545552253723, + "acc": 65.81, + "time": 868.1503461273387, + "param": [ + { + "p": 0.13812263309955597, + "m": 1.0 + }, + { + "p": 0.0017796627944335341, + "m": 1.0 + }, + { + "p": 0.1253489851951599, + "m": 1.0 + }, + { + "p": 0.03256787359714508, + "m": 1.0 + }, + { + "p": 0.010311457328498363, + "m": 1.0 + }, + { + "p": 0.07337258011102676, + "m": 1.0 + }, + { + "p": 0.07618886977434158, + "m": 1.0 + }, + { + "p": 0.05094311758875847, + "m": 1.0 + }, + { + "p": 0.08177724480628967, + "m": 1.0 + }, + { + "p": 0.09361216425895691, + "m": 1.0 + }, + { + "p": 0.07777222245931625, + "m": 1.0 + }, + { + "p": 0.10823999345302582, + "m": 1.0 + }, + { + "p": 0.11651682108640671, + "m": 1.0 + }, + { + "p": 0.013446341268718243, + "m": 1.0 + } + ] + }, + { + "epoch": 88, + "train_loss": 1.3299895524978638, + "val_loss": 0.9986292719841003, + "acc": 66.6, + "time": 763.5796426278539, + "param": [ + { + "p": 0.12584583461284637, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11581896245479584, + "m": 1.0 + }, + { + "p": 0.031079215928912163, + "m": 1.0 + }, + { + "p": 0.014383393339812756, + "m": 1.0 + }, + { + "p": 0.0727984607219696, + "m": 1.0 + }, + { + "p": 0.07975530624389648, + "m": 1.0 + }, + { + "p": 0.05054052919149399, + "m": 1.0 + }, + { + "p": 0.10004796087741852, + "m": 1.0 + }, + { + "p": 0.09967689961194992, + "m": 1.0 + }, + { + "p": 0.08311214298009872, + "m": 1.0 + }, + { + "p": 0.09978336095809937, + "m": 1.0 + }, + { + "p": 0.11570047587156296, + "m": 1.0 + }, + { + "p": 0.011457494460046291, + "m": 1.0 + } + ] + }, + { + "epoch": 89, + "train_loss": 1.4311879873275757, + "val_loss": 0.9131618142127991, + "acc": 66.92, + "time": 586.2413498298265, + "param": [ + { + "p": 0.12831458449363708, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10037525743246078, + "m": 1.0 + }, + { + "p": 0.019765136763453484, + "m": 1.0 + }, + { + "p": 0.018968185409903526, + "m": 1.0 + }, + { + "p": 0.05706994980573654, + "m": 1.0 + }, + { + "p": 0.08286693692207336, + "m": 1.0 + }, + { + "p": 0.055177513509988785, + "m": 1.0 + }, + { + "p": 0.10879649221897125, + "m": 1.0 + }, + { + "p": 0.11221479624509811, + "m": 1.0 + }, + { + "p": 0.08451582491397858, + "m": 1.0 + }, + { + "p": 0.09564240276813507, + "m": 1.0 + }, + { + "p": 0.13038553297519684, + "m": 1.0 + }, + { + "p": 0.005907436832785606, + "m": 1.0 + } + ] + }, + { + "epoch": 90, + "train_loss": 1.5991058349609375, + "val_loss": 0.8351836204528809, + "acc": 68.48, + "time": 870.3018922540359, + "param": [ + { + "p": 0.12381399422883987, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08908501267433167, + "m": 1.0 + }, + { + "p": 0.01980835571885109, + "m": 1.0 + }, + { + "p": 0.024818753823637962, + "m": 1.0 + }, + { + "p": 0.049833014607429504, + "m": 1.0 + }, + { + "p": 0.09440087527036667, + "m": 1.0 + }, + { + "p": 0.05456237122416496, + "m": 1.0 + }, + { + "p": 0.11313941329717636, + "m": 1.0 + }, + { + "p": 0.11750957369804382, + "m": 1.0 + }, + { + "p": 0.08700724691152573, + "m": 1.0 + }, + { + "p": 0.08864671736955643, + "m": 1.0 + }, + { + "p": 0.1324533224105835, + "m": 1.0 + }, + { + "p": 0.004921333864331245, + "m": 1.0 + } + ] + }, + { + "epoch": 91, + "train_loss": 1.4216978549957275, + "val_loss": 0.9989660382270813, + "acc": 67.8, + "time": 866.256747815758, + "param": [ + { + "p": 0.13527747988700867, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08770325779914856, + "m": 1.0 + }, + { + "p": 0.009866773150861263, + "m": 1.0 + }, + { + "p": 0.029387392103672028, + "m": 1.0 + }, + { + "p": 0.039368465542793274, + "m": 1.0 + }, + { + "p": 0.09405358135700226, + "m": 1.0 + }, + { + "p": 0.05378977954387665, + "m": 1.0 + }, + { + "p": 0.11453036963939667, + "m": 1.0 + }, + { + "p": 0.11861122399568558, + "m": 1.0 + }, + { + "p": 0.0837787389755249, + "m": 1.0 + }, + { + "p": 0.09154439717531204, + "m": 1.0 + }, + { + "p": 0.14208848774433136, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 92, + "train_loss": 1.3386117219924927, + "val_loss": 0.9706956148147583, + "acc": 67.87, + "time": 861.6061291662045, + "param": [ + { + "p": 0.15096120536327362, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08686129003763199, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.01955956406891346, + "m": 1.0 + }, + { + "p": 0.021100379526615143, + "m": 1.0 + }, + { + "p": 0.08368151634931564, + "m": 1.0 + }, + { + "p": 0.04448637738823891, + "m": 1.0 + }, + { + "p": 0.12527650594711304, + "m": 1.0 + }, + { + "p": 0.12463726848363876, + "m": 1.0 + }, + { + "p": 0.07913894951343536, + "m": 1.0 + }, + { + "p": 0.09966836869716644, + "m": 1.0 + }, + { + "p": 0.16462858021259308, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 93, + "train_loss": 1.2649292945861816, + "val_loss": 0.8945807814598083, + "acc": 66.88, + "time": 870.8127186088823, + "param": [ + { + "p": 0.1660204380750656, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09351041167974472, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020432285964488983, + "m": 1.0 + }, + { + "p": 0.07592250406742096, + "m": 1.0 + }, + { + "p": 0.029147591441869736, + "m": 1.0 + }, + { + "p": 0.12207038700580597, + "m": 1.0 + }, + { + "p": 0.13362690806388855, + "m": 1.0 + }, + { + "p": 0.06869049370288849, + "m": 1.0 + }, + { + "p": 0.1109604686498642, + "m": 1.0 + }, + { + "p": 0.1796184629201889, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 94, + "train_loss": 1.2730305194854736, + "val_loss": 0.8724365234375, + "acc": 67.04, + "time": 865.10351989232, + "param": [ + { + "p": 0.18164893984794617, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10771793127059937, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011493517085909843, + "m": 1.0 + }, + { + "p": 0.07107444852590561, + "m": 1.0 + }, + { + "p": 0.013905130326747894, + "m": 1.0 + }, + { + "p": 0.12198144197463989, + "m": 1.0 + }, + { + "p": 0.1476670354604721, + "m": 1.0 + }, + { + "p": 0.06196362152695656, + "m": 1.0 + }, + { + "p": 0.10703819990158081, + "m": 1.0 + }, + { + "p": 0.17550969123840332, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 95, + "train_loss": 1.328537106513977, + "val_loss": 0.9631615281105042, + "acc": 68.22, + "time": 869.4081504102796, + "param": [ + { + "p": 0.18975774943828583, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11874014884233475, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.07985062152147293, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11653760820627213, + "m": 1.0 + }, + { + "p": 0.16046106815338135, + "m": 1.0 + }, + { + "p": 0.05859951674938202, + "m": 1.0 + }, + { + "p": 0.10782601684331894, + "m": 1.0 + }, + { + "p": 0.16822727024555206, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 96, + "train_loss": 1.4758962392807007, + "val_loss": 0.9892081618309021, + "acc": 66.88, + "time": 866.499831310939, + "param": [ + { + "p": 0.1891505867242813, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11585337668657303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08588459342718124, + "m": 1.0 + }, + { + "p": 0.000637815217487514, + "m": 1.0 + }, + { + "p": 0.11070472002029419, + "m": 1.0 + }, + { + "p": 0.1668374091386795, + "m": 1.0 + }, + { + "p": 0.06214750558137894, + "m": 1.0 + }, + { + "p": 0.10311101377010345, + "m": 1.0 + }, + { + "p": 0.16567286849021912, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 97, + "train_loss": 1.3843857049942017, + "val_loss": 0.8642074465751648, + "acc": 68.33, + "time": 862.0200300742872, + "param": [ + { + "p": 0.18812425434589386, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11351310461759567, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09062664210796356, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10133881866931915, + "m": 1.0 + }, + { + "p": 0.17521782219409943, + "m": 1.0 + }, + { + "p": 0.05521423742175102, + "m": 1.0 + }, + { + "p": 0.09577271342277527, + "m": 1.0 + }, + { + "p": 0.18019236624240875, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 98, + "train_loss": 1.3026912212371826, + "val_loss": 0.8170697689056396, + "acc": 69.05, + "time": 862.253057806287, + "param": [ + { + "p": 0.1766958087682724, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11678203195333481, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09171238541603088, + "m": 1.0 + }, + { + "p": 5.215410055825487e-05, + "m": 1.0 + }, + { + "p": 0.10109353065490723, + "m": 1.0 + }, + { + "p": 0.18059106171131134, + "m": 1.0 + }, + { + "p": 0.05098596215248108, + "m": 1.0 + }, + { + "p": 0.08825605362653732, + "m": 1.0 + }, + { + "p": 0.19383099675178528, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 99, + "train_loss": 1.1203168630599976, + "val_loss": 0.9389724731445312, + "acc": 67.74, + "time": 864.4748745900579, + "param": [ + { + "p": 0.15450628101825714, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.13038219511508942, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0013154721818864346, + "m": 1.0 + }, + { + "p": 0.08654117584228516, + "m": 1.0 + }, + { + "p": 0.008045656606554985, + "m": 1.0 + }, + { + "p": 0.10006087273359299, + "m": 1.0 + }, + { + "p": 0.17645254731178284, + "m": 1.0 + }, + { + "p": 0.05130445212125778, + "m": 1.0 + }, + { + "p": 0.09326726198196411, + "m": 1.0 + }, + { + "p": 0.19461122155189514, + "m": 1.0 + }, + { + "p": 0.003512925934046507, + "m": 1.0 + } + ] + }, + { + "epoch": 100, + "train_loss": 1.2631618976593018, + "val_loss": 0.9103829860687256, + "acc": 67.77, + "time": 870.4016204080544, + "param": [ + { + "p": 0.1359836608171463, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14357413351535797, + "m": 1.0 + }, + { + "p": 0.002544965362176299, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.010339616797864437, + "m": 1.0 + }, + { + "p": 0.09370318800210953, + "m": 1.0 + }, + { + "p": 0.013161488808691502, + "m": 1.0 + }, + { + "p": 0.0985148474574089, + "m": 1.0 + }, + { + "p": 0.16280977427959442, + "m": 1.0 + }, + { + "p": 0.05454280227422714, + "m": 1.0 + }, + { + "p": 0.09462229907512665, + "m": 1.0 + }, + { + "p": 0.19020327925682068, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 101, + "train_loss": 1.3151038885116577, + "val_loss": 0.8604264259338379, + "acc": 68.85, + "time": 867.0981622301042, + "param": [ + { + "p": 0.1327376663684845, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1625259816646576, + "m": 1.0 + }, + { + "p": 0.015329419635236263, + "m": 1.0 + }, + { + "p": 0.00034473330015316606, + "m": 1.0 + }, + { + "p": 0.013719318434596062, + "m": 1.0 + }, + { + "p": 0.09583641588687897, + "m": 1.0 + }, + { + "p": 0.011401645839214325, + "m": 1.0 + }, + { + "p": 0.09253785759210587, + "m": 1.0 + }, + { + "p": 0.1501200646162033, + "m": 1.0 + }, + { + "p": 0.04885056987404823, + "m": 1.0 + }, + { + "p": 0.0968409925699234, + "m": 1.0 + }, + { + "p": 0.17975535988807678, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 102, + "train_loss": 1.225138783454895, + "val_loss": 0.8948853611946106, + "acc": 69.02, + "time": 866.3039297899231, + "param": [ + { + "p": 0.13336943089962006, + "m": 1.0 + }, + { + "p": 0.006252710707485676, + "m": 1.0 + }, + { + "p": 0.16069532930850983, + "m": 1.0 + }, + { + "p": 0.03966648131608963, + "m": 1.0 + }, + { + "p": 0.008888671174645424, + "m": 1.0 + }, + { + "p": 0.02506629005074501, + "m": 1.0 + }, + { + "p": 0.08985815197229385, + "m": 1.0 + }, + { + "p": 0.03001999668776989, + "m": 1.0 + }, + { + "p": 0.0803464949131012, + "m": 1.0 + }, + { + "p": 0.12981024384498596, + "m": 1.0 + }, + { + "p": 0.05037808045744896, + "m": 1.0 + }, + { + "p": 0.0973585769534111, + "m": 1.0 + }, + { + "p": 0.14790856838226318, + "m": 1.0 + }, + { + "p": 0.00038095927448011935, + "m": 1.0 + } + ] + }, + { + "epoch": 103, + "train_loss": 1.2029240131378174, + "val_loss": 0.8557199835777283, + "acc": 68.48, + "time": 867.4188053482212, + "param": [ + { + "p": 0.14684776961803436, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17978239059448242, + "m": 1.0 + }, + { + "p": 0.04356177896261215, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02310524322092533, + "m": 1.0 + }, + { + "p": 0.08692113310098648, + "m": 1.0 + }, + { + "p": 0.03301705792546272, + "m": 1.0 + }, + { + "p": 0.07162017375230789, + "m": 1.0 + }, + { + "p": 0.132179394364357, + "m": 1.0 + }, + { + "p": 0.046423789113759995, + "m": 1.0 + }, + { + "p": 0.09951279312372208, + "m": 1.0 + }, + { + "p": 0.1370285451412201, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 104, + "train_loss": 1.20745849609375, + "val_loss": 0.8540182709693909, + "acc": 68.75, + "time": 869.5883648609743, + "param": [ + { + "p": 0.14680126309394836, + "m": 1.0 + }, + { + "p": 0.0012298879446461797, + "m": 1.0 + }, + { + "p": 0.16708393394947052, + "m": 1.0 + }, + { + "p": 0.035179413855075836, + "m": 1.0 + }, + { + "p": 0.0053775617852807045, + "m": 1.0 + }, + { + "p": 0.021875720471143723, + "m": 1.0 + }, + { + "p": 0.07365849614143372, + "m": 1.0 + }, + { + "p": 0.052555907517671585, + "m": 1.0 + }, + { + "p": 0.07804982364177704, + "m": 1.0 + }, + { + "p": 0.13351501524448395, + "m": 1.0 + }, + { + "p": 0.0630517303943634, + "m": 1.0 + }, + { + "p": 0.10318431258201599, + "m": 1.0 + }, + { + "p": 0.11843694001436234, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 105, + "train_loss": 1.3766082525253296, + "val_loss": 0.9842192530632019, + "acc": 68.85, + "time": 867.6846125377342, + "param": [ + { + "p": 0.18350334465503693, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17035959661006927, + "m": 1.0 + }, + { + "p": 0.0007245723973028362, + "m": 1.0 + }, + { + "p": 0.0021038951817899942, + "m": 1.0 + }, + { + "p": 0.017601484432816505, + "m": 1.0 + }, + { + "p": 0.07203373312950134, + "m": 1.0 + }, + { + "p": 0.052693452686071396, + "m": 1.0 + }, + { + "p": 0.07934395223855972, + "m": 1.0 + }, + { + "p": 0.14452509582042694, + "m": 1.0 + }, + { + "p": 0.06450959295034409, + "m": 1.0 + }, + { + "p": 0.10488937795162201, + "m": 1.0 + }, + { + "p": 0.10771188884973526, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 106, + "train_loss": 1.3440600633621216, + "val_loss": 0.9566119313240051, + "acc": 68.53, + "time": 865.9365013171919, + "param": [ + { + "p": 0.21370023488998413, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17489510774612427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002275655511766672, + "m": 1.0 + }, + { + "p": 0.060079656541347504, + "m": 1.0 + }, + { + "p": 0.052598726004362106, + "m": 1.0 + }, + { + "p": 0.07485039532184601, + "m": 1.0 + }, + { + "p": 0.14809569716453552, + "m": 1.0 + }, + { + "p": 0.07090464979410172, + "m": 1.0 + }, + { + "p": 0.0996350646018982, + "m": 1.0 + }, + { + "p": 0.10296482592821121, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 107, + "train_loss": 1.069703459739685, + "val_loss": 0.9096989035606384, + "acc": 68.51, + "time": 872.5690432372503, + "param": [ + { + "p": 0.23073042929172516, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18170811235904694, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05701359733939171, + "m": 1.0 + }, + { + "p": 0.043609168380498886, + "m": 1.0 + }, + { + "p": 0.05751284584403038, + "m": 1.0 + }, + { + "p": 0.15307770669460297, + "m": 1.0 + }, + { + "p": 0.07591366767883301, + "m": 1.0 + }, + { + "p": 0.10179601609706879, + "m": 1.0 + }, + { + "p": 0.09863845258951187, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 108, + "train_loss": 1.5501633882522583, + "val_loss": 1.0193517208099365, + "acc": 68.68, + "time": 865.1905154180713, + "param": [ + { + "p": 0.24409659206867218, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.19082501530647278, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0003920763556379825, + "m": 1.0 + }, + { + "p": 0.044850368052721024, + "m": 1.0 + }, + { + "p": 0.03474380820989609, + "m": 1.0 + }, + { + "p": 0.04141313582658768, + "m": 1.0 + }, + { + "p": 0.1588679552078247, + "m": 1.0 + }, + { + "p": 0.08029921352863312, + "m": 1.0 + }, + { + "p": 0.10995794832706451, + "m": 1.0 + }, + { + "p": 0.09455390274524689, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 109, + "train_loss": 1.47575044631958, + "val_loss": 0.7971273064613342, + "acc": 68.27, + "time": 868.1903977459297, + "param": [ + { + "p": 0.25356024503707886, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21240155398845673, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.036143891513347626, + "m": 1.0 + }, + { + "p": 0.022277669981122017, + "m": 1.0 + }, + { + "p": 0.02523477002978325, + "m": 1.0 + }, + { + "p": 0.1699099838733673, + "m": 1.0 + }, + { + "p": 0.06653326004743576, + "m": 1.0 + }, + { + "p": 0.12297695875167847, + "m": 1.0 + }, + { + "p": 0.09096169471740723, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 110, + "train_loss": 1.3674168586730957, + "val_loss": 0.9650494456291199, + "acc": 69.3, + "time": 866.5391663927585, + "param": [ + { + "p": 0.2703547775745392, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23093155026435852, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03592066839337349, + "m": 1.0 + }, + { + "p": 0.0069928886368870735, + "m": 1.0 + }, + { + "p": 0.017853207886219025, + "m": 1.0 + }, + { + "p": 0.1775684356689453, + "m": 1.0 + }, + { + "p": 0.05365344136953354, + "m": 1.0 + }, + { + "p": 0.12246645987033844, + "m": 1.0 + }, + { + "p": 0.08425852656364441, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 111, + "train_loss": 1.1131982803344727, + "val_loss": 1.000747799873352, + "acc": 68.67, + "time": 863.3314207610674, + "param": [ + { + "p": 0.2960185706615448, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2449623942375183, + "m": 1.0 + }, + { + "p": 0.00019785012409556657, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.020871102809906006, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.18594686686992645, + "m": 1.0 + }, + { + "p": 0.042321737855672836, + "m": 1.0 + }, + { + "p": 0.12715022265911102, + "m": 1.0 + }, + { + "p": 0.08253129571676254, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 112, + "train_loss": 1.1786636114120483, + "val_loss": 0.7927302122116089, + "acc": 67.66, + "time": 863.5362192168832, + "param": [ + { + "p": 0.32088708877563477, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2599084973335266, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0003489356313366443, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1954929083585739, + "m": 1.0 + }, + { + "p": 0.0332571379840374, + "m": 1.0 + }, + { + "p": 0.11442717909812927, + "m": 1.0 + }, + { + "p": 0.07567813247442245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 113, + "train_loss": 1.2351305484771729, + "val_loss": 0.884564995765686, + "acc": 68.78, + "time": 860.8280072426423, + "param": [ + { + "p": 0.3133090138435364, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.25309619307518005, + "m": 1.0 + }, + { + "p": 0.0005197129212319851, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003396108979359269, + "m": 1.0 + }, + { + "p": 0.013023805804550648, + "m": 1.0 + }, + { + "p": 0.0033397709485143423, + "m": 1.0 + }, + { + "p": 0.20358696579933167, + "m": 1.0 + }, + { + "p": 0.029561394825577736, + "m": 1.0 + }, + { + "p": 0.11364435404539108, + "m": 1.0 + }, + { + "p": 0.06652267277240753, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 114, + "train_loss": 1.394782543182373, + "val_loss": 0.8057646751403809, + "acc": 68.45, + "time": 861.2779097752646, + "param": [ + { + "p": 0.3083515763282776, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.23997502028942108, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014847842045128345, + "m": 1.0 + }, + { + "p": 0.004629644099622965, + "m": 1.0 + }, + { + "p": 0.2069355845451355, + "m": 1.0 + }, + { + "p": 0.03573261946439743, + "m": 1.0 + }, + { + "p": 0.12387354671955109, + "m": 1.0 + }, + { + "p": 0.06565411388874054, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 115, + "train_loss": 1.3722634315490723, + "val_loss": 0.8068589568138123, + "acc": 69.14, + "time": 865.7990569481626, + "param": [ + { + "p": 0.30896276235580444, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2217976301908493, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003677831031382084, + "m": 1.0 + }, + { + "p": 0.0003668730496428907, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012653960846364498, + "m": 1.0 + }, + { + "p": 0.0004024157242383808, + "m": 1.0 + }, + { + "p": 0.20730461180210114, + "m": 1.0 + }, + { + "p": 0.03861474618315697, + "m": 1.0 + }, + { + "p": 0.14398837089538574, + "m": 1.0 + }, + { + "p": 0.06223071739077568, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 116, + "train_loss": 1.0859973430633545, + "val_loss": 0.8377267718315125, + "acc": 67.91, + "time": 865.9926824192517, + "param": [ + { + "p": 0.3117375075817108, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21019092202186584, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.009243791922926903, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0006473149987868965, + "m": 1.0 + }, + { + "p": 0.20861569046974182, + "m": 1.0 + }, + { + "p": 0.040361709892749786, + "m": 1.0 + }, + { + "p": 0.1521509438753128, + "m": 1.0 + }, + { + "p": 0.06705208867788315, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 117, + "train_loss": 1.4508084058761597, + "val_loss": 0.8948606252670288, + "acc": 69.5, + "time": 860.3612012788653, + "param": [ + { + "p": 0.31705763936042786, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.20334811508655548, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.011466063559055328, + "m": 1.0 + }, + { + "p": 0.003145964117720723, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00042768471757881343, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.2145218849182129, + "m": 1.0 + }, + { + "p": 0.03823425993323326, + "m": 1.0 + }, + { + "p": 0.15128357708454132, + "m": 1.0 + }, + { + "p": 0.060514822602272034, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 118, + "train_loss": 1.4662368297576904, + "val_loss": 0.8609030246734619, + "acc": 68.39, + "time": 867.214162401855, + "param": [ + { + "p": 0.32617679238319397, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1887679547071457, + "m": 1.0 + }, + { + "p": 0.001604960416443646, + "m": 1.0 + }, + { + "p": 0.025400390848517418, + "m": 1.0 + }, + { + "p": 0.004592268727719784, + "m": 1.0 + }, + { + "p": 0.0008268622332252562, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0016743047162890434, + "m": 1.0 + }, + { + "p": 0.2238120138645172, + "m": 1.0 + }, + { + "p": 0.029756831005215645, + "m": 1.0 + }, + { + "p": 0.13551637530326843, + "m": 1.0 + }, + { + "p": 0.059523262083530426, + "m": 1.0 + }, + { + "p": 0.002348006470128894, + "m": 1.0 + } + ] + }, + { + "epoch": 119, + "train_loss": 1.3967325687408447, + "val_loss": 0.9021490216255188, + "acc": 69.02, + "time": 865.2131200172007, + "param": [ + { + "p": 0.3465425968170166, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.17576050758361816, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03499401733279228, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.003166645998135209, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00837857648730278, + "m": 1.0 + }, + { + "p": 0.2273389995098114, + "m": 1.0 + }, + { + "p": 0.017900461331009865, + "m": 1.0 + }, + { + "p": 0.1189572662115097, + "m": 1.0 + }, + { + "p": 0.05465949326753616, + "m": 1.0 + }, + { + "p": 0.012301336042582989, + "m": 1.0 + } + ] + }, + { + "epoch": 120, + "train_loss": 1.1683948040008545, + "val_loss": 0.9279931783676147, + "acc": 68.37, + "time": 767.0353980027139, + "param": [ + { + "p": 0.3457450866699219, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.16012540459632874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0489102341234684, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0006994442665018141, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02349070832133293, + "m": 1.0 + }, + { + "p": 0.22543302178382874, + "m": 1.0 + }, + { + "p": 0.014773624017834663, + "m": 1.0 + }, + { + "p": 0.10989810526371002, + "m": 1.0 + }, + { + "p": 0.06154276803135872, + "m": 1.0 + }, + { + "p": 0.009381605312228203, + "m": 1.0 + } + ] + }, + { + "epoch": 121, + "train_loss": 1.3288989067077637, + "val_loss": 0.945055365562439, + "acc": 68.28, + "time": 560.7319493247196, + "param": [ + { + "p": 0.3613798916339874, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.15324589610099792, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04060770943760872, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02841177210211754, + "m": 1.0 + }, + { + "p": 0.24102456867694855, + "m": 1.0 + }, + { + "p": 0.0047354246489703655, + "m": 1.0 + }, + { + "p": 0.10112763196229935, + "m": 1.0 + }, + { + "p": 0.06946709752082825, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 122, + "train_loss": 1.4218411445617676, + "val_loss": 0.9521129131317139, + "acc": 69.5, + "time": 867.6993203656748, + "param": [ + { + "p": 0.3772755563259125, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1377747356891632, + "m": 1.0 + }, + { + "p": 0.00027185992803424597, + "m": 1.0 + }, + { + "p": 0.02956189587712288, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0022279389668256044, + "m": 1.0 + }, + { + "p": 0.02890794537961483, + "m": 1.0 + }, + { + "p": 0.24757537245750427, + "m": 1.0 + }, + { + "p": 0.006264581810683012, + "m": 1.0 + }, + { + "p": 0.09654282033443451, + "m": 1.0 + }, + { + "p": 0.0735972672700882, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 123, + "train_loss": 1.1485085487365723, + "val_loss": 0.8073887228965759, + "acc": 69.71, + "time": 874.9300587340258, + "param": [ + { + "p": 0.3794800341129303, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1399797797203064, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.021601330488920212, + "m": 1.0 + }, + { + "p": 0.0009086259524337947, + "m": 1.0 + }, + { + "p": 0.0002608936047181487, + "m": 1.0 + }, + { + "p": 5.5039596190908924e-05, + "m": 1.0 + }, + { + "p": 0.03292461484670639, + "m": 1.0 + }, + { + "p": 0.23968660831451416, + "m": 1.0 + }, + { + "p": 0.01163388043642044, + "m": 1.0 + }, + { + "p": 0.08905965089797974, + "m": 1.0 + }, + { + "p": 0.084267757833004, + "m": 1.0 + }, + { + "p": 0.0001417126040905714, + "m": 1.0 + } + ] + }, + { + "epoch": 124, + "train_loss": 1.385690689086914, + "val_loss": 0.8793755173683167, + "acc": 68.7, + "time": 862.3870185590349, + "param": [ + { + "p": 0.40088170766830444, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.14534464478492737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002899446990340948, + "m": 1.0 + }, + { + "p": 0.00847986526787281, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.015385753475129604, + "m": 1.0 + }, + { + "p": 0.23915934562683105, + "m": 1.0 + }, + { + "p": 0.013990058563649654, + "m": 1.0 + }, + { + "p": 0.08581050485372543, + "m": 1.0 + }, + { + "p": 0.08804872632026672, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 125, + "train_loss": 1.1625698804855347, + "val_loss": 0.9605052471160889, + "acc": 69.42, + "time": 870.5372352688573, + "param": [ + { + "p": 0.3739854693412781, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1414249986410141, + "m": 1.0 + }, + { + "p": 0.005062413867563009, + "m": 1.0 + }, + { + "p": 0.014086305163800716, + "m": 1.0 + }, + { + "p": 0.013709286227822304, + "m": 1.0 + }, + { + "p": 0.011012393981218338, + "m": 1.0 + }, + { + "p": 0.007598831318318844, + "m": 1.0 + }, + { + "p": 0.01670828089118004, + "m": 1.0 + }, + { + "p": 0.21206329762935638, + "m": 1.0 + }, + { + "p": 0.024209635332226753, + "m": 1.0 + }, + { + "p": 0.08144930750131607, + "m": 1.0 + }, + { + "p": 0.09868966788053513, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 126, + "train_loss": 1.0859841108322144, + "val_loss": 0.7810962200164795, + "acc": 69.72, + "time": 867.9086389681324, + "param": [ + { + "p": 0.3919348120689392, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.1341676265001297, + "m": 1.0 + }, + { + "p": 0.002723152283579111, + "m": 1.0 + }, + { + "p": 0.011579600162804127, + "m": 1.0 + }, + { + "p": 0.01679959148168564, + "m": 1.0 + }, + { + "p": 0.00920877791941166, + "m": 1.0 + }, + { + "p": 0.004058387596160173, + "m": 1.0 + }, + { + "p": 0.0019936729222536087, + "m": 1.0 + }, + { + "p": 0.20957820117473602, + "m": 1.0 + }, + { + "p": 0.02592729590833187, + "m": 1.0 + }, + { + "p": 0.0785134956240654, + "m": 1.0 + }, + { + "p": 0.1135154664516449, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 127, + "train_loss": 1.0542291402816772, + "val_loss": 0.85693359375, + "acc": 68.39, + "time": 866.3263407968916, + "param": [ + { + "p": 0.4158691167831421, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12707270681858063, + "m": 1.0 + }, + { + "p": 4.815949432668276e-05, + "m": 1.0 + }, + { + "p": 0.00035705222398974, + "m": 1.0 + }, + { + "p": 0.024236317723989487, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0002427142608212307, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.21730726957321167, + "m": 1.0 + }, + { + "p": 0.015183648094534874, + "m": 1.0 + }, + { + "p": 0.07788381725549698, + "m": 1.0 + }, + { + "p": 0.12179919332265854, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 128, + "train_loss": 1.2009609937667847, + "val_loss": 0.8795563578605652, + "acc": 70.58, + "time": 867.9397322051227, + "param": [ + { + "p": 0.38842952251434326, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12265528738498688, + "m": 1.0 + }, + { + "p": 0.007105425465852022, + "m": 1.0 + }, + { + "p": 0.009074230678379536, + "m": 1.0 + }, + { + "p": 0.032042402774095535, + "m": 1.0 + }, + { + "p": 0.004119264893233776, + "m": 1.0 + }, + { + "p": 0.004434998147189617, + "m": 1.0 + }, + { + "p": 0.008223891258239746, + "m": 1.0 + }, + { + "p": 0.2034529149532318, + "m": 1.0 + }, + { + "p": 0.009454519487917423, + "m": 1.0 + }, + { + "p": 0.0815596804022789, + "m": 1.0 + }, + { + "p": 0.12944790720939636, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 129, + "train_loss": 1.1940586566925049, + "val_loss": 0.7862754464149475, + "acc": 69.35, + "time": 690.6617244421504, + "param": [ + { + "p": 0.4102575480937958, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.12129196524620056, + "m": 1.0 + }, + { + "p": 0.002840871922671795, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02782159484922886, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.002216334454715252, + "m": 1.0 + }, + { + "p": 0.21059171855449677, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08572617173194885, + "m": 1.0 + }, + { + "p": 0.13925376534461975, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 130, + "train_loss": 1.4456292390823364, + "val_loss": 0.9123548269271851, + "acc": 69.53, + "time": 567.5389741631225, + "param": [ + { + "p": 0.3996177911758423, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10790717601776123, + "m": 1.0 + }, + { + "p": 0.004291581455618143, + "m": 1.0 + }, + { + "p": 0.01710258424282074, + "m": 1.0 + }, + { + "p": 0.025721272453665733, + "m": 1.0 + }, + { + "p": 0.0013616577489301562, + "m": 1.0 + }, + { + "p": 0.0007970177102833986, + "m": 1.0 + }, + { + "p": 0.012717624194920063, + "m": 1.0 + }, + { + "p": 0.1987486630678177, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08021919429302216, + "m": 1.0 + }, + { + "p": 0.15151545405387878, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 131, + "train_loss": 1.082902193069458, + "val_loss": 0.9305806756019592, + "acc": 68.47, + "time": 853.8356929989532, + "param": [ + { + "p": 0.40392759442329407, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0976584330201149, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0292176716029644, + "m": 1.0 + }, + { + "p": 0.02285444736480713, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00012605538358911872, + "m": 1.0 + }, + { + "p": 0.019161008298397064, + "m": 1.0 + }, + { + "p": 0.1946430206298828, + "m": 1.0 + }, + { + "p": 0.0005159186548553407, + "m": 1.0 + }, + { + "p": 0.07120363414287567, + "m": 1.0 + }, + { + "p": 0.1606922447681427, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 132, + "train_loss": 1.0432496070861816, + "val_loss": 0.933783769607544, + "acc": 68.59, + "time": 864.2784068342298, + "param": [ + { + "p": 0.3616689443588257, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.096063531935215, + "m": 1.0 + }, + { + "p": 0.0008555683307349682, + "m": 1.0 + }, + { + "p": 0.0451296791434288, + "m": 1.0 + }, + { + "p": 0.020366888493299484, + "m": 1.0 + }, + { + "p": 0.007876181975007057, + "m": 1.0 + }, + { + "p": 0.0055458201095461845, + "m": 1.0 + }, + { + "p": 0.039015572518110275, + "m": 1.0 + }, + { + "p": 0.18087396025657654, + "m": 1.0 + }, + { + "p": 0.01767476461827755, + "m": 1.0 + }, + { + "p": 0.07401590049266815, + "m": 1.0 + }, + { + "p": 0.15050241351127625, + "m": 1.0 + }, + { + "p": 0.00041075050830841064, + "m": 1.0 + } + ] + }, + { + "epoch": 133, + "train_loss": 1.318361520767212, + "val_loss": 0.8378087878227234, + "acc": 69.96, + "time": 866.9598186430521, + "param": [ + { + "p": 0.3544023931026459, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09840626269578934, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.05046849325299263, + "m": 1.0 + }, + { + "p": 0.010316495783627033, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.006478076335042715, + "m": 1.0 + }, + { + "p": 0.04821275547146797, + "m": 1.0 + }, + { + "p": 0.17932190001010895, + "m": 1.0 + }, + { + "p": 0.01588582806289196, + "m": 1.0 + }, + { + "p": 0.08081456273794174, + "m": 1.0 + }, + { + "p": 0.15569333732128143, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 134, + "train_loss": 1.3123252391815186, + "val_loss": 0.9484472870826721, + "acc": 70.55, + "time": 863.8594219139777, + "param": [ + { + "p": 0.3365362584590912, + "m": 1.0 + }, + { + "p": 0.0009143479983322322, + "m": 1.0 + }, + { + "p": 0.10648380219936371, + "m": 1.0 + }, + { + "p": 0.0017931932816281915, + "m": 1.0 + }, + { + "p": 0.0466960072517395, + "m": 1.0 + }, + { + "p": 0.0014597444096580148, + "m": 1.0 + }, + { + "p": 0.0017247890355065465, + "m": 1.0 + }, + { + "p": 0.016837380826473236, + "m": 1.0 + }, + { + "p": 0.054116666316986084, + "m": 1.0 + }, + { + "p": 0.16794249415397644, + "m": 1.0 + }, + { + "p": 0.014265737496316433, + "m": 1.0 + }, + { + "p": 0.08214528858661652, + "m": 1.0 + }, + { + "p": 0.16063353419303894, + "m": 1.0 + }, + { + "p": 0.00845079030841589, + "m": 1.0 + } + ] + }, + { + "epoch": 135, + "train_loss": 1.2832400798797607, + "val_loss": 0.8371424674987793, + "acc": 70.96, + "time": 865.9507689019665, + "param": [ + { + "p": 0.2949867248535156, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11085864901542664, + "m": 1.0 + }, + { + "p": 0.009040873497724533, + "m": 1.0 + }, + { + "p": 0.051736120134592056, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.013926012441515923, + "m": 1.0 + }, + { + "p": 0.029564348980784416, + "m": 1.0 + }, + { + "p": 0.059829264879226685, + "m": 1.0 + }, + { + "p": 0.1564534604549408, + "m": 1.0 + }, + { + "p": 0.025986121967434883, + "m": 1.0 + }, + { + "p": 0.08035431057214737, + "m": 1.0 + }, + { + "p": 0.1539584994316101, + "m": 1.0 + }, + { + "p": 0.01330555509775877, + "m": 1.0 + } + ] + }, + { + "epoch": 136, + "train_loss": 1.30010986328125, + "val_loss": 0.8765900731086731, + "acc": 70.7, + "time": 865.6772431889549, + "param": [ + { + "p": 0.26341670751571655, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11459969729185104, + "m": 1.0 + }, + { + "p": 0.009747790172696114, + "m": 1.0 + }, + { + "p": 0.05945330113172531, + "m": 1.0 + }, + { + "p": 0.0035026760306209326, + "m": 1.0 + }, + { + "p": 0.01856793835759163, + "m": 1.0 + }, + { + "p": 0.03454942628741264, + "m": 1.0 + }, + { + "p": 0.05878552794456482, + "m": 1.0 + }, + { + "p": 0.15484291315078735, + "m": 1.0 + }, + { + "p": 0.03327212482690811, + "m": 1.0 + }, + { + "p": 0.09708959609270096, + "m": 1.0 + }, + { + "p": 0.15217235684394836, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 137, + "train_loss": 1.2213488817214966, + "val_loss": 0.834977388381958, + "acc": 71.11, + "time": 854.8912225957029, + "param": [ + { + "p": 0.2528955042362213, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.11120728403329849, + "m": 1.0 + }, + { + "p": 0.006249790079891682, + "m": 1.0 + }, + { + "p": 0.05081893503665924, + "m": 1.0 + }, + { + "p": 0.0005003221449442208, + "m": 1.0 + }, + { + "p": 0.018809741362929344, + "m": 1.0 + }, + { + "p": 0.04204689338803291, + "m": 1.0 + }, + { + "p": 0.05805393308401108, + "m": 1.0 + }, + { + "p": 0.15625432133674622, + "m": 1.0 + }, + { + "p": 0.03757049888372421, + "m": 1.0 + }, + { + "p": 0.10965592414140701, + "m": 1.0 + }, + { + "p": 0.1559368222951889, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 138, + "train_loss": 1.1347925662994385, + "val_loss": 0.8019638657569885, + "acc": 71.17, + "time": 863.7903874348849, + "param": [ + { + "p": 0.2547892928123474, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10233088582754135, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.03610268235206604, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.012125936336815357, + "m": 1.0 + }, + { + "p": 0.04911654070019722, + "m": 1.0 + }, + { + "p": 0.06788388639688492, + "m": 1.0 + }, + { + "p": 0.15007032454013824, + "m": 1.0 + }, + { + "p": 0.045722845941782, + "m": 1.0 + }, + { + "p": 0.12476032227277756, + "m": 1.0 + }, + { + "p": 0.1570972502231598, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 139, + "train_loss": 0.896379828453064, + "val_loss": 0.9131114482879639, + "acc": 71.34, + "time": 863.8112369691953, + "param": [ + { + "p": 0.2673724293708801, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10022010654211044, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.014109829440712929, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.001890842104330659, + "m": 1.0 + }, + { + "p": 0.04814480245113373, + "m": 1.0 + }, + { + "p": 0.07121368497610092, + "m": 1.0 + }, + { + "p": 0.15117794275283813, + "m": 1.0 + }, + { + "p": 0.049804262816905975, + "m": 1.0 + }, + { + "p": 0.1390678435564041, + "m": 1.0 + }, + { + "p": 0.1569981575012207, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 140, + "train_loss": 1.1494886875152588, + "val_loss": 0.7981500625610352, + "acc": 70.81, + "time": 867.8680675919168, + "param": [ + { + "p": 0.27224865555763245, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09466464072465897, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.00474579306319356, + "m": 1.0 + }, + { + "p": 0.04476914927363396, + "m": 1.0 + }, + { + "p": 0.06993423402309418, + "m": 1.0 + }, + { + "p": 0.1444835662841797, + "m": 1.0 + }, + { + "p": 0.06110190972685814, + "m": 1.0 + }, + { + "p": 0.14956746995449066, + "m": 1.0 + }, + { + "p": 0.1584845334291458, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + }, + { + "epoch": 141, + "train_loss": 1.1362191438674927, + "val_loss": 0.7776182889938354, + "acc": 71.06, + "time": 864.9490382559597, + "param": [ + { + "p": 0.24503187835216522, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09631448239088058, + "m": 1.0 + }, + { + "p": 0.0036788831930607557, + "m": 1.0 + }, + { + "p": 0.0019251032499596477, + "m": 1.0 + }, + { + "p": 0.02343226782977581, + "m": 1.0 + }, + { + "p": 0.02229207381606102, + "m": 1.0 + }, + { + "p": 0.044079579412937164, + "m": 1.0 + }, + { + "p": 0.05792706832289696, + "m": 1.0 + }, + { + "p": 0.13459163904190063, + "m": 1.0 + }, + { + "p": 0.0736895278096199, + "m": 1.0 + }, + { + "p": 0.1381319910287857, + "m": 1.0 + }, + { + "p": 0.1536361277103424, + "m": 1.0 + }, + { + "p": 0.005269452929496765, + "m": 1.0 + } + ] + }, + { + "epoch": 142, + "train_loss": 1.2108354568481445, + "val_loss": 0.947289228439331, + "acc": 71.23, + "time": 864.7207073508762, + "param": [ + { + "p": 0.19311580061912537, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10504470765590668, + "m": 1.0 + }, + { + "p": 0.006841219961643219, + "m": 1.0 + }, + { + "p": 0.01086500845849514, + "m": 1.0 + }, + { + "p": 0.05420556664466858, + "m": 1.0 + }, + { + "p": 0.03454962000250816, + "m": 1.0 + }, + { + "p": 0.05064043030142784, + "m": 1.0 + }, + { + "p": 0.060272060334682465, + "m": 1.0 + }, + { + "p": 0.11462447792291641, + "m": 1.0 + }, + { + "p": 0.08417888730764389, + "m": 1.0 + }, + { + "p": 0.12636980414390564, + "m": 1.0 + }, + { + "p": 0.1388704478740692, + "m": 1.0 + }, + { + "p": 0.020421920344233513, + "m": 1.0 + } + ] + }, + { + "epoch": 143, + "train_loss": 1.4689199924468994, + "val_loss": 0.8463401794433594, + "acc": 70.32, + "time": 866.7055789348669, + "param": [ + { + "p": 0.16585329174995422, + "m": 1.0 + }, + { + "p": 0.00046397748519666493, + "m": 1.0 + }, + { + "p": 0.10713067650794983, + "m": 1.0 + }, + { + "p": 0.008355066180229187, + "m": 1.0 + }, + { + "p": 0.02036798559129238, + "m": 1.0 + }, + { + "p": 0.0733484998345375, + "m": 1.0 + }, + { + "p": 0.03349391743540764, + "m": 1.0 + }, + { + "p": 0.054305028170347214, + "m": 1.0 + }, + { + "p": 0.06463601440191269, + "m": 1.0 + }, + { + "p": 0.11044244468212128, + "m": 1.0 + }, + { + "p": 0.08324681967496872, + "m": 1.0 + }, + { + "p": 0.12071127444505692, + "m": 1.0 + }, + { + "p": 0.13352490961551666, + "m": 1.0 + }, + { + "p": 0.02412010170519352, + "m": 1.0 + } + ] + }, + { + "epoch": 144, + "train_loss": 1.231225609779358, + "val_loss": 0.8776917457580566, + "acc": 70.5, + "time": 862.7044577687047, + "param": [ + { + "p": 0.14921894669532776, + "m": 1.0 + }, + { + "p": 0.0002773042651824653, + "m": 1.0 + }, + { + "p": 0.09209902584552765, + "m": 1.0 + }, + { + "p": 0.013396847061812878, + "m": 1.0 + }, + { + "p": 0.030057627707719803, + "m": 1.0 + }, + { + "p": 0.09356427937746048, + "m": 1.0 + }, + { + "p": 0.03184904903173447, + "m": 1.0 + }, + { + "p": 0.05814744904637337, + "m": 1.0 + }, + { + "p": 0.06561011075973511, + "m": 1.0 + }, + { + "p": 0.1045139878988266, + "m": 1.0 + }, + { + "p": 0.08382255584001541, + "m": 1.0 + }, + { + "p": 0.11645862460136414, + "m": 1.0 + }, + { + "p": 0.13108333945274353, + "m": 1.0 + }, + { + "p": 0.02990090288221836, + "m": 1.0 + } + ] + }, + { + "epoch": 145, + "train_loss": 1.2624871730804443, + "val_loss": 0.8238049745559692, + "acc": 71.52, + "time": 863.885831263382, + "param": [ + { + "p": 0.13863292336463928, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.08230745792388916, + "m": 1.0 + }, + { + "p": 0.007142736576497555, + "m": 1.0 + }, + { + "p": 0.03571535646915436, + "m": 1.0 + }, + { + "p": 0.10787899792194366, + "m": 1.0 + }, + { + "p": 0.03931797295808792, + "m": 1.0 + }, + { + "p": 0.05423741787672043, + "m": 1.0 + }, + { + "p": 0.06667248904705048, + "m": 1.0 + }, + { + "p": 0.10414241999387741, + "m": 1.0 + }, + { + "p": 0.08214714378118515, + "m": 1.0 + }, + { + "p": 0.11186681687831879, + "m": 1.0 + }, + { + "p": 0.14214031398296356, + "m": 1.0 + }, + { + "p": 0.027797996997833252, + "m": 1.0 + } + ] + }, + { + "epoch": 146, + "train_loss": 1.3401015996932983, + "val_loss": 0.8324226140975952, + "acc": 72.28, + "time": 862.8756919903681, + "param": [ + { + "p": 0.12941952049732208, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09361832588911057, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04077767953276634, + "m": 1.0 + }, + { + "p": 0.1131829246878624, + "m": 1.0 + }, + { + "p": 0.04076395928859711, + "m": 1.0 + }, + { + "p": 0.05495690181851387, + "m": 1.0 + }, + { + "p": 0.06176359951496124, + "m": 1.0 + }, + { + "p": 0.09894908964633942, + "m": 1.0 + }, + { + "p": 0.08082917332649231, + "m": 1.0 + }, + { + "p": 0.11596415191888809, + "m": 1.0 + }, + { + "p": 0.15442173182964325, + "m": 1.0 + }, + { + "p": 0.0153529467061162, + "m": 1.0 + } + ] + }, + { + "epoch": 147, + "train_loss": 1.0526624917984009, + "val_loss": 0.8344216346740723, + "acc": 71.11, + "time": 873.8172343540937, + "param": [ + { + "p": 0.11502233147621155, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.09910129755735397, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04415057972073555, + "m": 1.0 + }, + { + "p": 0.10277339071035385, + "m": 1.0 + }, + { + "p": 0.0356668122112751, + "m": 1.0 + }, + { + "p": 0.07366839796304703, + "m": 1.0 + }, + { + "p": 0.05855698511004448, + "m": 1.0 + }, + { + "p": 0.10548155754804611, + "m": 1.0 + }, + { + "p": 0.08318774402141571, + "m": 1.0 + }, + { + "p": 0.11962723731994629, + "m": 1.0 + }, + { + "p": 0.1590540111064911, + "m": 1.0 + }, + { + "p": 0.0037097660824656487, + "m": 1.0 + } + ] + }, + { + "epoch": 148, + "train_loss": 1.246206283569336, + "val_loss": 0.8501391410827637, + "acc": 71.84, + "time": 867.0135485650972, + "param": [ + { + "p": 0.11436806619167328, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10407254099845886, + "m": 1.0 + }, + { + "p": 0.004040071740746498, + "m": 1.0 + }, + { + "p": 0.037566665560007095, + "m": 1.0 + }, + { + "p": 0.08351290971040726, + "m": 1.0 + }, + { + "p": 0.02653519995510578, + "m": 1.0 + }, + { + "p": 0.0833311676979065, + "m": 1.0 + }, + { + "p": 0.05485881492495537, + "m": 1.0 + }, + { + "p": 0.11761347949504852, + "m": 1.0 + }, + { + "p": 0.08782479166984558, + "m": 1.0 + }, + { + "p": 0.12085583806037903, + "m": 1.0 + }, + { + "p": 0.16149985790252686, + "m": 1.0 + }, + { + "p": 0.003920651972293854, + "m": 1.0 + } + ] + }, + { + "epoch": 149, + "train_loss": 1.0450267791748047, + "val_loss": 0.8251255750656128, + "acc": 71.85, + "time": 864.6600054670125, + "param": [ + { + "p": 0.12815642356872559, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10384683310985565, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.02038504369556904, + "m": 1.0 + }, + { + "p": 0.06454600393772125, + "m": 1.0 + }, + { + "p": 0.021135101094841957, + "m": 1.0 + }, + { + "p": 0.09477055072784424, + "m": 1.0 + }, + { + "p": 0.05406605452299118, + "m": 1.0 + }, + { + "p": 0.1238129660487175, + "m": 1.0 + }, + { + "p": 0.09564906358718872, + "m": 1.0 + }, + { + "p": 0.10900788754224777, + "m": 1.0 + }, + { + "p": 0.17695577442646027, + "m": 1.0 + }, + { + "p": 0.007668221835047007, + "m": 1.0 + } + ] + }, + { + "epoch": 150, + "train_loss": 1.2839797735214233, + "val_loss": 0.8283474445343018, + "acc": 70.57, + "time": 866.7613110807724, + "param": [ + { + "p": 0.1367100328207016, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.10847941040992737, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + }, + { + "p": 0.04229855164885521, + "m": 1.0 + }, + { + "p": 0.010149798355996609, + "m": 1.0 + }, + { + "p": 0.10555323213338852, + "m": 1.0 + }, + { + "p": 0.04463237151503563, + "m": 1.0 + }, + { + "p": 0.13273748755455017, + "m": 1.0 + }, + { + "p": 0.10290218144655228, + "m": 1.0 + }, + { + "p": 0.10809928923845291, + "m": 1.0 + }, + { + "p": 0.20843763649463654, + "m": 1.0 + }, + { + "p": 0.0, + "m": 1.0 + } + ] + } + ] +} \ No newline at end of file